From 695c683381d1a08c7c82dc2fb90be75a488a2228 Mon Sep 17 00:00:00 2001 From: PakitoSec Date: Wed, 15 Jul 2026 08:18:21 +0200 Subject: [PATCH 1/5] feat(edges): added new semantic for edge with ai helpers --- README.md | 17 +- docs/agent-relationship-planning.md | 115 ++ docs/getting-started/concepts.md | 9 +- docs/js-packages.md | 2 +- examples/04_email.py | 69 +- examples/05_visualization.py | 53 +- examples/07_langchain_relationships.py | 127 ++ js/packages/cyvest-app/src/App.tsx | 72 +- .../src/investigations/cyvest_email.json | 394 +++--- .../src/investigations/cyvest_visual.json | 208 ++-- js/packages/cyvest-app/src/styles.css | 76 +- js/packages/cyvest-app/src/vite-env.d.ts | 1 + js/packages/cyvest-app/tsconfig.json | 2 +- js/packages/cyvest-js/src/graph.ts | 8 +- js/packages/cyvest-js/tests/graph.test.ts | 22 +- js/packages/cyvest-vis/README.md | 55 +- .../src/adapters/observablesElements.ts | 93 +- .../src/components/CytoscapeCanvas.tsx | 116 +- .../cyvest-vis/src/components/CyvestGraph.tsx | 457 ++++++- .../src/components/CyvestObservablesView.tsx | 4 +- js/packages/cyvest-vis/src/core/filters.ts | 85 ++ .../cyvest-vis/src/core/relationships.ts | 114 ++ js/packages/cyvest-vis/src/core/styles.ts | 98 +- js/packages/cyvest-vis/src/core/theme.ts | 5 + js/packages/cyvest-vis/src/index.ts | 18 + js/packages/cyvest-vis/src/layout/force.ts | 641 +++++++--- js/packages/cyvest-vis/src/styles.css | 421 ++++++- js/packages/cyvest-vis/src/types.ts | 86 +- .../cyvest-vis/tests/observables.test.ts | 343 +++++- mkdocs.yml | 1 + pyproject.toml | 2 + src/cyvest/__init__.py | 34 + src/cyvest/cyvest.py | 86 +- src/cyvest/investigation.py | 95 ++ src/cyvest/langchain.py | 133 ++ src/cyvest/model_enums.py | 10 +- src/cyvest/proxies.py | 2 +- src/cyvest/semantics.py | 569 +++++++++ tests/test_langchain.py | 52 + tests/test_semantics.py | 234 ++++ tests/test_types.py | 16 +- uv.lock | 1076 ++++++++++++++++- 42 files changed, 5251 insertions(+), 770 deletions(-) create mode 100644 docs/agent-relationship-planning.md create mode 100644 examples/07_langchain_relationships.py create mode 100644 js/packages/cyvest-app/src/vite-env.d.ts create mode 100644 js/packages/cyvest-vis/src/core/filters.ts create mode 100644 js/packages/cyvest-vis/src/core/relationships.ts create mode 100644 src/cyvest/langchain.py create mode 100644 src/cyvest/semantics.py create mode 100644 tests/test_langchain.py create mode 100644 tests/test_semantics.py diff --git a/README.md b/README.md index c832e74..a23d2e3 100644 --- a/README.md +++ b/README.md @@ -47,6 +47,18 @@ The optional visualization dependencies are available with: pip install -e ".[visualization]" ``` +Install the optional LangChain-compatible relationship tools with: + +```bash +pip install -e ".[langchain]" +``` + +For AWS Bedrock agents, install the provider-specific extra: + +```bash +pip install -e ".[bedrock]" +``` + ## Quick Start ```python @@ -133,13 +145,14 @@ ip_obs = cv.observable_create(cv.OBS.IPV4, "192.0.2.1", internal=False) cv.observable_add_relationship( url_obs, # Can pass ObservableProxy directly ip_obs, # Or use .key for string keys - cv.REL.RELATED_TO, - cv.DIR.BIDIRECTIONAL, + cv.REL.RESOLVES_TO, ) ``` Cyvest exposes enums for observable types and relationships via the facade (`cv.OBS`, `cv.REL`, `cv.DIR`) so IDEs can autocomplete the official vocabulary without extra imports. +Built-ins cover `RELATED_TO`, `CONTAINS`, `DERIVED_FROM`, `RESOLVES_TO`, +`HOSTS`, `COMMUNICATES_WITH`, and `EXECUTES`. Broad entity types use a subtype and, for locally scoped identifiers, a namespace: diff --git a/docs/agent-relationship-planning.md b/docs/agent-relationship-planning.md new file mode 100644 index 0000000..7657002 --- /dev/null +++ b/docs/agent-relationship-planning.md @@ -0,0 +1,115 @@ +# Agent Relationship Planning + +Cyvest exposes a framework-independent planning contract for agents that infer semantic relationships between existing observables. Agents propose semantics, while Cyvest owns graph integrity, scoring, audit, and mutation. + +## Safe workflow + +1. Read `get_relationship_catalog()` to understand the canonical vocabulary. +2. Read `cv.relationship_context_get()` to obtain observable keys, existing edges, and the graph revision. +3. Produce a structured `RelationshipPlan` using the returned revision. +4. Call `cv.relationship_plan_validate(plan)` without mutating the investigation. +5. Review errors and warnings, then call `cv.relationship_plan_apply(plan)` if approved. + +Plans are rejected when their revision is stale. Application is atomic, recalculates scores once, and records the plan digest, model, tool, confidence, rationale, and evidence references in the audit log. + +```python +from cyvest import Cyvest, RelationshipPlan, RelationshipProposal + +cv = Cyvest() +domain = cv.observable(cv.OBS.DOMAIN, "example.com") +ip = cv.observable(cv.OBS.IPV4, "192.0.2.1") +context = cv.relationship_context_get() + +plan = RelationshipPlan( + graph_revision=context.graph_revision, + model="relationship-planner-v1", + proposals=( + RelationshipProposal( + source_key=domain.key, + target_key=ip.key, + relationship_type="resolves-to", + confidence=0.96, + rationale="The address appeared in the domain's DNS answer.", + evidence_refs=("finding:dns-resolution",), + ), + ), +) + +preview = cv.relationship_plan_validate(plan) +if preview.valid: + result = cv.relationship_plan_apply(plan, actor="dns-agent") +``` + +`RelationshipPlan.model_json_schema()` can be passed directly to providers that support structured output. The core planning API does not depend on an agent framework. + +## LangChain and Deep Agents + +Install the optional adapter: + +```bash +pip install "cyvest[langchain]" +``` + +The generated tools implement LangChain's `BaseTool` contract and can be supplied to LangChain agents or Deep Agents. + +```python +from cyvest.langchain import ( + RELATIONSHIP_PLANNER_SYSTEM_PROMPT, + create_relationship_tools, +) + +tools = create_relationship_tools(cv) +``` + +This toolkit is read-only by default. It contains tools for the relationship catalog, graph context, and plan validation. + +Use the reusable prompt when creating a LangChain planner: + +```python +from langchain.agents import create_agent + +agent = create_agent( + model=model, + tools=tools, + system_prompt=RELATIONSHIP_PLANNER_SYSTEM_PROMPT, + response_format=RelationshipPlan, +) +``` + +The system prompt guides the planner through catalog, context, and validation tools. It instructs the agent to return the validated plan without applying it. After human or application approval, apply the plan outside the planner: + +```python +result = cv.relationship_plan_apply(plan, actor="approved-relationship-agent") +``` + +For trusted orchestrators that require a tool interface, `create_relationship_tools(cv, include_apply=True)` adds the apply tool. Do not expose it to an autonomous planner as an approval boundary: an LLM can set `confirm=true` itself. Custom relationship types are rejected by default; set `allow_custom_types=True` only when the surrounding application governs that vocabulary. + +The example requires a real model. For AWS Bedrock, use the project extra and a model available in your configured region: + +```bash +uv run --extra bedrock python examples/07_langchain_relationships.py \ + --model "bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0" +``` + +With pip, install `cyvest[bedrock]` before running the same script. `uv run --with langchain` is not equivalent: it installs LangChain itself, but not the `langchain-aws` provider integration. + +LangChain uses the standard AWS credential chain and `AWS_REGION` or `AWS_DEFAULT_REGION`. The example raises an exception when `--model` is omitted. Its model-backed path uses `init_chat_model`, `RELATIONSHIP_PLANNER_SYSTEM_PROMPT`, the read-only Cyvest tools, and `response_format=RelationshipPlan`. + +## Validation behavior + +Errors prevent application in strict mode: + +- stale graph revision +- unknown source or target keys +- self-relationships +- duplicate operations in one plan +- custom types when disabled +- removal of a relationship that does not exist +- a cycle in `contains` or `derived-from` relationships + +Warnings preserve analyst flexibility: + +- an add operation already exists +- a canonical relationship is unusual for the observable type pair +- a canonical relationship uses an unusual direction +- a high-confidence proposal uses the generic `related-to` type \ No newline at end of file diff --git a/docs/getting-started/concepts.md b/docs/getting-started/concepts.md index 3a704f4..223162c 100644 --- a/docs/getting-started/concepts.md +++ b/docs/getting-started/concepts.md @@ -741,7 +741,7 @@ Relationships let you link observables together. Use the Cyvest facade or proxy cv.observable_add_relationship( source=url, # Observable proxy target=ip, # Observable proxy - relationship_type=cv.REL.RELATED_TO, + relationship_type=cv.REL.RESOLVES_TO, ) # Override direction to control score hierarchy @@ -760,7 +760,12 @@ cv.observable_add_relationship( ) ``` -`RELATED_TO` defaults to `BIDIRECTIONAL`. Choose `OUTBOUND` or `INBOUND` when you need explicit parent/child scoring. +Use the narrowest semantic type available: `CONTAINS` and `DERIVED_FROM` for +structure and lineage, `RESOLVES_TO` and `HOSTS` for infrastructure, +`COMMUNICATES_WITH` and `EXECUTES` for behavior, and `RELATED_TO` for +weak correlations. `RELATED_TO` and `COMMUNICATES_WITH` default to +`BIDIRECTIONAL`; the other built-ins default to `OUTBOUND`. An explicit +direction always wins and remains the source of score propagation semantics. ## Key Generation diff --git a/docs/js-packages.md b/docs/js-packages.md index 0a37ea2..6b95f98 100644 --- a/docs/js-packages.md +++ b/docs/js-packages.md @@ -19,7 +19,7 @@ Interactive visualization of Cyvest observable relationships. ### Features -- **Observable Graph**: force-directed observable and relationship view centered on the root +- **Observable Explorer**: community-aware force graph centered on the root, with typed edges, search, filters, legend, and node/edge inspection - **Restrained visual language**: neutral surfaces, compact SVG nodes, thin edges, and level color used only as a contour - **Interactive focus**: pan/zoom, fit, deterministic layout replay, selection, and neighborhood focus on hover diff --git a/examples/04_email.py b/examples/04_email.py index bf0ed74..876a9e9 100644 --- a/examples/04_email.py +++ b/examples/04_email.py @@ -154,22 +154,17 @@ def run(self, cy: Cyvest) -> None: logger.info(f"Analyzing email header FROM: {from_addr}") # Build observable chain with threat intel - obs = ( - cy.observable(cy.OBS.EMAIL, from_addr) - .relate_to(cy.root(), relationship_type=cy.REL.RELATED_TO, direction=cy.DIR.INBOUND) + obs = cy.observable(cy.OBS.EMAIL, from_addr).with_ti("VT", 0, "> test") + from_domain_obs = ( + cy.observable(cy.OBS.DOMAIN, from_domain) + .with_ti("VT", from_domain_score) .relate_to( - cy.observable(cy.OBS.DOMAIN, from_domain) - .with_ti("VT", from_domain_score) - .relate_to( - cy.observable(cy.OBS.IPV4, from_ip).with_ti("ABUSEIPDB", from_ip_score), - cy.REL.RELATED_TO, - direction=cy.DIR.OUTBOUND, - ), - cy.REL.RELATED_TO, - direction=cy.DIR.OUTBOUND, + cy.observable(cy.OBS.IPV4, from_ip).with_ti("ABUSEIPDB", from_ip_score), + cy.REL.RESOLVES_TO, ) - .with_ti("VT", 0, "> test") ) + cy.root().relate_to(obs, cy.REL.CONTAINS) + from_domain_obs.relate_to(obs, cy.REL.HOSTS) # Create finding for header analysis cy.finding("from", "test email vt 10", "> ok boys").link_observable(obs).tagged("emails") @@ -218,11 +213,11 @@ def run(self, cy: Cyvest) -> None: logger.info("Analyzing email receiver") cy.enrichment_create("receiver", {"receiver": ["ok"]}, context="from splunk") - cy.finding("receiver", "description", "> receiver").with_score(0.1).link_observable( - cy.observable(cy.OBS.EMAIL, "user@company.com").relate_to( - cy.root(), cy.REL.RELATED_TO, direction=cy.DIR.INBOUND - ) - ).tagged("emails") + receiver = cy.observable(cy.OBS.EMAIL, "user@company.com") + cy.root().relate_to(receiver, cy.REL.CONTAINS) + cy.finding("receiver", "description", "> receiver").with_score(0.1).link_observable(receiver).tagged( + "emails" + ) logger.info("Email receiver analysis complete") @@ -252,6 +247,8 @@ def run(self, cy: Cyvest) -> None: # Create tag for URL findings tag = cy.tag("bodies:urls", "Bodies URLs Analysis") + body_obs = cy.observable(cy.OBS.FILE, "BODY/HTML") + cy.root().relate_to(body_obs, cy.REL.CONTAINS) # Analyze each URL for url_data in urls_with_scores: @@ -267,12 +264,9 @@ def run(self, cy: Cyvest) -> None: matching_domain = domain break url_obs = cy.observable(cy.OBS.URL, url).with_ti("VT", score) + body_obs.relate_to(url_obs, cy.REL.CONTAINS) if matching_domain: - url_obs.relate_to( - cy.observable(cy.OBS.DOMAIN, matching_domain), - cy.REL.RELATED_TO, - direction=cy.DIR.INBOUND, - ) + cy.observable(cy.OBS.DOMAIN, matching_domain).relate_to(url_obs, cy.REL.HOSTS) # Create finding and link to tag chk = ( @@ -308,6 +302,8 @@ def run(self, cy: Cyvest) -> None: # Create tag for domain findings tag = cy.tag("bodies:domains", "Bodies Domains Analysis") + body_obs = cy.observable(cy.OBS.FILE, "BODY/HTML") + cy.root().relate_to(body_obs, cy.REL.CONTAINS) # Analyze each domain for domain_data in domains_with_scores: @@ -317,17 +313,8 @@ def run(self, cy: Cyvest) -> None: logger.info(f"Analyzing domain: {domain} (score: {score})") # Build Domain observable with relationships - domain_obs = ( - cy.observable(cy.OBS.DOMAIN, domain) - .with_ti("VT", score) - .relate_to( - cy.observable(cy.OBS.FILE, "BODY/HTML").relate_to( - cy.root(), cy.REL.RELATED_TO, direction=cy.DIR.INBOUND - ), - cy.REL.RELATED_TO, - direction=cy.DIR.INBOUND, - ) - ) + domain_obs = cy.observable(cy.OBS.DOMAIN, domain).with_ti("VT", score) + body_obs.relate_to(domain_obs, cy.REL.CONTAINS) # Create finding and link to tag chk = ( @@ -373,14 +360,12 @@ def run(self, cy: Cyvest) -> None: logger.info(f"Analyzing attachment: {filename} (score: {score})") # Build file observable with hash observables - file_obs = ( - cy.observable(cy.OBS.FILE, filename) - .relate_to(cy.root(), cy.REL.RELATED_TO, direction=cy.DIR.INBOUND) - .relate_to( - cy.observable(cy.OBS.HASH, f"MD5:{md5_hash}").with_ti("VT", score, "MD5 hash analysis"), - cy.REL.RELATED_TO, - ) + file_obs = cy.observable(cy.OBS.FILE, filename) + hash_obs = cy.observable(cy.OBS.HASH, f"MD5:{md5_hash}").with_ti( + "VT", score, "MD5 hash analysis" ) + cy.root().relate_to(file_obs, cy.REL.CONTAINS) + hash_obs.relate_to(file_obs, cy.REL.DERIVED_FROM, direction=cy.DIR.INBOUND) # Add threat intel based on score if score >= 5: @@ -568,7 +553,7 @@ def main(workers, browser, stats, audit, no_audit_log, output): logger.info(c.comment) # Display results - logger.info("Investigation complete - displaying summary - score should be 36.1") + logger.info("Investigation complete - displaying summary - score should be 34.1") cy.display_summary(show_audit_log=audit) if stats: diff --git a/examples/05_visualization.py b/examples/05_visualization.py index f9e6a4d..cf03ed6 100644 --- a/examples/05_visualization.py +++ b/examples/05_visualization.py @@ -36,7 +36,10 @@ @click.option("-o", "--output", type=click.Path(dir_okay=False, path_type=Path), default=None) def main(no_audit_log: bool = False, output: Path | None = None) -> None: # Create a comprehensive investigation with various observables - cv = Cyvest(investigation_id="cyvest-visual-example", investigation_name="Visualization Example") + cv = Cyvest( + investigation_id="cyvest-visual-example", + investigation_name="Visualization Example", + ) # Malicious infrastructure malicious_domain = ( cv.observable(cv.OBS.DOMAIN, "evil-phishing.com") @@ -47,17 +50,16 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: malicious_ip = ( cv.observable(cv.OBS.IPV4, "185.220.101.50") .with_ti("AbuseIPDB", score=9.5, comment="C2 server") - .relate_to(malicious_domain, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) + .relate_to(malicious_domain, cv.REL.HOSTS) ) # Suspicious infrastructure - _ = ( + suspicious_domain = ( cv.observable(cv.OBS.DOMAIN, "sketchy-site.net") .with_ti("VirusTotal", score=4.5, comment="Some detections") .relate_to( cv.observable(cv.OBS.IPV4, "192.168.100.5").with_ti("Shodan", score=3.0), - cv.REL.RELATED_TO, - cv.DIR.OUTBOUND, + cv.REL.RESOLVES_TO, ) ) @@ -75,8 +77,8 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: # Email artifact with multiple relationships email_message = ( cv.observable(cv.OBS.ARTIFACT, "Phishing Email - Invoice #12345") - .relate_to(attacker_email, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) - .relate_to(victim_email, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) + .relate_to(attacker_email, cv.REL.CONTAINS) + .relate_to(victim_email, cv.REL.CONTAINS) .with_ti("Email Gateway", score=7.0, comment="Flagged as suspicious") ) @@ -84,35 +86,39 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: phishing_url1 = ( cv.observable(cv.OBS.URL, "https://evil-phishing.com/login") .with_ti("URLhaus", score=9.0) - .relate_to(malicious_domain, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) + .relate_to(malicious_domain, cv.REL.RELATED_TO) ) phishing_url2 = ( cv.observable(cv.OBS.URL, "https://evil-phishing.com/verify") .with_ti("URLhaus", score=8.5) - .relate_to(malicious_domain, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) + .relate_to(malicious_domain, cv.REL.RELATED_TO) ) # Email contains URLs - email_message.relate_to(phishing_url1, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) - email_message.relate_to(phishing_url2, cv.REL.RELATED_TO, cv.DIR.OUTBOUND) + email_message.relate_to(phishing_url1, cv.REL.CONTAINS) + email_message.relate_to(phishing_url2, cv.REL.CONTAINS) + + suspicious_url = ( + cv.observable(cv.OBS.URL, "https://sketchy-site.net/invoice") + .with_ti("URLhaus", score=4.5, comment="Low-confidence redirect") + .relate_to(suspicious_domain, cv.REL.RELATED_TO) + ) + trusted_url = cv.observable( + cv.OBS.URL, + "https://accounts.google.com/security", + whitelisted=True, + ).with_ti("Internal Whitelist", score=-2.0, comment="Known safe link") + + email_message.relate_to(suspicious_url, cv.REL.CONTAINS) + email_message.relate_to(trusted_url, cv.REL.CONTAINS) # Malware file dropped malware_file = ( cv.observable(cv.OBS.FILE, "invoice.exe") .with_ti("VirusTotal", score=10.0, comment="Detected by 45/70 engines") - .relate_to(phishing_url1, cv.REL.RELATED_TO, cv.DIR.INBOUND) - .relate_to(malicious_ip, cv.REL.RELATED_TO, cv.DIR.BIDIRECTIONAL) - ) - - # Safe/whitelisted observables for contrast - _ = cv.observable(cv.OBS.DOMAIN, "google.com", whitelisted=True).with_ti( - "Internal Whitelist", score=-2.0, comment="Known good domain" - ) - - # Notable but not malicious - _ = cv.observable(cv.OBS.DOMAIN, "new-service.cloud").with_ti( - "Passive DNS", score=2.0, comment="Recently registered domain" + .relate_to(phishing_url1, cv.REL.DERIVED_FROM) + .relate_to(malicious_ip, cv.REL.COMMUNICATES_WITH) ) # Create findings linking observables @@ -129,6 +135,7 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: cv.finding("url_analysis", "Malicious URLs found in email") .link_observable(phishing_url1) .link_observable(phishing_url2) + .link_observable(suspicious_url) .with_score(9.0) .tagged("phishing:investigation:network") ) diff --git a/examples/07_langchain_relationships.py b/examples/07_langchain_relationships.py new file mode 100644 index 0000000..7e6d9f2 --- /dev/null +++ b/examples/07_langchain_relationships.py @@ -0,0 +1,127 @@ +"""Example 7: LangChain Relationship Planning + +Demonstrates Cyvest's LangChain tools with a real model-backed agent. + +Install the optional dependency first: + pip install -e ".[langchain]" +""" + +import argparse +import logging +from typing import Any + +from langchain.agents import create_agent +from langchain.chat_models import init_chat_model +from logurich import init_logger + +from cyvest import Cyvest, RelationshipPlan +from cyvest.langchain import RELATIONSHIP_PLANNER_SYSTEM_PROMPT, create_relationship_tools + +logger = logging.getLogger(__name__) + + +def plan_with_agent(cv: Cyvest, model: Any, request: str) -> RelationshipPlan: + """Create and invoke a real LangChain relationship-planning agent.""" + + agent = create_agent( + model=model, + tools=create_relationship_tools(cv), + system_prompt=RELATIONSHIP_PLANNER_SYSTEM_PROMPT, + response_format=RelationshipPlan, + ) + result = agent.invoke( + { + "messages": [ + { + "role": "user", + "content": request, + } + ] + } + ) + return RelationshipPlan.model_validate(result["structured_response"]) + + +def main(model_name: str | None = None) -> None: + """Plan, validate, and explicitly apply one semantic relationship.""" + + if not model_name: + raise ValueError( + "A LangChain model is required. Pass --model, for example " + "bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0." + ) + + cv = Cyvest(investigation_name="LangChain relationship example") + domain = cv.observable(cv.OBS.DOMAIN, "suspicious.example", internal=False) + ip = cv.observable(cv.OBS.IPV4, "192.0.2.42", internal=False) + + # The default toolkit is read-only and safe to give to an autonomous agent. + read_only_tools = create_relationship_tools(cv) + tools_by_name = {tool.name: tool for tool in read_only_tools} + logger.info("Read-only tools: %s", ", ".join(tools_by_name)) + logger.info("Planner system prompt loaded: %s", RELATIONSHIP_PLANNER_SYSTEM_PROMPT.splitlines()[0]) + + catalog = tools_by_name["cyvest_relationship_catalog"].invoke({}) + context = tools_by_name["cyvest_relationship_context"].invoke({}) + logger.info("Canonical relationship types: %s", len(catalog)) + logger.info("Graph revision: %s", context["graph_revision"]) + + request = ( + "Analyze the existing domain and IPv4 observables. Propose and validate " + "their most precise relationship using the DNS resolution finding." + ) + logger.info("Creating LangChain agent with model: %s", model_name) + try: + model = init_chat_model(model_name) + except ImportError as exc: + if model_name.startswith("bedrock"): + raise RuntimeError( + "Bedrock support requires Cyvest's Bedrock extra. Run " + "`uv run --extra bedrock python examples/07_langchain_relationships.py " + f"--model {model_name!r}`." + ) from exc + raise + plan = plan_with_agent(cv, model, request) + + preview = tools_by_name["cyvest_relationship_plan_validate"].invoke( + {"plan": plan.model_dump(mode="json")} + ) + logger.info("Plan valid: %s", preview["valid"]) + logger.info("Validation issues: %s", preview["issues"] or "none") + if not preview["valid"]: + return + + # The calling application enables mutation only after reviewing the preview. + apply_tools = create_relationship_tools( + cv, + include_apply=True, + actor="relationship-example-agent", + ) + apply_tool = next(tool for tool in apply_tools if tool.name == "cyvest_relationship_plan_apply") + result = apply_tool.invoke( + { + "plan": plan.model_dump(mode="json"), + "confirm": True, + } + ) + + logger.info("Applied relationships: %s", result["applied_count"]) + logger.info("New graph revision: %s", result["graph_revision_after"]) + logger.info("Audit event: %s", result["audit_event_id"]) + logger.info( + "Created edge: %s --%s--> %s", + domain.value, + domain.relationships[0].relationship_type_name, + ip.value, + ) + + +if __name__ == "__main__": + init_logger("INFO") + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument( + "--model", + help="LangChain model identifier, for example bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0.", + ) + arguments = parser.parse_args() + main(arguments.model) \ No newline at end of file diff --git a/js/packages/cyvest-app/src/App.tsx b/js/packages/cyvest-app/src/App.tsx index e9bc074..b930593 100644 --- a/js/packages/cyvest-app/src/App.tsx +++ b/js/packages/cyvest-app/src/App.tsx @@ -3,33 +3,16 @@ import { getStartedAt } from "@cyvest/cyvest-js"; import { CyvestGraph, DARK_CYVEST_THEME, - type CyNodeSelectEvent, } from "@cyvest/cyvest-vis"; -import React, { useEffect, useMemo, useState } from "react"; +import React, { useEffect, useState } from "react"; import { loadInvestigation, INVESTIGATIONS, type InvestigationKey } from "./api"; -function formatNodeValue(value: unknown): string | null { - if (value === undefined || value === null || value === "") { - return null; - } - if (typeof value === "number") { - return Number.isInteger(value) ? String(value) : value.toFixed(2); - } - if (typeof value === "boolean") { - return value ? "Yes" : "No"; - } - return String(value); -} - export const App: React.FC = () => { const [investigation, setInvestigation] = useState(null); const [selectedKey, setSelectedKey] = useState("cyvest_visual"); - const [selectedNode, setSelectedNode] = useState( - null - ); const [error, setError] = useState(null); const [loading, setLoading] = useState(true); const [darkMode, setDarkMode] = useState(false); @@ -37,7 +20,6 @@ export const App: React.FC = () => { useEffect(() => { setLoading(true); setError(null); - setSelectedNode(null); loadInvestigation(selectedKey) .then(setInvestigation) .catch((err) => { @@ -47,20 +29,6 @@ export const App: React.FC = () => { .finally(() => setLoading(false)); }, [selectedKey]); - const selectedDetails = useMemo(() => { - if (!selectedNode) return []; - return [ - ["Type", selectedNode.nodeType], - ["Level", selectedNode.data.level], - ["Score", selectedNode.data.score], - ["Observable type", selectedNode.data.observableType], - ["Internal", selectedNode.data.internal], - ["Whitelisted", selectedNode.data.whitelisted], - ] - .map(([label, value]) => [label, formatNodeValue(value)] as const) - .filter((entry): entry is readonly [string, string] => entry[1] !== null); - }, [selectedNode]); - return (
@@ -141,44 +109,10 @@ export const App: React.FC = () => { investigation={investigation} height="100%" theme={darkMode ? DARK_CYVEST_THEME : undefined} - onNodeSelect={setSelectedNode} - showToolbar - layout={{ - linkDistance: 116, - radialStep: 126, - }} + controls="full" + showInspector /> - - ) : null} diff --git a/js/packages/cyvest-app/src/investigations/cyvest_email.json b/js/packages/cyvest-app/src/investigations/cyvest_email.json index b8e63c1..7ef650e 100644 --- a/js/packages/cyvest-app/src/investigations/cyvest_email.json +++ b/js/packages/cyvest-app/src/investigations/cyvest_email.json @@ -2,7 +2,7 @@ "schema_version": "6.0.0", "investigation_id": "cyvest-email-example", "investigation_name": "Email Investigation", - "score": 36.1, + "score": 34.1, "level": "MALICIOUS", "whitelisted": false, "whitelists": [], @@ -60,15 +60,36 @@ } ] }, - "score": 10, + "score": 10.0, "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 9, "threat_intels": [], - "relationships": [], + "relationships": [ + { + "target_key": "obs:email:noreply@dmalicious.com", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:email:user@company.com", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:file:body/html", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:file:invoice.pdf", + "relationship_type": "contains", + "direction": "outbound" + } + ], "key": "obs:artifact:root", "finding_links": [], - "score_display": "10.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "10.00" }, "obs:email:noreply@dmalicious.com": { "type": "email", @@ -79,32 +100,21 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 2, "threat_intels": [ "ti:vt:obs:email:noreply@dmalicious.com", "ti:proofpoint:obs:email:noreply@dmalicious.com" ], - "relationships": [ - { - "target_key": "obs:artifact:root", - "relationship_type": "related-to", - "direction": "inbound" - }, - { - "target_key": "obs:domain:dmalicious.com", - "relationship_type": "related-to", - "direction": "outbound" - } - ], + "relationships": [], "key": "obs:email:noreply@dmalicious.com", "finding_links": [ "fnd:from", "fnd:from-proofpoint" ], - "score_display": "5.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "5.00" }, "obs:domain:dmalicious.com": { "type": "domain", @@ -115,23 +125,28 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 2, - "level": "NOTABLE", + "score": 5.0, + "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:vt:obs:domain:dmalicious.com" ], "relationships": [ { "target_key": "obs:ipv4:8.1.2.3", - "relationship_type": "related-to", + "relationship_type": "resolves-to", + "direction": "outbound" + }, + { + "target_key": "obs:email:noreply@dmalicious.com", + "relationship_type": "hosts", "direction": "outbound" } ], "key": "obs:domain:dmalicious.com", "finding_links": [], - "score_display": "2.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "5.00" }, "obs:ipv4:8.1.2.3": { "type": "ipv4", @@ -142,17 +157,17 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 2, + "score": 2.0, "level": "NOTABLE", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:abuseipdb:obs:ipv4:8.1.2.3" ], "relationships": [], "key": "obs:ipv4:8.1.2.3", "finding_links": [], - "score_display": "2.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "2.00" }, "obs:email:user@company.com": { "type": "email", @@ -163,23 +178,62 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 0, + "score": 0.0, "level": "INFO", + "aliases": [], + "occurrence_count": 1, "threat_intels": [], - "relationships": [ - { - "target_key": "obs:artifact:root", - "relationship_type": "related-to", - "direction": "inbound" - } - ], + "relationships": [], "key": "obs:email:user@company.com", "finding_links": [ "fnd:receiver" ], - "score_display": "0.00", + "score_display": "0.00" + }, + "obs:file:body/html": { + "type": "file", + "subtype": null, + "namespace": null, + "value": "BODY/HTML", + "internal": false, + "whitelisted": false, + "comment": "", + "extra": {}, + "score": 5.0, + "level": "MALICIOUS", "aliases": [], - "occurrence_count": 1 + "occurrence_count": 2, + "threat_intels": [], + "relationships": [ + { + "target_key": "obs:url:https://virus.com/payload.exe", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:url:https://virus.com/about", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:url:https://domain.com/ok/toto", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:domain:virus.com", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:domain:domain.com", + "relationship_type": "contains", + "direction": "outbound" + } + ], + "key": "obs:file:body/html", + "finding_links": [], + "score_display": "5.00" }, "obs:url:https://virus.com/payload.exe": { "type": "url", @@ -190,25 +244,19 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:vt:obs:url:https://virus.com/payload.exe" ], - "relationships": [ - { - "target_key": "obs:domain:virus.com", - "relationship_type": "related-to", - "direction": "inbound" - } - ], + "relationships": [], "key": "obs:url:https://virus.com/payload.exe", "finding_links": [ "fnd:body-url-https://virus.com/payload.exe" ], - "score_display": "5.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "5.00" }, "obs:domain:virus.com": { "type": "domain", @@ -219,25 +267,30 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 3, "threat_intels": [ "ti:vt:obs:domain:virus.com" ], "relationships": [ { - "target_key": "obs:file:body/html", - "relationship_type": "related-to", - "direction": "inbound" + "target_key": "obs:url:https://virus.com/payload.exe", + "relationship_type": "hosts", + "direction": "outbound" + }, + { + "target_key": "obs:url:https://virus.com/about", + "relationship_type": "hosts", + "direction": "outbound" } ], "key": "obs:domain:virus.com", "finding_links": [ "fnd:body-domain-virus.com" ], - "score_display": "5.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "5.00" }, "obs:url:https://virus.com/about": { "type": "url", @@ -248,25 +301,19 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 3, + "score": 3.0, "level": "SUSPICIOUS", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:vt:obs:url:https://virus.com/about" ], - "relationships": [ - { - "target_key": "obs:domain:virus.com", - "relationship_type": "related-to", - "direction": "inbound" - } - ], + "relationships": [], "key": "obs:url:https://virus.com/about", "finding_links": [ "fnd:body-url-https://virus.com/about" ], - "score_display": "3.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "3.00" }, "obs:url:https://domain.com/ok/toto": { "type": "url", @@ -277,25 +324,19 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": -1, + "score": -1.0, "level": "TRUSTED", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:vt:obs:url:https://domain.com/ok/toto" ], - "relationships": [ - { - "target_key": "obs:domain:domain.com", - "relationship_type": "related-to", - "direction": "inbound" - } - ], + "relationships": [], "key": "obs:url:https://domain.com/ok/toto", "finding_links": [ "fnd:body-url-https://domain.com/ok/toto" ], - "score_display": "-1.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "-1.00" }, "obs:domain:domain.com": { "type": "domain", @@ -306,50 +347,25 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 0, + "score": 0.0, "level": "INFO", + "aliases": [], + "occurrence_count": 2, "threat_intels": [ "ti:vt:obs:domain:domain.com" ], "relationships": [ { - "target_key": "obs:file:body/html", - "relationship_type": "related-to", - "direction": "inbound" + "target_key": "obs:url:https://domain.com/ok/toto", + "relationship_type": "hosts", + "direction": "outbound" } ], "key": "obs:domain:domain.com", "finding_links": [ "fnd:body-domain-domain.com" ], - "score_display": "0.00", - "aliases": [], - "occurrence_count": 1 - }, - "obs:file:body/html": { - "type": "file", - "subtype": null, - "namespace": null, - "value": "BODY/HTML", - "internal": false, - "whitelisted": false, - "comment": "", - "extra": {}, - "score": 5, - "level": "MALICIOUS", - "threat_intels": [], - "relationships": [ - { - "target_key": "obs:artifact:root", - "relationship_type": "related-to", - "direction": "inbound" - } - ], - "key": "obs:file:body/html", - "finding_links": [], - "score_display": "5.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "0.00" }, "obs:file:invoice.pdf": { "type": "file", @@ -360,30 +376,19 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 10, + "score": 10.0, "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:malwarebazaar:obs:file:invoice.pdf" ], - "relationships": [ - { - "target_key": "obs:artifact:root", - "relationship_type": "related-to", - "direction": "inbound" - }, - { - "target_key": "obs:hash:md5:d41d8cd98f00b204e9800998ecf8427e", - "relationship_type": "related-to", - "direction": "bidirectional" - } - ], + "relationships": [], "key": "obs:file:invoice.pdf", "finding_links": [ "fnd:attachment-invoice.pdf" ], - "score_display": "10.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "10.00" }, "obs:hash:md5:d41d8cd98f00b204e9800998ecf8427e": { "type": "hash", @@ -394,17 +399,23 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 10, + "score": 10.0, "level": "MALICIOUS", + "aliases": [], + "occurrence_count": 1, "threat_intels": [ "ti:vt:obs:hash:md5:d41d8cd98f00b204e9800998ecf8427e" ], - "relationships": [], + "relationships": [ + { + "target_key": "obs:file:invoice.pdf", + "relationship_type": "derived-from", + "direction": "inbound" + } + ], "key": "obs:hash:md5:d41d8cd98f00b204e9800998ecf8427e", "finding_links": [], - "score_display": "10.00", - "aliases": [], - "occurrence_count": 1 + "score_display": "10.00" } }, "findings": { @@ -413,8 +424,8 @@ "description": "test email vt 10", "comment": "> ok boys", "extra": {}, - "score": 2, - "level": "NOTABLE", + "score": 0.0, + "level": "INFO", "origin_investigation_id": "fragment-emailfrom", "observable_links": [ { @@ -424,14 +435,14 @@ ], "evidence_links": [], "key": "fnd:from", - "score_display": "2.00" + "score_display": "0.00" }, "fnd:from-proofpoint": { "finding_name": "from-proofpoint", "description": "test email vt 10", "comment": "> ok boys", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", "origin_investigation_id": "fragment-emailfrombis", "observable_links": [ @@ -467,7 +478,7 @@ "description": "URL analysis https://virus.com/payload.exe", "comment": "> score: 5", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", "origin_investigation_id": "fragment-bodiesurltask", "observable_links": [ @@ -485,7 +496,7 @@ "description": "URL analysis https://virus.com/about", "comment": "> score: 3", "extra": {}, - "score": 3, + "score": 3.0, "level": "SUSPICIOUS", "origin_investigation_id": "fragment-bodiesurltask", "observable_links": [ @@ -503,7 +514,7 @@ "description": "URL analysis https://domain.com/ok/toto", "comment": "> score: -1", "extra": {}, - "score": 0, + "score": 0.0, "level": "INFO", "origin_investigation_id": "fragment-bodiesurltask", "observable_links": [ @@ -521,7 +532,7 @@ "description": "Domain analysis virus.com", "comment": "> score: 3", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", "origin_investigation_id": "fragment-bodiesdomaintask", "observable_links": [ @@ -539,7 +550,7 @@ "description": "Domain analysis domain.com", "comment": "> score: 0", "extra": {}, - "score": 0, + "score": 0.0, "level": "INFO", "origin_investigation_id": "fragment-bodiesdomaintask", "observable_links": [ @@ -557,7 +568,7 @@ "description": "File: invoice.pdf (1024 bytes)", "comment": "> MD5: d41d8cd98f00b204e9800998ecf8427e\n> SHA256: e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n> Threat score: 10", "extra": {}, - "score": 10, + "score": 10.0, "level": "MALICIOUS", "origin_investigation_id": "fragment-attachmenttask", "observable_links": [ @@ -575,7 +586,7 @@ "description": "Aggregated Email Risk Assessment", "comment": "> **Aggregated Risk Assessment**\n> Total risk score: 6.0\n> Indicators analyzed: 2\n>\n> **Risk Factors:**\n> - Suspicious URLs detected (max score: 5)\n> - Malicious attachment detected (score: 10)\n>\n> **Component Analysis:**\n> - Header findings: 2\n> - URL findings: 3\n> - Attachment findings: 2\n", "extra": {}, - "score": 6, + "score": 6.0, "level": "MALICIOUS", "origin_investigation_id": "fragment-aggregatedrisktask", "observable_links": [], @@ -588,7 +599,7 @@ "description": "AI Analysis", "comment": "", "extra": {}, - "score": 0, + "score": 0.0, "level": "MALICIOUS", "origin_investigation_id": "fragment-ai", "observable_links": [], @@ -599,12 +610,23 @@ }, "evidences": {}, "threat_intels": { + "ti:vt:obs:email:noreply@dmalicious.com": { + "source": "VT", + "observable_key": "obs:email:noreply@dmalicious.com", + "comment": "> test", + "extra": {}, + "score": 0.0, + "level": "INFO", + "taxonomies": [], + "key": "ti:vt:obs:email:noreply@dmalicious.com", + "score_display": "0.00" + }, "ti:vt:obs:domain:dmalicious.com": { "source": "VT", "observable_key": "obs:domain:dmalicious.com", "comment": "", "extra": {}, - "score": 1, + "score": 1.0, "level": "NOTABLE", "taxonomies": [], "key": "ti:vt:obs:domain:dmalicious.com", @@ -615,29 +637,18 @@ "observable_key": "obs:ipv4:8.1.2.3", "comment": "", "extra": {}, - "score": 2, + "score": 2.0, "level": "NOTABLE", "taxonomies": [], "key": "ti:abuseipdb:obs:ipv4:8.1.2.3", "score_display": "2.00" }, - "ti:vt:obs:email:noreply@dmalicious.com": { - "source": "VT", - "observable_key": "obs:email:noreply@dmalicious.com", - "comment": "> test", - "extra": {}, - "score": 0, - "level": "INFO", - "taxonomies": [], - "key": "ti:vt:obs:email:noreply@dmalicious.com", - "score_display": "0.00" - }, "ti:proofpoint:obs:email:noreply@dmalicious.com": { "source": "PROOFPOINT", "observable_key": "obs:email:noreply@dmalicious.com", "comment": "> test", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", "taxonomies": [], "key": "ti:proofpoint:obs:email:noreply@dmalicious.com", @@ -648,7 +659,7 @@ "observable_key": "obs:url:https://virus.com/payload.exe", "comment": "", "extra": {}, - "score": 5, + "score": 5.0, "level": "MALICIOUS", "taxonomies": [], "key": "ti:vt:obs:url:https://virus.com/payload.exe", @@ -659,7 +670,7 @@ "observable_key": "obs:url:https://virus.com/about", "comment": "", "extra": {}, - "score": 3, + "score": 3.0, "level": "SUSPICIOUS", "taxonomies": [], "key": "ti:vt:obs:url:https://virus.com/about", @@ -670,7 +681,7 @@ "observable_key": "obs:url:https://domain.com/ok/toto", "comment": "", "extra": {}, - "score": -1, + "score": -1.0, "level": "TRUSTED", "taxonomies": [], "key": "ti:vt:obs:url:https://domain.com/ok/toto", @@ -681,7 +692,7 @@ "observable_key": "obs:domain:virus.com", "comment": "", "extra": {}, - "score": 3, + "score": 3.0, "level": "SUSPICIOUS", "taxonomies": [], "key": "ti:vt:obs:domain:virus.com", @@ -692,7 +703,7 @@ "observable_key": "obs:domain:domain.com", "comment": "", "extra": {}, - "score": 0, + "score": 0.0, "level": "INFO", "taxonomies": [], "key": "ti:vt:obs:domain:domain.com", @@ -703,7 +714,7 @@ "observable_key": "obs:hash:md5:d41d8cd98f00b204e9800998ecf8427e", "comment": "MD5 hash analysis", "extra": {}, - "score": 10, + "score": 10.0, "level": "MALICIOUS", "taxonomies": [], "key": "ti:vt:obs:hash:md5:d41d8cd98f00b204e9800998ecf8427e", @@ -714,7 +725,7 @@ "observable_key": "obs:file:invoice.pdf", "comment": "Known malware: invoice.pdf", "extra": {}, - "score": 10, + "score": 10.0, "level": "MALICIOUS", "taxonomies": [], "key": "ti:malwarebazaar:obs:file:invoice.pdf", @@ -743,7 +754,7 @@ "fnd:receiver" ], "key": "tag:emails", - "direct_score": 7.1, + "direct_score": 5.1, "direct_level": "MALICIOUS" }, "tag:bodies": { @@ -751,7 +762,7 @@ "description": "", "findings": [], "key": "tag:bodies", - "direct_score": 0, + "direct_score": 0.0, "direct_level": "INFO" }, "tag:bodies:urls": { @@ -763,7 +774,7 @@ "fnd:body-url-https://domain.com/ok/toto" ], "key": "tag:bodies:urls", - "direct_score": 8, + "direct_score": 8.0, "direct_level": "MALICIOUS" }, "tag:bodies:domains": { @@ -774,7 +785,7 @@ "fnd:body-domain-domain.com" ], "key": "tag:bodies:domains", - "direct_score": 5, + "direct_score": 5.0, "direct_level": "MALICIOUS" }, "tag:attachments": { @@ -784,7 +795,7 @@ "fnd:attachment-invoice.pdf" ], "key": "tag:attachments", - "direct_score": 10, + "direct_score": 10.0, "direct_level": "MALICIOUS" }, "tag:risk_assessment": { @@ -794,7 +805,7 @@ "fnd:email_risk_aggregated" ], "key": "tag:risk_assessment", - "direct_score": 6, + "direct_score": 6.0, "direct_level": "MALICIOUS" }, "tag:risk_assessment:ai": { @@ -804,7 +815,7 @@ "fnd:ai" ], "key": "tag:risk_assessment:ai", - "direct_score": 0, + "direct_score": 0.0, "direct_level": "INFO" } }, @@ -818,13 +829,13 @@ "email": 2, "domain": 3, "ipv4": 1, - "url": 3, "file": 2, + "url": 3, "hash": 1 }, "observables_by_level": { - "MALICIOUS": 7, - "NOTABLE": 2, + "MALICIOUS": 8, + "NOTABLE": 1, "INFO": 2, "SUSPICIOUS": 1, "TRUSTED": 1 @@ -838,21 +849,20 @@ "INFO": 1 }, "domain": { - "NOTABLE": 1, - "MALICIOUS": 1, + "MALICIOUS": 2, "INFO": 1 }, "ipv4": { "NOTABLE": 1 }, + "file": { + "MALICIOUS": 2 + }, "url": { "MALICIOUS": 1, "SUSPICIOUS": 1, "TRUSTED": 1 }, - "file": { - "MALICIOUS": 2 - }, "hash": { "MALICIOUS": 1 } @@ -860,9 +870,10 @@ "total_findings": 11, "applied_findings": 11, "findings_by_level": { - "NOTABLE": [ + "INFO": [ "fnd:from", - "fnd:receiver" + "fnd:body-url-https://domain.com/ok/toto", + "fnd:body-domain-domain.com" ], "MALICIOUS": [ "fnd:from-proofpoint", @@ -872,12 +883,11 @@ "fnd:email_risk_aggregated", "fnd:ai" ], + "NOTABLE": [ + "fnd:receiver" + ], "SUSPICIOUS": [ "fnd:body-url-https://virus.com/about" - ], - "INFO": [ - "fnd:body-url-https://domain.com/ok/toto", - "fnd:body-domain-domain.com" ] }, "total_evidences": 0, @@ -891,8 +901,8 @@ "MALWAREBAZAAR": 1 }, "threat_intel_by_level": { - "NOTABLE": 2, "INFO": 2, + "NOTABLE": 2, "MALICIOUS": 4, "SUSPICIOUS": 2, "TRUSTED": 1 @@ -903,5 +913,5 @@ "root_type": "artifact", "score_mode_obs": "max" }, - "score_display": "36.10" -} + "score_display": "34.10" +} \ No newline at end of file diff --git a/js/packages/cyvest-app/src/investigations/cyvest_visual.json b/js/packages/cyvest-app/src/investigations/cyvest_visual.json index 2820f07..b827db9 100644 --- a/js/packages/cyvest-app/src/investigations/cyvest_visual.json +++ b/js/packages/cyvest-app/src/investigations/cyvest_visual.json @@ -2,7 +2,7 @@ "schema_version": "6.0.0", "investigation_id": "cyvest-visual-example", "investigation_name": "Visualization Example", - "score": 39.5, + "score": 37.5, "level": "MALICIOUS", "whitelisted": false, "whitelists": [], @@ -27,21 +27,6 @@ "target_key": "obs:artifact:phishing email - invoice #12345", "relationship_type": "related-to", "direction": "bidirectional" - }, - { - "target_key": "obs:domain:sketchy-site.net", - "relationship_type": "related-to", - "direction": "bidirectional" - }, - { - "target_key": "obs:domain:google.com", - "relationship_type": "related-to", - "direction": "bidirectional" - }, - { - "target_key": "obs:domain:new-service.cloud", - "relationship_type": "related-to", - "direction": "bidirectional" } ], "key": "obs:file:root", @@ -91,7 +76,7 @@ "relationships": [ { "target_key": "obs:domain:evil-phishing.com", - "relationship_type": "related-to", + "relationship_type": "hosts", "direction": "outbound" } ], @@ -120,7 +105,7 @@ "relationships": [ { "target_key": "obs:ipv4:192.168.100.5", - "relationship_type": "related-to", + "relationship_type": "resolves-to", "direction": "outbound" } ], @@ -210,7 +195,7 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 10.0, + "score": 9.0, "level": "MALICIOUS", "aliases": [], "occurrence_count": 1, @@ -220,22 +205,32 @@ "relationships": [ { "target_key": "obs:email:attacker@evil-phishing.com", - "relationship_type": "related-to", + "relationship_type": "contains", "direction": "outbound" }, { "target_key": "obs:email:victim@company.com", - "relationship_type": "related-to", + "relationship_type": "contains", "direction": "outbound" }, { "target_key": "obs:url:https://evil-phishing.com/login", - "relationship_type": "related-to", + "relationship_type": "contains", "direction": "outbound" }, { "target_key": "obs:url:https://evil-phishing.com/verify", - "relationship_type": "related-to", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:url:https://sketchy-site.net/invoice", + "relationship_type": "contains", + "direction": "outbound" + }, + { + "target_key": "obs:url:https://accounts.google.com/security", + "relationship_type": "contains", "direction": "outbound" } ], @@ -243,7 +238,7 @@ "finding_links": [ "fnd:email_analysis" ], - "score_display": "10.00" + "score_display": "9.00" }, "obs:url:https://evil-phishing.com/login": { "type": "url", @@ -254,7 +249,7 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 10.0, + "score": 9.0, "level": "MALICIOUS", "aliases": [], "occurrence_count": 1, @@ -265,14 +260,14 @@ { "target_key": "obs:domain:evil-phishing.com", "relationship_type": "related-to", - "direction": "outbound" + "direction": "bidirectional" } ], "key": "obs:url:https://evil-phishing.com/login", "finding_links": [ "fnd:url_analysis" ], - "score_display": "10.00" + "score_display": "9.00" }, "obs:url:https://evil-phishing.com/verify": { "type": "url", @@ -283,7 +278,7 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 9.0, + "score": 8.5, "level": "MALICIOUS", "aliases": [], "occurrence_count": 1, @@ -294,54 +289,49 @@ { "target_key": "obs:domain:evil-phishing.com", "relationship_type": "related-to", - "direction": "outbound" + "direction": "bidirectional" } ], "key": "obs:url:https://evil-phishing.com/verify", "finding_links": [ "fnd:url_analysis" ], - "score_display": "9.00" + "score_display": "8.50" }, - "obs:file:invoice.exe": { - "type": "file", + "obs:url:https://sketchy-site.net/invoice": { + "type": "url", "subtype": null, "namespace": null, - "value": "invoice.exe", + "value": "https://sketchy-site.net/invoice", "internal": false, "whitelisted": false, "comment": "", "extra": {}, - "score": 10.0, - "level": "MALICIOUS", + "score": 4.5, + "level": "SUSPICIOUS", "aliases": [], "occurrence_count": 1, "threat_intels": [ - "ti:virustotal:obs:file:invoice.exe" + "ti:urlhaus:obs:url:https://sketchy-site.net/invoice" ], "relationships": [ { - "target_key": "obs:url:https://evil-phishing.com/login", - "relationship_type": "related-to", - "direction": "inbound" - }, - { - "target_key": "obs:ipv4:185.220.101.50", + "target_key": "obs:domain:sketchy-site.net", "relationship_type": "related-to", "direction": "bidirectional" } ], - "key": "obs:file:invoice.exe", + "key": "obs:url:https://sketchy-site.net/invoice", "finding_links": [ - "fnd:malware_detection" + "fnd:url_analysis" ], - "score_display": "10.00" + "score_display": "4.50" }, - "obs:domain:google.com": { - "type": "domain", + "obs:url:https://accounts.google.com/security": { + "type": "url", "subtype": null, "namespace": null, - "value": "google.com", + "value": "https://accounts.google.com/security", "internal": false, "whitelisted": true, "comment": "", @@ -351,33 +341,46 @@ "aliases": [], "occurrence_count": 1, "threat_intels": [ - "ti:internal whitelist:obs:domain:google.com" + "ti:internal whitelist:obs:url:https://accounts.google.com/security" ], "relationships": [], - "key": "obs:domain:google.com", + "key": "obs:url:https://accounts.google.com/security", "finding_links": [], "score_display": "-2.00" }, - "obs:domain:new-service.cloud": { - "type": "domain", + "obs:file:invoice.exe": { + "type": "file", "subtype": null, "namespace": null, - "value": "new-service.cloud", + "value": "invoice.exe", "internal": false, "whitelisted": false, "comment": "", "extra": {}, - "score": 2.0, - "level": "NOTABLE", + "score": 10.0, + "level": "MALICIOUS", "aliases": [], "occurrence_count": 1, "threat_intels": [ - "ti:passive dns:obs:domain:new-service.cloud" + "ti:virustotal:obs:file:invoice.exe" ], - "relationships": [], - "key": "obs:domain:new-service.cloud", - "finding_links": [], - "score_display": "2.00" + "relationships": [ + { + "target_key": "obs:url:https://evil-phishing.com/login", + "relationship_type": "derived-from", + "direction": "outbound" + }, + { + "target_key": "obs:ipv4:185.220.101.50", + "relationship_type": "communicates-with", + "direction": "bidirectional" + } + ], + "key": "obs:file:invoice.exe", + "finding_links": [ + "fnd:malware_detection" + ], + "score_display": "10.00" } }, "findings": { @@ -386,7 +389,7 @@ "description": "Phishing email analysis", "comment": "", "extra": {}, - "score": 10.0, + "score": 9.0, "level": "MALICIOUS", "origin_investigation_id": "cyvest-visual-example", "observable_links": [ @@ -405,14 +408,14 @@ ], "evidence_links": [], "key": "fnd:email_analysis", - "score_display": "10.00" + "score_display": "9.00" }, "fnd:url_analysis": { "finding_name": "url_analysis", "description": "Malicious URLs found in email", "comment": "", "extra": {}, - "score": 10.0, + "score": 9.0, "level": "MALICIOUS", "origin_investigation_id": "cyvest-visual-example", "observable_links": [ @@ -423,11 +426,15 @@ { "observable_key": "obs:url:https://evil-phishing.com/verify", "propagation_mode": "LOCAL_ONLY" + }, + { + "observable_key": "obs:url:https://sketchy-site.net/invoice", + "propagation_mode": "LOCAL_ONLY" } ], "evidence_links": [], "key": "fnd:url_analysis", - "score_display": "10.00" + "score_display": "9.00" }, "fnd:infrastructure": { "finding_name": "infrastructure", @@ -582,38 +589,38 @@ "key": "ti:urlhaus:obs:url:https://evil-phishing.com/verify", "score_display": "8.50" }, - "ti:virustotal:obs:file:invoice.exe": { - "source": "VirusTotal", - "observable_key": "obs:file:invoice.exe", - "comment": "Detected by 45/70 engines", + "ti:urlhaus:obs:url:https://sketchy-site.net/invoice": { + "source": "URLhaus", + "observable_key": "obs:url:https://sketchy-site.net/invoice", + "comment": "Low-confidence redirect", "extra": {}, - "score": 10.0, - "level": "MALICIOUS", + "score": 4.5, + "level": "SUSPICIOUS", "taxonomies": [], - "key": "ti:virustotal:obs:file:invoice.exe", - "score_display": "10.00" + "key": "ti:urlhaus:obs:url:https://sketchy-site.net/invoice", + "score_display": "4.50" }, - "ti:internal whitelist:obs:domain:google.com": { + "ti:internal whitelist:obs:url:https://accounts.google.com/security": { "source": "Internal Whitelist", - "observable_key": "obs:domain:google.com", - "comment": "Known good domain", + "observable_key": "obs:url:https://accounts.google.com/security", + "comment": "Known safe link", "extra": {}, "score": -2.0, "level": "TRUSTED", "taxonomies": [], - "key": "ti:internal whitelist:obs:domain:google.com", + "key": "ti:internal whitelist:obs:url:https://accounts.google.com/security", "score_display": "-2.00" }, - "ti:passive dns:obs:domain:new-service.cloud": { - "source": "Passive DNS", - "observable_key": "obs:domain:new-service.cloud", - "comment": "Recently registered domain", + "ti:virustotal:obs:file:invoice.exe": { + "source": "VirusTotal", + "observable_key": "obs:file:invoice.exe", + "comment": "Detected by 45/70 engines", "extra": {}, - "score": 2.0, - "level": "NOTABLE", + "score": 10.0, + "level": "MALICIOUS", "taxonomies": [], - "key": "ti:passive dns:obs:domain:new-service.cloud", - "score_display": "2.00" + "key": "ti:virustotal:obs:file:invoice.exe", + "score_display": "10.00" } }, "enrichments": {}, @@ -641,7 +648,7 @@ "fnd:email_analysis" ], "key": "tag:phishing:investigation:email", - "direct_score": 10.0, + "direct_score": 9.0, "direct_level": "MALICIOUS" }, "tag:phishing:investigation:network": { @@ -652,7 +659,7 @@ "fnd:infrastructure" ], "key": "tag:phishing:investigation:network", - "direct_score": 19.5, + "direct_score": 18.5, "direct_level": "MALICIOUS" }, "tag:phishing:investigation:malware": { @@ -673,18 +680,17 @@ "whitelisted_observables": 1, "observables_by_type": { "file": 2, - "domain": 4, + "domain": 2, "ipv4": 2, "email": 2, "artifact": 1, - "url": 2 + "url": 4 }, "observables_by_level": { "INFO": 1, "MALICIOUS": 7, - "SUSPICIOUS": 2, - "TRUSTED": 2, - "NOTABLE": 1 + "SUSPICIOUS": 3, + "TRUSTED": 2 }, "observables_by_type_and_level": { "file": { @@ -693,9 +699,7 @@ }, "domain": { "MALICIOUS": 1, - "SUSPICIOUS": 1, - "TRUSTED": 1, - "NOTABLE": 1 + "SUSPICIOUS": 1 }, "ipv4": { "MALICIOUS": 1, @@ -709,7 +713,9 @@ "MALICIOUS": 1 }, "url": { - "MALICIOUS": 2 + "MALICIOUS": 2, + "SUSPICIOUS": 1, + "TRUSTED": 1 } }, "total_findings": 4, @@ -734,14 +740,12 @@ "EmailRep": 1, "Internal Whitelist": 2, "Email Gateway": 1, - "URLhaus": 2, - "Passive DNS": 1 + "URLhaus": 3 }, "threat_intel_by_level": { "MALICIOUS": 8, - "SUSPICIOUS": 2, - "TRUSTED": 2, - "NOTABLE": 1 + "SUSPICIOUS": 3, + "TRUSTED": 2 }, "total_tags": 5 }, @@ -749,5 +753,5 @@ "root_type": "file", "score_mode_obs": "max" }, - "score_display": "39.50" -} + "score_display": "37.50" +} \ No newline at end of file diff --git a/js/packages/cyvest-app/src/styles.css b/js/packages/cyvest-app/src/styles.css index 5898703..b4d53c3 100644 --- a/js/packages/cyvest-app/src/styles.css +++ b/js/packages/cyvest-app/src/styles.css @@ -176,9 +176,7 @@ select { } .app-workspace { - display: grid; - grid-template-columns: minmax(0, 1fr) 280px; - gap: 14px; + display: block; max-width: 1600px; height: calc(100vh - 174px); min-height: 520px; @@ -186,86 +184,17 @@ select { } .app-graph { + height: 100%; min-width: 0; min-height: 0; } -.app-inspector { - overflow: auto; - padding: 16px; - border: 1px solid var(--app-border); - border-radius: 11px; - background: var(--app-surface); -} - -.app-inspector__heading { - display: flex; - align-items: center; - justify-content: space-between; - padding-bottom: 12px; - border-bottom: 1px solid var(--app-border-soft); - color: var(--app-text-muted); - font-size: 11px; - font-weight: 700; - letter-spacing: 0.08em; - text-transform: uppercase; -} - -.app-inspector__heading button { - padding: 3px 0; - border: 0; - color: var(--app-text-muted); - background: transparent; - font-size: 11px; - cursor: pointer; -} - -.app-inspector h3 { - margin: 18px 0 5px; - color: var(--app-text-strong); - font-size: 15px; - font-weight: 650; - overflow-wrap: anywhere; -} - -.app-inspector__id { - margin: 0 0 20px; - color: var(--app-text-faint); - font-family: "SFMono-Regular", Consolas, "Liberation Mono", monospace; - font-size: 10px; - overflow-wrap: anywhere; -} - -.app-inspector dl { - margin: 0; -} - -.app-inspector dl div { - display: grid; - grid-template-columns: 92px 1fr; - gap: 10px; - padding: 10px 0; - border-top: 1px solid var(--app-border-soft); -} - -.app-inspector dd { - margin: 0; - color: var(--app-text); - font-size: 12px; - overflow-wrap: anywhere; -} - -.app-inspector__empty, .app-state { color: var(--app-text-muted); font-size: 13px; line-height: 1.65; } -.app-inspector__empty { - margin: 18px 0 0; -} - .app-state { max-width: 1600px; margin: 80px auto; @@ -293,7 +222,6 @@ select { } .app-workspace { - grid-template-columns: 1fr; height: auto; } diff --git a/js/packages/cyvest-app/src/vite-env.d.ts b/js/packages/cyvest-app/src/vite-env.d.ts new file mode 100644 index 0000000..11f02fe --- /dev/null +++ b/js/packages/cyvest-app/src/vite-env.d.ts @@ -0,0 +1 @@ +/// diff --git a/js/packages/cyvest-app/tsconfig.json b/js/packages/cyvest-app/tsconfig.json index 3d61827..564a599 100644 --- a/js/packages/cyvest-app/tsconfig.json +++ b/js/packages/cyvest-app/tsconfig.json @@ -1,4 +1,4 @@ { "extends": "../../tsconfig.base.json", - "include": ["src", "vite.config.ts"] + "include": ["src"] } diff --git a/js/packages/cyvest-js/src/graph.ts b/js/packages/cyvest-js/src/graph.ts index 27b488b..fcf888f 100644 --- a/js/packages/cyvest-js/src/graph.ts +++ b/js/packages/cyvest-js/src/graph.ts @@ -166,7 +166,7 @@ export function getObservableParents( * * @param inv - The investigation to search * @param observableKey - Key of the source observable - * @param relationshipType - Type of relationship to filter (e.g., "related-to", "uses") + * @param relationshipType - Type of relationship to filter (e.g., "related-to", "contains") * @returns Array of related observables */ export function getRelatedObservablesByType( @@ -300,10 +300,14 @@ export function getObservableGraph(inv: CyvestInvestigation): InvestigationGraph // Build edges from relationships for (const rel of obs.relationships) { // Create a unique edge key to avoid duplicates - const edgeKey = + const endpoints = rel.direction === "bidirectional" ? [key, rel.target_key].sort().join("--") : `${key}--${rel.target_key}`; + // Multiple semantic relationships may legitimately connect the same + // observables. Only collapse an exact duplicate (including its type and + // direction), while still folding reverse copies of bidirectional links. + const edgeKey = `${endpoints}--${rel.relationship_type}--${rel.direction}`; if (!seenEdges.has(edgeKey)) { seenEdges.add(edgeKey); diff --git a/js/packages/cyvest-js/tests/graph.test.ts b/js/packages/cyvest-js/tests/graph.test.ts index 80a2634..6d7ec10 100644 --- a/js/packages/cyvest-js/tests/graph.test.ts +++ b/js/packages/cyvest-js/tests/graph.test.ts @@ -228,7 +228,7 @@ describe("Graph Traversal", () => { }); }); - describe("getObservableGraph", () => { +describe("getObservableGraph", () => { it("returns correct node count", () => { const graph = getObservableGraph(inv); expect(graph.nodes).toHaveLength(5); @@ -257,6 +257,26 @@ describe("Graph Traversal", () => { expect(fromEdge?.source).toBe("obs:file:msg1"); expect(fromEdge?.target).toBe("obs:email:sender@example.com"); }); + + it("preserves distinct semantic relationships between the same nodes", () => { + inv.observables["obs:file:msg1"].relationships.push({ + target_key: "obs:email:sender@example.com", + relationship_type: "contains", + direction: "outbound", + }); + + const graph = getObservableGraph(inv); + const parallelEdges = graph.edges.filter( + (edge) => + edge.source === "obs:file:msg1" && + edge.target === "obs:email:sender@example.com" + ); + + expect(parallelEdges.map((edge) => edge.type).sort()).toEqual([ + "contains", + "from", + ]); + }); }); describe("findSourceObservables", () => { diff --git a/js/packages/cyvest-vis/README.md b/js/packages/cyvest-vis/README.md index c5f5a76..9bd28bc 100644 --- a/js/packages/cyvest-vis/README.md +++ b/js/packages/cyvest-vis/README.md @@ -1,10 +1,11 @@ # @cyvest/cyvest-vis -React components for exploring the observable relationship graph of a Cyvest -investigation with Cytoscape and `d3-force`. +React components for exploring a Cyvest investigation as a typed, +community-aware observable graph with Cytoscape and `d3-force`. -The default design uses a neutral canvas, compact nodes, thin edges, and a -restrained level palette. Color is limited to security-level contours. +The complete explorer includes search, semantic filters, an interactive +relationship legend, and a node/edge inspector. Security color stays on nodes; +line weight and rhythm distinguish edge families. ## Usage @@ -21,12 +22,16 @@ import "@cyvest/cyvest-vis/styles.css"; /> ``` -`CyvestGraph` and `CyvestObservablesView` render the same observable graph. -`CyvestGraph` is the concise public entry point. +`CyvestGraph` is the complete public explorer. Use `controls="compact"` for the +canvas toolbar only, or `controls="none"` for an unadorned embedded view. The +low-level `CyvestObservablesView` remains available for custom shells. Hovering a node isolates its immediate neighborhood. The initial placement is -deterministic; a live force simulation then settles the graph and is reheated -while nodes are dragged. +deterministic. The investigation subject stays at the center while semantic +branches receive stable angular sectors on the first ring. Cross-linked +branches are placed next to each other, then directional infrastructure links +form small outward-facing trees inside each sector. Weak links can connect +sectors without collapsing them into one cloud. ## Force layout @@ -34,19 +39,39 @@ while nodes are dragged. ``` Set `physics={false}` to keep only the deterministic initial placement. -Available settings include `linkDistance`, `linkStrength`, `chargeStrength`, -`collisionPadding`, `radialStep`, `radialStrength`, `centerStrength`, -`iterations`, `padding`, and animation options. +Available settings include `layerSpacing`, `layerStrength`, `siblingSpacing`, +`chargeStrength`, `collisionPadding`, `rootLinkDistance`, `rootLinkStrength`, +`iterations`, padding, and animation options. Legacy layout options remain +accepted for API compatibility. + +## Relationship profiles + +Custom relationship strings default to the weak `association` family. Override +them without adding visual metadata to the investigation JSON: + +```tsx + +``` ## Theming diff --git a/js/packages/cyvest-vis/src/adapters/observablesElements.ts b/js/packages/cyvest-vis/src/adapters/observablesElements.ts index 2338121..3205103 100644 --- a/js/packages/cyvest-vis/src/adapters/observablesElements.ts +++ b/js/packages/cyvest-vis/src/adapters/observablesElements.ts @@ -15,11 +15,14 @@ import type { import { getObservableIconSvg } from "../icons/svg"; import { getLevelBackgroundColor, getLevelColor, resolveTheme } from "../utils/colors"; import { truncateLabel } from "../utils/labels"; +import { resolveRelationshipProfile } from "../core/relationships"; +import type { CyvestRelationshipProfileOverrides } from "../types"; export interface ObservablesAdapterOptions { maxLabelLength?: number; edgeColor?: string; theme?: Partial; + relationshipProfiles?: CyvestRelationshipProfileOverrides; } function findFallbackRootId(graph: InvestigationGraph): string | undefined { @@ -75,22 +78,58 @@ export function buildObservablesElements( ): ElementDefinition[] { const graph = getObservableGraph(investigation); const rootObservable = getRootObservable(investigation); - const rootId = rootObservable?.key ?? findFallbackRootId(graph); + const technicalRootId = rootObservable?.value === "root" ? rootObservable.key : undefined; + const technicalRootEdges = technicalRootId + ? graph.edges.filter( + (edge) => edge.source === technicalRootId || edge.target === technicalRootId + ) + : []; + const presentationRootId = technicalRootEdges.length === 1 + ? technicalRootEdges[0].source === technicalRootId + ? technicalRootEdges[0].target + : technicalRootEdges[0].source + : undefined; + const rootId = presentationRootId ?? rootObservable?.key ?? findFallbackRootId(graph); + const graphNodes = presentationRootId + ? graph.nodes.filter((node) => node.id !== technicalRootId) + : graph.nodes; + const graphEdges = presentationRootId + ? graph.edges.filter( + (edge) => edge.source !== technicalRootId && edge.target !== technicalRootId + ) + : graph.edges; const maxLabelLength = options?.maxLabelLength ?? 28; const theme = resolveTheme(options?.theme); const edgeColor = options?.edgeColor ?? theme.edgeColor; + const degreeByNode = new Map(graphNodes.map((node) => [node.id, 0])); + for (const edge of graphEdges) { + degreeByNode.set(edge.source, (degreeByNode.get(edge.source) ?? 0) + 1); + degreeByNode.set(edge.target, (degreeByNode.get(edge.target) ?? 0) + 1); + } - const nodes: ElementDefinition[] = graph.nodes.map((node) => { + const nodes: ElementDefinition[] = graphNodes.map((node) => { const isRoot = node.id === rootId; const borderColor = getLevelColor(node.level); const dimension = isRoot ? 52 : 38; const iconColor = isRoot ? theme.rootText : theme.iconMutedColor; + const labelLength = node.type === "url" + ? Math.min(maxLabelLength, 22) + : maxLabelLength; + const labelFull = isRoot && node.value === "root" + ? investigation.investigation_name ?? "Investigation" + : node.value; + const labelShort = truncateLabel(labelFull, labelLength, true); const data: ObservableCyNodeData = { id: node.id, nodeType: "observable", - labelShort: truncateLabel(node.value, maxLabelLength, true), - labelFull: node.value, + labelShort, + displayLabel: isRoot + ? labelShort + : (degreeByNode.get(node.id) ?? 0) >= 3 + ? labelShort + : "", + labelFull, observableType: node.type, level: node.level, score: node.score, @@ -117,18 +156,54 @@ export function buildObservablesElements( }; }); - const nodeIds = new Set(graph.nodes.map((node) => node.id)); + const nodeIds = new Set(graphNodes.map((node) => node.id)); + + const validEdges = graphEdges.filter( + (edge) => nodeIds.has(edge.source) && nodeIds.has(edge.target) + ); + const parallelIndexes = new Map(); + const parallelCounts = new Map(); + for (const edge of validEdges) { + const pair = [edge.source, edge.target].sort().join("--"); + parallelCounts.set(pair, (parallelCounts.get(pair) ?? 0) + 1); + } - const edges: ElementDefinition[] = graph.edges - .filter((edge) => nodeIds.has(edge.source) && nodeIds.has(edge.target)) + const edges: ElementDefinition[] = validEdges .map((edge, index) => { const arrowShape = getArrowShapes(edge); + const isRootLink = !presentationRootId && ( + edge.source === rootId || edge.target === rootId + ); + const profile = resolveRelationshipProfile(edge.type, { + theme, + overrides: options?.relationshipProfiles, + isRootLink, + }); + const pair = [edge.source, edge.target].sort().join("--"); + const parallelIndex = parallelIndexes.get(pair) ?? 0; + const parallelCount = parallelCounts.get(pair) ?? 1; + parallelIndexes.set(pair, parallelIndex + 1); + const curvature = + parallelCount > 1 + ? (parallelIndex - (parallelCount - 1) / 2) * 34 + : edge.type === "communicates-with" || edge.type === "related-to" + ? (index % 2 === 0 ? 52 : -52) + : 0; const data: ObservableCyEdgeData = { id: `obs-edge-${index}-${edge.source}-${edge.target}-${edge.type}`, relationshipType: edge.type, direction: edge.direction, - color: edgeColor, - width: 1.15, + relationshipFamily: profile.family, + relationshipLabel: profile.label, + color: options?.edgeColor ?? profile.color ?? edgeColor, + width: profile.width, + opacity: profile.opacity, + lineStyle: profile.lineStyle, + dashPattern: profile.dashPattern, + distance: profile.distance, + strength: profile.strength, + curvature, + isRootLink, sourceArrowShape: arrowShape.sourceArrowShape, targetArrowShape: arrowShape.targetArrowShape, }; diff --git a/js/packages/cyvest-vis/src/components/CytoscapeCanvas.tsx b/js/packages/cyvest-vis/src/components/CytoscapeCanvas.tsx index 55ca94f..8726887 100644 --- a/js/packages/cyvest-vis/src/components/CytoscapeCanvas.tsx +++ b/js/packages/cyvest-vis/src/components/CytoscapeCanvas.tsx @@ -1,5 +1,13 @@ import React, { useCallback, useEffect, useMemo, useRef } from "react"; -import type { Core, ElementDefinition, EventObjectEdge, EventObjectNode, LayoutOptions, Stylesheet } from "cytoscape"; +import type { + Core, + ElementDefinition, + EventObject, + EventObjectEdge, + EventObjectNode, + LayoutOptions, + StylesheetJson, +} from "cytoscape"; import { createCyInstance } from "../core/createCyInstance"; import { createThemeStyle } from "../core/theme"; @@ -16,7 +24,7 @@ import type { interface CytoscapeCanvasProps { elements: ElementDefinition[]; - stylesheet: Stylesheet[]; + stylesheet: StylesheetJson; layout: LayoutOptions; forceOptions?: CyvestForceOptions; physics?: boolean; @@ -30,6 +38,15 @@ interface CytoscapeCanvasProps { showToolbar?: boolean; } +const COMPACT_LABELS_WIDTH = 640; +const COMPACT_FIT_PADDING = 32; + +export function updateLabelDensity(cy: Core, containerWidth: number): boolean { + const compact = containerWidth < COMPACT_LABELS_WIDTH; + cy.nodes().toggleClass("cyvest-compact-label", compact); + return compact; +} + function joinClassNames(...names: Array): string { return names.filter(Boolean).join(" "); } @@ -54,11 +71,14 @@ export const CytoscapeCanvas: React.FC = ({ const layoutRef = useRef(layout); const forceOptionsRef = useRef(forceOptions); const physicsRef = useRef(physics); + const onCyReadyRef = useRef(onCyReady); + const compactLabelsRef = useRef(null); const simulationRef = useRef(null); layoutRef.current = layout; forceOptionsRef.current = forceOptions; physicsRef.current = physics; + onCyReadyRef.current = onCyReady; useEffect(() => { if (!containerRef.current) { @@ -67,7 +87,7 @@ export const CytoscapeCanvas: React.FC = ({ const cy = createCyInstance(containerRef.current); cyRef.current = cy; - onCyReady?.(cy); + onCyReadyRef.current?.(cy); return () => { simulationRef.current?.stop(); @@ -75,7 +95,7 @@ export const CytoscapeCanvas: React.FC = ({ cy.destroy(); cyRef.current = null; }; - }, [onCyReady]); + }, []); const runLayout = useCallback(() => { const cy = cyRef.current; @@ -89,7 +109,7 @@ export const CytoscapeCanvas: React.FC = ({ const runner = cy.layout({ ...layoutRef.current, animate: false, - }); + } as LayoutOptions); runner.run(); if (physicsRef.current) { @@ -110,10 +130,14 @@ export const CytoscapeCanvas: React.FC = ({ cy.elements().remove(); cy.add(elements); cy.style().fromJson(stylesheet).update(); + compactLabelsRef.current = updateLabelDensity( + cy, + containerRef.current?.clientWidth ?? 0 + ); }); runLayout(); - }, [elements, runLayout, stylesheet]); + }, [elements, physics, runLayout, stylesheet]); useEffect(() => { const cy = cyRef.current; @@ -158,6 +182,14 @@ export const CytoscapeCanvas: React.FC = ({ typeof data.relationshipType === "string" ? data.relationshipType : undefined, + relationshipFamily: + typeof data.relationshipFamily === "string" + ? data.relationshipFamily as CyEdgeSelectEvent["relationshipFamily"] + : undefined, + direction: + typeof data.direction === "string" + ? data.direction as CyEdgeSelectEvent["direction"] + : undefined, data, element: edge, }); @@ -176,7 +208,13 @@ export const CytoscapeCanvas: React.FC = ({ cy.elements().removeClass("cyvest-dimmed cyvest-focus"); }; - const handleCanvasTap = (event: EventObjectNode | EventObjectEdge) => { + const handleEdgeMouseOver = (event: EventObjectEdge) => { + cy.elements().addClass("cyvest-dimmed"); + event.target.removeClass("cyvest-dimmed").addClass("cyvest-focus"); + event.target.connectedNodes().removeClass("cyvest-dimmed"); + }; + + const handleCanvasTap = (event: EventObject) => { if (event.target === cy) { cy.elements().unselect(); } @@ -185,28 +223,78 @@ export const CytoscapeCanvas: React.FC = ({ cy.on("tap", "node", handleNodeTap); cy.on("tap", "edge", handleEdgeTap); cy.on("mouseover", "node", handleNodeMouseOver); + cy.on("mouseover", "edge", handleEdgeMouseOver); cy.on("mouseout", "node", clearFocus); + cy.on("mouseout", "edge", clearFocus); cy.on("tap", handleCanvasTap); return () => { cy.removeListener("tap", "node", handleNodeTap); cy.removeListener("tap", "edge", handleEdgeTap); cy.removeListener("mouseover", "node", handleNodeMouseOver); + cy.removeListener("mouseover", "edge", handleEdgeMouseOver); cy.removeListener("mouseout", "node", clearFocus); + cy.removeListener("mouseout", "edge", clearFocus); cy.removeListener("tap", handleCanvasTap); }; }, [onEdgeSelect, onNodeSelect]); + useEffect(() => { + const container = containerRef.current; + const cy = cyRef.current; + if (!container || !cy || typeof ResizeObserver === "undefined") { + return; + } + + let animationFrame: number | null = null; + let settledFitTimer: ReturnType | null = null; + const observer = new ResizeObserver(() => { + if (animationFrame !== null) cancelAnimationFrame(animationFrame); + animationFrame = requestAnimationFrame(() => { + if (cy.destroyed()) return; + cy.resize(); + const compact = updateLabelDensity(cy, container.clientWidth); + if (compactLabelsRef.current !== compact) { + compactLabelsRef.current = compact; + runLayout(); + } + const layoutPadding = ( + layoutRef.current as LayoutOptions & { padding?: number } + ).padding; + const padding = typeof layoutPadding === "number" ? layoutPadding : 56; + const fitPadding = compact ? Math.min(padding, COMPACT_FIT_PADDING) : padding; + const fit = () => { + if (!cy.destroyed()) { + cy.fit(undefined, fitPadding); + } + }; + fit(); + if (settledFitTimer !== null) clearTimeout(settledFitTimer); + settledFitTimer = setTimeout(fit, 520); + }); + }); + observer.observe(container); + + return () => { + observer.disconnect(); + if (animationFrame !== null) cancelAnimationFrame(animationFrame); + if (settledFitTimer !== null) clearTimeout(settledFitTimer); + }; + }, [runLayout]); + const handleFit = useCallback(() => { const cy = cyRef.current; if (!cy) { return; } - const padding = - typeof layout.padding === "number" ? layout.padding : 56; - cy.fit(undefined, padding); - }, [layout.padding]); + const layoutPadding = (layout as LayoutOptions & { padding?: number }).padding; + const padding = typeof layoutPadding === "number" ? layoutPadding : 56; + cy.fit( + undefined, + compactLabelsRef.current ? Math.min(padding, COMPACT_FIT_PADDING) : padding + ); + }, [layout]); const handleCenter = useCallback(() => { const cy = cyRef.current; @@ -214,7 +302,11 @@ export const CytoscapeCanvas: React.FC = ({ return; } - cy.center(); + const root = cy.nodes().filter((node) => node.data("isRoot") === true).first(); + cy.animate( + { center: { eles: root.empty() ? cy.nodes() : root } }, + { duration: 260 } + ); }, []); const wrapperStyle = useMemo( diff --git a/js/packages/cyvest-vis/src/components/CyvestGraph.tsx b/js/packages/cyvest-vis/src/components/CyvestGraph.tsx index afd5764..193b6f9 100644 --- a/js/packages/cyvest-vis/src/components/CyvestGraph.tsx +++ b/js/packages/cyvest-vis/src/components/CyvestGraph.tsx @@ -1,9 +1,172 @@ -import React from "react"; +import { + getAllRelationshipTypes, + getRootObservable, + type Level, +} from "@cyvest/cyvest-js"; +import type { Core } from "cytoscape"; +import React, { useCallback, useEffect, useMemo, useState } from "react"; -import type { CyvestGraphProps } from "../types"; +import { + EMPTY_GRAPH_FILTERS, + filterInvestigation, + matchesGraphQuery, + normalizeGraphFilters, +} from "../core/filters"; +import { createThemeStyle } from "../core/theme"; +import { resolveRelationshipProfile } from "../core/relationships"; +import type { + CyEdgeSelectEvent, + CyNodeSelectEvent, + CyvestGraphFilterState, + CyvestGraphProps, +} from "../types"; import { CyvestObservablesView } from "./CyvestObservablesView"; -/** Render the observable relationship graph for a Cyvest investigation. */ +type GraphSelection = CyNodeSelectEvent | CyEdgeSelectEvent; + +const LEVEL_ORDER: Level[] = [ + "MALICIOUS", + "SUSPICIOUS", + "NOTABLE", + "SAFE", + "TRUSTED", + "INFO", + "NONE", +]; + +function joinClassNames(...names: Array): string { + return names.filter(Boolean).join(" "); +} + +function toggleValue(values: T[], value: T): T[] { + return values.includes(value) + ? values.filter((item) => item !== value) + : [...values, value]; +} + +function Icon({ name }: { name: "filter" | "reset" | "close" | "search" | "physics" }) { + const paths = { + filter: , + reset: ( + <> + + + + ), + close: , + search: <>, + physics: <>, + }; + return ; +} + +function Inspector({ + selection, + investigation, + onClear, +}: { + selection: GraphSelection | null; + investigation: CyvestGraphProps["investigation"]; + onClear: () => void; +}) { + const nodeSelection = selection && "nodeId" in selection ? selection : null; + const edgeSelection = selection && "edgeId" in selection ? selection : null; + const entries = selection + ? nodeSelection + ? [ + ["Observable type", nodeSelection.data.observableType], + ["Level", nodeSelection.data.level], + ["Score", nodeSelection.data.score], + ["Scope", nodeSelection.data.internal ? "Internal" : "External"], + ["Whitelisted", nodeSelection.data.whitelisted ? "Yes" : "No"], + ] + : [ + ["Family", edgeSelection?.relationshipFamily], + ["Direction", edgeSelection?.direction], + ["Source", edgeSelection?.sourceId], + ["Target", edgeSelection?.targetId], + ] + : []; + const neighbors = useMemo(() => { + if (!nodeSelection) return []; + const outbound = (investigation.observables[nodeSelection.nodeId]?.relationships ?? []).map( + (relationship) => ({ + id: relationship.target_key, + label: investigation.observables[relationship.target_key]?.value ?? relationship.target_key, + type: relationship.relationship_type, + direction: relationship.direction === "inbound" ? "←" : relationship.direction === "bidirectional" ? "↔" : "→", + }) + ); + const inbound = Object.values(investigation.observables).flatMap((observable) => + observable.relationships + .filter((relationship) => relationship.target_key === nodeSelection.nodeId) + .map((relationship) => ({ + id: observable.key, + label: observable.value, + type: relationship.relationship_type, + direction: relationship.direction === "bidirectional" ? "↔" : "←", + })) + ); + return [...outbound, ...inbound].filter( + (item, index, items) => items.findIndex((candidate) => candidate.id === item.id && candidate.type === item.type) === index + ); + }, [investigation, nodeSelection]); + + return ( + + ); +} + +/** Render the complete observable relationship explorer for an investigation. */ export const CyvestGraph: React.FC = ({ investigation, height = 500, @@ -15,21 +178,277 @@ export const CyvestGraph: React.FC = ({ onEdgeSelect, physics = true, showToolbar = true, + controls = "full", + showInspector = controls === "full", + filterState, + onFilterStateChange, + relationshipProfiles, layout, maxLabelLength = 28, -}) => ( - -); +}) => { + const [internalFilters, setInternalFilters] = useState(() => + normalizeGraphFilters(filterState) + ); + const [filtersOpen, setFiltersOpen] = useState(false); + const [selection, setSelection] = useState(null); + const [cy, setCy] = useState(null); + const [physicsEnabled, setPhysicsEnabled] = useState(physics); + const filters = useMemo( + () => ({ ...internalFilters, ...filterState }), + [filterState, internalFilters] + ) as CyvestGraphFilterState; + + const updateFilters = useCallback( + (next: CyvestGraphFilterState) => { + setInternalFilters(next); + onFilterStateChange?.(next); + setSelection(null); + }, + [onFilterStateChange] + ); + + useEffect(() => setPhysicsEnabled(physics), [physics]); + + const observableTypes = useMemo( + () => [...new Set(Object.values(investigation.observables).map((item) => item.type))].sort(), + [investigation] + ); + const levels = useMemo( + () => LEVEL_ORDER.filter((level) => + Object.values(investigation.observables).some((item) => item.level === level) + ), + [investigation] + ); + const relationshipTypes = useMemo( + () => getAllRelationshipTypes(investigation), + [investigation] + ); + const visibleInvestigation = useMemo( + () => filterInvestigation(investigation, filters), + [filters, investigation] + ); + + const handleCyReady = useCallback( + (instance: Core) => { + setCy(instance); + onCyReady?.(instance); + }, + [onCyReady] + ); + + useEffect(() => { + if (!cy) return; + const query = filters.query.trim(); + cy.nodes().removeClass("cyvest-search-match cyvest-search-dimmed"); + if (!query) return; + const matches = cy.nodes().filter((node) => + matchesGraphQuery(node.data() as Record, query) + ); + cy.nodes().addClass("cyvest-search-dimmed"); + matches.removeClass("cyvest-search-dimmed").addClass("cyvest-search-match"); + }, [cy, filters.query, visibleInvestigation]); + + const focusFirstMatch = useCallback(() => { + if (!cy || !filters.query.trim()) return; + const match = cy.nodes().filter((node) => + matchesGraphQuery(node.data() as Record, filters.query) + ).first(); + if (match.empty()) return; + cy.animate({ center: { eles: match }, zoom: Math.max(1.15, cy.zoom()) }, { duration: 320 }); + match.select(); + match.emit("tap"); + }, [cy, filters.query]); + + const handleNode = useCallback((event: CyNodeSelectEvent) => { + setSelection(event); + onNodeSelect?.(event); + }, [onNodeSelect]); + const handleEdge = useCallback((event: CyEdgeSelectEvent) => { + setSelection(event); + onEdgeSelect?.(event); + }, [onEdgeSelect]); + + const isFiltered = + filters.observableTypes.length > 0 || + filters.levels.length > 0 || + filters.relationshipTypes.length > 0 || + filters.scope !== "all"; + const countPresentedObservables = (value: CyvestGraphProps["investigation"]) => { + const root = getRootObservable(value); + return Object.keys(value.observables).length - (root?.value === "root" ? 1 : 0); + }; + const visibleCount = countPresentedObservables(visibleInvestigation); + const totalCount = countPresentedObservables(investigation); + const wrapperStyle = useMemo( + () => createThemeStyle(theme, width, height), + [height, theme, width] + ); + + return ( +
+
+ {controls === "full" ? ( +
+
+ + updateFilters({ ...filters, query: event.target.value })} + onKeyDown={(event) => { + if (event.key === "Enter") focusFirstMatch(); + }} + placeholder="Find an observable…" + aria-label="Find an observable" + /> + {filters.query ? ( + + ) : null} +
+ + + {isFiltered ? ( + + ) : null} +
+ ) : null} + + {filtersOpen && controls === "full" ? ( +
+
+ Scope +
+ {(["all", "internal", "external", "whitelisted"] as const).map((scope) => ( + + ))} +
+
+
+ Observable type +
+ {observableTypes.map((type) => ( + + ))} +
+
+
+ Level +
+ {levels.map((level) => ( + + ))} +
+
+
+ Relationships +
+ {relationshipTypes.map((type) => { + const profile = resolveRelationshipProfile(type, { theme, overrides: relationshipProfiles }); + const active = filters.relationshipTypes.length === 0 || filters.relationshipTypes.includes(type); + return ( + + ); + })} +
+
+
+ ) : null} + + + +
+ {visibleCount} / {totalCount} observables + {filters.query ? Press Enter to focus : null} +
+
+ {showInspector ? ( + setSelection(null)} + /> + ) : null} +
+ ); +}; diff --git a/js/packages/cyvest-vis/src/components/CyvestObservablesView.tsx b/js/packages/cyvest-vis/src/components/CyvestObservablesView.tsx index e32535e..b452508 100644 --- a/js/packages/cyvest-vis/src/components/CyvestObservablesView.tsx +++ b/js/packages/cyvest-vis/src/components/CyvestObservablesView.tsx @@ -19,14 +19,16 @@ export const CyvestObservablesView: React.FC = ({ showToolbar = true, layout, maxLabelLength = 28, + relationshipProfiles, }) => { const elements = useMemo( () => buildObservablesElements(investigation, { maxLabelLength, theme, + relationshipProfiles, }), - [investigation, maxLabelLength, theme] + [investigation, maxLabelLength, relationshipProfiles, theme] ); const stylesheet = useMemo( diff --git a/js/packages/cyvest-vis/src/core/filters.ts b/js/packages/cyvest-vis/src/core/filters.ts new file mode 100644 index 0000000..fbdb554 --- /dev/null +++ b/js/packages/cyvest-vis/src/core/filters.ts @@ -0,0 +1,85 @@ +import { + getRootObservable, + type CyvestInvestigation, + type Level, +} from "@cyvest/cyvest-js"; + +import type { CyvestGraphFilterState } from "../types"; + +export const EMPTY_GRAPH_FILTERS: CyvestGraphFilterState = { + query: "", + observableTypes: [], + levels: [], + relationshipTypes: [], + scope: "all", +}; + +export function normalizeGraphFilters( + filters?: Partial +): CyvestGraphFilterState { + return { + ...EMPTY_GRAPH_FILTERS, + ...filters, + observableTypes: [...(filters?.observableTypes ?? [])], + levels: [...(filters?.levels ?? [])] as Level[], + relationshipTypes: [...(filters?.relationshipTypes ?? [])], + }; +} + +export function filterInvestigation( + investigation: CyvestInvestigation, + filters: CyvestGraphFilterState +): CyvestInvestigation { + const root = getRootObservable(investigation); + const rootKey = root?.key; + const presentationRootKey = root?.value === "root" && root.relationships.length === 1 + ? root.relationships[0].target_key + : undefined; + const visibleEntries = Object.entries(investigation.observables).filter( + ([key, observable]) => { + if (key === rootKey || key === presentationRootKey) return true; + if ( + filters.observableTypes.length > 0 && + !filters.observableTypes.includes(observable.type) + ) { + return false; + } + if (filters.levels.length > 0 && !filters.levels.includes(observable.level)) { + return false; + } + if (filters.scope === "internal" && !observable.internal) return false; + if (filters.scope === "external" && observable.internal) return false; + if (filters.scope === "whitelisted" && !observable.whitelisted) return false; + return true; + } + ); + const visibleKeys = new Set(visibleEntries.map(([key]) => key)); + const observables = Object.fromEntries( + visibleEntries.map(([key, observable]) => [ + key, + { + ...observable, + relationships: observable.relationships.filter( + (relationship) => + visibleKeys.has(relationship.target_key) && + (key === rootKey || + filters.relationshipTypes.length === 0 || + filters.relationshipTypes.includes(relationship.relationship_type)) + ), + }, + ]) + ); + + return { ...investigation, observables }; +} + +export function matchesGraphQuery( + data: Record, + query: string +): boolean { + const normalized = query.trim().toLocaleLowerCase(); + if (!normalized) return true; + return [data.id, data.labelFull, data.observableType, data.level] + .filter((value) => value !== undefined && value !== null) + .some((value) => String(value).toLocaleLowerCase().includes(normalized)); +} diff --git a/js/packages/cyvest-vis/src/core/relationships.ts b/js/packages/cyvest-vis/src/core/relationships.ts new file mode 100644 index 0000000..60555e3 --- /dev/null +++ b/js/packages/cyvest-vis/src/core/relationships.ts @@ -0,0 +1,114 @@ +import type { + CyvestRelationshipFamily, + CyvestRelationshipProfile, + CyvestRelationshipProfileOverrides, + CyvestThemeTokens, +} from "../types"; +import { resolveTheme } from "../utils/colors"; + +const FAMILY_DEFAULTS: Record< + CyvestRelationshipFamily, + Omit +> = { + structural: { + family: "structural", + distance: 84, + strength: 0.9, + width: 1.7, + lineStyle: "solid", + dashPattern: [1, 0], + opacity: 0.88, + }, + infrastructure: { + family: "infrastructure", + distance: 108, + strength: 0.72, + width: 1.4, + lineStyle: "dashed", + dashPattern: [9, 3], + opacity: 0.78, + }, + behavioral: { + family: "behavioral", + distance: 132, + strength: 0.55, + width: 1.3, + lineStyle: "dashed", + dashPattern: [3, 4], + opacity: 0.78, + }, + association: { + family: "association", + distance: 176, + strength: 0.16, + width: 1.2, + lineStyle: "dotted", + dashPattern: [1, 5], + opacity: 0.78, + }, +}; + +const RELATIONSHIP_FAMILIES: Record = { + contains: "structural", + "derived-from": "structural", + "resolves-to": "infrastructure", + hosts: "infrastructure", + "communicates-with": "behavioral", + executes: "behavioral", + "related-to": "association", +}; + +function humanizeRelationshipType(type: string): string { + return type + .split(/[-_]/g) + .filter(Boolean) + .map((word) => word[0]?.toUpperCase() + word.slice(1)) + .join(" "); +} + +function getFamilyColor( + family: CyvestRelationshipFamily, + theme: CyvestThemeTokens +): string { + return { + structural: theme.edgeStructuralColor, + infrastructure: theme.edgeInfrastructureColor, + behavioral: theme.edgeBehavioralColor, + association: theme.edgeAssociationColor, + }[family]; +} + +export function getRelationshipFamily(type: string): CyvestRelationshipFamily { + return RELATIONSHIP_FAMILIES[type.toLowerCase()] ?? "association"; +} + +export function resolveRelationshipProfile( + type: string, + options?: { + theme?: Partial; + overrides?: CyvestRelationshipProfileOverrides; + isRootLink?: boolean; + } +): CyvestRelationshipProfile { + const normalizedType = type.toLowerCase(); + const family = getRelationshipFamily(normalizedType); + const theme = resolveTheme(options?.theme); + const rootOverrides = options?.isRootLink + ? { distance: 210, strength: 0.24, width: 1.35, opacity: 0.84 } + : {}; + const custom = options?.overrides?.[normalizedType] ?? options?.overrides?.[type] ?? {}; + const resolvedFamily = custom.family ?? family; + + return { + ...FAMILY_DEFAULTS[resolvedFamily], + label: humanizeRelationshipType(type), + color: getFamilyColor(resolvedFamily, theme), + ...rootOverrides, + ...custom, + family: resolvedFamily, + }; +} + +export const BUILT_IN_RELATIONSHIP_TYPES = Object.freeze( + Object.keys(RELATIONSHIP_FAMILIES) +); diff --git a/js/packages/cyvest-vis/src/core/styles.ts b/js/packages/cyvest-vis/src/core/styles.ts index 911b077..85f9550 100644 --- a/js/packages/cyvest-vis/src/core/styles.ts +++ b/js/packages/cyvest-vis/src/core/styles.ts @@ -1,14 +1,14 @@ -import type { Stylesheet } from "cytoscape"; +import type { StylesheetJson } from "cytoscape"; import type { CyvestThemeTokens } from "../types"; import { resolveTheme } from "../utils/colors"; function createSharedStylesheet( theme?: Partial -): Stylesheet[] { +): StylesheetJson { const resolved = resolveTheme(theme); - return [ + const stylesheet = [ { selector: "node", style: { @@ -20,7 +20,7 @@ function createSharedStylesheet( "font-size": 10.5, "font-family": resolved.fontFamily, "font-weight": 500, - "min-zoomed-font-size": 8, + "min-zoomed-font-size": 0, "text-wrap": "none", "text-max-width": 190, "text-halign": "center", @@ -48,9 +48,17 @@ function createSharedStylesheet( "transition-duration": 140, }, }, + { + selector: "node.cyvest-compact-label", + style: { + label: "data(displayLabel)", + }, + }, { selector: "node:selected", style: { + label: "data(labelShort)", + "min-zoomed-font-size": 0, "border-color": resolved.edgeSelectedColor, "border-width": 2.5, "underlay-color": resolved.accent, @@ -61,6 +69,8 @@ function createSharedStylesheet( { selector: "node.cyvest-focus", style: { + label: "data(labelShort)", + "min-zoomed-font-size": 0, "underlay-color": resolved.accent, "underlay-opacity": 0.08, "underlay-padding": 6, @@ -72,6 +82,23 @@ function createSharedStylesheet( opacity: 0.16, }, }, + { + selector: "node.cyvest-search-dimmed", + style: { + opacity: 0.24, + }, + }, + { + selector: "node.cyvest-search-match", + style: { + label: "data(labelShort)", + "min-zoomed-font-size": 0, + "underlay-color": resolved.accent, + "underlay-opacity": 0.14, + "underlay-padding": 9, + "border-width": 2.5, + }, + }, { selector: "edge", style: { @@ -81,9 +108,13 @@ function createSharedStylesheet( "source-arrow-color": "data(color)", "target-arrow-shape": "data(targetArrowShape)", "source-arrow-shape": "data(sourceArrowShape)", - "curve-style": "bezier", - "arrow-scale": 0.62, - opacity: 0.78, + "line-style": "data(lineStyle)", + "line-dash-pattern": "data(dashPattern)", + "curve-style": "unbundled-bezier", + "control-point-distances": "data(curvature)", + "control-point-weights": 0.5, + "arrow-scale": 0.8, + opacity: "data(opacity)", "overlay-opacity": 0, "transition-property": "opacity, line-color, width", "transition-duration": 140, @@ -92,21 +123,33 @@ function createSharedStylesheet( { selector: "edge.cyvest-focus", style: { - width: 1.7, - "line-color": resolved.edgeSelectedColor, - "target-arrow-color": resolved.edgeSelectedColor, - "source-arrow-color": resolved.edgeSelectedColor, - opacity: 0.9, + "line-color": "data(color)", + "target-arrow-color": "data(color)", + "source-arrow-color": "data(color)", + opacity: 1, + "overlay-color": resolved.accent, + "overlay-opacity": 0.12, + "overlay-padding": 5, + label: "data(relationshipLabel)", + color: resolved.panelTextMuted, + "font-size": 9, + "font-family": resolved.fontFamily, + "text-background-color": resolved.panelBackground, + "text-background-opacity": 0.94, + "text-background-padding": 2, }, }, { selector: "edge:selected", style: { - width: 1.9, - "line-color": resolved.edgeSelectedColor, - "target-arrow-color": resolved.edgeSelectedColor, - "source-arrow-color": resolved.edgeSelectedColor, - label: "data(relationshipType)", + "line-color": "data(color)", + "target-arrow-color": "data(color)", + "source-arrow-color": "data(color)", + opacity: 1, + "overlay-color": resolved.accent, + "overlay-opacity": 0.18, + "overlay-padding": 6, + label: "data(relationshipLabel)", color: resolved.panelTextMuted, "font-size": 9, "font-family": resolved.fontFamily, @@ -116,19 +159,34 @@ function createSharedStylesheet( }, }, ]; + // Cytoscape accepts data-mapped values (for example `data(width)`) at + // runtime, while its current TypeScript declarations only model literals. + return stylesheet as unknown as StylesheetJson; } export function createObservablesStylesheet( theme?: Partial -): Stylesheet[] { - return [ +): StylesheetJson { + const stylesheet = [ ...createSharedStylesheet(theme), { selector: "node[?isRoot]", style: { "font-weight": 700, - "text-margin-y": 11, + "min-zoomed-font-size": 0, + "text-valign": "top", + "text-margin-y": -11, + }, + }, + { + selector: "node[?isRoot].cyvest-compact-label", + style: { + "text-halign": "left", + "text-valign": "center", + "text-margin-x": -10, + "text-margin-y": 0, }, }, ]; + return stylesheet as unknown as StylesheetJson; } diff --git a/js/packages/cyvest-vis/src/core/theme.ts b/js/packages/cyvest-vis/src/core/theme.ts index a4c7c29..2b09a25 100644 --- a/js/packages/cyvest-vis/src/core/theme.ts +++ b/js/packages/cyvest-vis/src/core/theme.ts @@ -20,6 +20,11 @@ export function createThemeStyle( "--cyvest-panel-text": resolved.panelText, "--cyvest-panel-muted": resolved.panelTextMuted, "--cyvest-accent": resolved.accent, + "--cyvest-selection-surface": resolved.selectionSurface, + "--cyvest-edge-structural": resolved.edgeStructuralColor, + "--cyvest-edge-infrastructure": resolved.edgeInfrastructureColor, + "--cyvest-edge-behavioral": resolved.edgeBehavioralColor, + "--cyvest-edge-association": resolved.edgeAssociationColor, "--cyvest-font-family": resolved.fontFamily, } as React.CSSProperties; } diff --git a/js/packages/cyvest-vis/src/index.ts b/js/packages/cyvest-vis/src/index.ts index 5e598fc..641c6a5 100644 --- a/js/packages/cyvest-vis/src/index.ts +++ b/js/packages/cyvest-vis/src/index.ts @@ -15,6 +15,19 @@ export { mixHexColor, } from "./utils/colors"; +export { + BUILT_IN_RELATIONSHIP_TYPES, + getRelationshipFamily, + resolveRelationshipProfile, +} from "./core/relationships"; + +export { + EMPTY_GRAPH_FILTERS, + filterInvestigation, + matchesGraphQuery, + normalizeGraphFilters, +} from "./core/filters"; + export { computeForcePositions, createForceLayout, @@ -28,6 +41,11 @@ export { DARK_CYVEST_THEME, type CyvestThemeTokens, type CyvestForceOptions, + type CyvestRelationshipFamily, + type CyvestRelationshipProfile, + type CyvestRelationshipProfileOverrides, + type CyvestGraphFilterState, + type CyvestGraphControls, type CyNodeSelectEvent, type CyEdgeSelectEvent, type CyvestBaseViewProps, diff --git a/js/packages/cyvest-vis/src/layout/force.ts b/js/packages/cyvest-vis/src/layout/force.ts index f48e9e8..1ab8270 100644 --- a/js/packages/cyvest-vis/src/layout/force.ts +++ b/js/packages/cyvest-vis/src/layout/force.ts @@ -1,9 +1,7 @@ import { - forceCenter, forceCollide, forceLink, forceManyBody, - forceRadial, forceSimulation, forceX, forceY, @@ -18,18 +16,34 @@ import type { Position, } from "cytoscape"; -import type { CyvestForceOptions } from "../types"; +import type { CyvestForceOptions, CyvestRelationshipFamily } from "../types"; interface ForceNode extends SimulationNodeDatum { id: string; radius: number; depth: number; isRoot: boolean; + branchId: string; + branchX: number; + branchY: number; } interface ForceLink extends SimulationLinkDatum { source: string | ForceNode; target: string | ForceNode; + distance: number; + strength: number; + family: CyvestRelationshipFamily; + relationshipType: string; + direction: "outbound" | "inbound" | "bidirectional"; + isRootLink: boolean; +} + +interface TopologyNode { + depth: number; + branchId: string; + branchX: number; + branchY: number; } export interface ForceSimulationController { @@ -38,31 +52,322 @@ export interface ForceSimulationController { } const DEFAULT_OBSERVABLES_LAYOUT: Required = { - linkDistance: 118, - linkStrength: 0.72, - chargeStrength: -420, - collisionPadding: 30, - radialStep: 128, - radialStrength: 0.38, - centerStrength: 0.055, - iterations: 320, + linkDistance: 176, + linkStrength: 0.16, + chargeStrength: -240, + collisionPadding: 24, + radialStep: 0, + radialStrength: 0, + centerStrength: 0.035, + branchSpacing: 238, + branchStrength: 0.55, + layerSpacing: 148, + layerStrength: 0.9, + siblingSpacing: 132, + rootLinkDistance: 160, + rootLinkStrength: 0.24, + iterations: 360, padding: 72, fit: true, animate: true, - animationDuration: 420, + animationDuration: 460, }; +const LABEL_FONT_SIZE = 10.5; +const LABEL_MAX_WIDTH = 190; +const LABEL_HORIZONTAL_PADDING = 12; +const DENSE_LAYER_THRESHOLD = 4; +const DENSE_LAYER_OFFSET = 18; + export function getDefaultForceOptions(): Required { return { ...DEFAULT_OBSERVABLES_LAYOUT }; } -function resolveOptions( - overrides?: CyvestForceOptions -): Required { - return { - ...getDefaultForceOptions(), - ...overrides, +function resolveOptions(overrides?: CyvestForceOptions): Required { + return { ...getDefaultForceOptions(), ...overrides }; +} + +function endpointId(endpoint: string | ForceNode): string { + return typeof endpoint === "string" ? endpoint : endpoint.id; +} + +function calculateDepths( + nodeIds: string[], + links: ForceLink[], + rootId: string | undefined +): Map { + const depths = new Map(); + if (!rootId) return depths; + + const neighbors = new Map(nodeIds.map((id) => [id, [] as string[]])); + for (const link of links) { + const source = endpointId(link.source); + const target = endpointId(link.target); + neighbors.get(source)?.push(target); + neighbors.get(target)?.push(source); + } + + const queue = [rootId]; + depths.set(rootId, 0); + while (queue.length > 0) { + const current = queue.shift(); + if (!current) continue; + const nextDepth = (depths.get(current) ?? 0) + 1; + for (const neighbor of neighbors.get(current) ?? []) { + if (depths.has(neighbor)) continue; + depths.set(neighbor, nextDepth); + queue.push(neighbor); + } + } + + const fallbackDepth = Math.max(0, ...depths.values()) + 1; + for (const nodeId of nodeIds) { + if (!depths.has(nodeId)) depths.set(nodeId, fallbackDepth); + } + return depths; +} + +/** + * Build stable branches by removing the root and finding the remaining + * connected components. This prevents weak context links from collapsing all + * observables into one cloud while preserving legacy related-to graphs. + */ +function calculateTopology( + nodeIds: string[], + links: ForceLink[], + rootId: string | undefined, + footprintByNode: Map, + options: Pick< + Required, + "layerSpacing" | "siblingSpacing" + > +): Map { + const depths = calculateDepths(nodeIds, links, rootId); + if (!rootId) return new Map(); + + const allNeighbors = new Map(nodeIds.map((id) => [id, [] as string[]])); + const hierarchyNeighbors = new Map(nodeIds.map((id) => [id, [] as string[]])); + const isHierarchyLink = (link: ForceLink) => + link.direction !== "bidirectional" && ( + link.family === "structural" || link.family === "infrastructure" + ); + + for (const link of links) { + const source = endpointId(link.source); + const target = endpointId(link.target); + allNeighbors.get(source)?.push(target); + allNeighbors.get(target)?.push(source); + if (isHierarchyLink(link)) { + hierarchyNeighbors.get(source)?.push(target); + hierarchyNeighbors.get(target)?.push(source); + } + } + for (const neighbors of [...allNeighbors.values(), ...hierarchyNeighbors.values()]) { + neighbors.sort(); + } + + const parent = new Map(); + const hierarchyDepth = new Map([[rootId, 0]]); + const queue = [rootId]; + while (queue.length > 0) { + const current = queue.shift(); + if (!current) continue; + for (const neighbor of hierarchyNeighbors.get(current) ?? []) { + if (hierarchyDepth.has(neighbor)) continue; + hierarchyDepth.set(neighbor, (hierarchyDepth.get(current) ?? 0) + 1); + parent.set(neighbor, current); + queue.push(neighbor); + } + } + + const unresolved = new Set(nodeIds.filter((id) => !hierarchyDepth.has(id))); + while (unresolved.size > 0) { + const candidate = [...unresolved] + .map((id) => ({ + id, + neighbor: (allNeighbors.get(id) ?? []).find((item) => hierarchyDepth.has(item)), + depth: depths.get(id) ?? Number.MAX_SAFE_INTEGER, + })) + .filter((item) => item.neighbor) + .sort((left, right) => left.depth - right.depth || left.id.localeCompare(right.id))[0]; + if (!candidate?.neighbor) break; + hierarchyDepth.set(candidate.id, (hierarchyDepth.get(candidate.neighbor) ?? 0) + 1); + parent.set(candidate.id, candidate.neighbor); + unresolved.delete(candidate.id); + } + for (const id of [...unresolved].sort()) { + hierarchyDepth.set(id, 1); + parent.set(id, rootId); + } + + // Infrastructure links between siblings form a clearer local tree than a + // chord across the same ring (for example domain -> hosted URL). + for (const link of links) { + if (link.family !== "infrastructure" || link.direction === "bidirectional") continue; + const source = endpointId(link.source); + const target = endpointId(link.target); + const semanticParent = link.direction === "inbound" ? target : source; + const semanticChild = link.direction === "inbound" ? source : target; + if ( + semanticParent !== rootId && + parent.get(semanticParent) === parent.get(semanticChild) + ) { + parent.set(semanticChild, semanticParent); + } + } + + const children = new Map(nodeIds.map((id) => [id, [] as string[]])); + for (const [child, parentId] of parent) children.get(parentId)?.push(child); + for (const items of children.values()) items.sort(); + + const rootBranches = children.get(rootId) ?? []; + const getRootBranch = (id: string): string | undefined => { + let current = id; + while (parent.get(current) && parent.get(current) !== rootId) { + current = parent.get(current) as string; + } + return parent.get(current) === rootId ? current : undefined; + }; + const crossWeights = new Map(); + const crossKey = (left: string, right: string) => + [left, right].sort().join("\u0000"); + for (const link of links) { + const sourceBranch = getRootBranch(endpointId(link.source)); + const targetBranch = getRootBranch(endpointId(link.target)); + if (!sourceBranch || !targetBranch || sourceBranch === targetBranch) continue; + const key = crossKey(sourceBranch, targetBranch); + crossWeights.set(key, (crossWeights.get(key) ?? 0) + Math.max(0.1, link.strength)); + } + if (rootBranches.length > 2 && crossWeights.size > 0) { + const totalCrossWeight = (id: string) => rootBranches.reduce( + (total, candidate) => total + (crossWeights.get(crossKey(id, candidate)) ?? 0), + 0 + ); + const remaining = [...rootBranches].sort( + (left, right) => totalCrossWeight(right) - totalCrossWeight(left) || left.localeCompare(right) + ); + const ordered = [remaining.shift() as string]; + while (remaining.length > 0) { + remaining.sort((left, right) => { + const affinity = (id: string) => ordered.reduce( + (total, placed) => total + (crossWeights.get(crossKey(id, placed)) ?? 0), + 0 + ); + return affinity(right) - affinity(left) || left.localeCompare(right); + }); + ordered.push(remaining.shift() as string); + } + rootBranches.splice(0, rootBranches.length, ...ordered); + } + + hierarchyDepth.clear(); + hierarchyDepth.set(rootId, 0); + const depthQueue = [rootId]; + while (depthQueue.length > 0) { + const current = depthQueue.shift(); + if (!current) continue; + for (const child of children.get(current) ?? []) { + hierarchyDepth.set(child, (hierarchyDepth.get(current) ?? 0) + 1); + depthQueue.push(child); + } + } + + const subtreeWeights = new Map(); + const getSubtreeWeight = (id: string): number => { + const descendants = children.get(id) ?? []; + const ownWeight = Math.max( + 1, + (footprintByNode.get(id) ?? options.siblingSpacing) / options.siblingSpacing + ); + const descendantsWeight = descendants.reduce( + (total, child) => total + getSubtreeWeight(child), + 0 + ); + const weight = Math.max(ownWeight, descendantsWeight); + subtreeWeights.set(id, weight); + return weight; + }; + getSubtreeWeight(rootId); + + const angleByNode = new Map([[rootId, 0]]); + const placeChildren = (id: string, startAngle: number, endAngle: number): void => { + const descendants = children.get(id) ?? []; + const totalWeight = descendants.reduce( + (total, child) => total + (subtreeWeights.get(child) ?? 1), + 0 + ); + let cursor = startAngle; + for (const child of descendants) { + const span = totalWeight > 0 + ? (endAngle - startAngle) * (subtreeWeights.get(child) ?? 1) / totalWeight + : 0; + const next = cursor + span; + angleByNode.set(child, cursor + span / 2); + placeChildren(child, cursor, next); + cursor = next; + } }; + placeChildren(rootId, -Math.PI / 2, Math.PI * 3 / 2); + + const layerIndexes = new Map(); + const layerSizes = new Map(); + for (const depth of hierarchyDepth.values()) { + layerSizes.set(depth, (layerSizes.get(depth) ?? 0) + 1); + } + for (const [depth, ids] of Map.groupBy(nodeIds, (id) => hierarchyDepth.get(id) ?? 1)) { + ids.sort((left, right) => + (angleByNode.get(left) ?? 0) - (angleByNode.get(right) ?? 0) + ); + ids.forEach((id, index) => layerIndexes.set(id, index)); + } + + return new Map( + nodeIds.map((id) => { + let branchId = id; + let ancestor = id; + while (parent.get(ancestor) && parent.get(ancestor) !== rootId) { + ancestor = parent.get(ancestor) as string; + } + if (id !== rootId) branchId = ancestor; + const depth = hierarchyDepth.get(id) ?? depths.get(id) ?? 1; + const radiusOffset = (layerSizes.get(depth) ?? 0) >= DENSE_LAYER_THRESHOLD + ? (layerIndexes.get(id) ?? 0) % 2 * DENSE_LAYER_OFFSET + : 0; + const radius = depth * options.layerSpacing + radiusOffset; + const angle = angleByNode.get(id) ?? 0; + return [ + id, + { + depth, + branchId, + branchX: id === rootId ? 0 : Math.cos(angle) * radius, + branchY: id === rootId ? 0 : Math.sin(angle) * radius, + }, + ]; + }) + ); +} + +function seedNodePosition(node: ForceNode, stableIndex: number): void { + if (node.isRoot) { + node.x = 0; + node.y = 0; + node.fx = 0; + node.fy = 0; + return; + } + const angle = stableIndex * Math.PI * (3 - Math.sqrt(5)); + const radius = 22 + Math.sqrt(stableIndex + 1) * 13; + node.x = node.branchX + Math.cos(angle) * radius; + node.y = node.branchY + Math.sin(angle) * radius; +} + +export function resolveForceLinkStrength( + strength: number | undefined, + isRootLink: boolean, + options: Pick, "linkStrength" | "rootLinkStrength"> +): number { + return isRootLink ? options.rootLinkStrength : strength ?? options.linkStrength; } function configureSimulation( @@ -73,39 +378,45 @@ function configureSimulation( return forceSimulation(nodes) .alpha(1) .alphaDecay(1 - Math.pow(0.001, 1 / options.iterations)) - .velocityDecay(0.34) + .velocityDecay(0.38) .force( "link", forceLink(links) .id((node) => node.id) - .distance((link) => { - const sourceDepth = - typeof link.source === "string" ? 0 : link.source.depth; - const targetDepth = - typeof link.target === "string" ? 0 : link.target.depth; - return options.linkDistance + Math.abs(sourceDepth - targetDepth) * 8; - }) - .strength(options.linkStrength) + .distance((link) => + link.isRootLink + ? options.rootLinkDistance + : link.distance || options.linkDistance + ) + .strength((link) => + resolveForceLinkStrength(link.strength, link.isRootLink, options) * 0.32 + ) + ) + .force( + "charge", + forceManyBody().strength((node) => + node.isRoot ? options.chargeStrength * 0.5 : options.chargeStrength + ) ) - .force("charge", forceManyBody().strength(options.chargeStrength)) .force( "collision", forceCollide() .radius((node) => node.radius + options.collisionPadding) - .strength(0.92) - .iterations(3) + .strength(0.96) + .iterations(4) ) .force( - "radial", - forceRadial( - (node) => node.depth * options.radialStep, - 0, - 0 - ).strength((node) => (node.isRoot ? 1 : options.radialStrength)) + "branch-x", + forceX((node) => node.branchX).strength((node) => + node.isRoot ? 1 : options.branchStrength + ) ) - .force("center", forceCenter(0, 0).strength(options.centerStrength)) - .force("x", forceX(0).strength(options.centerStrength)) - .force("y", forceY(0).strength(options.centerStrength)); + .force( + "branch-y", + forceY((node) => node.branchY).strength((node) => + node.isRoot ? 1 : options.layerStrength + ) + ); } function getNodeId(element: ElementDefinition): string { @@ -118,54 +429,69 @@ function getNodeRadius(element: ElementDefinition): number { return Math.max(width, height) / 2; } +function estimateNodeFootprint(label: unknown, diameter: number): number { + const text = typeof label === "string" ? label : ""; + const labelWidth = Math.min( + LABEL_MAX_WIDTH, + text.length * LABEL_FONT_SIZE * 0.58 + LABEL_HORIZONTAL_PADDING + ); + return Math.max(diameter, labelWidth); +} + +function getElementFootprints(elements: ElementDefinition[]): Map { + return new Map(elements.map((element) => { + const diameter = getNodeRadius(element) * 2; + return [ + getNodeId(element), + estimateNodeFootprint(element.data.labelShort, diameter), + ]; + })); +} + function findRootId(nodes: ElementDefinition[]): string | undefined { - const explicitRoot = nodes.find( + const root = nodes.find( (node) => node.data.isRoot === true || node.data.nodeType === "root" ); - return explicitRoot ? getNodeId(explicitRoot) : nodes[0] ? getNodeId(nodes[0]) : undefined; + return root ? getNodeId(root) : nodes[0] ? getNodeId(nodes[0]) : undefined; } -function calculateDepths( - nodeIds: string[], - links: ForceLink[], - rootId: string | undefined -): Map { - const depths = new Map(); - if (!rootId) { - return depths; - } - - const neighbors = new Map(); - for (const id of nodeIds) { - neighbors.set(id, []); - } - for (const link of links) { - const source = String(link.source); - const target = String(link.target); - neighbors.get(source)?.push(target); - neighbors.get(target)?.push(source); - } +function elementToLink(edge: ElementDefinition, options: Required): ForceLink { + return { + source: String(edge.data.source), + target: String(edge.data.target), + distance: Number(edge.data.distance ?? options.linkDistance), + strength: Number(edge.data.strength ?? options.linkStrength), + family: (edge.data.relationshipFamily ?? "association") as CyvestRelationshipFamily, + relationshipType: String(edge.data.relationshipType ?? "related-to"), + direction: (edge.data.direction ?? "outbound") as ForceLink["direction"], + isRootLink: edge.data.isRootLink === true, + }; +} - const queue = [rootId]; - depths.set(rootId, 0); - while (queue.length > 0) { - const current = queue.shift(); - if (!current) continue; - const nextDepth = (depths.get(current) ?? 0) + 1; - for (const neighbor of neighbors.get(current) ?? []) { - if (depths.has(neighbor)) continue; - depths.set(neighbor, nextDepth); - queue.push(neighbor); - } - } +export function computeSemanticTargets( + elements: ElementDefinition[], + overrides?: CyvestForceOptions +): Record { + const options = resolveOptions(overrides); + const nodeElements = elements.filter((element) => element.group === "nodes"); + const links = elements + .filter((element) => element.group === "edges") + .map((edge) => elementToLink(edge, options)); + const nodeIds = nodeElements.map(getNodeId); + const topology = calculateTopology( + nodeIds, + links, + findRootId(nodeElements), + getElementFootprints(nodeElements), + options + ); - const fallbackDepth = Math.max(1, ...depths.values()) + 1; - for (const nodeId of nodeIds) { - if (!depths.has(nodeId)) { - depths.set(nodeId, fallbackDepth); - } - } - return depths; + return Object.fromEntries( + nodeIds.map((id) => { + const target = topology.get(id); + return [id, { x: target?.branchX ?? 0, y: target?.branchY ?? 0 }]; + }) + ); } export function computeForcePositions( @@ -177,29 +503,38 @@ export function computeForcePositions( const edgeElements = elements.filter((element) => element.group === "edges"); const nodeIds = nodeElements.map(getNodeId); const rootId = findRootId(nodeElements); - const links: ForceLink[] = edgeElements.map((edge) => ({ - source: String(edge.data.source), - target: String(edge.data.target), - })); - const depths = calculateDepths(nodeIds, links, rootId); + const links = edgeElements.map((edge) => elementToLink(edge, options)); + const topology = calculateTopology( + nodeIds, + links, + rootId, + getElementFootprints(nodeElements), + options + ); + const branchIndexes = new Map(); const nodes: ForceNode[] = nodeElements.map((element) => { const id = getNodeId(element); - const isRoot = id === rootId; - return { + const nodeTopology = topology.get(id) ?? { + depth: 1, + branchId: id, + branchX: 0, + branchY: 0, + }; + const node: ForceNode = { id, radius: getNodeRadius(element), - depth: depths.get(id) ?? 1, - isRoot, - ...(isRoot ? { fx: 0, fy: 0 } : {}), + isRoot: id === rootId, + ...nodeTopology, }; + const branchIndex = branchIndexes.get(node.branchId) ?? 0; + branchIndexes.set(node.branchId, branchIndex + 1); + seedNodePosition(node, branchIndex); + return node; }); const simulation = configureSimulation(nodes, links, options).stop(); - - for (let index = 0; index < options.iterations; index += 1) { - simulation.tick(); - } + for (let index = 0; index < options.iterations; index += 1) simulation.tick(); return Object.fromEntries( nodes.map((node) => [ @@ -216,91 +551,119 @@ export function startForceSimulation( cy: Core, overrides?: CyvestForceOptions ): ForceSimulationController { - if (cy.nodes().empty()) { - return { - reheat: () => undefined, - stop: () => undefined, - }; - } + if (cy.nodes().empty()) return { reheat: () => undefined, stop: () => undefined }; const options = resolveOptions(overrides); const cyNodes = cy.nodes(); + const compact = cyNodes.filter(".cyvest-compact-label").nonempty(); + const simulationOptions = compact + ? { + ...options, + chargeStrength: Math.max(options.chargeStrength, -170), + collisionPadding: Math.min(options.collisionPadding, 16), + layerSpacing: Math.min(options.layerSpacing, 108), + siblingSpacing: Math.min(options.siblingSpacing, 84), + rootLinkDistance: Math.min(options.rootLinkDistance, 132), + } + : options; const nodeIds = cyNodes.map((node) => node.id()); const rootNode = cyNodes - .filter( - (node) => - node.data("isRoot") === true || node.data("nodeType") === "root" - ) + .filter((node) => node.data("isRoot") === true || node.data("nodeType") === "root") .first(); const rootId = (!rootNode.empty() ? rootNode : cyNodes.first()).id(); const links: ForceLink[] = cy.edges().map((edge) => ({ source: edge.source().id(), target: edge.target().id(), + distance: + Number(edge.data("distance") ?? simulationOptions.linkDistance) * + (compact ? 0.72 : 1), + strength: Number(edge.data("strength") ?? simulationOptions.linkStrength), + family: (edge.data("relationshipFamily") ?? "association") as CyvestRelationshipFamily, + relationshipType: String(edge.data("relationshipType") ?? "related-to"), + direction: (edge.data("direction") ?? "outbound") as ForceLink["direction"], + isRootLink: edge.data("isRootLink") === true, })); - const depths = calculateDepths(nodeIds, links, rootId); + const topology = calculateTopology( + nodeIds, + links, + rootId, + new Map(cyNodes.map((node) => { + const diameter = Math.max( + Number(node.data("width") ?? 40), + Number(node.data("height") ?? 40) + ); + return [ + node.id(), + estimateNodeFootprint( + node.hasClass("cyvest-compact-label") + ? node.data("displayLabel") + : node.data("labelShort"), + diameter + ), + ]; + })), + simulationOptions + ); const nodeById = new Map(); const nodes: ForceNode[] = cyNodes.map((node) => { const position = node.position(); + const nodeTopology = topology.get(node.id()) ?? { + depth: 1, + branchId: node.id(), + branchX: 0, + branchY: 0, + }; const forceNode: ForceNode = { id: node.id(), - radius: - Math.max( - Number(node.data("width") ?? 40), - Number(node.data("height") ?? 40) - ) / 2, - depth: depths.get(node.id()) ?? 1, + radius: Math.max(Number(node.data("width") ?? 40), Number(node.data("height") ?? 40)) / 2, isRoot: node.id() === rootId, x: position.x, y: position.y, + ...nodeTopology, }; if (forceNode.isRoot) { - forceNode.fx = position.x; - forceNode.fy = position.y; + forceNode.fx = 0; + forceNode.fy = 0; } nodeById.set(forceNode.id, forceNode); return forceNode; }); - const simulation = configureSimulation(nodes, links, options) - .alpha(0.42) + const simulation = configureSimulation(nodes, links, simulationOptions) + .alpha(0.38) .alphaTarget(0) .on("tick", () => { cy.batch(() => { for (const forceNode of nodes) { const cyNode = cy.getElementById(forceNode.id); if (cyNode.empty() || cyNode.grabbed()) continue; - cyNode.position({ - x: forceNode.x ?? 0, - y: forceNode.y ?? 0, - }); + cyNode.position({ x: forceNode.x ?? 0, y: forceNode.y ?? 0 }); } }); }); const handleGrab = (event: EventObjectNode) => { - const forceNode = nodeById.get(event.target.id()); - if (!forceNode) return; + const node = nodeById.get(event.target.id()); + if (!node) return; const position = event.target.position(); - forceNode.fx = position.x; - forceNode.fy = position.y; - simulation.alphaTarget(0.22).restart(); + node.fx = position.x; + node.fy = position.y; + simulation.alphaTarget(0.2).restart(); }; - const handleDrag = (event: EventObjectNode) => { - const forceNode = nodeById.get(event.target.id()); - if (!forceNode) return; + const node = nodeById.get(event.target.id()); + if (!node) return; const position = event.target.position(); - forceNode.fx = position.x; - forceNode.fy = position.y; + node.fx = position.x; + node.fy = position.y; }; - const handleFree = (event: EventObjectNode) => { - const forceNode = nodeById.get(event.target.id()); - if (!forceNode) return; - if (!forceNode.isRoot) { - forceNode.fx = null; - forceNode.fy = null; + const node = nodeById.get(event.target.id()); + if (!node) return; + if (!node.isRoot) { + node.fx = null; + node.fy = null; } simulation.alphaTarget(0); }; @@ -310,9 +673,7 @@ export function startForceSimulation( cy.on("free", "node", handleFree); return { - reheat: () => { - simulation.alpha(0.72).alphaTarget(0).restart(); - }, + reheat: () => simulation.alpha(0.72).alphaTarget(0).restart(), stop: () => { simulation.stop(); cy.removeListener("grab", "node", handleGrab); @@ -327,11 +688,9 @@ export function createForceLayout( overrides?: CyvestForceOptions ): LayoutOptions { const options = resolveOptions(overrides); - const positions = computeForcePositions(elements, overrides); - return { name: "preset", - positions, + positions: computeForcePositions(elements, overrides), fit: options.fit, padding: options.padding, animate: options.animate, diff --git a/js/packages/cyvest-vis/src/styles.css b/js/packages/cyvest-vis/src/styles.css index 98f84bd..7eb55ab 100644 --- a/js/packages/cyvest-vis/src/styles.css +++ b/js/packages/cyvest-vis/src/styles.css @@ -1,61 +1,122 @@ -.cyvest-canvas { +.cyvest-canvas, +.cyvest-explorer { position: relative; overflow: hidden; + color: var(--cyvest-panel-text); border: 1px solid var(--cyvest-panel-border); - border-radius: 12px; + border-radius: 14px; background: var(--cyvest-background); font-family: var(--cyvest-font-family); } +.cyvest-canvas::before, +.cyvest-explorer__main::before { + position: absolute; + inset: 0; + z-index: 0; + content: ""; + pointer-events: none; + background-image: + linear-gradient(var(--cyvest-grid-color) 1px, transparent 1px), + linear-gradient(90deg, var(--cyvest-grid-color) 1px, transparent 1px); + background-size: 36px 36px; + opacity: 0.32; + mask-image: radial-gradient(circle at center, black 18%, transparent 78%); + -webkit-mask-image: radial-gradient(circle at center, black 18%, transparent 78%); +} + .cyvest-canvas__surface { position: absolute; inset: 0; + z-index: 1; } -.cyvest-toolbar { +.cyvest-explorer { + display: grid; + grid-template-columns: 1fr; + grid-template-rows: minmax(360px, 1fr) auto; + min-width: 0; + min-height: 360px; +} + +.cyvest-explorer__main { + position: relative; + min-width: 0; + min-height: 0; + overflow: hidden; +} + +.cyvest-explorer__main > .cyvest-canvas { + width: 100% !important; + height: 100% !important; + border: 0; + border-radius: 0; + background: transparent; +} + +.cyvest-toolbar, +.cyvest-commandbar, +.cyvest-filter-panel { position: absolute; z-index: 12; - display: flex; - align-items: center; border: 1px solid var(--cyvest-panel-border); background: var(--cyvest-panel-bg); - box-shadow: 0 1px 2px rgba(15, 23, 42, 0.06); - backdrop-filter: blur(8px); + box-shadow: 0 8px 28px rgba(19, 32, 51, 0.08); + backdrop-filter: blur(14px); } .cyvest-toolbar { - top: 12px; - right: 12px; + top: 14px; + right: 14px; + display: flex; + align-items: center; gap: 2px; padding: 3px; border-radius: 9px; } +.cyvest-explorer .cyvest-toolbar { + top: 14px; +} + +.cyvest-toolbar__button, +.cyvest-commandbar button, +.cyvest-inspector button { + color: var(--cyvest-panel-muted); + background: transparent; + cursor: pointer; +} + .cyvest-toolbar__button { - width: 30px; - height: 30px; + width: 31px; + height: 31px; display: inline-flex; align-items: center; justify-content: center; border: 0; border-radius: 6px; - color: var(--cyvest-panel-muted); - background: transparent; - cursor: pointer; transition: background-color 120ms ease, color 120ms ease; } -.cyvest-toolbar__button:hover { +.cyvest-toolbar__button:hover, +.cyvest-commandbar button:hover, +.cyvest-inspector button:hover { color: var(--cyvest-panel-text); - background: rgba(15, 23, 42, 0.055); + background: var(--cyvest-selection-surface); } -.cyvest-toolbar__button:focus-visible { +.cyvest-toolbar__button:focus-visible, +.cyvest-commandbar button:focus-visible, +.cyvest-search input:focus-visible, +.cyvest-chipset button:focus-visible, +.cyvest-inspector button:focus-visible { outline: 2px solid var(--cyvest-accent); - outline-offset: 1px; + outline-offset: 2px; } -.cyvest-toolbar__button svg { +.cyvest-toolbar__button svg, +.cyvest-commandbar svg, +.cyvest-inspector svg { width: 15px; height: 15px; stroke: currentColor; @@ -64,12 +125,324 @@ stroke-linejoin: round; } +.cyvest-commandbar { + top: 14px; + left: 14px; + display: flex; + align-items: center; + gap: 6px; + padding: 5px; + border-radius: 11px; +} + +.cyvest-search { + width: clamp(180px, 24vw, 290px); + height: 34px; + display: flex; + align-items: center; + gap: 8px; + padding: 0 8px 0 9px; + color: var(--cyvest-panel-muted); +} + +.cyvest-search input { + width: 100%; + min-width: 0; + border: 0; + outline: 0; + color: var(--cyvest-panel-text); + background: transparent; + font: inherit; + font-size: 12px; +} + +.cyvest-search input::placeholder { + color: var(--cyvest-panel-muted); +} + +.cyvest-search button, +.cyvest-commandbar__icon { + width: 28px; + height: 28px; + display: inline-flex; + flex: 0 0 auto; + align-items: center; + justify-content: center; + padding: 0; + border: 0; + border-radius: 6px; +} + +.cyvest-commandbar__button { + position: relative; + height: 34px; + display: inline-flex; + align-items: center; + gap: 7px; + padding: 0 11px; + border: 0; + border-left: 1px solid var(--cyvest-panel-border); + border-radius: 7px; + font: inherit; + font-size: 11px; + font-weight: 650; +} + +.cyvest-commandbar__button.is-active { + color: var(--cyvest-panel-text); + background: var(--cyvest-selection-surface); +} + +.cyvest-commandbar__badge { + width: 5px; + height: 5px; + border-radius: 50%; + background: var(--cyvest-accent); +} + +.cyvest-filter-panel { + top: 66px; + left: 14px; + width: min(540px, calc(100% - 28px)); + max-height: calc(100% - 118px); + overflow: auto; + padding: 15px; + border-radius: 12px; +} + +.cyvest-filter-panel__group + .cyvest-filter-panel__group { + margin-top: 14px; + padding-top: 14px; + border-top: 1px solid var(--cyvest-panel-border); +} + +.cyvest-filter-panel__group > span, +.cyvest-inspector__eyebrow { + display: block; + margin-bottom: 8px; + color: var(--cyvest-panel-muted); + font-size: 9px; + font-weight: 750; + letter-spacing: 0.11em; + text-transform: uppercase; +} + +.cyvest-chipset { + display: flex; + flex-wrap: wrap; + gap: 6px; +} + +.cyvest-chipset button { + padding: 5px 9px; + border: 1px solid var(--cyvest-panel-border); + border-radius: 999px; + color: var(--cyvest-panel-muted); + background: transparent; + font: inherit; + font-size: 10px; + cursor: pointer; +} + +.cyvest-chipset button:hover, +.cyvest-chipset button.is-active { + color: var(--cyvest-panel-text); + border-color: color-mix(in srgb, var(--cyvest-accent) 48%, var(--cyvest-panel-border)); + background: var(--cyvest-selection-surface); +} + +.cyvest-chipset--relationships i { + width: 19px; + display: block; + border-top-width: 1.5px; + border-top-style: solid; +} + +.cyvest-chipset--relationships i[data-line-style="dashed"] { border-top-style: dashed; } +.cyvest-chipset--relationships i[data-line-style="dotted"] { border-top-style: dotted; } + +.cyvest-graph-status { + position: absolute; + z-index: 11; + right: 15px; + bottom: 10px; + display: flex; + gap: 12px; + color: var(--cyvest-panel-muted); + font-size: 9px; + font-weight: 600; + letter-spacing: 0.03em; + pointer-events: none; +} + +.cyvest-inspector { + position: relative; + z-index: 15; + min-width: 0; + max-height: 220px; + overflow: auto; + border-top: 1px solid var(--cyvest-panel-border); + background: var(--cyvest-panel-bg); +} + +.cyvest-inspector__header { + position: sticky; + top: 0; + z-index: 2; + display: flex; + align-items: flex-start; + justify-content: space-between; + gap: 12px; + padding: 12px 15px; + border-bottom: 1px solid var(--cyvest-panel-border); + background: var(--cyvest-panel-bg); + backdrop-filter: blur(14px); +} + +.cyvest-inspector__eyebrow { margin-bottom: 5px; } + +.cyvest-inspector__header strong { + display: block; + color: var(--cyvest-panel-text); + font-size: 12px; + font-weight: 680; +} + +.cyvest-inspector__header button { + width: 28px; + height: 28px; + display: inline-flex; + align-items: center; + justify-content: center; + padding: 0; + border: 0; + border-radius: 6px; +} + +.cyvest-inspector__content { padding: 14px 15px; } + +.cyvest-inspector h3 { + margin: 0 0 6px; + color: var(--cyvest-panel-text); + font-size: 15px; + font-weight: 680; + line-height: 1.35; + overflow-wrap: anywhere; +} + +.cyvest-inspector__id { + margin: 0 0 20px; + color: var(--cyvest-panel-muted); + font-family: "SFMono-Regular", Consolas, "Liberation Mono", monospace; + font-size: 9px; + line-height: 1.5; + overflow-wrap: anywhere; +} + +.cyvest-inspector dl { margin: 0; } + +.cyvest-inspector dl div { + display: grid; + grid-template-columns: 90px minmax(0, 1fr); + gap: 10px; + padding: 10px 0; + border-top: 1px solid var(--cyvest-panel-border); +} + +.cyvest-inspector dt { + color: var(--cyvest-panel-muted); + font-size: 9px; + font-weight: 650; + letter-spacing: 0.04em; + text-transform: uppercase; +} + +.cyvest-inspector dd { + margin: 0; + color: var(--cyvest-panel-text); + font-size: 11px; + line-height: 1.45; + overflow-wrap: anywhere; +} + +.cyvest-inspector__empty { + margin: 0; + padding: 20px 18px; + color: var(--cyvest-panel-muted); + font-size: 11px; + line-height: 1.65; +} + +.cyvest-inspector__neighbors { + margin-top: 22px; +} + +.cyvest-inspector__neighbors > span { + color: var(--cyvest-panel-muted); + font-size: 9px; + font-weight: 720; + letter-spacing: 0.08em; + text-transform: uppercase; +} + +.cyvest-inspector__neighbors ul { + margin: 9px 0 0; + padding: 0; + list-style: none; +} + +.cyvest-inspector__neighbors li { + display: grid; + grid-template-columns: 24px minmax(0, 1fr); + gap: 7px; + align-items: center; + padding: 8px 0; + border-top: 1px solid var(--cyvest-panel-border); +} + +.cyvest-inspector__neighbors i { + color: var(--cyvest-accent); + font-style: normal; + font-size: 12px; + text-align: center; +} + +.cyvest-inspector__neighbors strong, +.cyvest-inspector__neighbors small { + display: block; + overflow: hidden; + text-overflow: ellipsis; + white-space: nowrap; +} + +.cyvest-inspector__neighbors strong { + color: var(--cyvest-panel-text); + font-size: 10.5px; + font-weight: 620; +} + +.cyvest-inspector__neighbors small { + margin-top: 2px; + color: var(--cyvest-panel-muted); + font-size: 9px; +} + @media (max-width: 640px) { - .cyvest-toolbar { - top: 8px; - } + .cyvest-commandbar { top: 8px; left: 8px; right: 8px; } + .cyvest-search { width: 100%; } + .cyvest-commandbar__button { font-size: 0; } + .cyvest-commandbar__button svg { margin: 0; } + .cyvest-filter-panel { top: 58px; left: 8px; width: calc(100% - 16px); } + .cyvest-toolbar { top: 58px; right: 8px; } + .cyvest-explorer .cyvest-toolbar { top: 58px; } + .cyvest-graph-status { right: 9px; bottom: 7px; } +} - .cyvest-toolbar { - right: 8px; +@media (prefers-reduced-motion: reduce) { + .cyvest-canvas *, + .cyvest-explorer * { + scroll-behavior: auto !important; + transition-duration: 0.01ms !important; + animation-duration: 0.01ms !important; } } diff --git a/js/packages/cyvest-vis/src/types.ts b/js/packages/cyvest-vis/src/types.ts index b1c72c9..3739031 100644 --- a/js/packages/cyvest-vis/src/types.ts +++ b/js/packages/cyvest-vis/src/types.ts @@ -11,6 +11,11 @@ export interface CyvestThemeTokens { accent: string; edgeColor: string; edgeSelectedColor: string; + edgeStructuralColor: string; + edgeInfrastructureColor: string; + edgeBehavioralColor: string; + edgeAssociationColor: string; + selectionSurface: string; fontFamily: string; /** Default fill for internal observable nodes. */ nodeSurface: string; @@ -29,15 +34,20 @@ export interface CyvestThemeTokens { } export const DEFAULT_CYVEST_THEME: CyvestThemeTokens = { - background: "#f8fafc", - gridColor: "#e2e8f0", + background: "#f7f9fc", + gridColor: "#e6ebf2", panelBackground: "rgba(255, 255, 255, 0.97)", panelBorder: "#e2e8f0", - panelText: "#0f172a", - panelTextMuted: "#64748b", - accent: "#334155", - edgeColor: "#cbd5e1", - edgeSelectedColor: "#475569", + panelText: "#132033", + panelTextMuted: "#65758b", + accent: "#2f557f", + edgeColor: "#738298", + edgeSelectedColor: "#2f557f", + edgeStructuralColor: "#4f6075", + edgeInfrastructureColor: "#63748a", + edgeBehavioralColor: "#748398", + edgeAssociationColor: "#738298", + selectionSurface: "rgba(47, 85, 127, 0.08)", fontFamily: "IBM Plex Sans, Segoe UI, Helvetica Neue, Arial, sans-serif", nodeSurface: "#ffffff", @@ -59,6 +69,11 @@ export const DARK_CYVEST_THEME: CyvestThemeTokens = { accent: "#cbd5e1", edgeColor: "#475569", edgeSelectedColor: "#cbd5e1", + edgeStructuralColor: "#c0cad8", + edgeInfrastructureColor: "#9aa9bc", + edgeBehavioralColor: "#7d8da3", + edgeAssociationColor: "#627188", + selectionSurface: "rgba(148, 163, 184, 0.10)", fontFamily: "IBM Plex Sans, Segoe UI, Helvetica Neue, Arial, sans-serif", nodeSurface: "#1e293b", @@ -78,6 +93,13 @@ export interface CyvestForceOptions { radialStep?: number; radialStrength?: number; centerStrength?: number; + branchSpacing?: number; + branchStrength?: number; + layerSpacing?: number; + layerStrength?: number; + siblingSpacing?: number; + rootLinkDistance?: number; + rootLinkStrength?: number; iterations?: number; padding?: number; fit?: boolean; @@ -85,6 +107,39 @@ export interface CyvestForceOptions { animationDuration?: number; } +export type CyvestRelationshipFamily = + | "structural" + | "infrastructure" + | "behavioral" + | "association"; + +export interface CyvestRelationshipProfile { + label: string; + family: CyvestRelationshipFamily; + distance: number; + strength: number; + width: number; + lineStyle: "solid" | "dashed" | "dotted"; + dashPattern: number[]; + opacity: number; + color: string; +} + +export type CyvestRelationshipProfileOverrides = Record< + string, + Partial +>; + +export interface CyvestGraphFilterState { + query: string; + observableTypes: string[]; + levels: Level[]; + relationshipTypes: string[]; + scope: "all" | "internal" | "external" | "whitelisted"; +} + +export type CyvestGraphControls = "full" | "compact" | "none"; + export interface CyNodeSelectEvent { view: "observables"; nodeId: string; @@ -100,6 +155,8 @@ export interface CyEdgeSelectEvent { sourceId: string; targetId: string; relationshipType?: string; + relationshipFamily?: CyvestRelationshipFamily; + direction?: RelationshipDirection; data: Record; element: EdgeSingular; } @@ -110,6 +167,7 @@ export interface CyvestBaseViewProps { width?: number | string; className?: string; theme?: Partial; + relationshipProfiles?: CyvestRelationshipProfileOverrides; /** Keep the d3-force simulation active and reheat it while nodes are dragged. */ physics?: boolean; onCyReady?: (cy: Core) => void; @@ -124,6 +182,10 @@ export interface CyvestObservablesViewProps extends CyvestBaseViewProps { } export interface CyvestGraphProps extends CyvestBaseViewProps { + controls?: CyvestGraphControls; + showInspector?: boolean; + filterState?: Partial; + onFilterStateChange?: (state: CyvestGraphFilterState) => void; showToolbar?: boolean; layout?: CyvestForceOptions; maxLabelLength?: number; @@ -133,6 +195,7 @@ export interface ObservableCyNodeData extends Record { id: string; nodeType: "observable"; labelShort: string; + displayLabel: string; labelFull: string; observableType: string; level: Level; @@ -154,8 +217,17 @@ export interface ObservableCyEdgeData extends Record { id: string; relationshipType: string; direction: RelationshipDirection; + relationshipFamily: CyvestRelationshipFamily; + relationshipLabel: string; color: string; width: number; + opacity: number; + lineStyle: "solid" | "dashed" | "dotted"; + dashPattern: number[]; + distance: number; + strength: number; + curvature: number; + isRootLink: boolean; sourceArrowShape: "none" | "triangle"; targetArrowShape: "none" | "triangle"; } diff --git a/js/packages/cyvest-vis/tests/observables.test.ts b/js/packages/cyvest-vis/tests/observables.test.ts index e60e674..30b341c 100644 --- a/js/packages/cyvest-vis/tests/observables.test.ts +++ b/js/packages/cyvest-vis/tests/observables.test.ts @@ -1,16 +1,62 @@ -import { describe, expect, it } from "vitest"; +import { describe, expect, it, vi } from "vitest"; +import type { Core } from "cytoscape"; import { parseCyvest } from "@cyvest/cyvest-js"; import { buildObservablesElements } from "../src/adapters/observablesElements"; +import { updateLabelDensity } from "../src/components/CytoscapeCanvas"; import { getObservableIconSvg } from "../src/icons/svg"; -import { computeForcePositions } from "../src/layout/force"; +import { + computeForcePositions, + computeSemanticTargets, + resolveForceLinkStrength, +} from "../src/layout/force"; +import { filterInvestigation, normalizeGraphFilters } from "../src/core/filters"; +import { resolveRelationshipProfile } from "../src/core/relationships"; +import { createObservablesStylesheet } from "../src/core/styles"; import { getLevelColor } from "../src/utils/colors"; import { truncateLabel } from "../src/utils/labels"; +import cyvestEmailData from "../../cyvest-app/src/investigations/cyvest_email.json"; import cyvestVisualData from "../../cyvest-app/src/investigations/cyvest_visual.json"; const investigation = parseCyvest(cyvestVisualData); +const emailInvestigation = parseCyvest(cyvestEmailData); + +describe("email investigation semantics", () => { + it("uses precise relationship types instead of generic associations", () => { + const relationships = Object.values(emailInvestigation.observables).flatMap( + (observable) => observable.relationships + ); + const counts = Object.fromEntries( + [...new Set(relationships.map((relationship) => relationship.relationship_type))] + .sort() + .map((type) => [ + type, + relationships.filter((relationship) => relationship.relationship_type === type).length, + ]) + ); + + expect(counts).toEqual({ + contains: 9, + "derived-from": 1, + hosts: 4, + "resolves-to": 1, + }); + expect(relationships).not.toContainEqual( + expect.objectContaining({ relationship_type: "related-to" }) + ); + }); + + it("presents the technical root as the investigation subject", () => { + const root = buildObservablesElements(emailInvestigation).find( + (element) => element.group === "nodes" && element.data.isRoot === true + ); + + expect(root?.data.labelShort).toBe("Email Investigation"); + expect(root?.data.labelFull).toBe("Email Investigation"); + }); +}); describe("label utilities", () => { it("truncates long labels in the middle by default", () => { @@ -18,6 +64,45 @@ describe("label utilities", () => { expect(truncateLabel("averyverylongvalue", 10)).toBe("avery…alue"); expect(truncateLabel("averyverylongvalue", 10, false)).toBe("averyvery…"); }); + + it("shows every label on wide canvases and prioritizes labels in compact mode", () => { + const stylesheet = createObservablesStylesheet(); + const nodeStyle = stylesheet.find((rule) => rule.selector === "node")?.style; + const compactStyle = stylesheet.find( + (rule) => rule.selector === "node.cyvest-compact-label" + )?.style; + const compactRootStyle = stylesheet.find( + (rule) => rule.selector === "node[?isRoot].cyvest-compact-label" + )?.style; + + expect(nodeStyle).toMatchObject({ + label: "data(labelShort)", + "min-zoomed-font-size": 0, + }); + expect(compactStyle).toMatchObject({ + label: "data(displayLabel)", + }); + expect(compactStyle).not.toHaveProperty("min-zoomed-font-size"); + expect(compactRootStyle).toMatchObject({ + "text-halign": "left", + "text-valign": "center", + }); + }); + + it.each([ + [639, true], + [640, false], + ])("sets compact labels at a canvas width of %i", (width, compact) => { + const toggleClass = vi.fn(); + const cy = { + nodes: vi.fn(() => ({ toggleClass })), + } as unknown as Core; + + const result = updateLabelDensity(cy, width); + + expect(toggleClass).toHaveBeenCalledWith("cyvest-compact-label", compact); + expect(result).toBe(compact); + }); }); describe("icon helpers", () => { @@ -41,10 +126,237 @@ describe("cytoscape adapters", () => { const firstNodeData = nodes[0]?.data as Record; expect(typeof firstNodeData.labelShort).toBe("string"); expect(typeof firstNodeData.icon).toBe("string"); + expect( + nodes + .filter((node) => node.data.observableType === "url") + .every((node) => String(node.data.labelShort).length <= 22) + ).toBe(true); + const permanentLabels = nodes + .map((node) => String(node.data.displayLabel ?? "")) + .filter(Boolean); + expect(permanentLabels).toContain("Phishing Email…nvoice #12345"); + expect(permanentLabels.length).toBeLessThan(nodes.length); + }); + + it("maps semantic relationships to distinct visual and physical profiles", () => { + const structural = resolveRelationshipProfile("contains"); + const infrastructure = resolveRelationshipProfile("resolves-to"); + const behavioral = resolveRelationshipProfile("communicates-with"); + const association = resolveRelationshipProfile("custom-correlation"); + + expect(structural).toMatchObject({ + family: "structural", + distance: 84, + strength: 0.9, + lineStyle: "solid", + dashPattern: [1, 0], + }); + expect(infrastructure).toMatchObject({ + family: "infrastructure", + lineStyle: "dashed", + dashPattern: [9, 3], + }); + expect(behavioral).toMatchObject({ + family: "behavioral", + distance: 132, + lineStyle: "dashed", + dashPattern: [3, 4], + }); + expect(association).toMatchObject({ + family: "association", + distance: 176, + lineStyle: "dotted", + dashPattern: [1, 5], + }); + expect([ + structural.distance, + infrastructure.distance, + behavioral.distance, + association.distance, + ]).toEqual([...[ + structural.distance, + infrastructure.distance, + behavioral.distance, + association.distance, + ]].sort((left, right) => left - right)); + }); + + it("preserves an explicit zero-strength relationship override", () => { + const profile = resolveRelationshipProfile("contains", { + overrides: { contains: { strength: 0 } }, + }); + + expect(profile.strength).toBe(0); + expect(resolveForceLinkStrength(profile.strength, false, { + linkStrength: 0.16, + rootLinkStrength: 0.24, + })).toBe(0); + }); +}); + +describe("graph filters", () => { + it("keeps the root while filtering observable and relationship types", () => { + const filtered = filterInvestigation( + investigation, + normalizeGraphFilters({ + observableTypes: ["domain"], + relationshipTypes: ["resolves-to"], + }) + ); + + expect(Object.values(filtered.observables).some((item) => item.value === "root")).toBe(true); + expect( + Object.values(filtered.observables).every( + (item) => + item.value === "root" || + item.value === "Phishing Email - Invoice #12345" || + item.type === "domain" + ) + ).toBe(true); + expect( + Object.values(filtered.observables) + .filter((item) => item.value !== "root") + .flatMap((item) => item.relationships) + .every((relationship) => relationship.relationship_type === "resolves-to") + ).toBe(true); }); }); describe("force-directed layout", () => { + it("distributes dense siblings around the root", () => { + const node = (id: string, label: string, isRoot = false) => ({ + group: "nodes" as const, + data: { id, labelShort: label, width: 40, height: 40, isRoot }, + }); + const edge = (target: string) => ({ + group: "edges" as const, + data: { + id: `root-${target}`, + source: "root", + target, + relationshipFamily: "structural", + relationshipType: "contains", + }, + }); + const elements = [ + node("root", "Root", true), + node("a", "https://long-example.test/first"), + node("b", "https://long-example.test/second"), + node("c", "https://long-example.test/third"), + node("d", "https://long-example.test/fourth"), + edge("a"), + edge("b"), + edge("c"), + edge("d"), + ]; + + const targets = computeSemanticTargets(elements); + const siblings = [targets.a, targets.b, targets.c, targets.d]; + const quadrants = new Set( + siblings.map((target) => `${Math.sign(target.x)},${Math.sign(target.y)}`) + ); + + expect(quadrants.size).toBe(4); + expect(siblings.every((target) => Math.hypot(target.x, target.y) >= 148)).toBe(true); + }); + + it("keeps weak continuation nodes in their semantic branch", () => { + const node = (id: string, isRoot = false) => ({ + group: "nodes" as const, + data: { id, width: 40, height: 40, isRoot }, + }); + const edge = ( + id: string, + source: string, + target: string, + family: "structural" | "association", + strength: number, + isRootLink = false + ) => ({ + group: "edges" as const, + data: { + id, + source, + target, + relationshipFamily: family, + distance: family === "structural" ? 84 : 176, + strength, + isRootLink, + }, + }); + const elements = [ + node("root", true), + node("a"), + node("b"), + node("c"), + node("d"), + edge("root-a", "root", "a", "association", 0.24, true), + edge("a-b", "a", "b", "structural", 0.9), + edge("b-c", "b", "c", "association", 0.16), + edge("c-d", "c", "d", "association", 0.16), + ]; + + const targets = computeSemanticTargets(elements); + + expect(Math.hypot(targets.a.x, targets.a.y)).toBeGreaterThan(0); + expect(Math.hypot(targets.b.x, targets.b.y)).toBeGreaterThan(Math.hypot(targets.a.x, targets.a.y)); + expect(Math.hypot(targets.c.x, targets.c.y)).toBeGreaterThan(Math.hypot(targets.b.x, targets.b.y)); + expect(Math.hypot(targets.d.x, targets.d.y)).toBeGreaterThan(Math.hypot(targets.c.x, targets.c.y)); + }); + + it("turns infrastructure links between siblings into local tree branches", () => { + const targets = computeSemanticTargets(buildObservablesElements(emailInvestigation)); + const domain = targets["obs:domain:virus.com"]; + const hostedUrl = targets["obs:url:https://virus.com/payload.exe"]; + const domainRadius = Math.hypot(domain.x, domain.y); + const hostedUrlRadius = Math.hypot(hostedUrl.x, hostedUrl.y); + const domainAngle = Math.atan2(domain.y, domain.x); + const hostedUrlAngle = Math.atan2(hostedUrl.y, hostedUrl.x); + + expect(hostedUrlRadius).toBeGreaterThan(domainRadius); + expect(Math.abs(hostedUrlAngle - domainAngle)).toBeLessThan(Math.PI / 4); + }); + + it("places cross-linked first-ring branches next to each other", () => { + const node = (id: string, isRoot = false) => ({ + group: "nodes" as const, + data: { id, labelShort: id, width: 40, height: 40, isRoot }, + }); + const edge = (id: string, source: string, target: string, family: "structural" | "association") => ({ + group: "edges" as const, + data: { + id, + source, + target, + relationshipFamily: family, + relationshipType: family === "structural" ? "contains" : "related-to", + direction: family === "structural" ? "outbound" : "bidirectional", + strength: family === "structural" ? 0.9 : 0.16, + }, + }); + const elements = [ + node("root", true), + node("a"), + node("b"), + node("c"), + node("d"), + edge("root-a", "root", "a", "structural"), + edge("root-b", "root", "b", "structural"), + edge("root-c", "root", "c", "structural"), + edge("root-d", "root", "d", "structural"), + edge("a-c", "a", "c", "association"), + ]; + + const targets = computeSemanticTargets(elements); + const angleA = Math.atan2(targets.a.y, targets.a.x); + const angleC = Math.atan2(targets.c.y, targets.c.x); + const angularDistance = Math.abs( + Math.atan2(Math.sin(angleA - angleC), Math.cos(angleA - angleC)) + ); + + expect(angularDistance).toBeLessThanOrEqual(Math.PI / 2); + }); + it("computes deterministic finite positions around the root", () => { const elements = buildObservablesElements(investigation); const first = computeForcePositions(elements); @@ -77,4 +389,31 @@ describe("force-directed layout", () => { expect(getLevelColor("INFO")).toBe("#94a3b8"); expect(getLevelColor("MALICIOUS")).toBe("#ad5555"); }); + + it("places the phishing narrative in semantic rings", () => { + const elements = buildObservablesElements(investigation); + const targets = computeSemanticTargets(elements); + const positions = computeForcePositions(elements); + const rootId = "obs:artifact:phishing email - invoice #12345"; + const loginId = "obs:url:https://evil-phishing.com/login"; + const domainId = "obs:domain:evil-phishing.com"; + const ipId = "obs:ipv4:185.220.101.50"; + + expect(elements.some((element) => element.data.id === "obs:file:root")).toBe(false); + expect(targets[rootId]).toEqual({ x: 0, y: 0 }); + expect(Math.hypot(targets[loginId].x, targets[loginId].y)).toBeGreaterThan(0); + expect(Math.hypot(targets[domainId].x, targets[domainId].y)).toBeGreaterThan( + Math.hypot(targets[loginId].x, targets[loginId].y) + ); + expect(Math.hypot(targets[ipId].x, targets[ipId].y)).toBeGreaterThan( + Math.hypot(targets[domainId].x, targets[domainId].y) + ); + expect(Math.hypot(positions[loginId].x, positions[loginId].y)).toBeGreaterThan(40); + expect(Math.hypot(positions[domainId].x, positions[domainId].y)).toBeGreaterThan( + Math.hypot(positions[loginId].x, positions[loginId].y) + 40 + ); + expect(Math.hypot(positions[ipId].x, positions[ipId].y)).toBeGreaterThan( + Math.hypot(positions[domainId].x, positions[domainId].y) + 40 + ); + }); }); diff --git a/mkdocs.yml b/mkdocs.yml index 4159acb..41b2535 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -55,6 +55,7 @@ nav: - Migration: - Version 5.x to 6.0: migration-v5-to-v6.md - Shared Investigation Context: shared-investigation-context.md + - Agent Relationship Planning: agent-relationship-planning.md - Comparing Investigations: comparing-investigations.md - Observable Extraction: observable-extraction.md - JavaScript Packages: js-packages.md diff --git a/pyproject.toml b/pyproject.toml index 0399300..be9ef33 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -55,6 +55,8 @@ docs = [ ] [project.optional-dependencies] +bedrock = ["langchain>=1.0", "langchain-aws>=0.2"] +langchain = ["langchain>=1.0"] visualization = ["pyvis>=0.3.2"] [tool.ruff] diff --git a/src/cyvest/__init__.py b/src/cyvest/__init__.py index b9a63e3..4fc3eff 100644 --- a/src/cyvest/__init__.py +++ b/src/cyvest/__init__.py @@ -30,6 +30,24 @@ from cyvest.model_enums import ObservableSubtype, ObservableType, RelationshipDirection, RelationshipType from cyvest.proxies import EnrichmentProxy, EvidenceProxy, FindingProxy, ObservableProxy, TagProxy, ThreatIntelProxy from cyvest.resolvers import ObservableResolution, ObservableResolver +from cyvest.semantics import ( + RelationshipApplyResult, + RelationshipContext, + RelationshipContextEdge, + RelationshipContextObservable, + RelationshipDefinition, + RelationshipFamily, + RelationshipOperation, + RelationshipPlan, + RelationshipPlanPreview, + RelationshipProposal, + RelationshipValidationIssue, + build_relationship_context, + get_graph_revision, + get_relationship_catalog, + get_relationship_plan_digest, + validate_relationship_plan, +) __version__ = "6.1.2" @@ -42,6 +60,22 @@ "ObservableSubtype", "RelationshipDirection", "RelationshipType", + "RelationshipDefinition", + "RelationshipApplyResult", + "RelationshipContext", + "RelationshipContextEdge", + "RelationshipContextObservable", + "RelationshipFamily", + "RelationshipOperation", + "RelationshipPlan", + "RelationshipPlanPreview", + "RelationshipProposal", + "RelationshipValidationIssue", + "build_relationship_context", + "get_graph_revision", + "get_relationship_plan_digest", + "get_relationship_catalog", + "validate_relationship_plan", # Proxies "FindingProxy", "EvidenceProxy", diff --git a/src/cyvest/cyvest.py b/src/cyvest/cyvest.py index 7163c1d..0920f9b 100644 --- a/src/cyvest/cyvest.py +++ b/src/cyvest/cyvest.py @@ -65,6 +65,16 @@ from cyvest.proxies import EnrichmentProxy, EvidenceProxy, FindingProxy, ObservableProxy, TagProxy, ThreatIntelProxy from cyvest.resolvers import ObservableResolution, ObservableResolver, ObservableResolverResult from cyvest.score import ScoreMode +from cyvest.semantics import ( + RelationshipApplyResult, + RelationshipContext, + RelationshipPlan, + RelationshipPlanPreview, + build_relationship_context, + get_graph_revision, + get_relationship_plan_digest, + validate_relationship_plan, +) if TYPE_CHECKING: from cyvest.shared import SharedInvestigationContext @@ -594,7 +604,7 @@ def observable_add_relationship( self, source: Observable | ObservableProxy | str, target: Observable | ObservableProxy | str, - relationship_type: RelationshipType, + relationship_type: RelationshipType | str, direction: RelationshipDirection | None = None, ) -> ObservableProxy: """ @@ -617,6 +627,80 @@ def observable_add_relationship( result = self._investigation.add_relationship(source_key, target_key, relationship_type, direction) return self._observable_proxy(result) + def observable_remove_relationship( + self, + source: Observable | ObservableProxy | str, + target: Observable | ObservableProxy | str, + relationship_type: RelationshipType | str, + direction: RelationshipDirection | None = None, + ) -> bool: + """Remove one exact relationship between existing observables.""" + + return self._investigation.remove_relationship( + self._resolve_observable_key(source), + self._resolve_observable_key(target), + relationship_type, + direction, + ) + + def relationship_context_get(self) -> RelationshipContext: + """Return the compact, revisioned graph context intended for agents.""" + + return build_relationship_context( + self._investigation.get_all_observables(), + self._investigation.get_root().key, + ) + + def relationship_plan_validate( + self, + plan: RelationshipPlan, + *, + allow_custom_types: bool = False, + ) -> RelationshipPlanPreview: + """Validate an agent relationship plan without mutating the graph.""" + + return validate_relationship_plan( + self._investigation.get_all_observables(), + plan, + allow_custom_types=allow_custom_types, + ) + + def relationship_plan_apply( + self, + plan: RelationshipPlan, + *, + strict: bool = True, + allow_custom_types: bool = False, + actor: str = "agent", + tool: str | None = None, + ) -> RelationshipApplyResult: + """Validate and atomically apply a relationship plan.""" + + preview = self.relationship_plan_validate(plan, allow_custom_types=allow_custom_types) + if strict and not preview.valid: + codes = ", ".join(issue.code for issue in preview.issues if issue.severity == "error") + raise ValueError(f"Relationship plan validation failed: {codes}") + if plan.graph_revision != preview.graph_revision: + raise ValueError("Relationship plan validation failed: stale_graph_revision") + revision_before = get_graph_revision(self._investigation.get_all_observables()) + plan_digest = get_relationship_plan_digest(plan) + applied_count, event = self._investigation.apply_relationship_proposals( + preview.accepted, + actor=actor, + tool=tool or plan.tool, + model=plan.model, + plan_digest=plan_digest, + ) + revision_after = get_graph_revision(self._investigation.get_all_observables()) + return RelationshipApplyResult( + plan_digest=plan_digest, + graph_revision_before=revision_before, + graph_revision_after=revision_after, + applied_count=applied_count, + skipped_count=len(plan.proposals) - applied_count, + audit_event_id=event.event_id if event else None, + ) + def observable_add_threat_intel( self, observable: Observable | ObservableProxy | str, diff --git a/src/cyvest/investigation.py b/src/cyvest/investigation.py index b2c51f6..c3bf19d 100644 --- a/src/cyvest/investigation.py +++ b/src/cyvest/investigation.py @@ -1061,6 +1061,101 @@ def add_relationship( return source_obs + def remove_relationship( + self, + source: Observable | str, + target: Observable | str, + relationship_type: RelationshipType | str, + direction: RelationshipDirection | str | None = None, + ) -> bool: + """Remove one exact relationship and recalculate observable scores.""" + + source_key = source.key if isinstance(source, Observable) else source + target_key = target.key if isinstance(target, Observable) else target + source_obs = self._observables.get(source_key) + if source_obs is None: + raise KeyError(f"observable '{source_key}' not found in investigation.") + if target_key not in self._observables: + raise KeyError(f"observable '{target_key}' not found in investigation.") + expected = Relationship( + target_key=target_key, + relationship_type=relationship_type, + direction=direction, + ) + for index, relationship in enumerate(source_obs.relationships): + if relationship == expected: + source_obs.relationships.pop(index) + self._score_engine.recalculate_all() + self._record_event( + event_type="RELATIONSHIP_REMOVED", + object_type="observable", + object_key=source_key, + details=expected.model_dump(mode="json"), + ) + return True + return False + + def apply_relationship_proposals( + self, + proposals: tuple[Any, ...], + *, + actor: str | None, + tool: str | None, + model: str | None, + plan_digest: str, + ) -> tuple[int, AuditEvent | None]: + """Apply relationship proposals atomically with one score recalculation.""" + + snapshots = { + key: deepcopy(observable.relationships) + for key, observable in self._observables.items() + } + applied_count = 0 + try: + for proposal in proposals: + source = self._observables[proposal.source_key] + expected = Relationship( + target_key=proposal.target_key, + relationship_type=proposal.relationship_type, + direction=proposal.direction, + ) + if proposal.operation == "add": + before = len(source.relationships) + self._create_relationship( + source, + proposal.target_key, + proposal.relationship_type, + proposal.direction, + ) + applied_count += len(source.relationships) - before + else: + for index, relationship in enumerate(source.relationships): + if relationship == expected: + source.relationships.pop(index) + applied_count += 1 + break + self._score_engine.recalculate_all() + except Exception: + for key, relationships in snapshots.items(): + self._observables[key].relationships = relationships + self._score_engine.recalculate_all() + raise + + event = self._record_event( + event_type="RELATIONSHIP_PLAN_APPLIED", + object_type="investigation", + object_key=self.investigation_id, + actor=actor, + tool=tool, + details={ + "plan_digest": plan_digest, + "model": model, + "applied_count": applied_count, + "proposals": [proposal.model_dump(mode="json") for proposal in proposals], + }, + ) + return applied_count, event + def link_finding_observable( self, finding_key: str, diff --git a/src/cyvest/langchain.py b/src/cyvest/langchain.py new file mode 100644 index 0000000..4fb58ff --- /dev/null +++ b/src/cyvest/langchain.py @@ -0,0 +1,133 @@ +"""Optional LangChain tools for semantic relationship planning.""" + +from __future__ import annotations + +from typing import TYPE_CHECKING, Any + +from pydantic import BaseModel, ConfigDict, Field + +from cyvest.semantics import RelationshipPlan, get_relationship_catalog + +if TYPE_CHECKING: + from langchain_core.tools import BaseTool + + from cyvest.cyvest import Cyvest + + +RELATIONSHIP_PLANNER_SYSTEM_PROMPT = """\ +You are a cybersecurity relationship planner for Cyvest. + +Your task is to propose precise semantic relationships between existing +observables. Never create observables or modify their values. + +Required workflow: +1. Read cyvest_relationship_catalog before planning. +2. Read cyvest_relationship_context and retain its graph revision. +3. Use only observable keys present in that context. +4. Prefer the most precise canonical relationship type. +5. Use related-to only when no stronger mechanism is established. +6. Support every proposal with a concise rationale, confidence, and evidence references. +7. Validate the complete plan with cyvest_relationship_plan_validate. +8. Correct validation errors before returning the plan. +9. Treat validation warnings as points requiring explicit review. +10. Never apply a plan; return the validated plan to the calling application for approval. +""" + + +class RelationshipPlanToolInput(BaseModel): + """Structured input shared by validation and application tools.""" + + model_config = ConfigDict(extra="forbid") + + plan: RelationshipPlan + + +class RelationshipApplyToolInput(RelationshipPlanToolInput): + """Application input requiring explicit confirmation.""" + + confirm: bool = Field( + default=False, + description="Must be true only after the relationship plan has been reviewed and approved.", + ) + + +def create_relationship_tools( + cyvest: Cyvest, + *, + include_apply: bool = False, + allow_custom_types: bool = False, + actor: str = "agent", +) -> tuple[BaseTool, ...]: + """Create LangChain-compatible tools for relationship planning. + + The returned toolkit is read-only unless ``include_apply`` is explicitly enabled. + """ + + try: + from langchain_core.tools import StructuredTool + except ImportError as exc: # pragma: no cover - depends on optional installation + raise ImportError( + "LangChain support is optional. Install it with `pip install 'cyvest[langchain]'`." + ) from exc + + def relationship_catalog() -> list[dict[str, Any]]: + """Get the canonical relationship vocabulary and semantic defaults.""" + + return [definition.model_dump(mode="json") for definition in get_relationship_catalog()] + + def relationship_context() -> dict[str, Any]: + """Get the current compact graph, observable keys, existing edges, and revision.""" + + return cyvest.relationship_context_get().model_dump(mode="json") + + def relationship_plan_validate(plan: RelationshipPlan) -> dict[str, Any]: + """Validate a proposed relationship plan without changing the investigation.""" + + return cyvest.relationship_plan_validate( + plan, + allow_custom_types=allow_custom_types, + ).model_dump(mode="json") + + tools: list[BaseTool] = [ + StructuredTool.from_function( + func=relationship_catalog, + name="cyvest_relationship_catalog", + description="Read Cyvest's canonical relationship types before proposing graph changes.", + ), + StructuredTool.from_function( + func=relationship_context, + name="cyvest_relationship_context", + description="Read the compact investigation graph and its current revision.", + ), + StructuredTool.from_function( + func=relationship_plan_validate, + name="cyvest_relationship_plan_validate", + description="Validate relationship proposals without mutating the investigation.", + args_schema=RelationshipPlanToolInput, + ), + ] + + if include_apply: + + def relationship_plan_apply(plan: RelationshipPlan, confirm: bool = False) -> dict[str, Any]: + """Atomically apply an approved relationship plan when confirm is true.""" + + if not confirm: + raise ValueError("Explicit confirmation is required to apply a relationship plan.") + return cyvest.relationship_plan_apply( + plan, + allow_custom_types=allow_custom_types, + actor=actor, + tool="langchain", + ).model_dump(mode="json") + + tools.append( + StructuredTool.from_function( + func=relationship_plan_apply, + name="cyvest_relationship_plan_apply", + description="Apply a reviewed relationship plan atomically. Set confirm=true to proceed.", + args_schema=RelationshipApplyToolInput, + ) + ) + + return tuple(tools) \ No newline at end of file diff --git a/src/cyvest/model_enums.py b/src/cyvest/model_enums.py index 6b276db..55f714d 100644 --- a/src/cyvest/model_enums.py +++ b/src/cyvest/model_enums.py @@ -80,12 +80,20 @@ class RelationshipType(str, Enum): """Relationship types supported by Cyvest.""" RELATED_TO = "related-to" + CONTAINS = "contains" + DERIVED_FROM = "derived-from" + RESOLVES_TO = "resolves-to" + HOSTS = "hosts" + COMMUNICATES_WITH = "communicates-with" + EXECUTES = "executes" def get_default_direction(self) -> RelationshipDirection: """ Get the default direction for this relationship type. """ - return RelationshipDirection.BIDIRECTIONAL + if self in {self.RELATED_TO, self.COMMUNICATES_WITH}: + return RelationshipDirection.BIDIRECTIONAL + return RelationshipDirection.OUTBOUND class PropagationMode(str, Enum): diff --git a/src/cyvest/proxies.py b/src/cyvest/proxies.py index b0f6c88..ac4b999 100644 --- a/src/cyvest/proxies.py +++ b/src/cyvest/proxies.py @@ -262,7 +262,7 @@ def with_ti_draft(self, draft: ThreatIntel) -> ThreatIntelProxy: def relate_to( self, target: Observable | ObservableProxy | str, - relationship_type: RelationshipType, + relationship_type: RelationshipType | str, direction: RelationshipDirection | None = None, ) -> ObservableProxy: """Create a relationship to another observable.""" diff --git a/src/cyvest/semantics.py b/src/cyvest/semantics.py new file mode 100644 index 0000000..ffb4e3a --- /dev/null +++ b/src/cyvest/semantics.py @@ -0,0 +1,569 @@ +"""Agent-friendly contracts for planning semantic observable relationships.""" + +from __future__ import annotations + +import hashlib +import json +from collections.abc import Mapping +from enum import Enum +from typing import TYPE_CHECKING, Annotated, Literal + +from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator + +from cyvest.model_enums import RelationshipDirection, RelationshipType + +if TYPE_CHECKING: + from cyvest.model import Observable + + +class RelationshipOperation(str, Enum): + """Mutation requested by a relationship proposal.""" + + ADD = "add" + REMOVE = "remove" + + +class RelationshipFamily(str, Enum): + """Stable semantic families shared with graph renderers.""" + + STRUCTURAL = "structural" + INFRASTRUCTURE = "infrastructure" + BEHAVIORAL = "behavioral" + ASSOCIATION = "association" + + +class RelationshipDefinition(BaseModel): + """Machine-readable guidance for one canonical relationship type.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + relationship_type: RelationshipType + family: RelationshipFamily + description: str + source_role: str + target_role: str + default_direction: RelationshipDirection + symmetric: bool = False + examples: tuple[str, ...] = () + counter_examples: tuple[str, ...] = () + + +RELATIONSHIP_CATALOG: dict[RelationshipType, RelationshipDefinition] = { + RelationshipType.CONTAINS: RelationshipDefinition( + relationship_type=RelationshipType.CONTAINS, + family=RelationshipFamily.STRUCTURAL, + description="The source includes the target as physical or logical content.", + source_role="container", + target_role="contained observable", + default_direction=RelationshipDirection.OUTBOUND, + examples=("email contains attachment", "HTML body contains URL"), + counter_examples=("domain hosts URL",), + ), + RelationshipType.DERIVED_FROM: RelationshipDefinition( + relationship_type=RelationshipType.DERIVED_FROM, + family=RelationshipFamily.STRUCTURAL, + description="The source was extracted, calculated, or transformed from the target.", + source_role="derived observable", + target_role="origin observable", + default_direction=RelationshipDirection.OUTBOUND, + examples=("hash derived from file", "decoded artifact derived from payload"), + counter_examples=("file contains hash",), + ), + RelationshipType.RESOLVES_TO: RelationshipDefinition( + relationship_type=RelationshipType.RESOLVES_TO, + family=RelationshipFamily.INFRASTRUCTURE, + description="The source name resolves to the target network address.", + source_role="name or domain", + target_role="network address", + default_direction=RelationshipDirection.OUTBOUND, + examples=("domain resolves to IPv4",), + counter_examples=("URL resolves to domain",), + ), + RelationshipType.HOSTS: RelationshipDefinition( + relationship_type=RelationshipType.HOSTS, + family=RelationshipFamily.INFRASTRUCTURE, + description="The source infrastructure serves or hosts the target resource.", + source_role="hosting infrastructure", + target_role="hosted resource", + default_direction=RelationshipDirection.OUTBOUND, + examples=("domain hosts URL", "host hosts file share"), + counter_examples=("domain hosts email address",), + ), + RelationshipType.COMMUNICATES_WITH: RelationshipDefinition( + relationship_type=RelationshipType.COMMUNICATES_WITH, + family=RelationshipFamily.BEHAVIORAL, + description="The endpoints exchange network traffic or messages.", + source_role="communication endpoint", + target_role="communication endpoint", + default_direction=RelationshipDirection.BIDIRECTIONAL, + symmetric=True, + examples=("process communicates with IP", "host communicates with domain"), + ), + RelationshipType.EXECUTES: RelationshipDefinition( + relationship_type=RelationshipType.EXECUTES, + family=RelationshipFamily.BEHAVIORAL, + description="The source launches or runs the target executable, process, or command.", + source_role="executor", + target_role="executed observable", + default_direction=RelationshipDirection.OUTBOUND, + examples=("process executes command line", "user executes file"), + counter_examples=("file derived from URL",), + ), + RelationshipType.RELATED_TO: RelationshipDefinition( + relationship_type=RelationshipType.RELATED_TO, + family=RelationshipFamily.ASSOCIATION, + description="The observables are correlated, but no more precise mechanism is established.", + source_role="associated observable", + target_role="associated observable", + default_direction=RelationshipDirection.BIDIRECTIONAL, + symmetric=True, + examples=("two indicators co-occur in a report",), + counter_examples=("domain resolves to IP", "email contains attachment"), + ), +} + + +class RelationshipProposal(BaseModel): + """One evidence-backed relationship mutation proposed by an agent.""" + + model_config = ConfigDict(extra="forbid", frozen=True, use_enum_values=True) + + operation: RelationshipOperation = RelationshipOperation.ADD + source_key: Annotated[str, Field(min_length=1)] + target_key: Annotated[str, Field(min_length=1)] + relationship_type: RelationshipType | str + direction: RelationshipDirection | None = None + confidence: Annotated[float, Field(ge=0, le=1)] + rationale: Annotated[str, Field(min_length=1, max_length=1000)] + evidence_refs: tuple[str, ...] = () + + @field_validator("source_key", "target_key", "rationale", mode="before") + @classmethod + def strip_required_text(cls, value: object) -> object: + return value.strip() if isinstance(value, str) else value + + @field_validator("relationship_type", mode="before") + @classmethod + def normalize_relationship_type(cls, value: object) -> object: + if isinstance(value, str): + normalized = value.strip().lower() + try: + return RelationshipType(normalized) + except ValueError: + return normalized + return value + + @model_validator(mode="after") + def set_semantic_direction(self) -> RelationshipProposal: + if self.direction is not None: + return self + try: + relationship_type = RelationshipType(self.relationship_type) + except ValueError: + direction = RelationshipDirection.OUTBOUND + else: + direction = relationship_type.get_default_direction() + object.__setattr__(self, "direction", direction) + return self + + +class RelationshipPlan(BaseModel): + """Structured output expected from a relationship-planning agent.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + graph_revision: Annotated[str, Field(min_length=1)] + proposals: tuple[RelationshipProposal, ...] + summary: str = "" + model: str | None = None + tool: str | None = None + + +class RelationshipValidationIssue(BaseModel): + """One validation error or warning associated with a proposal.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + severity: Literal["error", "warning"] + code: str + message: str + proposal_index: int | None = None + + +class RelationshipPlanPreview(BaseModel): + """Pure validation result returned before graph mutation.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + graph_revision: str + valid: bool + accepted: tuple[RelationshipProposal, ...] = () + issues: tuple[RelationshipValidationIssue, ...] = () + + +class RelationshipApplyResult(BaseModel): + """Result of atomically applying a validated relationship plan.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + plan_digest: str + graph_revision_before: str + graph_revision_after: str + applied_count: int + skipped_count: int + audit_event_id: str | None = None + + +class RelationshipContextObservable(BaseModel): + """Minimal observable representation sent to a relationship agent.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + key: str + observable_type: str + value: str + is_root: bool = False + internal: bool = False + whitelisted: bool = False + + +class RelationshipContextEdge(BaseModel): + """Existing edge representation sent to a relationship agent.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + source_key: str + target_key: str + relationship_type: str + direction: RelationshipDirection + + +class RelationshipContext(BaseModel): + """Compact, revisioned graph context for agent prompts and tools.""" + + model_config = ConfigDict(extra="forbid", frozen=True) + + graph_revision: str + root_key: str + observables: tuple[RelationshipContextObservable, ...] + relationships: tuple[RelationshipContextEdge, ...] + + def to_markdown(self) -> str: + """Render a compact prompt-oriented representation.""" + + lines = [f"Graph revision: `{self.graph_revision}`", f"Root: `{self.root_key}`", "", "## Observables"] + for observable in self.observables: + root = " (root)" if observable.is_root else "" + lines.append(f"- `{observable.key}` | {observable.observable_type} | `{observable.value}`{root}") + lines.extend(["", "## Existing relationships"]) + if not self.relationships: + lines.append("- None") + for relationship in self.relationships: + lines.append( + f"- `{relationship.source_key}` {relationship.direction.value} " + f"`{relationship.target_key}` | {relationship.relationship_type}" + ) + return "\n".join(lines) + + +def get_relationship_catalog() -> tuple[RelationshipDefinition, ...]: + """Return the canonical relationship catalog in enum declaration order.""" + + return tuple(RELATIONSHIP_CATALOG[relationship_type] for relationship_type in RelationshipType) + + +def _relationship_rows(observables: Mapping[str, Observable]) -> list[tuple[str, str, str, str]]: + return sorted( + ( + source_key, + relationship.target_key, + relationship.relationship_type_name, + relationship.direction.value, + ) + for source_key, observable in observables.items() + for relationship in observable.relationships + ) + + +def get_graph_revision(observables: Mapping[str, Observable]) -> str: + """Return a stable digest of observable identities and relationships.""" + + identities = sorted( + ( + key, + observable.obs_type.value if hasattr(observable.obs_type, "value") else str(observable.obs_type), + observable.value, + ) + for key, observable in observables.items() + ) + payload = json.dumps( + {"observables": identities, "relationships": _relationship_rows(observables)}, + ensure_ascii=True, + separators=(",", ":"), + ) + return hashlib.sha256(payload.encode("utf-8")).hexdigest() + + +def get_relationship_plan_digest(plan: RelationshipPlan) -> str: + """Return a stable digest for audit and validated-plan handoff.""" + + payload = json.dumps(plan.model_dump(mode="json"), sort_keys=True, separators=(",", ":")) + return hashlib.sha256(payload.encode("utf-8")).hexdigest() + + +def build_relationship_context( + observables: Mapping[str, Observable], + root_key: str, +) -> RelationshipContext: + """Build the compact graph context expected by relationship agents.""" + + context_observables = tuple( + RelationshipContextObservable( + key=key, + observable_type=( + observable.obs_type.value + if hasattr(observable.obs_type, "value") + else str(observable.obs_type) + ), + value=observable.value, + is_root=key == root_key, + internal=observable.internal, + whitelisted=observable.whitelisted, + ) + for key, observable in sorted(observables.items()) + ) + context_edges = tuple( + RelationshipContextEdge( + source_key=source_key, + target_key=target_key, + relationship_type=relationship_type, + direction=RelationshipDirection(direction), + ) + for source_key, target_key, relationship_type, direction in _relationship_rows(observables) + ) + return RelationshipContext( + graph_revision=get_graph_revision(observables), + root_key=root_key, + observables=context_observables, + relationships=context_edges, + ) + + +_RECOMMENDED_TYPE_PAIRS: dict[RelationshipType, set[tuple[str, str]]] = { + RelationshipType.RESOLVES_TO: { + ("domain", "ipv4"), + ("domain", "ipv6"), + ("host", "ipv4"), + ("host", "ipv6"), + }, + RelationshipType.HOSTS: { + ("domain", "url"), + ("host", "url"), + ("host", "file"), + ("ipv4", "url"), + ("ipv6", "url"), + }, + RelationshipType.EXECUTES: { + ("process", "process"), + ("process", "file"), + ("process", "command_line"), + ("user", "file"), + ("user", "command_line"), + }, +} + +_ACYCLIC_RELATIONSHIP_TYPES = { + RelationshipType.CONTAINS, + RelationshipType.DERIVED_FROM, +} + + +def _proposal_issue( + index: int, + severity: Literal["error", "warning"], + code: str, + message: str, +) -> RelationshipValidationIssue: + return RelationshipValidationIssue( + severity=severity, + code=code, + message=message, + proposal_index=index, + ) + + +def _has_path(edges: set[tuple[str, str]], start: str, destination: str) -> bool: + pending = [start] + visited: set[str] = set() + while pending: + current = pending.pop() + if current == destination: + return True + if current in visited: + continue + visited.add(current) + pending.extend(target for source, target in edges if source == current) + return False + + +def validate_relationship_plan( + observables: Mapping[str, Observable], + plan: RelationshipPlan, + *, + allow_custom_types: bool = False, +) -> RelationshipPlanPreview: + """Validate a relationship plan without mutating the investigation.""" + + revision = get_graph_revision(observables) + issues: list[RelationshipValidationIssue] = [] + accepted: list[RelationshipProposal] = [] + if plan.graph_revision != revision: + issues.append( + RelationshipValidationIssue( + severity="error", + code="stale_graph_revision", + message="The graph changed after this plan was created.", + ) + ) + + existing = set(_relationship_rows(observables)) + seen: set[tuple[str, str, str, str, str]] = set() + planned_edges = set(existing) + for index, proposal in enumerate(plan.proposals): + proposal_issues: list[RelationshipValidationIssue] = [] + + source = observables.get(proposal.source_key) + target = observables.get(proposal.target_key) + if source is None: + proposal_issues.append( + _proposal_issue(index, "error", "source_not_found", f"Unknown source observable: {proposal.source_key}") + ) + if target is None: + proposal_issues.append( + _proposal_issue(index, "error", "target_not_found", f"Unknown target observable: {proposal.target_key}") + ) + if proposal.source_key == proposal.target_key: + proposal_issues.append( + _proposal_issue(index, "error", "self_relationship", "An observable cannot relate to itself.") + ) + + try: + canonical_type = RelationshipType(proposal.relationship_type) + except ValueError: + canonical_type = None + if not allow_custom_types: + proposal_issues.append( + _proposal_issue( + index, + "error", + "custom_type_not_allowed", + "Agent plans must use a canonical relationship type.", + ) + ) + + direction = RelationshipDirection(proposal.direction) + row = ( + proposal.source_key, + proposal.target_key, + str(proposal.relationship_type), + direction.value, + ) + signature = (proposal.operation, *row) + if signature in seen: + proposal_issues.append( + _proposal_issue( + index, + "error", + "duplicate_proposal", + "The plan contains this operation more than once.", + ) + ) + seen.add(signature) + if proposal.operation == RelationshipOperation.ADD and row in existing: + proposal_issues.append( + _proposal_issue( + index, + "warning", + "relationship_exists", + "This relationship already exists and will be ignored.", + ) + ) + if proposal.operation == RelationshipOperation.REMOVE and row not in existing: + proposal_issues.append( + _proposal_issue( + index, + "error", + "relationship_not_found", + "The relationship selected for removal does not exist.", + ) + ) + + if source is not None and target is not None and canonical_type in _RECOMMENDED_TYPE_PAIRS: + source_type = source.obs_type.value if hasattr(source.obs_type, "value") else str(source.obs_type) + target_type = target.obs_type.value if hasattr(target.obs_type, "value") else str(target.obs_type) + if (source_type, target_type) not in _RECOMMENDED_TYPE_PAIRS[canonical_type]: + proposal_issues.append( + _proposal_issue( + index, + "warning", + "unusual_type_pair", + f"{canonical_type.value} is unusual from {source_type} to {target_type}.", + ) + ) + if canonical_type == RelationshipType.RELATED_TO and proposal.confidence >= 0.8: + proposal_issues.append( + _proposal_issue( + index, + "warning", + "imprecise_high_confidence", + "High-confidence evidence should usually use a more precise relationship type.", + ) + ) + if canonical_type is not None: + definition = RELATIONSHIP_CATALOG[canonical_type] + if direction != definition.default_direction: + proposal_issues.append( + _proposal_issue( + index, + "warning", + "unusual_direction", + f"{canonical_type.value} normally uses {definition.default_direction.value} direction.", + ) + ) + if ( + proposal.operation == RelationshipOperation.ADD + and canonical_type in _ACYCLIC_RELATIONSHIP_TYPES + and source is not None + and target is not None + ): + typed_edges = { + (source_key, target_key) + for source_key, target_key, relationship_type, _ in planned_edges + if relationship_type == canonical_type.value + } + if _has_path(typed_edges, proposal.target_key, proposal.source_key): + proposal_issues.append( + _proposal_issue( + index, + "error", + "relationship_cycle", + f"Adding {canonical_type.value} would create a semantic cycle.", + ) + ) + + issues.extend(proposal_issues) + if not any(issue.severity == "error" for issue in proposal_issues): + accepted.append(proposal) + if proposal.operation == RelationshipOperation.ADD: + planned_edges.add(row) + else: + planned_edges.discard(row) + + if plan.graph_revision != revision: + accepted.clear() + return RelationshipPlanPreview( + graph_revision=revision, + valid=not any(issue.severity == "error" for issue in issues), + accepted=tuple(accepted), + issues=tuple(issues), + ) diff --git a/tests/test_langchain.py b/tests/test_langchain.py new file mode 100644 index 0000000..183c765 --- /dev/null +++ b/tests/test_langchain.py @@ -0,0 +1,52 @@ +from __future__ import annotations + +import pytest + +pytest.importorskip("langchain_core") + +from cyvest import Cyvest +from cyvest.langchain import RELATIONSHIP_PLANNER_SYSTEM_PROMPT, create_relationship_tools +from cyvest.semantics import RelationshipPlan, RelationshipProposal + + +def test_relationship_planner_prompt_defines_safe_workflow() -> None: + assert "cyvest_relationship_catalog before planning" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT + assert "cyvest_relationship_context" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT + assert "cyvest_relationship_plan_validate" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT + assert "Never apply a plan" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT + + +def test_relationship_toolkit_is_read_only_by_default() -> None: + tools = create_relationship_tools(Cyvest()) + + assert [tool.name for tool in tools] == [ + "cyvest_relationship_catalog", + "cyvest_relationship_context", + "cyvest_relationship_plan_validate", + ] + + +def test_relationship_apply_tool_requires_confirmation() -> None: + cv = Cyvest() + domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") + ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") + context = cv.relationship_context_get() + plan = RelationshipPlan( + graph_revision=context.graph_revision, + proposals=( + RelationshipProposal( + source_key=domain.key, + target_key=ip.key, + relationship_type="resolves-to", + confidence=0.9, + rationale="DNS answer", + ), + ), + ) + apply_tool = create_relationship_tools(cv, include_apply=True)[-1] + + with pytest.raises(ValueError, match="confirmation"): + apply_tool.invoke({"plan": plan.model_dump(mode="json"), "confirm": False}) + + result = apply_tool.invoke({"plan": plan.model_dump(mode="json"), "confirm": True}) + assert result["applied_count"] == 1 \ No newline at end of file diff --git a/tests/test_semantics.py b/tests/test_semantics.py new file mode 100644 index 0000000..b2f6a07 --- /dev/null +++ b/tests/test_semantics.py @@ -0,0 +1,234 @@ +"""Tests for agent-friendly semantic relationship contracts.""" + +import pytest +from pydantic import ValidationError + +from cyvest import Cyvest, RelationshipDirection, RelationshipType +from cyvest.semantics import ( + RelationshipPlan, + RelationshipProposal, + build_relationship_context, + get_relationship_catalog, + validate_relationship_plan, +) + + +def test_relationship_catalog_covers_canonical_types() -> None: + catalog = get_relationship_catalog() + + assert {definition.relationship_type for definition in catalog} == set(RelationshipType) + assert all(definition.description for definition in catalog) + assert all(definition.source_role and definition.target_role for definition in catalog) + + +def test_relationship_proposal_normalizes_defaults() -> None: + proposal = RelationshipProposal( + source_key=" obs:domain:example.com ", + target_key="obs:ipv4:192.0.2.1", + relationship_type="resolves-to", + confidence=0.9, + rationale=" DNS evidence ", + evidence_refs=("finding:dns",), + ) + + assert proposal.source_key == "obs:domain:example.com" + assert proposal.relationship_type == RelationshipType.RESOLVES_TO + assert proposal.direction == RelationshipDirection.OUTBOUND + assert proposal.rationale == "DNS evidence" + + +def test_relationship_plan_schema_is_structured_output_ready() -> None: + schema = RelationshipPlan.model_json_schema() + proposal_schema = schema["$defs"]["RelationshipProposal"] + + assert schema["additionalProperties"] is False + assert proposal_schema["additionalProperties"] is False + assert {"graph_revision", "proposals"} <= set(schema["required"]) + + +def test_relationship_proposal_rejects_invalid_confidence() -> None: + with pytest.raises(ValidationError): + RelationshipProposal( + source_key="obs:domain:example.com", + target_key="obs:ipv4:192.0.2.1", + relationship_type="resolves-to", + confidence=1.1, + rationale="DNS evidence", + ) + + +def test_relationship_context_is_compact_and_revisioned() -> None: + cv = Cyvest(investigation_name="DNS case") + domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") + ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") + context = build_relationship_context( + cv._investigation.get_all_observables(), + cv.root().key, + ) + + assert len(context.graph_revision) == 64 + assert {item.key for item in context.observables} >= {domain.key, ip.key} + assert "## Observables" in context.to_markdown() + assert domain.key in context.to_markdown() + + +def test_validate_relationship_plan_accepts_canonical_edge() -> None: + cv = Cyvest() + domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") + ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") + context = build_relationship_context(cv._investigation.get_all_observables(), cv.root().key) + plan = RelationshipPlan( + graph_revision=context.graph_revision, + proposals=( + RelationshipProposal( + source_key=domain.key, + target_key=ip.key, + relationship_type="resolves-to", + confidence=0.95, + rationale="Observed in DNS answer", + ), + ), + ) + + preview = validate_relationship_plan(cv._investigation.get_all_observables(), plan) + + assert preview.valid + assert preview.accepted == plan.proposals + assert preview.issues == () + + +def test_validate_relationship_plan_rejects_stale_and_unknown_keys() -> None: + cv = Cyvest() + context = build_relationship_context(cv._investigation.get_all_observables(), cv.root().key) + cv.observable(Cyvest.OBS.DOMAIN, "new.example") + plan = RelationshipPlan( + graph_revision=context.graph_revision, + proposals=( + RelationshipProposal( + source_key="obs:domain:missing.example", + target_key=cv.root().key, + relationship_type="custom-link", + confidence=0.5, + rationale="Unverified", + ), + ), + ) + + preview = validate_relationship_plan(cv._investigation.get_all_observables(), plan) + + assert not preview.valid + assert {issue.code for issue in preview.issues} == { + "stale_graph_revision", + "source_not_found", + "custom_type_not_allowed", + } + assert preview.accepted == () + + +def test_apply_relationship_plan_is_audited_and_revisioned() -> None: + cv = Cyvest() + domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") + ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") + context = cv.relationship_context_get() + plan = RelationshipPlan( + graph_revision=context.graph_revision, + model="test-model", + tool="semantic-planner", + proposals=( + RelationshipProposal( + source_key=domain.key, + target_key=ip.key, + relationship_type="resolves-to", + confidence=0.95, + rationale="Observed in DNS answer", + evidence_refs=("finding:dns",), + ), + ), + ) + + result = cv.relationship_plan_apply(plan) + + assert result.applied_count == 1 + assert result.graph_revision_before == context.graph_revision + assert result.graph_revision_after != result.graph_revision_before + assert domain.relationships[0].target_key == ip.key + event = cv.investigation_get_audit_log()[-1] + assert event.event_type == "RELATIONSHIP_PLAN_APPLIED" + assert event.details["model"] == "test-model" + assert event.details["proposals"][0]["rationale"] == "Observed in DNS answer" + + +def test_remove_relationship_and_apply_remove_plan() -> None: + cv = Cyvest() + domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") + ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") + cv.observable_add_relationship(domain, ip, Cyvest.REL.RESOLVES_TO) + context = cv.relationship_context_get() + plan = RelationshipPlan( + graph_revision=context.graph_revision, + proposals=( + RelationshipProposal( + operation="remove", + source_key=domain.key, + target_key=ip.key, + relationship_type="resolves-to", + confidence=1, + rationale="DNS evidence was retracted", + ), + ), + ) + + result = cv.relationship_plan_apply(plan) + + assert result.applied_count == 1 + assert domain.relationships == [] + + +def test_validate_relationship_plan_rejects_structural_cycle() -> None: + cv = Cyvest() + parent = cv.observable(Cyvest.OBS.FILE, "parent.eml") + child = cv.observable(Cyvest.OBS.FILE, "child.txt") + cv.observable_add_relationship(parent, child, Cyvest.REL.CONTAINS) + context = cv.relationship_context_get() + plan = RelationshipPlan( + graph_revision=context.graph_revision, + proposals=( + RelationshipProposal( + source_key=child.key, + target_key=parent.key, + relationship_type="contains", + confidence=0.8, + rationale="Incorrect inverse containment", + ), + ), + ) + + preview = cv.relationship_plan_validate(plan) + + assert not preview.valid + assert [issue.code for issue in preview.issues] == ["relationship_cycle"] + + +def test_validate_relationship_plan_warns_on_unusual_direction() -> None: + cv = Cyvest() + domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") + ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") + context = cv.relationship_context_get() + plan = RelationshipPlan( + graph_revision=context.graph_revision, + proposals=( + RelationshipProposal( + source_key=domain.key, + target_key=ip.key, + relationship_type="resolves-to", + direction="inbound", + confidence=0.7, + rationale="Direction supplied by an external model", + ), + ), + ) + + preview = cv.relationship_plan_validate(plan) + + assert preview.valid + assert [issue.code for issue in preview.issues] == ["unusual_direction"] \ No newline at end of file diff --git a/tests/test_types.py b/tests/test_types.py index 4689a93..d5921f5 100644 --- a/tests/test_types.py +++ b/tests/test_types.py @@ -2,7 +2,7 @@ from decimal import Decimal -from cyvest.model import Observable, ObservableType, Relationship, RelationshipType +from cyvest.model import Observable, ObservableType, Relationship, RelationshipDirection, RelationshipType def test_observable_type_enum_values() -> None: @@ -21,6 +21,20 @@ def test_observable_type_enum_values() -> None: def test_relationship_type_enum_values() -> None: """Test that RelationshipType enum has expected values.""" assert RelationshipType.RELATED_TO.value == "related-to" + assert RelationshipType.CONTAINS.value == "contains" + assert RelationshipType.DERIVED_FROM.value == "derived-from" + assert RelationshipType.RESOLVES_TO.value == "resolves-to" + assert RelationshipType.HOSTS.value == "hosts" + assert RelationshipType.COMMUNICATES_WITH.value == "communicates-with" + assert RelationshipType.EXECUTES.value == "executes" + + +def test_relationship_type_semantic_directions() -> None: + """Built-in relationship types expose useful semantic defaults.""" + assert RelationshipType.RELATED_TO.get_default_direction() == RelationshipDirection.BIDIRECTIONAL + assert RelationshipType.COMMUNICATES_WITH.get_default_direction() == RelationshipDirection.BIDIRECTIONAL + assert RelationshipType.CONTAINS.get_default_direction() == RelationshipDirection.OUTBOUND + assert RelationshipType.RESOLVES_TO.get_default_direction() == RelationshipDirection.OUTBOUND def test_observable_with_enum_type() -> None: diff --git a/uv.lock b/uv.lock index 321a08f..2bf72f7 100644 --- a/uv.lock +++ b/uv.lock @@ -2,7 +2,8 @@ version = 1 revision = 3 requires-python = ">=3.10" resolution-markers = [ - "python_full_version >= '3.11'", + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", "python_full_version < '3.11'", ] @@ -15,6 +16,20 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" }, ] +[[package]] +name = "anyio" +version = "4.14.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, + { name = "idna" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload-time = "2026-07-12T20:29:07.082Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/da/35/f2287558c17e29fafc8ef3daf819bb9834061cfa43bff8014f7df7f63bdc/anyio-4.14.2-py3-none-any.whl", hash = "sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494", size = 125813, upload-time = "2026-07-12T20:29:05.763Z" }, +] + [[package]] name = "asttokens" version = "3.0.1" @@ -55,6 +70,34 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/3e/5c/fb93d3092640a24dfb7bd7727a24016d7c01774ca013e60efd3f683c8002/backrefs-7.0-py314-none-any.whl", hash = "sha256:a6448b28180e3ca01134c9cf09dcebafad8531072e09903c5451748a05f24bc9", size = 412349, upload-time = "2026-04-28T16:28:02.412Z" }, ] +[[package]] +name = "boto3" +version = "1.43.47" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "botocore" }, + { name = "jmespath" }, + { name = "s3transfer" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/eb/76/8c2b062b9a9f27db8d78c3183213efd2cb31493b9a81853025da5254652e/boto3-1.43.47.tar.gz", hash = "sha256:09a8ce4abab4391bf08315e2dcc449b4b33e97ce7654ee9398d9fe4ef73a33da", size = 112681, upload-time = "2026-07-13T19:32:13.511Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/27/86/4aaa23e1433a6f4021258b1d8e4ec129bf691e419339454806807595a93d/boto3-1.43.47-py3-none-any.whl", hash = "sha256:aef0cccd5bc4a443fb3e64fada023f7b5b9da36864cb4255b68cf93067476676", size = 140031, upload-time = "2026-07-13T19:32:11.072Z" }, +] + +[[package]] +name = "botocore" +version = "1.43.47" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "jmespath" }, + { name = "python-dateutil" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/76/2c/279bf51f68e85a12323996aa4a7f2a163da84dad949ee751caa318928ce1/botocore-1.43.47.tar.gz", hash = "sha256:9e04d8da7f9cff8a911b14284829f78b74e1ce785444833199837decb5ecc17a", size = 15696311, upload-time = "2026-07-13T19:32:01.095Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/28/c0/6a8f824d613c5e5b8755ce99e3cf83fd1db135f5df02da7ed5bf106abdfd/botocore-1.43.47-py3-none-any.whl", hash = "sha256:4d16559a3a1866fa7b9e651dd1422c1a033497e069f8a73cae5eebafe70ff39c", size = 15382537, upload-time = "2026-07-13T19:31:56.213Z" }, +] + [[package]] name = "certifi" version = "2026.6.17" @@ -315,6 +358,13 @@ dependencies = [ ] [package.optional-dependencies] +bedrock = [ + { name = "langchain" }, + { name = "langchain-aws" }, +] +langchain = [ + { name = "langchain" }, +] visualization = [ { name = "pyvis" }, ] @@ -337,13 +387,16 @@ docs = [ [package.metadata] requires-dist = [ { name = "click", specifier = ">=8" }, + { name = "langchain", marker = "extra == 'bedrock'", specifier = ">=1.0" }, + { name = "langchain", marker = "extra == 'langchain'", specifier = ">=1.0" }, + { name = "langchain-aws", marker = "extra == 'bedrock'", specifier = ">=0.2" }, { name = "logurich", extras = ["click"], specifier = ">=0.9.0" }, { name = "pydantic", specifier = ">=2.12.5" }, { name = "pyvis", marker = "extra == 'visualization'", specifier = ">=0.3.2" }, { name = "rich", specifier = ">=13" }, { name = "typing-extensions", specifier = ">=4.15" }, ] -provides-extras = ["visualization"] +provides-extras = ["bedrock", "langchain", "visualization"] [package.metadata.requires-dev] dev = [ @@ -407,6 +460,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/02/08/9c41fb51ab5b43eb21674aff13df270e8ba6c4b29c8624e328dc7a9482af/distlib-0.4.3-py2.py3-none-any.whl", hash = "sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b", size = 470628, upload-time = "2026-06-12T08:04:50.506Z" }, ] +[[package]] +name = "distro" +version = "1.9.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" }, +] + [[package]] name = "exceptiongroup" version = "1.3.1" @@ -449,6 +511,43 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619", size = 11034, upload-time = "2022-05-02T15:47:14.552Z" }, ] +[[package]] +name = "h11" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, +] + +[[package]] +name = "httpcore" +version = "1.0.9" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" }, +] + +[[package]] +name = "httpx" +version = "0.28.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "certifi" }, + { name = "httpcore" }, + { name = "idna" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" }, +] + [[package]] name = "identify" version = "2.6.19" @@ -506,7 +605,8 @@ name = "ipython" version = "9.14.1" source = { registry = "https://pypi.org/simple" } resolution-markers = [ - "python_full_version >= '3.11'", + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", ] dependencies = [ { name = "colorama", marker = "python_full_version >= '3.11' and sys_platform == 'win32'" }, @@ -563,6 +663,27 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, ] +[[package]] +name = "jmespath" +version = "1.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d3/59/322338183ecda247fb5d1763a6cbe46eff7222eaeebafd9fa65d4bf5cb11/jmespath-1.1.0.tar.gz", hash = "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d", size = 27377, upload-time = "2026-01-22T16:35:26.279Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/14/2f/967ba146e6d58cf6a652da73885f52fc68001525b4197effc174321d70b4/jmespath-1.1.0-py3-none-any.whl", hash = "sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64", size = 20419, upload-time = "2026-01-22T16:35:24.919Z" }, +] + +[[package]] +name = "jsonpatch" +version = "1.33" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "jsonpointer" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/42/78/18813351fe5d63acad16aec57f94ec2b70a09e53ca98145589e185423873/jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c", size = 21699, upload-time = "2023-06-26T12:07:29.144Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/73/07/02e16ed01e04a374e644b575638ec7987ae846d25ad97bcc9945a3ee4b0e/jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade", size = 12898, upload-time = "2023-06-16T21:01:28.466Z" }, +] + [[package]] name = "jsonpickle" version = "4.1.2" @@ -572,6 +693,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/a1/7b/fd3c7a09649aea9da1d3587aea624d8f9b29963dfd84a1bdb2aa93b36dac/jsonpickle-4.1.2-py3-none-any.whl", hash = "sha256:7ffe34426bc797684dbf1dc84185558bd864cd25b1ff5fb01b7405e392d0a937", size = 47203, upload-time = "2026-05-28T03:50:10.605Z" }, ] +[[package]] +name = "jsonpointer" +version = "3.1.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/18/c7/af399a2e7a67fd18d63c40c5e62d3af4e67b836a2107468b6a5ea24c4304/jsonpointer-3.1.1.tar.gz", hash = "sha256:0b801c7db33a904024f6004d526dcc53bbb8a4a0f4e32bfd10beadf60adf1900", size = 9068, upload-time = "2026-03-23T22:32:32.458Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9e/6a/a83720e953b1682d2d109d3c2dbb0bc9bf28cc1cbc205be4ef4be5da709d/jsonpointer-3.1.1-py3-none-any.whl", hash = "sha256:8ff8b95779d071ba472cf5bc913028df06031797532f08a7d5b602d8b2a488ca", size = 7659, upload-time = "2026-03-23T22:32:31.568Z" }, +] + [[package]] name = "jsonschema" version = "4.26.0" @@ -600,6 +730,153 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" }, ] +[[package]] +name = "langchain" +version = "1.3.13" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "langchain-core" }, + { name = "langgraph" }, + { name = "pydantic" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/29/33/fd716d0273c8495482953bd63461bf02f71f3a8f4a2fe6c0a70a0e6ff799/langchain-1.3.13.tar.gz", hash = "sha256:bcf874680f31e9970f0db2264509df5bc2115d9680e9d651d537eb49bf1a7d8a", size = 642868, upload-time = "2026-07-10T23:06:08.555Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/95/c6/dc676c632f3d20c88789b0726c43ad5e039c25338cc3bb7090fc247d1522/langchain-1.3.13-py3-none-any.whl", hash = "sha256:20a8fe4b1dea7db74356f7d2b5455c4970099b9f7f53c2122ea97f115c907fbd", size = 136911, upload-time = "2026-07-10T23:06:07.012Z" }, +] + +[[package]] +name = "langchain-aws" +version = "1.6.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "boto3" }, + { name = "langchain-core" }, + { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, + { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "pydantic" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/e8/59/04f8572e65581d032b2df2516c0059fa064e680f5caa5cabcd03d525092a/langchain_aws-1.6.2.tar.gz", hash = "sha256:df2c15b463c068031af40460dbea6efb7999832263ff6eaec6b99c5f6b291acd", size = 537522, upload-time = "2026-07-07T01:24:58.11Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0e/ed/bb5211637276616e7b176f3ff08e9d0bf1ce61d1a00c99d26348d6236a3d/langchain_aws-1.6.2-py3-none-any.whl", hash = "sha256:4755c60ce88fff2b829d96027068b7930f335cd85da41fda061769439c288251", size = 206507, upload-time = "2026-07-07T01:24:56.557Z" }, +] + +[[package]] +name = "langchain-core" +version = "1.4.9" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "jsonpatch" }, + { name = "langchain-protocol" }, + { name = "langsmith" }, + { name = "packaging" }, + { name = "pydantic" }, + { name = "pyyaml" }, + { name = "tenacity" }, + { name = "typing-extensions" }, + { name = "uuid-utils" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/2a/b9/e937d0a90b26540bff07e7a7c64349f3b29c2dcc36257cd1cd3fdce17f2a/langchain_core-1.4.9.tar.gz", hash = "sha256:f8078901145bed0466755277500a5a22822a7b628808c4c0a28d4fc88895fcf2", size = 967294, upload-time = "2026-07-08T20:06:54.191Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/84/70/ade2fada52772798ef815b6352b59e71b116aa0c32c3aef5be3dc2cbed12/langchain_core-1.4.9-py3-none-any.whl", hash = "sha256:28e3909e2a10cc81504952d795ac0a9e014c0018121ef89d48dd396fa09ec624", size = 558293, upload-time = "2026-07-08T20:06:52.382Z" }, +] + +[[package]] +name = "langchain-protocol" +version = "0.0.18" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/d2/59/b5959aea96faa9146e2e49a7a22882b3528c62efafe9a6a95beab30c2305/langchain_protocol-0.0.18.tar.gz", hash = "sha256:ec3e11782f1ed0c9db38e5a9ed01b0e7a0d3fba406faa8aef6594b73c56a63e6", size = 6150, upload-time = "2026-06-18T17:08:26.959Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/99/2e/d82db9eec13ad0f72e7aaad5c4bc730ab111934fdc83c85523206eb9b0a0/langchain_protocol-0.0.18-py3-none-any.whl", hash = "sha256:70b53a86fbf9cedc863555effe44da192ab02d556ddbf2cf95b8873adcf41b5a", size = 7221, upload-time = "2026-06-18T17:08:25.996Z" }, +] + +[[package]] +name = "langgraph" +version = "1.2.9" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "langchain-core" }, + { name = "langgraph-checkpoint" }, + { name = "langgraph-prebuilt" }, + { name = "langgraph-sdk" }, + { name = "pydantic" }, + { name = "xxhash" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/41/4b/0d1130e26b41a99dcc88353bbe7162a1f255c4db746bd94024268e6af27b/langgraph-1.2.9.tar.gz", hash = "sha256:385f87bc1802c35af7e0aa479278ecba8582d103515eb48256cb2ddcd42d0bd4", size = 722869, upload-time = "2026-07-10T01:30:14.985Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/41/16/0b8dc48823f1326f3e0c8012a3c07a40da6f194299e2ec080df236287baf/langgraph-1.2.9-py3-none-any.whl", hash = "sha256:c2d98ad94333937922ba04148641c1da2bfe45b5b8e55d7b6dcb0bb2df809e76", size = 247473, upload-time = "2026-07-10T01:30:13.733Z" }, +] + +[[package]] +name = "langgraph-checkpoint" +version = "4.1.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "langchain-core" }, + { name = "ormsgpack" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/83/47/886af6f886f0bff2273164a45f008694e48a96ff3cd25ff0228f2aa9480e/langgraph_checkpoint-4.1.1.tar.gz", hash = "sha256:6c2bdb530c91f91d7d9c1bd100925d0fc4f498d418c17f3587d1526279482a25", size = 184020, upload-time = "2026-05-22T16:57:38.503Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/bd/b4/71425e3e38be92611300b9cc5e46a5bf98ab23f5ea8a75b73d02a2f1413c/langgraph_checkpoint-4.1.1-py3-none-any.whl", hash = "sha256:25d29144b082827218e7bc3f1e9b0566a4bb007895cd6cc26f66a8428739f56e", size = 56212, upload-time = "2026-05-22T16:57:37.203Z" }, +] + +[[package]] +name = "langgraph-prebuilt" +version = "1.1.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "langchain-core" }, + { name = "langgraph-checkpoint" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/29/66/ed9b93f56bc17ef22d551892f0ac2b225a97fe0fcf23a511b857f70d590b/langgraph_prebuilt-1.1.0.tar.gz", hash = "sha256:3c579cf6eed2d17f9c157c2d0fcaddcd8688524e7022d3b22b37a3bf4589d528", size = 178833, upload-time = "2026-05-12T03:37:49.332Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e9/43/3fe1a700b8490ed02679cdbbc8c915eb23a092faf496c9c1118abcd10be3/langgraph_prebuilt-1.1.0-py3-none-any.whl", hash = "sha256:51e311747d755b751d5c6b39b0c1446124d3a7643d2515017e6714b323508fc9", size = 41043, upload-time = "2026-05-12T03:37:48.007Z" }, +] + +[[package]] +name = "langgraph-sdk" +version = "0.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "httpx" }, + { name = "langchain-core" }, + { name = "langchain-protocol" }, + { name = "orjson" }, + { name = "websockets" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b4/2b/bd8ac26d4e97f6df88ef05ce5b6a38945a3903e1025d926f4752aa88aa97/langgraph_sdk-0.4.2.tar.gz", hash = "sha256:b88f0f5f6328ac0680d6790614a905b2bcfa257f2276dba4e38f0e86db0aa738", size = 348327, upload-time = "2026-06-01T17:51:19.856Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/05/aac507337cceae773c2cc9ab91eb6301963af7aeeb55b4217a00e15aff17/langgraph_sdk-0.4.2-py3-none-any.whl", hash = "sha256:75fa5096c1177ce39c847096a8fe3745ffd480ddb412995f836e9f5f884c43dd", size = 160521, upload-time = "2026-06-01T17:51:18.849Z" }, +] + +[[package]] +name = "langsmith" +version = "0.10.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "distro" }, + { name = "httpx" }, + { name = "orjson", marker = "platform_python_implementation != 'PyPy'" }, + { name = "packaging" }, + { name = "pydantic" }, + { name = "requests" }, + { name = "requests-toolbelt" }, + { name = "sniffio" }, + { name = "typing-extensions" }, + { name = "uuid-utils" }, + { name = "websockets" }, + { name = "xxhash" }, + { name = "zstandard" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c3/69/f78ad97dbe852b53a933275d364615bff01187c6accd9f637a8b8c235310/langsmith-0.10.3.tar.gz", hash = "sha256:fe08af97277cd512c5dea17910453e35dd80bb3d63aa993665001e877b05f886", size = 4712149, upload-time = "2026-07-14T09:12:26.538Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/62/6339eae6b8c9ec941b06dc09fe05e97f586e91d2af4378a428070bab8d5d/langsmith-0.10.3-py3-none-any.whl", hash = "sha256:40fe55aab588ba5eddd462c9710ac10754ed0530366f1605969e054cbe03f8ca", size = 654001, upload-time = "2026-07-14T09:12:24.671Z" }, +] + [[package]] name = "logurich" version = "0.9.2" @@ -839,7 +1116,8 @@ name = "networkx" version = "3.6.1" source = { registry = "https://pypi.org/simple" } resolution-markers = [ - "python_full_version >= '3.11'", + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", ] sdist = { url = "https://files.pythonhosted.org/packages/6a/51/63fe664f3908c97be9d2e4f1158eb633317598cfa6e1fc14af5383f17512/networkx-3.6.1.tar.gz", hash = "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509", size = 2517025, upload-time = "2025-12-08T17:02:39.908Z" } wheels = [ @@ -855,6 +1133,344 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/88/b2/d0896bdcdc8d28a7fc5717c305f1a861c26e18c05047949fb371034d98bd/nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827", size = 23438, upload-time = "2025-12-20T14:08:52.782Z" }, ] +[[package]] +name = "numpy" +version = "2.2.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.11'", +] +sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440, upload-time = "2025-05-17T22:38:04.611Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/3e/ed6db5be21ce87955c0cbd3009f2803f59fa08df21b5df06862e2d8e2bdd/numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb", size = 21165245, upload-time = "2025-05-17T21:27:58.555Z" }, + { url = "https://files.pythonhosted.org/packages/22/c2/4b9221495b2a132cc9d2eb862e21d42a009f5a60e45fc44b00118c174bff/numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90", size = 14360048, upload-time = "2025-05-17T21:28:21.406Z" }, + { url = "https://files.pythonhosted.org/packages/fd/77/dc2fcfc66943c6410e2bf598062f5959372735ffda175b39906d54f02349/numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163", size = 5340542, upload-time = "2025-05-17T21:28:30.931Z" }, + { url = "https://files.pythonhosted.org/packages/7a/4f/1cb5fdc353a5f5cc7feb692db9b8ec2c3d6405453f982435efc52561df58/numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf", size = 6878301, upload-time = "2025-05-17T21:28:41.613Z" }, + { url = "https://files.pythonhosted.org/packages/eb/17/96a3acd228cec142fcb8723bd3cc39c2a474f7dcf0a5d16731980bcafa95/numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83", size = 14297320, upload-time = "2025-05-17T21:29:02.78Z" }, + { url = "https://files.pythonhosted.org/packages/b4/63/3de6a34ad7ad6646ac7d2f55ebc6ad439dbbf9c4370017c50cf403fb19b5/numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915", size = 16801050, upload-time = "2025-05-17T21:29:27.675Z" }, + { url = "https://files.pythonhosted.org/packages/07/b6/89d837eddef52b3d0cec5c6ba0456c1bf1b9ef6a6672fc2b7873c3ec4e2e/numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680", size = 15807034, upload-time = "2025-05-17T21:29:51.102Z" }, + { url = "https://files.pythonhosted.org/packages/01/c8/dc6ae86e3c61cfec1f178e5c9f7858584049b6093f843bca541f94120920/numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289", size = 18614185, upload-time = "2025-05-17T21:30:18.703Z" }, + { url = "https://files.pythonhosted.org/packages/5b/c5/0064b1b7e7c89137b471ccec1fd2282fceaae0ab3a9550f2568782d80357/numpy-2.2.6-cp310-cp310-win32.whl", hash = "sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d", size = 6527149, upload-time = "2025-05-17T21:30:29.788Z" }, + { url = "https://files.pythonhosted.org/packages/a3/dd/4b822569d6b96c39d1215dbae0582fd99954dcbcf0c1a13c61783feaca3f/numpy-2.2.6-cp310-cp310-win_amd64.whl", hash = "sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3", size = 12904620, upload-time = "2025-05-17T21:30:48.994Z" }, + { url = "https://files.pythonhosted.org/packages/da/a8/4f83e2aa666a9fbf56d6118faaaf5f1974d456b1823fda0a176eff722839/numpy-2.2.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae", size = 21176963, upload-time = "2025-05-17T21:31:19.36Z" }, + { url = "https://files.pythonhosted.org/packages/b3/2b/64e1affc7972decb74c9e29e5649fac940514910960ba25cd9af4488b66c/numpy-2.2.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a", size = 14406743, upload-time = "2025-05-17T21:31:41.087Z" }, + { url = "https://files.pythonhosted.org/packages/4a/9f/0121e375000b5e50ffdd8b25bf78d8e1a5aa4cca3f185d41265198c7b834/numpy-2.2.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42", size = 5352616, upload-time = "2025-05-17T21:31:50.072Z" }, + { url = "https://files.pythonhosted.org/packages/31/0d/b48c405c91693635fbe2dcd7bc84a33a602add5f63286e024d3b6741411c/numpy-2.2.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491", size = 6889579, upload-time = "2025-05-17T21:32:01.712Z" }, + { url = "https://files.pythonhosted.org/packages/52/b8/7f0554d49b565d0171eab6e99001846882000883998e7b7d9f0d98b1f934/numpy-2.2.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a", size = 14312005, upload-time = "2025-05-17T21:32:23.332Z" }, + { url = "https://files.pythonhosted.org/packages/b3/dd/2238b898e51bd6d389b7389ffb20d7f4c10066d80351187ec8e303a5a475/numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf", size = 16821570, upload-time = "2025-05-17T21:32:47.991Z" }, + { url = "https://files.pythonhosted.org/packages/83/6c/44d0325722cf644f191042bf47eedad61c1e6df2432ed65cbe28509d404e/numpy-2.2.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1", size = 15818548, upload-time = "2025-05-17T21:33:11.728Z" }, + { url = "https://files.pythonhosted.org/packages/ae/9d/81e8216030ce66be25279098789b665d49ff19eef08bfa8cb96d4957f422/numpy-2.2.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab", size = 18620521, upload-time = "2025-05-17T21:33:39.139Z" }, + { url = "https://files.pythonhosted.org/packages/6a/fd/e19617b9530b031db51b0926eed5345ce8ddc669bb3bc0044b23e275ebe8/numpy-2.2.6-cp311-cp311-win32.whl", hash = "sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47", size = 6525866, upload-time = "2025-05-17T21:33:50.273Z" }, + { url = "https://files.pythonhosted.org/packages/31/0a/f354fb7176b81747d870f7991dc763e157a934c717b67b58456bc63da3df/numpy-2.2.6-cp311-cp311-win_amd64.whl", hash = "sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303", size = 12907455, upload-time = "2025-05-17T21:34:09.135Z" }, + { url = "https://files.pythonhosted.org/packages/82/5d/c00588b6cf18e1da539b45d3598d3557084990dcc4331960c15ee776ee41/numpy-2.2.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff", size = 20875348, upload-time = "2025-05-17T21:34:39.648Z" }, + { url = "https://files.pythonhosted.org/packages/66/ee/560deadcdde6c2f90200450d5938f63a34b37e27ebff162810f716f6a230/numpy-2.2.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c", size = 14119362, upload-time = "2025-05-17T21:35:01.241Z" }, + { url = "https://files.pythonhosted.org/packages/3c/65/4baa99f1c53b30adf0acd9a5519078871ddde8d2339dc5a7fde80d9d87da/numpy-2.2.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3", size = 5084103, upload-time = "2025-05-17T21:35:10.622Z" }, + { url = "https://files.pythonhosted.org/packages/cc/89/e5a34c071a0570cc40c9a54eb472d113eea6d002e9ae12bb3a8407fb912e/numpy-2.2.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282", size = 6625382, upload-time = "2025-05-17T21:35:21.414Z" }, + { url = "https://files.pythonhosted.org/packages/f8/35/8c80729f1ff76b3921d5c9487c7ac3de9b2a103b1cd05e905b3090513510/numpy-2.2.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87", size = 14018462, upload-time = "2025-05-17T21:35:42.174Z" }, + { url = "https://files.pythonhosted.org/packages/8c/3d/1e1db36cfd41f895d266b103df00ca5b3cbe965184df824dec5c08c6b803/numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249", size = 16527618, upload-time = "2025-05-17T21:36:06.711Z" }, + { url = "https://files.pythonhosted.org/packages/61/c6/03ed30992602c85aa3cd95b9070a514f8b3c33e31124694438d88809ae36/numpy-2.2.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49", size = 15505511, upload-time = "2025-05-17T21:36:29.965Z" }, + { url = "https://files.pythonhosted.org/packages/b7/25/5761d832a81df431e260719ec45de696414266613c9ee268394dd5ad8236/numpy-2.2.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de", size = 18313783, upload-time = "2025-05-17T21:36:56.883Z" }, + { url = "https://files.pythonhosted.org/packages/57/0a/72d5a3527c5ebffcd47bde9162c39fae1f90138c961e5296491ce778e682/numpy-2.2.6-cp312-cp312-win32.whl", hash = "sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4", size = 6246506, upload-time = "2025-05-17T21:37:07.368Z" }, + { url = "https://files.pythonhosted.org/packages/36/fa/8c9210162ca1b88529ab76b41ba02d433fd54fecaf6feb70ef9f124683f1/numpy-2.2.6-cp312-cp312-win_amd64.whl", hash = "sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2", size = 12614190, upload-time = "2025-05-17T21:37:26.213Z" }, + { url = "https://files.pythonhosted.org/packages/f9/5c/6657823f4f594f72b5471f1db1ab12e26e890bb2e41897522d134d2a3e81/numpy-2.2.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84", size = 20867828, upload-time = "2025-05-17T21:37:56.699Z" }, + { url = "https://files.pythonhosted.org/packages/dc/9e/14520dc3dadf3c803473bd07e9b2bd1b69bc583cb2497b47000fed2fa92f/numpy-2.2.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b", size = 14143006, upload-time = "2025-05-17T21:38:18.291Z" }, + { url = "https://files.pythonhosted.org/packages/4f/06/7e96c57d90bebdce9918412087fc22ca9851cceaf5567a45c1f404480e9e/numpy-2.2.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d", size = 5076765, upload-time = "2025-05-17T21:38:27.319Z" }, + { url = "https://files.pythonhosted.org/packages/73/ed/63d920c23b4289fdac96ddbdd6132e9427790977d5457cd132f18e76eae0/numpy-2.2.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566", size = 6617736, upload-time = "2025-05-17T21:38:38.141Z" }, + { url = "https://files.pythonhosted.org/packages/85/c5/e19c8f99d83fd377ec8c7e0cf627a8049746da54afc24ef0a0cb73d5dfb5/numpy-2.2.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f", size = 14010719, upload-time = "2025-05-17T21:38:58.433Z" }, + { url = "https://files.pythonhosted.org/packages/19/49/4df9123aafa7b539317bf6d342cb6d227e49f7a35b99c287a6109b13dd93/numpy-2.2.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f", size = 16526072, upload-time = "2025-05-17T21:39:22.638Z" }, + { url = "https://files.pythonhosted.org/packages/b2/6c/04b5f47f4f32f7c2b0e7260442a8cbcf8168b0e1a41ff1495da42f42a14f/numpy-2.2.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868", size = 15503213, upload-time = "2025-05-17T21:39:45.865Z" }, + { url = "https://files.pythonhosted.org/packages/17/0a/5cd92e352c1307640d5b6fec1b2ffb06cd0dabe7d7b8227f97933d378422/numpy-2.2.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d", size = 18316632, upload-time = "2025-05-17T21:40:13.331Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3b/5cba2b1d88760ef86596ad0f3d484b1cbff7c115ae2429678465057c5155/numpy-2.2.6-cp313-cp313-win32.whl", hash = "sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd", size = 6244532, upload-time = "2025-05-17T21:43:46.099Z" }, + { url = "https://files.pythonhosted.org/packages/cb/3b/d58c12eafcb298d4e6d0d40216866ab15f59e55d148a5658bb3132311fcf/numpy-2.2.6-cp313-cp313-win_amd64.whl", hash = "sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c", size = 12610885, upload-time = "2025-05-17T21:44:05.145Z" }, + { url = "https://files.pythonhosted.org/packages/6b/9e/4bf918b818e516322db999ac25d00c75788ddfd2d2ade4fa66f1f38097e1/numpy-2.2.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6", size = 20963467, upload-time = "2025-05-17T21:40:44Z" }, + { url = "https://files.pythonhosted.org/packages/61/66/d2de6b291507517ff2e438e13ff7b1e2cdbdb7cb40b3ed475377aece69f9/numpy-2.2.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda", size = 14225144, upload-time = "2025-05-17T21:41:05.695Z" }, + { url = "https://files.pythonhosted.org/packages/e4/25/480387655407ead912e28ba3a820bc69af9adf13bcbe40b299d454ec011f/numpy-2.2.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40", size = 5200217, upload-time = "2025-05-17T21:41:15.903Z" }, + { url = "https://files.pythonhosted.org/packages/aa/4a/6e313b5108f53dcbf3aca0c0f3e9c92f4c10ce57a0a721851f9785872895/numpy-2.2.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8", size = 6712014, upload-time = "2025-05-17T21:41:27.321Z" }, + { url = "https://files.pythonhosted.org/packages/b7/30/172c2d5c4be71fdf476e9de553443cf8e25feddbe185e0bd88b096915bcc/numpy-2.2.6-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f", size = 14077935, upload-time = "2025-05-17T21:41:49.738Z" }, + { url = "https://files.pythonhosted.org/packages/12/fb/9e743f8d4e4d3c710902cf87af3512082ae3d43b945d5d16563f26ec251d/numpy-2.2.6-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa", size = 16600122, upload-time = "2025-05-17T21:42:14.046Z" }, + { url = "https://files.pythonhosted.org/packages/12/75/ee20da0e58d3a66f204f38916757e01e33a9737d0b22373b3eb5a27358f9/numpy-2.2.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571", size = 15586143, upload-time = "2025-05-17T21:42:37.464Z" }, + { url = "https://files.pythonhosted.org/packages/76/95/bef5b37f29fc5e739947e9ce5179ad402875633308504a52d188302319c8/numpy-2.2.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1", size = 18385260, upload-time = "2025-05-17T21:43:05.189Z" }, + { url = "https://files.pythonhosted.org/packages/09/04/f2f83279d287407cf36a7a8053a5abe7be3622a4363337338f2585e4afda/numpy-2.2.6-cp313-cp313t-win32.whl", hash = "sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff", size = 6377225, upload-time = "2025-05-17T21:43:16.254Z" }, + { url = "https://files.pythonhosted.org/packages/67/0e/35082d13c09c02c011cf21570543d202ad929d961c02a147493cb0c2bdf5/numpy-2.2.6-cp313-cp313t-win_amd64.whl", hash = "sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06", size = 12771374, upload-time = "2025-05-17T21:43:35.479Z" }, + { url = "https://files.pythonhosted.org/packages/9e/3b/d94a75f4dbf1ef5d321523ecac21ef23a3cd2ac8b78ae2aac40873590229/numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d", size = 21040391, upload-time = "2025-05-17T21:44:35.948Z" }, + { url = "https://files.pythonhosted.org/packages/17/f4/09b2fa1b58f0fb4f7c7963a1649c64c4d315752240377ed74d9cd878f7b5/numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db", size = 6786754, upload-time = "2025-05-17T21:44:47.446Z" }, + { url = "https://files.pythonhosted.org/packages/af/30/feba75f143bdc868a1cc3f44ccfa6c4b9ec522b36458e738cd00f67b573f/numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543", size = 16643476, upload-time = "2025-05-17T21:45:11.871Z" }, + { url = "https://files.pythonhosted.org/packages/37/48/ac2a9584402fb6c0cd5b5d1a91dcf176b15760130dd386bbafdbfe3640bf/numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00", size = 12812666, upload-time = "2025-05-17T21:45:31.426Z" }, +] + +[[package]] +name = "numpy" +version = "2.4.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version == '3.11.*'", +] +sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, + { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, + { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, + { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, + { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, + { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, + { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, + { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, + { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" }, + { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" }, + { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" }, + { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" }, + { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" }, + { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" }, + { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" }, + { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" }, + { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" }, + { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" }, + { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" }, + { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" }, + { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" }, + { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" }, + { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" }, + { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" }, + { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" }, + { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" }, + { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" }, + { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" }, + { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" }, + { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" }, + { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" }, + { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" }, + { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" }, + { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" }, + { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" }, + { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" }, + { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" }, + { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" }, + { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" }, + { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" }, + { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" }, + { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" }, + { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" }, + { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" }, + { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" }, + { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" }, + { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" }, + { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" }, + { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" }, + { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" }, + { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" }, + { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" }, + { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" }, + { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" }, + { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" }, + { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" }, + { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, + { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, + { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, + { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, +] + +[[package]] +name = "numpy" +version = "2.5.1" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", +] +sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" }, + { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" }, + { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" }, + { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" }, + { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" }, + { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" }, + { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" }, + { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" }, + { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" }, + { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" }, + { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" }, + { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" }, + { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" }, + { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" }, + { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" }, + { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" }, + { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" }, + { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" }, + { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" }, + { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" }, + { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" }, + { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" }, + { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" }, + { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" }, + { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" }, + { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" }, + { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" }, + { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" }, + { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" }, + { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" }, + { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" }, + { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" }, + { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" }, + { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" }, + { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" }, + { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" }, + { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" }, + { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" }, + { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" }, + { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" }, + { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" }, + { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" }, +] + +[[package]] +name = "orjson" +version = "3.11.9" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7e/0c/964746fcafbd16f8ff53219ad9f6b412b34f345c75f384ad434ceaadb538/orjson-3.11.9.tar.gz", hash = "sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f", size = 5599163, upload-time = "2026-05-06T15:11:08.309Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/5d/b95ca542a001135cc250a49370f282f578c8f4e46cc8617d73775297eea8/orjson-3.11.9-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce", size = 228986, upload-time = "2026-05-06T15:09:14.765Z" }, + { url = "https://files.pythonhosted.org/packages/80/01/be33fbff646e22f93398429ea645f20d2097aea1a6cdc1e6628e70125f83/orjson-3.11.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd", size = 132558, upload-time = "2026-05-06T15:09:17.431Z" }, + { url = "https://files.pythonhosted.org/packages/4e/61/73d49333bba660a075daccca10970dc6409ce1cf42ae4046646a19468aad/orjson-3.11.9-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4", size = 128213, upload-time = "2026-05-06T15:09:18.719Z" }, + { url = "https://files.pythonhosted.org/packages/1f/7d/30e844b3dac3f74aed66b1f984daf9db3c98c0328c03d965a9e8dc06449e/orjson-3.11.9-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4", size = 135430, upload-time = "2026-05-06T15:09:20.257Z" }, + { url = "https://files.pythonhosted.org/packages/16/64/bd815f5c610b3facc204f26ba94e87a9eb49b0d83de3d5fc1eee2402d91b/orjson-3.11.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e", size = 146178, upload-time = "2026-05-06T15:09:21.616Z" }, + { url = "https://files.pythonhosted.org/packages/c7/35/e744fd36c79b339d27beb06068b5a08a8882ef5418804d0ce545a31f718d/orjson-3.11.9-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb", size = 133068, upload-time = "2026-05-06T15:09:23.228Z" }, + { url = "https://files.pythonhosted.org/packages/2a/56/d54152b67b63a0b3e556cfc549d6ce84f74d7f425ddeadc6c8a74d913da7/orjson-3.11.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47", size = 134217, upload-time = "2026-05-06T15:09:24.847Z" }, + { url = "https://files.pythonhosted.org/packages/0b/ee/66154baf69f71c7164a268a5e888908aec5a0819d13c81d5e2755a257758/orjson-3.11.9-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d", size = 141917, upload-time = "2026-05-06T15:09:26.647Z" }, + { url = "https://files.pythonhosted.org/packages/09/d3/c5824260ca8b9d7ba82648d042a3f8f4815d18c15bb98a1f30edd1bb2d83/orjson-3.11.9-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13", size = 415356, upload-time = "2026-05-06T15:09:28.252Z" }, + { url = "https://files.pythonhosted.org/packages/64/cb/509c2e816fe4df641d93dc92f6a89adc8df3ada8ebdee2bd44aba3264c3c/orjson-3.11.9-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92", size = 148112, upload-time = "2026-05-06T15:09:29.783Z" }, + { url = "https://files.pythonhosted.org/packages/db/b5/3ceae56d2e4962979eedb023ba6a46a4bb65f333960379be0ca470686220/orjson-3.11.9-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48", size = 137112, upload-time = "2026-05-06T15:09:31.432Z" }, + { url = "https://files.pythonhosted.org/packages/d7/7a/81fa3f2c7bef79b04cf2ab7838e5ac74b1f12511ceab979759b0275d6bb4/orjson-3.11.9-cp310-cp310-win32.whl", hash = "sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94", size = 131706, upload-time = "2026-05-06T15:09:32.707Z" }, + { url = "https://files.pythonhosted.org/packages/ae/d8/b64600f9083c7f151ad39717a5877fccbeb0ef6d7efcb55f971ce00b6bee/orjson-3.11.9-cp310-cp310-win_amd64.whl", hash = "sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244", size = 127282, upload-time = "2026-05-06T15:09:33.955Z" }, + { url = "https://files.pythonhosted.org/packages/1e/51/3fb9e65ae76ee97bd611869a503fa3fc0a6e81dd8b737cf3003f682df7ff/orjson-3.11.9-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f", size = 228522, upload-time = "2026-05-06T15:09:35.362Z" }, + { url = "https://files.pythonhosted.org/packages/16/fa/9d54b07cb3f3b0bfd57841478e42d7a0ece4a9f49f9907eecf5a45461687/orjson-3.11.9-cp311-cp311-macosx_15_0_arm64.whl", hash = "sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c", size = 128463, upload-time = "2026-05-06T15:09:37.063Z" }, + { url = "https://files.pythonhosted.org/packages/88/b1/6ceafc2eefd0a553e3be77ce6c49d107e772485d9568629376171c50e634/orjson-3.11.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5", size = 132306, upload-time = "2026-05-06T15:09:38.299Z" }, + { url = "https://files.pythonhosted.org/packages/ea/76/f11311285324a40aab1e3031385c50b635a7cd0734fdaf60c7e89a696f60/orjson-3.11.9-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c", size = 127988, upload-time = "2026-05-06T15:09:39.597Z" }, + { url = "https://files.pythonhosted.org/packages/9e/85/0ef63bcf1337f44031ce9b91b1919563f62a37527b3ea4368bb15a22e5d7/orjson-3.11.9-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd", size = 135188, upload-time = "2026-05-06T15:09:40.957Z" }, + { url = "https://files.pythonhosted.org/packages/05/94/b0d27090ea8a2095db3c2bd1b1c96f96f19bbb494d7fef33130e846e613d/orjson-3.11.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62", size = 145937, upload-time = "2026-05-06T15:09:42.249Z" }, + { url = "https://files.pythonhosted.org/packages/09/eb/75d50c29c05b8054013e221e598820a365c8e64065312e75e202ed880709/orjson-3.11.9-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877", size = 132758, upload-time = "2026-05-06T15:09:43.945Z" }, + { url = "https://files.pythonhosted.org/packages/49/bd/360686f39348aa88827cb6fbf7dc606fd41c831a35235e1abf1db8e3a9e6/orjson-3.11.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1", size = 133971, upload-time = "2026-05-06T15:09:45.239Z" }, + { url = "https://files.pythonhosted.org/packages/0e/30/3178eb16f3221aeef068b6f1f1ebe05f656ea5c6dffe9f6c917329fe17a3/orjson-3.11.9-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd", size = 141685, upload-time = "2026-05-06T15:09:46.858Z" }, + { url = "https://files.pythonhosted.org/packages/5f/f1/ff2f19ed0225f9680fafa42febca3570dd59444ebf190980738d376214c2/orjson-3.11.9-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff", size = 415167, upload-time = "2026-05-06T15:09:48.312Z" }, + { url = "https://files.pythonhosted.org/packages/9b/61/863bddf0da6e9e586765414debd54b4e58db05f560902b6d00658cb88636/orjson-3.11.9-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980", size = 147913, upload-time = "2026-05-06T15:09:49.733Z" }, + { url = "https://files.pythonhosted.org/packages/b6/8a/4081492586d75b073d60c5271a8d0f05a0955cabf1e34c8473f6fcd84235/orjson-3.11.9-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2", size = 136959, upload-time = "2026-05-06T15:09:51.311Z" }, + { url = "https://files.pythonhosted.org/packages/0d/bd/70b6ab193594d7abb875320c0a7c8335e846f28968c432c31042409c3c8d/orjson-3.11.9-cp311-cp311-win32.whl", hash = "sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180", size = 131533, upload-time = "2026-05-06T15:09:52.637Z" }, + { url = "https://files.pythonhosted.org/packages/3f/17/1a1a228183d62d1b77e2c30d210f47dd4768b310ebe1607c63e3c0e3a71e/orjson-3.11.9-cp311-cp311-win_amd64.whl", hash = "sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02", size = 127106, upload-time = "2026-05-06T15:09:54.204Z" }, + { url = "https://files.pythonhosted.org/packages/b8/95/285de5fa296d09681ee9c546cd4a8aeb773b701cf343dc125994f4d52953/orjson-3.11.9-cp311-cp311-win_arm64.whl", hash = "sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697", size = 126848, upload-time = "2026-05-06T15:09:55.551Z" }, + { url = "https://files.pythonhosted.org/packages/16/6d/11867a3ffa3a3608d84a4de51ef4dd0896d6b5cc9132fbe1daf593e677bc/orjson-3.11.9-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49", size = 228515, upload-time = "2026-05-06T15:09:57.265Z" }, + { url = "https://files.pythonhosted.org/packages/24/75/05912954c8b288f34fcf5cd4b9b071cb4f6e77b9961e175e56ebb258089f/orjson-3.11.9-cp312-cp312-macosx_15_0_arm64.whl", hash = "sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291", size = 128409, upload-time = "2026-05-06T15:09:59.063Z" }, + { url = "https://files.pythonhosted.org/packages/ab/86/1c3a47df3bc8191ea9ac51603bbb872a95167a364320c269f2557911f406/orjson-3.11.9-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09", size = 132106, upload-time = "2026-05-06T15:10:00.798Z" }, + { url = "https://files.pythonhosted.org/packages/d7/cf/b33b5f3e695ae7d63feef9d915c37cc3b8f465493dcd4f8e0b4c697a2366/orjson-3.11.9-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4", size = 127864, upload-time = "2026-05-06T15:10:02.15Z" }, + { url = "https://files.pythonhosted.org/packages/31/6a/6cf69385a58208024fcb8c014e2141b8ce838aba6492b589f8acfff97fab/orjson-3.11.9-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882", size = 135213, upload-time = "2026-05-06T15:10:03.515Z" }, + { url = "https://files.pythonhosted.org/packages/e8/f8/0b1bd3e8f2efcdd376af5c8cfd79eaf13f018080c0089c80ebd724e3c7fb/orjson-3.11.9-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff", size = 145994, upload-time = "2026-05-06T15:10:05.083Z" }, + { url = "https://files.pythonhosted.org/packages/f3/59/dab79f61044c529d2c81aecdc589b1f833a1c8dec11ba3b1c2498a02ca7e/orjson-3.11.9-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe", size = 132744, upload-time = "2026-05-06T15:10:06.853Z" }, + { url = "https://files.pythonhosted.org/packages/0e/a4/82b7a2fe5d8a67a59ed831b24d59a3d46ea7d207b66e1602d376541d94a6/orjson-3.11.9-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61", size = 134014, upload-time = "2026-05-06T15:10:08.213Z" }, + { url = "https://files.pythonhosted.org/packages/50/c7/375e83a76851b73b2e39f3bcf0e5a19e2b89bad13e5bca97d0b293d27f24/orjson-3.11.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2", size = 141509, upload-time = "2026-05-06T15:10:09.595Z" }, + { url = "https://files.pythonhosted.org/packages/7f/7c/49d5d82a3d3097f641f094f552131f1e2723b0b8cb0fa2874ab65ecfffa6/orjson-3.11.9-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206", size = 415127, upload-time = "2026-05-06T15:10:11.049Z" }, + { url = "https://files.pythonhosted.org/packages/3a/dc/7446c538590d55f455647e5f3c61fc33f7108714e7afcffa6a2a033f8350/orjson-3.11.9-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f", size = 148025, upload-time = "2026-05-06T15:10:12.842Z" }, + { url = "https://files.pythonhosted.org/packages/df/e5/4d2d8af06f788329b4f78f8cc3679bb395392fcaa1e4d8d3c33e85308fa4/orjson-3.11.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa", size = 136943, upload-time = "2026-05-06T15:10:14.405Z" }, + { url = "https://files.pythonhosted.org/packages/06/69/850264ccf6d80f6b174620d30a87f65c9b1490aba33fe6b62798e618cad3/orjson-3.11.9-cp312-cp312-win32.whl", hash = "sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470", size = 131606, upload-time = "2026-05-06T15:10:15.791Z" }, + { url = "https://files.pythonhosted.org/packages/b9/d5/973a43fc9c55e20f2051e9830997649f669be0cb3ca52192087c0143f118/orjson-3.11.9-cp312-cp312-win_amd64.whl", hash = "sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be", size = 127101, upload-time = "2026-05-06T15:10:17.129Z" }, + { url = "https://files.pythonhosted.org/packages/fe/ae/495470f0e4a18f73fa10b7f6b84b464ec4cc5291c4e0c7c2a6c400bef006/orjson-3.11.9-cp312-cp312-win_arm64.whl", hash = "sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624", size = 126736, upload-time = "2026-05-06T15:10:18.645Z" }, + { url = "https://files.pythonhosted.org/packages/32/33/93fcc25907235c344ae73122f8a4e01d2d393ef062b4af7d2e2487a32c37/orjson-3.11.9-cp313-cp313-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021", size = 228458, upload-time = "2026-05-06T15:10:20.079Z" }, + { url = "https://files.pythonhosted.org/packages/8f/27/b1e6dadb3c080313c03fdd8067b85e6a0460c7d8d6a1c3984ef77b904e4d/orjson-3.11.9-cp313-cp313-macosx_15_0_arm64.whl", hash = "sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c", size = 128368, upload-time = "2026-05-06T15:10:21.549Z" }, + { url = "https://files.pythonhosted.org/packages/21/0f/c9ede0bf052f6b4051e64a7d4fa91b725cccf8321a6a786e86eb03519f00/orjson-3.11.9-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81", size = 132070, upload-time = "2026-05-06T15:10:23.371Z" }, + { url = "https://files.pythonhosted.org/packages/fd/26/d398e28048dc18205bbe812f2c88cb9b40313db2470778e25964796458fe/orjson-3.11.9-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a", size = 127892, upload-time = "2026-05-06T15:10:24.714Z" }, + { url = "https://files.pythonhosted.org/packages/66/60/52b0054c4c700d5aa7fc5b7ca96917400d8f061307778578e67a10e25852/orjson-3.11.9-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10", size = 135217, upload-time = "2026-05-06T15:10:26.084Z" }, + { url = "https://files.pythonhosted.org/packages/d5/97/1e3dc2b2a28b7b2528f403d2fc1d79ec5f39af3bc143ab65d3ec26426385/orjson-3.11.9-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362", size = 145980, upload-time = "2026-05-06T15:10:28.062Z" }, + { url = "https://files.pythonhosted.org/packages/fc/39/31fbfe7850f2de32dee7e7e5c09f26d403ab01e440ac96001c6b01ad3c99/orjson-3.11.9-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97", size = 132738, upload-time = "2026-05-06T15:10:29.727Z" }, + { url = "https://files.pythonhosted.org/packages/a1/08/dca0082dd2a194acb93e5457e73455388e2e2ca464a2672449a9ddbb679d/orjson-3.11.9-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218", size = 134033, upload-time = "2026-05-06T15:10:31.152Z" }, + { url = "https://files.pythonhosted.org/packages/11/d4/5bdb0626801230139987385554c5d4c42255218ac906525bf4347f22cd95/orjson-3.11.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9", size = 141492, upload-time = "2026-05-06T15:10:32.641Z" }, + { url = "https://files.pythonhosted.org/packages/fa/88/a21fb53b3ede6703aede6dce4710ed4111e5b201cfa6bbff5e544f9d47d7/orjson-3.11.9-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677", size = 415087, upload-time = "2026-05-06T15:10:34.438Z" }, + { url = "https://files.pythonhosted.org/packages/3d/57/1b30daf70f0d8180e9a73cefbfbdd99e4bf19eb020466502b01fba7e0e50/orjson-3.11.9-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4", size = 148031, upload-time = "2026-05-06T15:10:36.358Z" }, + { url = "https://files.pythonhosted.org/packages/04/83/45fbb6d962e260807f99441db9613cee868ceda4baceda59b3720a563f97/orjson-3.11.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0", size = 136915, upload-time = "2026-05-06T15:10:38.013Z" }, + { url = "https://files.pythonhosted.org/packages/5f/cc/2d10025f9056d376e4127ec05a5808b218d46f035fdc08178a5411b34250/orjson-3.11.9-cp313-cp313-win32.whl", hash = "sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32", size = 131613, upload-time = "2026-05-06T15:10:39.569Z" }, + { url = "https://files.pythonhosted.org/packages/67/bd/2775ff28bfe883b9aa1ff348300542eb2ef1ee18d8ae0e3a49846817a865/orjson-3.11.9-cp313-cp313-win_amd64.whl", hash = "sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979", size = 127086, upload-time = "2026-05-06T15:10:41.262Z" }, + { url = "https://files.pythonhosted.org/packages/91/2b/d26799e580939e32a7da9a39531bc9e58e15ca32ffaa6a8cb3e9bb0d22cd/orjson-3.11.9-cp313-cp313-win_arm64.whl", hash = "sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254", size = 126696, upload-time = "2026-05-06T15:10:42.651Z" }, + { url = "https://files.pythonhosted.org/packages/8e/eb/5da01e356015aee6ecfa1187ced87aef51364e306f5e695dd52719bf0e78/orjson-3.11.9-cp314-cp314-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e", size = 228465, upload-time = "2026-05-06T15:10:44.097Z" }, + { url = "https://files.pythonhosted.org/packages/64/62/3e0e0c14c957133bcd855395c62b55ed4e3b0af23ffea11b032cb1dcbdb1/orjson-3.11.9-cp314-cp314-macosx_15_0_arm64.whl", hash = "sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e", size = 128364, upload-time = "2026-05-06T15:10:45.839Z" }, + { url = "https://files.pythonhosted.org/packages/5a/5a/07d8aa117211a8ed7630bda80c8c0b14d04e0f8dcf99bcf49656e4a710eb/orjson-3.11.9-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0", size = 132063, upload-time = "2026-05-06T15:10:47.267Z" }, + { url = "https://files.pythonhosted.org/packages/d6/ec/4acaf21483e18aa945be74a474c74b434f284b549f275a0a39b9f98956e9/orjson-3.11.9-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124", size = 122356, upload-time = "2026-05-06T15:10:48.765Z" }, + { url = "https://files.pythonhosted.org/packages/13/d8/5f0555e7638801323b7a75850f92e7dfa891bc84fe27a1ba4449170d1200/orjson-3.11.9-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c", size = 129592, upload-time = "2026-05-06T15:10:50.13Z" }, + { url = "https://files.pythonhosted.org/packages/b6/30/ed9860412a3603ceb3c5955bfd72d28b9d0e7ba6ed81add14f83d7114236/orjson-3.11.9-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7", size = 140491, upload-time = "2026-05-06T15:10:51.582Z" }, + { url = "https://files.pythonhosted.org/packages/d0/17/adc514dea7ac7c505527febf884934b815d34f0c7b8693c1a8b39c5c4a57/orjson-3.11.9-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1", size = 127309, upload-time = "2026-05-06T15:10:53.329Z" }, + { url = "https://files.pythonhosted.org/packages/76/3e/c0b690253f0b82d86e99949af13533363acfb5432ecb5d53dd5b3bce9c34/orjson-3.11.9-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db", size = 134030, upload-time = "2026-05-06T15:10:54.988Z" }, + { url = "https://files.pythonhosted.org/packages/c1/7a/bc82a0bb25e9faaf92dc4d9ef002732efc09737706af83e346788641d4a7/orjson-3.11.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b", size = 141482, upload-time = "2026-05-06T15:10:56.663Z" }, + { url = "https://files.pythonhosted.org/packages/01/55/e69188b939f77d5d32a9833745ace31ea5ccae3ab613a1ec185d3cd2c4fb/orjson-3.11.9-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972", size = 415178, upload-time = "2026-05-06T15:10:58.446Z" }, + { url = "https://files.pythonhosted.org/packages/2e/1a/b8a5a7ac527e80b9cb11d51e3f6689b709279183264b9ec5c7bc680bb8b5/orjson-3.11.9-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0", size = 148089, upload-time = "2026-05-06T15:11:00.441Z" }, + { url = "https://files.pythonhosted.org/packages/97/4e/00503f64204bf859b37213a63927028f30fb6268cd8677fb0a5ad48155e1/orjson-3.11.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586", size = 136921, upload-time = "2026-05-06T15:11:02.176Z" }, + { url = "https://files.pythonhosted.org/packages/0d/ba/a23b82a0a8d0ed7bed4e5f5035aae751cad4ff6a1e8d2ecd14d8860f5929/orjson-3.11.9-cp314-cp314-win32.whl", hash = "sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673", size = 131638, upload-time = "2026-05-06T15:11:03.696Z" }, + { url = "https://files.pythonhosted.org/packages/f3/c3/0c6798456bade745c75c452342dabacce5798196483e77e643be1f53877d/orjson-3.11.9-cp314-cp314-win_amd64.whl", hash = "sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b", size = 127078, upload-time = "2026-05-06T15:11:05.123Z" }, + { url = "https://files.pythonhosted.org/packages/16/21/5a3f1e8913103b703a436a5664238e5b965ec392b555fe68943ea3691e6b/orjson-3.11.9-cp314-cp314-win_arm64.whl", hash = "sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9", size = 126687, upload-time = "2026-05-06T15:11:06.602Z" }, +] + +[[package]] +name = "ormsgpack" +version = "1.12.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/12/0c/f1761e21486942ab9bb6feaebc610fa074f7c5e496e6962dea5873348077/ormsgpack-1.12.2.tar.gz", hash = "sha256:944a2233640273bee67521795a73cf1e959538e0dfb7ac635505010455e53b33", size = 39031, upload-time = "2026-01-18T20:55:28.023Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/93/fa/a91f70829ebccf6387c4946e0a1a109f6ba0d6a28d65f628bedfad94b890/ormsgpack-1.12.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:c1429217f8f4d7fcb053523bbbac6bed5e981af0b85ba616e6df7cce53c19657", size = 378262, upload-time = "2026-01-18T20:55:22.284Z" }, + { url = "https://files.pythonhosted.org/packages/5f/62/3698a9a0c487252b5c6a91926e5654e79e665708ea61f67a8bdeceb022bf/ormsgpack-1.12.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5f13034dc6c84a6280c6c33db7ac420253852ea233fc3ee27c8875f8dd651163", size = 203034, upload-time = "2026-01-18T20:55:53.324Z" }, + { url = "https://files.pythonhosted.org/packages/66/3a/f716f64edc4aec2744e817660b317e2f9bb8de372338a95a96198efa1ac1/ormsgpack-1.12.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:59f5da97000c12bc2d50e988bdc8576b21f6ab4e608489879d35b2c07a8ab51a", size = 210538, upload-time = "2026-01-18T20:55:20.097Z" }, + { url = "https://files.pythonhosted.org/packages/72/30/a436be9ce27d693d4e19fa94900028067133779f09fc45776db3f689c822/ormsgpack-1.12.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e4459c3f27066beadb2b81ea48a076a417aafffff7df1d3c11c519190ed44f2", size = 212401, upload-time = "2026-01-18T20:55:46.447Z" }, + { url = "https://files.pythonhosted.org/packages/10/c5/cde98300fd33fee84ca71de4751b19aeeca675f0cf3c0ec4b043f40f3b76/ormsgpack-1.12.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:7a1c460655d7288407ffa09065e322a7231997c0d62ce914bf3a96ad2dc6dedd", size = 387080, upload-time = "2026-01-18T20:56:00.884Z" }, + { url = "https://files.pythonhosted.org/packages/6a/31/30bf445ef827546747c10889dd254b3d84f92b591300efe4979d792f4c41/ormsgpack-1.12.2-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:458e4568be13d311ef7d8877275e7ccbe06c0e01b39baaac874caaa0f46d826c", size = 482346, upload-time = "2026-01-18T20:55:39.831Z" }, + { url = "https://files.pythonhosted.org/packages/2e/f5/e1745ddf4fa246c921b5ca253636c4c700ff768d78032f79171289159f6e/ormsgpack-1.12.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8cde5eaa6c6cbc8622db71e4a23de56828e3d876aeb6460ffbcb5b8aff91093b", size = 425178, upload-time = "2026-01-18T20:55:27.106Z" }, + { url = "https://files.pythonhosted.org/packages/8d/a2/e6532ed7716aed03dede8df2d0d0d4150710c2122647d94b474147ccd891/ormsgpack-1.12.2-cp310-cp310-win_amd64.whl", hash = "sha256:dc7a33be14c347893edbb1ceda89afbf14c467d593a5ee92c11de4f1666b4d4f", size = 117183, upload-time = "2026-01-18T20:55:55.52Z" }, + { url = "https://files.pythonhosted.org/packages/4b/08/8b68f24b18e69d92238aa8f258218e6dfeacf4381d9d07ab8df303f524a9/ormsgpack-1.12.2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:bd5f4bf04c37888e864f08e740c5a573c4017f6fd6e99fa944c5c935fabf2dd9", size = 378266, upload-time = "2026-01-18T20:55:59.876Z" }, + { url = "https://files.pythonhosted.org/packages/0d/24/29fc13044ecb7c153523ae0a1972269fcd613650d1fa1a9cec1044c6b666/ormsgpack-1.12.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:34d5b28b3570e9fed9a5a76528fc7230c3c76333bc214798958e58e9b79cc18a", size = 203035, upload-time = "2026-01-18T20:55:30.59Z" }, + { url = "https://files.pythonhosted.org/packages/ad/c2/00169fb25dd8f9213f5e8a549dfb73e4d592009ebc85fbbcd3e1dcac575b/ormsgpack-1.12.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3708693412c28f3538fb5a65da93787b6bbab3484f6bc6e935bfb77a62400ae5", size = 210539, upload-time = "2026-01-18T20:55:48.569Z" }, + { url = "https://files.pythonhosted.org/packages/1b/33/543627f323ff3c73091f51d6a20db28a1a33531af30873ea90c5ac95a9b5/ormsgpack-1.12.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:43013a3f3e2e902e1d05e72c0f1aeb5bedbb8e09240b51e26792a3c89267e181", size = 212401, upload-time = "2026-01-18T20:56:10.101Z" }, + { url = "https://files.pythonhosted.org/packages/e8/5d/f70e2c3da414f46186659d24745483757bcc9adccb481a6eb93e2b729301/ormsgpack-1.12.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:7c8b1667a72cbba74f0ae7ecf3105a5e01304620ed14528b2cb4320679d2869b", size = 387082, upload-time = "2026-01-18T20:56:12.047Z" }, + { url = "https://files.pythonhosted.org/packages/c0/d6/06e8dc920c7903e051f30934d874d4afccc9bb1c09dcaf0bc03a7de4b343/ormsgpack-1.12.2-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:df6961442140193e517303d0b5d7bc2e20e69a879c2d774316125350c4a76b92", size = 482346, upload-time = "2026-01-18T20:56:05.152Z" }, + { url = "https://files.pythonhosted.org/packages/66/c4/f337ac0905eed9c393ef990c54565cd33644918e0a8031fe48c098c71dbf/ormsgpack-1.12.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c6a4c34ddef109647c769d69be65fa1de7a6022b02ad45546a69b3216573eb4a", size = 425181, upload-time = "2026-01-18T20:55:37.83Z" }, + { url = "https://files.pythonhosted.org/packages/78/29/6d5758fabef3babdf4bbbc453738cc7de9cd3334e4c38dd5737e27b85653/ormsgpack-1.12.2-cp311-cp311-win_amd64.whl", hash = "sha256:73670ed0375ecc303858e3613f407628dd1fca18fe6ac57b7b7ce66cc7bb006c", size = 117182, upload-time = "2026-01-18T20:55:31.472Z" }, + { url = "https://files.pythonhosted.org/packages/c4/57/17a15549233c37e7fd054c48fe9207492e06b026dbd872b826a0b5f833b6/ormsgpack-1.12.2-cp311-cp311-win_arm64.whl", hash = "sha256:c2be829954434e33601ae5da328cccce3266b098927ca7a30246a0baec2ce7bd", size = 111464, upload-time = "2026-01-18T20:55:38.811Z" }, + { url = "https://files.pythonhosted.org/packages/4c/36/16c4b1921c308a92cef3bf6663226ae283395aa0ff6e154f925c32e91ff5/ormsgpack-1.12.2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7a29d09b64b9694b588ff2f80e9826bdceb3a2b91523c5beae1fab27d5c940e7", size = 378618, upload-time = "2026-01-18T20:55:50.835Z" }, + { url = "https://files.pythonhosted.org/packages/c0/68/468de634079615abf66ed13bb5c34ff71da237213f29294363beeeca5306/ormsgpack-1.12.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b39e629fd2e1c5b2f46f99778450b59454d1f901bc507963168985e79f09c5d", size = 203186, upload-time = "2026-01-18T20:56:11.163Z" }, + { url = "https://files.pythonhosted.org/packages/73/a9/d756e01961442688b7939bacd87ce13bfad7d26ce24f910f6028178b2cc8/ormsgpack-1.12.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:958dcb270d30a7cb633a45ee62b9444433fa571a752d2ca484efdac07480876e", size = 210738, upload-time = "2026-01-18T20:56:09.181Z" }, + { url = "https://files.pythonhosted.org/packages/7b/ba/795b1036888542c9113269a3f5690ab53dd2258c6fb17676ac4bd44fcf94/ormsgpack-1.12.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58d379d72b6c5e964851c77cfedfb386e474adee4fd39791c2c5d9efb53505cc", size = 212569, upload-time = "2026-01-18T20:56:06.135Z" }, + { url = "https://files.pythonhosted.org/packages/6c/aa/bff73c57497b9e0cba8837c7e4bcab584b1a6dbc91a5dd5526784a5030c8/ormsgpack-1.12.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8463a3fc5f09832e67bdb0e2fda6d518dc4281b133166146a67f54c08496442e", size = 387166, upload-time = "2026-01-18T20:55:36.738Z" }, + { url = "https://files.pythonhosted.org/packages/d3/cf/f8283cba44bcb7b14f97b6274d449db276b3a86589bdb363169b51bc12de/ormsgpack-1.12.2-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:eddffb77eff0bad4e67547d67a130604e7e2dfbb7b0cde0796045be4090f35c6", size = 482498, upload-time = "2026-01-18T20:55:29.626Z" }, + { url = "https://files.pythonhosted.org/packages/05/be/71e37b852d723dfcbe952ad04178c030df60d6b78eba26bfd14c9a40575e/ormsgpack-1.12.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fcd55e5f6ba0dbce624942adf9f152062135f991a0126064889f68eb850de0dd", size = 425518, upload-time = "2026-01-18T20:55:49.556Z" }, + { url = "https://files.pythonhosted.org/packages/7a/0c/9803aa883d18c7ef197213cd2cbf73ba76472a11fe100fb7dab2884edf48/ormsgpack-1.12.2-cp312-cp312-win_amd64.whl", hash = "sha256:d024b40828f1dde5654faebd0d824f9cc29ad46891f626272dd5bfd7af2333a4", size = 117462, upload-time = "2026-01-18T20:55:47.726Z" }, + { url = "https://files.pythonhosted.org/packages/c8/9e/029e898298b2cc662f10d7a15652a53e3b525b1e7f07e21fef8536a09bb8/ormsgpack-1.12.2-cp312-cp312-win_arm64.whl", hash = "sha256:da538c542bac7d1c8f3f2a937863dba36f013108ce63e55745941dda4b75dbb6", size = 111559, upload-time = "2026-01-18T20:55:54.273Z" }, + { url = "https://files.pythonhosted.org/packages/eb/29/bb0eba3288c0449efbb013e9c6f58aea79cf5cb9ee1921f8865f04c1a9d7/ormsgpack-1.12.2-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:5ea60cb5f210b1cfbad8c002948d73447508e629ec375acb82910e3efa8ff355", size = 378661, upload-time = "2026-01-18T20:55:57.765Z" }, + { url = "https://files.pythonhosted.org/packages/6e/31/5efa31346affdac489acade2926989e019e8ca98129658a183e3add7af5e/ormsgpack-1.12.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f3601f19afdbea273ed70b06495e5794606a8b690a568d6c996a90d7255e51c1", size = 203194, upload-time = "2026-01-18T20:56:08.252Z" }, + { url = "https://files.pythonhosted.org/packages/eb/56/d0087278beef833187e0167f8527235ebe6f6ffc2a143e9de12a98b1ce87/ormsgpack-1.12.2-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:29a9f17a3dac6054c0dce7925e0f4995c727f7c41859adf9b5572180f640d172", size = 210778, upload-time = "2026-01-18T20:55:17.694Z" }, + { url = "https://files.pythonhosted.org/packages/1c/a2/072343e1413d9443e5a252a8eb591c2d5b1bffbe5e7bfc78c069361b92eb/ormsgpack-1.12.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:39c1bd2092880e413902910388be8715f70b9f15f20779d44e673033a6146f2d", size = 212592, upload-time = "2026-01-18T20:55:32.747Z" }, + { url = "https://files.pythonhosted.org/packages/a2/8b/a0da3b98a91d41187a63b02dda14267eefc2a74fcb43cc2701066cf1510e/ormsgpack-1.12.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:50b7249244382209877deedeee838aef1542f3d0fc28b8fe71ca9d7e1896a0d7", size = 387164, upload-time = "2026-01-18T20:55:40.853Z" }, + { url = "https://files.pythonhosted.org/packages/19/bb/6d226bc4cf9fc20d8eb1d976d027a3f7c3491e8f08289a2e76abe96a65f3/ormsgpack-1.12.2-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:5af04800d844451cf102a59c74a841324868d3f1625c296a06cc655c542a6685", size = 482516, upload-time = "2026-01-18T20:55:42.033Z" }, + { url = "https://files.pythonhosted.org/packages/fb/f1/bb2c7223398543dedb3dbf8bb93aaa737b387de61c5feaad6f908841b782/ormsgpack-1.12.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:cec70477d4371cd524534cd16472d8b9cc187e0e3043a8790545a9a9b296c258", size = 425539, upload-time = "2026-01-18T20:55:24.727Z" }, + { url = "https://files.pythonhosted.org/packages/7b/e8/0fb45f57a2ada1fed374f7494c8cd55e2f88ccd0ab0a669aa3468716bf5f/ormsgpack-1.12.2-cp313-cp313-win_amd64.whl", hash = "sha256:21f4276caca5c03a818041d637e4019bc84f9d6ca8baa5ea03e5cc8bf56140e9", size = 117459, upload-time = "2026-01-18T20:55:56.876Z" }, + { url = "https://files.pythonhosted.org/packages/7a/d4/0cfeea1e960d550a131001a7f38a5132c7ae3ebde4c82af1f364ccc5d904/ormsgpack-1.12.2-cp313-cp313-win_arm64.whl", hash = "sha256:baca4b6773d20a82e36d6fd25f341064244f9f86a13dead95dd7d7f996f51709", size = 111577, upload-time = "2026-01-18T20:55:43.605Z" }, + { url = "https://files.pythonhosted.org/packages/94/16/24d18851334be09c25e87f74307c84950f18c324a4d3c0b41dabdbf19c29/ormsgpack-1.12.2-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:bc68dd5915f4acf66ff2010ee47c8906dc1cf07399b16f4089f8c71733f6e36c", size = 378717, upload-time = "2026-01-18T20:55:26.164Z" }, + { url = "https://files.pythonhosted.org/packages/b5/a2/88b9b56f83adae8032ac6a6fa7f080c65b3baf9b6b64fd3d37bd202991d4/ormsgpack-1.12.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:46d084427b4132553940070ad95107266656cb646ea9da4975f85cb1a6676553", size = 203183, upload-time = "2026-01-18T20:55:18.815Z" }, + { url = "https://files.pythonhosted.org/packages/a9/80/43e4555963bf602e5bdc79cbc8debd8b6d5456c00d2504df9775e74b450b/ormsgpack-1.12.2-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c010da16235806cf1d7bc4c96bf286bfa91c686853395a299b3ddb49499a3e13", size = 210814, upload-time = "2026-01-18T20:55:33.973Z" }, + { url = "https://files.pythonhosted.org/packages/78/e1/7cfbf28de8bca6efe7e525b329c31277d1b64ce08dcba723971c241a9d60/ormsgpack-1.12.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18867233df592c997154ff942a6503df274b5ac1765215bceba7a231bea2745d", size = 212634, upload-time = "2026-01-18T20:55:28.634Z" }, + { url = "https://files.pythonhosted.org/packages/95/f8/30ae5716e88d792a4e879debee195653c26ddd3964c968594ddef0a3cc7e/ormsgpack-1.12.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:b009049086ddc6b8f80c76b3955df1aa22a5fbd7673c525cd63bf91f23122ede", size = 387139, upload-time = "2026-01-18T20:56:02.013Z" }, + { url = "https://files.pythonhosted.org/packages/dc/81/aee5b18a3e3a0e52f718b37ab4b8af6fae0d9d6a65103036a90c2a8ffb5d/ormsgpack-1.12.2-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:1dcc17d92b6390d4f18f937cf0b99054824a7815818012ddca925d6e01c2e49e", size = 482578, upload-time = "2026-01-18T20:55:35.117Z" }, + { url = "https://files.pythonhosted.org/packages/bd/17/71c9ba472d5d45f7546317f467a5fc941929cd68fb32796ca3d13dcbaec2/ormsgpack-1.12.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f04b5e896d510b07c0ad733d7fce2d44b260c5e6c402d272128f8941984e4285", size = 425539, upload-time = "2026-01-18T20:56:04.009Z" }, + { url = "https://files.pythonhosted.org/packages/2e/a6/ac99cd7fe77e822fed5250ff4b86fa66dd4238937dd178d2299f10b69816/ormsgpack-1.12.2-cp314-cp314-win_amd64.whl", hash = "sha256:ae3aba7eed4ca7cb79fd3436eddd29140f17ea254b91604aa1eb19bfcedb990f", size = 117493, upload-time = "2026-01-18T20:56:07.343Z" }, + { url = "https://files.pythonhosted.org/packages/3a/67/339872846a1ae4592535385a1c1f93614138566d7af094200c9c3b45d1e5/ormsgpack-1.12.2-cp314-cp314-win_arm64.whl", hash = "sha256:118576ea6006893aea811b17429bfc561b4778fad393f5f538c84af70b01260c", size = 111579, upload-time = "2026-01-18T20:55:21.161Z" }, + { url = "https://files.pythonhosted.org/packages/49/c2/6feb972dc87285ad381749d3882d8aecbde9f6ecf908dd717d33d66df095/ormsgpack-1.12.2-cp314-cp314t-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7121b3d355d3858781dc40dafe25a32ff8a8242b9d80c692fd548a4b1f7fd3c8", size = 378721, upload-time = "2026-01-18T20:55:52.12Z" }, + { url = "https://files.pythonhosted.org/packages/a3/9a/900a6b9b413e0f8a471cf07830f9cf65939af039a362204b36bd5b581d8b/ormsgpack-1.12.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ee766d2e78251b7a63daf1cddfac36a73562d3ddef68cacfb41b2af64698033", size = 203170, upload-time = "2026-01-18T20:55:44.469Z" }, + { url = "https://files.pythonhosted.org/packages/87/4c/27a95466354606b256f24fad464d7c97ab62bce6cc529dd4673e1179b8fb/ormsgpack-1.12.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:292410a7d23de9b40444636b9b8f1e4e4b814af7f1ef476e44887e52a123f09d", size = 212816, upload-time = "2026-01-18T20:55:23.501Z" }, + { url = "https://files.pythonhosted.org/packages/73/cd/29cee6007bddf7a834e6cd6f536754c0535fcb939d384f0f37a38b1cddb8/ormsgpack-1.12.2-cp314-cp314t-win_amd64.whl", hash = "sha256:837dd316584485b72ef451d08dd3e96c4a11d12e4963aedb40e08f89685d8ec2", size = 117232, upload-time = "2026-01-18T20:55:45.448Z" }, +] + [[package]] name = "packaging" version = "26.2" @@ -1327,6 +1943,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" }, ] +[[package]] +name = "requests-toolbelt" +version = "1.0.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "requests" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f3/61/d7545dafb7ac2230c70d38d31cbfe4cc64f7144dc41f6e4e4b78ecd9f5bb/requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6", size = 206888, upload-time = "2023-05-01T04:11:33.229Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3f/51/d4db610ef29373b879047326cbf6fa98b6c1969d6f6dc423279de2b1be2c/requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06", size = 54481, upload-time = "2023-05-01T04:11:28.427Z" }, +] + [[package]] name = "rich" version = "14.2.0" @@ -1470,7 +2098,8 @@ name = "rpds-py" version = "2026.5.1" source = { registry = "https://pypi.org/simple" } resolution-markers = [ - "python_full_version >= '3.11'", + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", ] sdist = { url = "https://files.pythonhosted.org/packages/2e/43/25a8dcd3feedd735039a8f0b5b7e3b118232b5eae288c4fd9ab200d41094/rpds_py-2026.5.1.tar.gz", hash = "sha256:07b24fea40541e28570e5b795a4a38fbdcd12550c06bd0748005ecc8116ca256", size = 64459, upload-time = "2026-05-28T12:02:13.232Z" } wheels = [ @@ -1630,6 +2259,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/30/66/9a73695e31eaee04f35d8475998bf8ab354465f9c638936d76111603dcc5/ruff-0.15.19-py3-none-win_arm64.whl", hash = "sha256:6c6b607466e47349332eb1d9be52fb1467423fc07c217341af41cd0f3f0573be", size = 11376779, upload-time = "2026-06-24T01:10:34.465Z" }, ] +[[package]] +name = "s3transfer" +version = "0.19.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "botocore" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/65/da/4bef7ce7bb989b222aa4785a413896dbec53306dfc59c6ce7d16a7ffbd6a/s3transfer-0.19.1.tar.gz", hash = "sha256:d3d6371dc3f1e5c5427b2b457bcf13bcf87bec334c95aed18642eae61f6926f3", size = 165354, upload-time = "2026-07-10T19:32:04.849Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/24/23/e84c64ad0e8bc59cd1b2ef98def848deff0ef3456c542afe74d51e9e8c85/s3transfer-0.19.1-py3-none-any.whl", hash = "sha256:d5fd7005ee39307455ad5f310b5ea67f4b1960d7fed5b3671ee50c249de675de", size = 90072, upload-time = "2026-07-10T19:32:03.673Z" }, +] + [[package]] name = "six" version = "1.17.0" @@ -1639,6 +2280,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, ] +[[package]] +name = "sniffio" +version = "1.3.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" }, +] + [[package]] name = "stack-data" version = "0.6.3" @@ -1653,6 +2303,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521, upload-time = "2023-09-30T13:58:03.53Z" }, ] +[[package]] +name = "tenacity" +version = "9.1.4" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/47/c6/ee486fd809e357697ee8a44d3d69222b344920433d3b6666ccd9b374630c/tenacity-9.1.4.tar.gz", hash = "sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a", size = 49413, upload-time = "2026-02-07T10:45:33.841Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d7/c1/eb8f9debc45d3b7918a32ab756658a0904732f75e555402972246b0b8e71/tenacity-9.1.4-py3-none-any.whl", hash = "sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55", size = 28926, upload-time = "2026-02-07T10:45:32.24Z" }, +] + [[package]] name = "tomli" version = "2.4.1" @@ -1746,6 +2405,107 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/7f/3e/5db95bcf282c52709639744ca2a8b149baccf648e39c8cc87553df9eae0c/urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897", size = 131087, upload-time = "2026-05-07T16:13:17.151Z" }, ] +[[package]] +name = "uuid-utils" +version = "0.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e7/91/63938e0e7e7876658e5e40178e7c0735b53527886fe11797a11699c55edd/uuid_utils-0.17.0.tar.gz", hash = "sha256:abb5667a36119019b3fa320c4d10c21ebccfcc87c8a739e6a0056cee7f48dde2", size = 43220, upload-time = "2026-07-09T13:49:58.433Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7c/60/659104207938f2ac62508b9aa595fc0515ac7452dd515c8e1d47d0b91169/uuid_utils-0.17.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d2d9a63a9e6f2416ace8c109043a9280d6b34f34bb2e5421903e149403db40a6", size = 564038, upload-time = "2026-07-09T13:47:51.731Z" }, + { url = "https://files.pythonhosted.org/packages/fb/e7/e0d048a268b4163058bdd2f07a45bbe13c29e3cc6b7b88f8f00b001617ce/uuid_utils-0.17.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:b776c7fc8755c7de06dd5a22b47c40ae84f67d13277ebb233cc84933ba4dcbcd", size = 286680, upload-time = "2026-07-09T13:47:53.141Z" }, + { url = "https://files.pythonhosted.org/packages/84/83/e3606dc9b4224d0c9a6675d9347e7e0da7e67fa30e061bfdb686138844d0/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1edf2f8732e4ed95bd7b65f2658f4aa072efaaff321144f4e0d4bf6a22709263", size = 323533, upload-time = "2026-07-09T13:47:54.433Z" }, + { url = "https://files.pythonhosted.org/packages/22/f8/aec5c34fa80c9fef09a506a098015e728080076494b72b9e8e5cfc9669c4/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:84ed3a2d5cd3ae6db87af20bfed3331116195ba4757ad7177fc8f12c1bbce2a9", size = 330691, upload-time = "2026-07-09T13:47:55.677Z" }, + { url = "https://files.pythonhosted.org/packages/08/73/85776566863514f37b0a761648368e96b07d64981a9b6c391220aa2563a9/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4bf4d9cd1e80e73922073b9b27c143bedeb109d65f94cd12712e2c87118f2b7d", size = 444094, upload-time = "2026-07-09T13:47:56.936Z" }, + { url = "https://files.pythonhosted.org/packages/68/06/e0424b4268c0932e0ff8257303d70de4053f05958843268fac4cb0f79b57/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:52db0e471d3d2632d35445af352591f40a8f32959a412981d9f51e068bb9514b", size = 324548, upload-time = "2026-07-09T13:47:58.217Z" }, + { url = "https://files.pythonhosted.org/packages/db/d2/a0cb3a69ef6d9becc30a6a0594ddf6f798f6204953dfa85073cbec875b94/uuid_utils-0.17.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:344f7c755e280ea0ba6aeb08022190d867a80000b1715cacded54fc4b5633607", size = 350307, upload-time = "2026-07-09T13:47:59.418Z" }, + { url = "https://files.pythonhosted.org/packages/82/81/d82766af7db541e4a78b920bc1c4303d44995f841805d1498934088cd12c/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:589d9da7de8fa7f739bb970ac4632c9a268213117d634e1c4a58c1c1e821ca05", size = 500661, upload-time = "2026-07-09T13:48:00.726Z" }, + { url = "https://files.pythonhosted.org/packages/10/71/b261cd0d38497ed8c2cce0263c5607ec9cd2bbace0f73cb19a6fc2060b6e/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:cee808b405e9095506f4e4e89924bec7ea77eac3129b6fe36eda04364b3b343b", size = 606577, upload-time = "2026-07-09T13:48:02.539Z" }, + { url = "https://files.pythonhosted.org/packages/3b/63/9e48512bb235e9533adbb25c30fd0c9cef09f6ecefe131ba392b98572b40/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:53ce348ef4c6e98c02c19c522af01334fe94476ce9af0db8c4482f9f142ae9c1", size = 567054, upload-time = "2026-07-09T13:48:03.833Z" }, + { url = "https://files.pythonhosted.org/packages/b2/cc/d7bad8799a37ec33fc21b29fcb459d63d9f88aa09056d0c3e58903ba2fb0/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:9e753e81457241e2200c56a898e268e8fa25796271af0489c608f24d8e631eed", size = 529682, upload-time = "2026-07-09T13:48:05.097Z" }, + { url = "https://files.pythonhosted.org/packages/4a/3b/59b1e07ada8aadd3c046c97fe9814d85e770abb7e8cf68d5d86538bf62e9/uuid_utils-0.17.0-cp310-cp310-win32.whl", hash = "sha256:c589f5023d471ce75dd2cce61acb25ed6347e562041588a1a366808f22d7176c", size = 170595, upload-time = "2026-07-09T13:48:06.411Z" }, + { url = "https://files.pythonhosted.org/packages/8b/5c/23a2d0253ada2ee8c497d541d4ef0dd5576c3d2454ec2f9d0b8a06af9304/uuid_utils-0.17.0-cp310-cp310-win_amd64.whl", hash = "sha256:981cc10163988defea96e8d6c507df151eab8f483e7df9ae543d5a41a4be073b", size = 177225, upload-time = "2026-07-09T13:48:07.561Z" }, + { url = "https://files.pythonhosted.org/packages/d7/b2/8f03b61f0aa4afc687855c4f00db35f4d3e58c480cd885abc46f6e41308f/uuid_utils-0.17.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:f9b093cb3b6c9d6233ef45a05cab064d2aa0a8cb3c5777084c9e20fcb77c2371", size = 563901, upload-time = "2026-07-09T13:48:08.961Z" }, + { url = "https://files.pythonhosted.org/packages/e3/cb/88b909ffb9ac11f88d2e6ceabc592ccc660b5830b06dbcbd290ab8981f1f/uuid_utils-0.17.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:0bc4c431ccd59c764080ceb43b126043325fe17861b87759d026a0cdd8423bb2", size = 286383, upload-time = "2026-07-09T13:48:10.2Z" }, + { url = "https://files.pythonhosted.org/packages/a3/b8/bc5b64e9898867227c535cd0366c571c580a736748e81329437c1773e442/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c00d182e31034250690f417b9068b78eab423c10d76766664e82d9860c340479", size = 323244, upload-time = "2026-07-09T13:48:11.477Z" }, + { url = "https://files.pythonhosted.org/packages/13/d9/8a17462ce066fbf89670fb737a3f0c93a77816736d2a4d134787e759d8ea/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:570db214f6d8507587a8faa968a3fe65e957daeb7bc48b27dc7f69bc3ecdd6f1", size = 330466, upload-time = "2026-07-09T13:48:13.092Z" }, + { url = "https://files.pythonhosted.org/packages/43/37/0c65d0db3bae45183419756d938f1791a82c835fd92bf234eb4f008d2e02/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:351462debd866f1f25e4d4f5c7fac89525b52151f0102a1bdfe94a999b046f5f", size = 443806, upload-time = "2026-07-09T13:48:14.372Z" }, + { url = "https://files.pythonhosted.org/packages/32/d5/7e698466d1f5254620b5ee0d711fdd20a0e9c2acd7040740c37193a8f673/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:622cdde768300591ac79bfcd7bb3468e4b191b1105d5dbfe8d87c39d8f63dd46", size = 324261, upload-time = "2026-07-09T13:48:15.642Z" }, + { url = "https://files.pythonhosted.org/packages/5d/48/3a5b242d7f0b8e3ca77dcd7177f3cf73e0280cee32e2349d9796ca27f183/uuid_utils-0.17.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:75d7411e8eb9259764dd60310738540649057cda4509b4af14b36b7f663bfeb0", size = 350657, upload-time = "2026-07-09T13:48:17.273Z" }, + { url = "https://files.pythonhosted.org/packages/95/f4/f32ea82a89efed2eafee2f1d925d64687a81e550a9951933fb1b75c95ca6/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1019476b6bdc047216ef7414be5babe0fa5ccfde977c0cac4fd6c75ddec66ff7", size = 500613, upload-time = "2026-07-09T13:48:18.459Z" }, + { url = "https://files.pythonhosted.org/packages/f4/5c/c7b73ec4bbe28db162a4841d352c6eda582801e0dd9fe72f6ad5cc584ee4/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:04452640d8b6920c480c16e5afe91ff896d236e0c972830f9247e0898d38c803", size = 606306, upload-time = "2026-07-09T13:48:19.726Z" }, + { url = "https://files.pythonhosted.org/packages/63/95/8a2777204e8691b4961e6aa619001c3e5175aa430ab43da3079142e8d310/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:793229621e1ad6cac55f015cfa9f4eff102accbc3da25d607b91c6b0bec167fb", size = 567231, upload-time = "2026-07-09T13:48:21.024Z" }, + { url = "https://files.pythonhosted.org/packages/1a/6f/1d778ca3ed6d2cf35f22088e2de714675416747ab41be510f22c141043a7/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:03815cea572c8a693cab5475b9d750cc161470961c7defa27e9286cad62f38f5", size = 529373, upload-time = "2026-07-09T13:48:22.312Z" }, + { url = "https://files.pythonhosted.org/packages/6e/d3/9ad1ab64b3bed0a0237d1db89dc6f5001d6116a82766753da4ac4496f979/uuid_utils-0.17.0-cp311-cp311-win32.whl", hash = "sha256:c4f845166b09acc65c5213a35551a7f81c17fa010ab467229b5813f79d17fe13", size = 169930, upload-time = "2026-07-09T13:48:23.504Z" }, + { url = "https://files.pythonhosted.org/packages/c2/1a/e01417f52eae6e2cb412260bb332b4ee4b37af2982d9c38cff4b68b2e899/uuid_utils-0.17.0-cp311-cp311-win_amd64.whl", hash = "sha256:14dc2f46abb1091260c0d203fcbdf4e045042cc07e49183fd3b255904b95eb70", size = 177242, upload-time = "2026-07-09T13:48:24.723Z" }, + { url = "https://files.pythonhosted.org/packages/35/20/396c27f996add19f8ac31e49cc4570824e51a97719087dabf94694d25bc4/uuid_utils-0.17.0-cp311-cp311-win_arm64.whl", hash = "sha256:29179ffb7b317239b6d6afb100d14c439c728770460718280b9c0a42d2561ec2", size = 177023, upload-time = "2026-07-09T13:48:25.834Z" }, + { url = "https://files.pythonhosted.org/packages/20/80/a7e685968e3cec99d6fe2fb25d0f5726310e1bba356da68c13dfd8b7d140/uuid_utils-0.17.0-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:9205068badf453d2f0821fd5d340389b4679992d7ff79d4f3e5608996dd1b287", size = 556403, upload-time = "2026-07-09T13:48:27.022Z" }, + { url = "https://files.pythonhosted.org/packages/56/47/3102d93bcb7b0bfe6bede63ff8f221a7f91348e10a37f682773be27c56d9/uuid_utils-0.17.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:0fcca4e838af9ac9243b3358d7c14afa4dca286a87781124c272d6c4cad9c968", size = 285608, upload-time = "2026-07-09T13:48:28.769Z" }, + { url = "https://files.pythonhosted.org/packages/55/fb/d59695f0f8db065b93c63316eaafa05a22d75a0486978a33736c52c646d5/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0f3729e839209f3457d0d8b6a35a376fdf65577a5aecaf4cc3587d3305759ba6", size = 319926, upload-time = "2026-07-09T13:48:29.965Z" }, + { url = "https://files.pythonhosted.org/packages/5a/03/62fabcd1e990e07a0e220e8d552af45bc16f107fa8e55c2014a706bb1a1e/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3dac0ad0cd9a2818d1775215365a4e8c2f8ada215529dd26f3f8cceeb67a6988", size = 327172, upload-time = "2026-07-09T13:48:31.187Z" }, + { url = "https://files.pythonhosted.org/packages/d9/37/a5081391338b459e2f8d8b12581f00f8caa6317fab510e0e85c18c59e938/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e671b2322ef09106ecb1ca0f4c398b134d5e2c1f80d7a4f3336847a3072c0e94", size = 439075, upload-time = "2026-07-09T13:48:32.295Z" }, + { url = "https://files.pythonhosted.org/packages/59/30/91795bd01e17a13661280d4899fbf38fb05e3f38e873f9aaec106ec30aa0/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8eb3e5caca8d3a6f72ea4cce024583f989f6f2e9186f98800213fff0176e8bcc", size = 320247, upload-time = "2026-07-09T13:48:33.64Z" }, + { url = "https://files.pythonhosted.org/packages/e5/11/09102b78303e4eb62069d6d88ef9fd661dc523e8f429e1fd67eaa78a6f44/uuid_utils-0.17.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8b72c2002202038666bf647f9a790906214c7c11cd0d6efef77b7d07bef3034a", size = 344738, upload-time = "2026-07-09T13:48:34.786Z" }, + { url = "https://files.pythonhosted.org/packages/74/f9/be95bad6954b60328878c3800258f01a6accd24fd75112d13f023462d53f/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4e2ac1c0b56f2c91b6f158e29ed96b1503223fe8aa6e79b1be1dc55bd8a5131c", size = 496845, upload-time = "2026-07-09T13:48:36.057Z" }, + { url = "https://files.pythonhosted.org/packages/2d/02/8a19a34e0530d987488a068a71576a236f5c8c746630b870b57f71eb24ef/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:6c142bd0cb4dba31c10babe00d59f7ef6460f0ef55eaa9c1a9da270684af996a", size = 603233, upload-time = "2026-07-09T13:48:37.512Z" }, + { url = "https://files.pythonhosted.org/packages/f4/a8/b1abab36ff73b0248d82179816467f6d39a2e80fd64329a895ca94f3508e/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e252db239eb41c32248e096e0d170bce5896a4fd3405556362bc3dd83d912206", size = 561401, upload-time = "2026-07-09T13:48:38.977Z" }, + { url = "https://files.pythonhosted.org/packages/61/91/70e7b528b351cc03a9ca43e6116371cdde31bb12bcead7ca2ca1367366cc/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:237722b6581bb5b4eb4cefbcbe5c6e2980a440aabe781fbe50ebf1cb71eee4cc", size = 525314, upload-time = "2026-07-09T13:48:40.599Z" }, + { url = "https://files.pythonhosted.org/packages/d6/f6/9167e90cf9937d6558f92d022ff3024a69d938a514d9c8faa4080f73b001/uuid_utils-0.17.0-cp312-cp312-win32.whl", hash = "sha256:46a73cacdf512f473a81f65dbf84186e08cfe6e9118fa582b6c6b33a8288a30d", size = 166831, upload-time = "2026-07-09T13:48:41.862Z" }, + { url = "https://files.pythonhosted.org/packages/5c/7d/0b889654d9ee3413f810cf4685e241285f650d98a4103ac9f3c6bcc95f29/uuid_utils-0.17.0-cp312-cp312-win_amd64.whl", hash = "sha256:e59b60a0a4cb7541480e02090d37dc2df3b72df4c2e776fff64ce3a4e3dd4637", size = 172944, upload-time = "2026-07-09T13:48:42.992Z" }, + { url = "https://files.pythonhosted.org/packages/be/35/8c6e1bf65e4d400352885dadc656ad6d0af96e89231e3f04686bc2197128/uuid_utils-0.17.0-cp312-cp312-win_arm64.whl", hash = "sha256:d561a4c5747a1e6c7fa7c49a0292e78b4e8c456332caa084fc7abad8de828652", size = 172459, upload-time = "2026-07-09T13:48:44.271Z" }, + { url = "https://files.pythonhosted.org/packages/d2/dd/614fb9912157ac0128e6050859ccf06d9f13df9a944a803e8f80f6157e38/uuid_utils-0.17.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d11a7bc1e02da8984d32e6de9e0826c6edac00eac17de270f372bf32f9a0af63", size = 557259, upload-time = "2026-07-09T13:48:45.664Z" }, + { url = "https://files.pythonhosted.org/packages/3e/11/d072711704de3d21bec08b6c2f36a215200ca1d5e01a390ea1ac434080a0/uuid_utils-0.17.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:7a49f47ac26df3e431c56b825c1bae8e6d3d591fdbb7438c227cc9845a7e3d73", size = 286271, upload-time = "2026-07-09T13:48:47.018Z" }, + { url = "https://files.pythonhosted.org/packages/18/6d/8a63e5eb2d5a6ba69a6c2036e305075bd6f5a022e7ea25fc6ce0eb7c51d2/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32df1944808877702ceea398c103881c09a679bb672a215e01c2a84231266bf9", size = 320025, upload-time = "2026-07-09T13:48:48.208Z" }, + { url = "https://files.pythonhosted.org/packages/f7/2d/bdc2caf9719d9090d7c46043242ae6136cba4f7a7ee384992ab905ad9aa1/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:98c88d3edd08e7245562e9815996dbc6f0bd4745e1c76462f24af5ae4e187dd1", size = 327931, upload-time = "2026-07-09T13:48:49.673Z" }, + { url = "https://files.pythonhosted.org/packages/b6/33/9219d09d51ead282b578b2a4e0a515c2cce3ec52076cada8bfb7e35727d5/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5a4370089c8b2e42f1db51d76408c7fa8eaa2934bf854d17983d16179c07c098", size = 438537, upload-time = "2026-07-09T13:48:50.842Z" }, + { url = "https://files.pythonhosted.org/packages/d8/79/e8e0f8b3955f2081c116157119d87659937893242eb834aa170da04d660b/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:09a55b7a5ae764985cb46467496a1787678d0a1400356157a080ad95b1a36869", size = 320656, upload-time = "2026-07-09T13:48:52.164Z" }, + { url = "https://files.pythonhosted.org/packages/d5/5e/d1ceddc430ff04b6e21704b2030d4438074a2f478b265dab43da957791c1/uuid_utils-0.17.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:56aa6488b931246fae11924e4bd0e2b32677e63945eecb71c29e3c2ca0dc3131", size = 345310, upload-time = "2026-07-09T13:48:54.076Z" }, + { url = "https://files.pythonhosted.org/packages/d5/62/89438e12f389a843e626b7e37691319a057b3d6b80914609106891faadda/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:309a35f12d99dde19032bc2259cda6431c85eeac0879134dc777cc3087d7e1cb", size = 496771, upload-time = "2026-07-09T13:48:55.365Z" }, + { url = "https://files.pythonhosted.org/packages/87/d2/eedcd99f522d60e238ead03844f0d51743ba84d33044959e230b756bf212/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:21c79b61ff750abcf057163dd764ccb6196cde7a26cda1b31b45cd97769e03b3", size = 603631, upload-time = "2026-07-09T13:48:56.746Z" }, + { url = "https://files.pythonhosted.org/packages/0e/a8/bb1b38aaddd7243b6e562c6694f499bf094800918316192fd8cb2cdc2620/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:4134353bfe3026ddab8e886002dc52bc5a0ab04611aabb0eaae23c32e6e57f64", size = 562008, upload-time = "2026-07-09T13:48:58.241Z" }, + { url = "https://files.pythonhosted.org/packages/b4/77/5f7ed930dc105e293845c09e4d5bd84076318a12f45a46783e1af64906d7/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7c89359affecebe2e39e6a116d069b363c936511a9572b308402489a26957d89", size = 525527, upload-time = "2026-07-09T13:48:59.784Z" }, + { url = "https://files.pythonhosted.org/packages/fd/25/1b55697adf6811a6f92cff6340e6b03e31fd6bc51066a5c10698c29b3679/uuid_utils-0.17.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:6a019a31bc4db89a0903a3e4f6b218571f3a6ff0ad4b3d3fe1c8f91a05ff6e3e", size = 97965, upload-time = "2026-07-09T13:49:01.217Z" }, + { url = "https://files.pythonhosted.org/packages/26/bf/cd729343de4684230be8a966bad7bfc2cf10ce3e643b1189a8b5370dbe35/uuid_utils-0.17.0-cp313-cp313-win32.whl", hash = "sha256:b3131a82d0c7611f0aa480a6d36929e001a3f54ba0fc029a8118a5863cce513c", size = 167316, upload-time = "2026-07-09T13:49:02.354Z" }, + { url = "https://files.pythonhosted.org/packages/76/f0/e602ae0a1b139a7826e5189b93d91902564def06d5006324fd2faf82c8fc/uuid_utils-0.17.0-cp313-cp313-win_amd64.whl", hash = "sha256:9e311f908d2f842fca4c7dcebc4f10306b8089b204ef04cf6704b4332c9ff6ff", size = 173630, upload-time = "2026-07-09T13:49:03.529Z" }, + { url = "https://files.pythonhosted.org/packages/1a/52/024ebece265b387154115dc4f1d9727174ef82623069f4bec8b7ed7e73f7/uuid_utils-0.17.0-cp313-cp313-win_arm64.whl", hash = "sha256:c351737e2e65497c7200ab4ffb8af97e9f48be6488309abdd265fe08d66ee92f", size = 173214, upload-time = "2026-07-09T13:49:04.836Z" }, + { url = "https://files.pythonhosted.org/packages/56/44/e2fd3fdf356e1b55d2acf1b956b4f3f29ffb215a99c387eba04b1c5fba66/uuid_utils-0.17.0-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:673d89cc434cc9b97a0b4cf61272f6fca70a81f64eb0afbface2a0d9f77f06cd", size = 562232, upload-time = "2026-07-09T13:49:06.201Z" }, + { url = "https://files.pythonhosted.org/packages/19/28/65e0980d668a6d44e699f59d1acf43d6b5d4893592c115ce7c680bb4dfa1/uuid_utils-0.17.0-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:387cf7437c94ddec08651a0f1081381299c7075bc48a6251d8922bf39973378a", size = 287858, upload-time = "2026-07-09T13:49:07.45Z" }, + { url = "https://files.pythonhosted.org/packages/8f/8d/5e97bcebc90fb6a10f98af3dc1ba552e04183aba59e2edc0b9cf486dd998/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:220b52746d99e11964badac3c0869016e0c24bafb70a7dd5c2c072a6be3da9cc", size = 321587, upload-time = "2026-07-09T13:49:09.489Z" }, + { url = "https://files.pythonhosted.org/packages/8b/d7/88b2a2370cc3d455ba0515fb6f5c8f7ac0c0f55a86801b6e56a432f22c17/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0ab4a66e7a035ad6625cfc1fbdb34f5c2d25a80ae1ef4bfee458ea2036333c6d", size = 328964, upload-time = "2026-07-09T13:49:11.292Z" }, + { url = "https://files.pythonhosted.org/packages/bd/0f/181c5da673953dfc0958cb4fb3a4984a9098673ddb05cac68e994bc8511b/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5641071337eb11d61a001ea08793bf72216f3241f0a433ed2764804b2a3e3cc7", size = 442909, upload-time = "2026-07-09T13:49:12.644Z" }, + { url = "https://files.pythonhosted.org/packages/ec/38/5c5e665af542884a8fd3c61725c38453239e13940326b5b70f3ef8881a97/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9082e709014946b1f6e96ae6ecd93652efca2d2a6a3ab67dbe151c8b4bf193a4", size = 323076, upload-time = "2026-07-09T13:49:13.897Z" }, + { url = "https://files.pythonhosted.org/packages/f5/35/7de97de18cbf226c2a4f2104ad15e56ca4491717c81c0b71795c0c585b4e/uuid_utils-0.17.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1fd6f0e8a162dc0e9255b6aebe3cd175e76c33202f1bf39da9e6294b93db0099", size = 347360, upload-time = "2026-07-09T13:49:15.237Z" }, + { url = "https://files.pythonhosted.org/packages/26/a1/9915d5dd59fdd1957ded5d188c0ea0b9db5a1d84d42c8d8828a7b83b366e/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d63010803d7c368963bbe6f7ec379593e76dd581d7db0f29118d88713c9e0354", size = 499267, upload-time = "2026-07-09T13:49:16.774Z" }, + { url = "https://files.pythonhosted.org/packages/c0/05/88108405262ec850cea0f95733445d6873e5772af3292baabd9ef8457740/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:a46bedc273b6f58f11dee816ff74999625ef8d007890f411b7a4975bf1c89330", size = 604940, upload-time = "2026-07-09T13:49:18.147Z" }, + { url = "https://files.pythonhosted.org/packages/89/d5/6dbcd300de47cc443cff2656cd5327a385751213dcb2101cfee7388170b2/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:405233a5f625b3d995648f4647fa6befa4567cf3f74e1f6b9837e16f7310f0e0", size = 564172, upload-time = "2026-07-09T13:49:19.593Z" }, + { url = "https://files.pythonhosted.org/packages/ab/94/e8057f2288a415fba8a978bca4b589f5cb6b91a028a5dc07a1775938b33f/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b6c5d2d71e1f17329150ad9427d27f4a3f29a01792e7ecdc64a98ac5368fc4d5", size = 528533, upload-time = "2026-07-09T13:49:21.075Z" }, + { url = "https://files.pythonhosted.org/packages/f0/6b/31713148c77e48e62f51aa042a98a54a8be0396912ea5130f83f52ae722d/uuid_utils-0.17.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:f7e9b8728ba07a3cb2f29d5aa1a266c2664eb8ef0fd43afa34627c92f7fac8f0", size = 99197, upload-time = "2026-07-09T13:49:22.351Z" }, + { url = "https://files.pythonhosted.org/packages/f3/f3/ca6f6ac5428312df8ed632f6dd9f9e6aba23090471fcdeae53eab027e8b3/uuid_utils-0.17.0-cp314-cp314-win32.whl", hash = "sha256:58838921e377791ef22c64cc92141bfae030f43651ff9272f0f28a208a9e6a5a", size = 169540, upload-time = "2026-07-09T13:49:23.563Z" }, + { url = "https://files.pythonhosted.org/packages/c6/cd/7ede0db66411fa09817d79b680f7454ea9bee2d374e1922e4efd065760a3/uuid_utils-0.17.0-cp314-cp314-win_amd64.whl", hash = "sha256:42275ebd0e8e74e32cdbfb8bd88fc99576567d51d54a508020611fd8f4f463a0", size = 175984, upload-time = "2026-07-09T13:49:24.703Z" }, + { url = "https://files.pythonhosted.org/packages/f0/81/533b5f80cd4918c0693f4e1b7b90ceb1caa45f4266ae8b528135d7ecca5d/uuid_utils-0.17.0-cp314-cp314-win_arm64.whl", hash = "sha256:b5d11cccba076a32321ef1380dea956821f0b51794ef59df64e58fb1cd543aae", size = 174749, upload-time = "2026-07-09T13:49:25.886Z" }, + { url = "https://files.pythonhosted.org/packages/a0/13/f400ac39d06fd8be5b099c09e41bb975205926722a3e8d53348817cb7ff9/uuid_utils-0.17.0-cp314-cp314t-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:fae8b282f0cb22a5de222999f7723f4e5ec04f6fcdf4aaef879b5b36625ae2b0", size = 562610, upload-time = "2026-07-09T13:49:27.374Z" }, + { url = "https://files.pythonhosted.org/packages/03/8c/c71c8312304c56f6d0bcba87cd402fa79bec35d18ffc8c41954196ca68e5/uuid_utils-0.17.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:967955620df45e6cffe2e9950cb9903cb455649396f896b26b04363a91a5054b", size = 289473, upload-time = "2026-07-09T13:49:28.989Z" }, + { url = "https://files.pythonhosted.org/packages/bb/cd/522117e2e5184ca1d4f0f85ee833e9e21bd8c6b99eff8a4d1a8e5a194e33/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:375cde148430d60a4a07c03abaa0774c4fddfdd90de99b4ba02f24088bc9d750", size = 321600, upload-time = "2026-07-09T13:49:30.4Z" }, + { url = "https://files.pythonhosted.org/packages/6d/f4/0d81f9bd346fc717bc561c08fa6457e0328966eb76e536b938fe77d56459/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:975c17da26c5b9d46c336b03c52a057ac28378d6f9d98b58d32a038589bb3912", size = 329569, upload-time = "2026-07-09T13:49:31.732Z" }, + { url = "https://files.pythonhosted.org/packages/5e/41/26e1363f36a94c9e8ec2dd21d5f63088d3e7c723adbb12dcc8fdc77be417/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3150d836290c88f1d26eb59c4db280d87417dd3bfaadd2889c77416c8f0ff6fa", size = 442051, upload-time = "2026-07-09T13:49:33.024Z" }, + { url = "https://files.pythonhosted.org/packages/2b/a7/2c1ed1b34d7df7fdcc11c28fd26d94d44843b37d9af2435ff9fd8abdbc08/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9472a8de37faf8bd216c628e0e68c8f6bef730d3ba0a5060f3b0fa460c992ac2", size = 324372, upload-time = "2026-07-09T13:49:34.554Z" }, + { url = "https://files.pythonhosted.org/packages/78/bf/328d3c6bb22c496944a1b3b732207d71aa6964eb604e5e3b9dcb91ed0a00/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d27c531edb8d1f38ca2eddaa1fa24913a460aeb721f2efd4ef42a124ce94e354", size = 348548, upload-time = "2026-07-09T13:49:35.898Z" }, + { url = "https://files.pythonhosted.org/packages/3e/76/a07de5cb7b90582fdbbc830fd19be129cbbb9897cfe239fef469d7bd2d09/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5670c52a438e21483ce715776144914a4e2a2a5c62d9dee15f8a3e90cf128ae6", size = 498985, upload-time = "2026-07-09T13:49:37.142Z" }, + { url = "https://files.pythonhosted.org/packages/f4/62/9966e46ae34fcec6b06119631fb3c09705ea78835035ce3a82d3348eb61a/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:6f29689a76fe7a49cbd629a794d0ec1eab48814e323a00a146a741b0195bde68", size = 605183, upload-time = "2026-07-09T13:49:38.648Z" }, + { url = "https://files.pythonhosted.org/packages/d7/4e/bb962ba0fe31e903b199f22cf4c1a6cba35a8987aef526d287277ab8ca8b/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:4441600447d340ae103a353f01dbcd22ff680e5ee1a22988efe8d7b791d8fdb3", size = 565412, upload-time = "2026-07-09T13:49:40.115Z" }, + { url = "https://files.pythonhosted.org/packages/ce/9e/122adfeeeae8a84ccfd43bce627b104d12a2180a93bffd2c0e1b54dad7a6/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e7b04935a79c03c41ad08d0a5f390aac968bfb561f1268897bc5b0f077971efd", size = 529885, upload-time = "2026-07-09T13:49:41.513Z" }, + { url = "https://files.pythonhosted.org/packages/b3/4f/257304dded339dc35fc9bf35722ac68fd4fdb930f255b8f7bccdf74ebba9/uuid_utils-0.17.0-cp314-cp314t-win32.whl", hash = "sha256:239d8a281fe10bae33205b5d43185834d556b18434e0a113b5dc1dfb2fd97e91", size = 169472, upload-time = "2026-07-09T13:49:42.871Z" }, + { url = "https://files.pythonhosted.org/packages/35/c8/e78c06db7e9ce317ce7b8759ff2058333eac75caa8c22b75f0059589c9be/uuid_utils-0.17.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e288a06cbbbcd01b44386e767985c9e21d2ad9bf59829aa7058d9a2a494804ab", size = 176271, upload-time = "2026-07-09T13:49:44.105Z" }, + { url = "https://files.pythonhosted.org/packages/a7/11/bd1c70e1ad3301163cebe66c8d26de26e6814d52f642a849448bd2833626/uuid_utils-0.17.0-cp314-cp314t-win_arm64.whl", hash = "sha256:1776a80d16369999b21627028cc5dbce819be83e1e079fdd7a51b587d2916db9", size = 175004, upload-time = "2026-07-09T13:49:45.591Z" }, + { url = "https://files.pythonhosted.org/packages/ee/14/4ae708968b15cac7b68d5b854bfce724b21faa1c7a5147fb96d87f468a45/uuid_utils-0.17.0-pp311-pypy311_pp73-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7b9044ce4acbf392d4b3a503fe377641f4deff82e6c341c36ef27af0dea76cdf", size = 567823, upload-time = "2026-07-09T13:49:46.902Z" }, + { url = "https://files.pythonhosted.org/packages/4c/e2/d3af9c3d1dc6efb9ee1cffab30f3f2aacacc3892b21b495d78d34c6696bc/uuid_utils-0.17.0-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:9a91c4814c7150a4d798da691b7804eacd78c4b84fb392a60fa0de21341861eb", size = 288763, upload-time = "2026-07-09T13:49:48.491Z" }, + { url = "https://files.pythonhosted.org/packages/bc/c2/f1b183e412387529893015a94a8447633c665f6d0392de20e245680e636a/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2dd4a21baaac9a88486f0dd166c5793feb101a0bb9f006f2c401657fff5a1343", size = 324919, upload-time = "2026-07-09T13:49:49.972Z" }, + { url = "https://files.pythonhosted.org/packages/dd/3c/d32c799bdd51f3b08b6ee95f9de921b59c69075a96767f937fab55014813/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:32abaafc8e91928b3d9f4d82e42d2094041e38ad6bb964066faadff28e4162f1", size = 332689, upload-time = "2026-07-09T13:49:51.402Z" }, + { url = "https://files.pythonhosted.org/packages/6f/90/b4cd455619ff276dc3c3262a7420ead63aa1e531362f00df4cdb07d90e0a/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:dd741c73440b328f937dc53b344ecadc46bc4f0cec0333a8f42b55f3468ce7ec", size = 445726, upload-time = "2026-07-09T13:49:52.757Z" }, + { url = "https://files.pythonhosted.org/packages/e2/f1/5cc042a37932aa9a66eb8ab4a9a5b31d80261ae4565ff0193d8cc1fb9392/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89a0980d49683c00539c59cd9f46b1908c538e6b5b0a48ad12187bb856d0f391", size = 325610, upload-time = "2026-07-09T13:49:54.191Z" }, + { url = "https://files.pythonhosted.org/packages/5e/72/9e800c41d766484484e97845a7a7f677ba94462df86c97183e0290229d16/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:de1064663aa7c839286488a319d2b3b478ca5ab5b2091ade888ed0eeca11a98a", size = 352672, upload-time = "2026-07-09T13:49:55.748Z" }, + { url = "https://files.pythonhosted.org/packages/9d/8e/86ce2c03a1d9674530f6649e49067f7c69929600127077731de590d12132/uuid_utils-0.17.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2db386941cfdecdd0b5a8ceeed5cf7479c83d1730dcf64a48d43cfa018cc3310", size = 178681, upload-time = "2026-07-09T13:49:57.096Z" }, +] + [[package]] name = "virtualenv" version = "21.5.1" @@ -1802,3 +2562,309 @@ sdist = { url = "https://files.pythonhosted.org/packages/49/b4/51fe890511f0f242d wheels = [ { url = "https://files.pythonhosted.org/packages/bd/6e/95b0e537de1f4d4301f76f944642c6da50d1511cc7b3d64dc418a66c7509/wcwidth-0.8.1-py3-none-any.whl", hash = "sha256:f453740b1e4a4f3291faa37944c555d71056c4da08d59809b307ef4feba695c8", size = 323092, upload-time = "2026-06-08T05:57:21.413Z" }, ] + +[[package]] +name = "websockets" +version = "15.0.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/21/e6/26d09fab466b7ca9c7737474c52be4f76a40301b08362eb2dbc19dcc16c1/websockets-15.0.1.tar.gz", hash = "sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee", size = 177016, upload-time = "2025-03-05T20:03:41.606Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/da/6462a9f510c0c49837bbc9345aca92d767a56c1fb2939e1579df1e1cdcf7/websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b", size = 175423, upload-time = "2025-03-05T20:01:35.363Z" }, + { url = "https://files.pythonhosted.org/packages/1c/9f/9d11c1a4eb046a9e106483b9ff69bce7ac880443f00e5ce64261b47b07e7/websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205", size = 173080, upload-time = "2025-03-05T20:01:37.304Z" }, + { url = "https://files.pythonhosted.org/packages/d5/4f/b462242432d93ea45f297b6179c7333dd0402b855a912a04e7fc61c0d71f/websockets-15.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5756779642579d902eed757b21b0164cd6fe338506a8083eb58af5c372e39d9a", size = 173329, upload-time = "2025-03-05T20:01:39.668Z" }, + { url = "https://files.pythonhosted.org/packages/6e/0c/6afa1f4644d7ed50284ac59cc70ef8abd44ccf7d45850d989ea7310538d0/websockets-15.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fdfe3e2a29e4db3659dbd5bbf04560cea53dd9610273917799f1cde46aa725e", size = 182312, upload-time = "2025-03-05T20:01:41.815Z" }, + { url = "https://files.pythonhosted.org/packages/dd/d4/ffc8bd1350b229ca7a4db2a3e1c482cf87cea1baccd0ef3e72bc720caeec/websockets-15.0.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4c2529b320eb9e35af0fa3016c187dffb84a3ecc572bcee7c3ce302bfeba52bf", size = 181319, upload-time = "2025-03-05T20:01:43.967Z" }, + { url = "https://files.pythonhosted.org/packages/97/3a/5323a6bb94917af13bbb34009fac01e55c51dfde354f63692bf2533ffbc2/websockets-15.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac1e5c9054fe23226fb11e05a6e630837f074174c4c2f0fe442996112a6de4fb", size = 181631, upload-time = "2025-03-05T20:01:46.104Z" }, + { url = "https://files.pythonhosted.org/packages/a6/cc/1aeb0f7cee59ef065724041bb7ed667b6ab1eeffe5141696cccec2687b66/websockets-15.0.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:5df592cd503496351d6dc14f7cdad49f268d8e618f80dce0cd5a36b93c3fc08d", size = 182016, upload-time = "2025-03-05T20:01:47.603Z" }, + { url = "https://files.pythonhosted.org/packages/79/f9/c86f8f7af208e4161a7f7e02774e9d0a81c632ae76db2ff22549e1718a51/websockets-15.0.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:0a34631031a8f05657e8e90903e656959234f3a04552259458aac0b0f9ae6fd9", size = 181426, upload-time = "2025-03-05T20:01:48.949Z" }, + { url = "https://files.pythonhosted.org/packages/c7/b9/828b0bc6753db905b91df6ae477c0b14a141090df64fb17f8a9d7e3516cf/websockets-15.0.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3d00075aa65772e7ce9e990cab3ff1de702aa09be3940d1dc88d5abf1ab8a09c", size = 181360, upload-time = "2025-03-05T20:01:50.938Z" }, + { url = "https://files.pythonhosted.org/packages/89/fb/250f5533ec468ba6327055b7d98b9df056fb1ce623b8b6aaafb30b55d02e/websockets-15.0.1-cp310-cp310-win32.whl", hash = "sha256:1234d4ef35db82f5446dca8e35a7da7964d02c127b095e172e54397fb6a6c256", size = 176388, upload-time = "2025-03-05T20:01:52.213Z" }, + { url = "https://files.pythonhosted.org/packages/1c/46/aca7082012768bb98e5608f01658ff3ac8437e563eca41cf068bd5849a5e/websockets-15.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:39c1fec2c11dc8d89bba6b2bf1556af381611a173ac2b511cf7231622058af41", size = 176830, upload-time = "2025-03-05T20:01:53.922Z" }, + { url = "https://files.pythonhosted.org/packages/9f/32/18fcd5919c293a398db67443acd33fde142f283853076049824fc58e6f75/websockets-15.0.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:823c248b690b2fd9303ba00c4f66cd5e2d8c3ba4aa968b2779be9532a4dad431", size = 175423, upload-time = "2025-03-05T20:01:56.276Z" }, + { url = "https://files.pythonhosted.org/packages/76/70/ba1ad96b07869275ef42e2ce21f07a5b0148936688c2baf7e4a1f60d5058/websockets-15.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678999709e68425ae2593acf2e3ebcbcf2e69885a5ee78f9eb80e6e371f1bf57", size = 173082, upload-time = "2025-03-05T20:01:57.563Z" }, + { url = "https://files.pythonhosted.org/packages/86/f2/10b55821dd40eb696ce4704a87d57774696f9451108cff0d2824c97e0f97/websockets-15.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d50fd1ee42388dcfb2b3676132c78116490976f1300da28eb629272d5d93e905", size = 173330, upload-time = "2025-03-05T20:01:59.063Z" }, + { url = "https://files.pythonhosted.org/packages/a5/90/1c37ae8b8a113d3daf1065222b6af61cc44102da95388ac0018fcb7d93d9/websockets-15.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d99e5546bf73dbad5bf3547174cd6cb8ba7273062a23808ffea025ecb1cf8562", size = 182878, upload-time = "2025-03-05T20:02:00.305Z" }, + { url = "https://files.pythonhosted.org/packages/8e/8d/96e8e288b2a41dffafb78e8904ea7367ee4f891dafc2ab8d87e2124cb3d3/websockets-15.0.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:66dd88c918e3287efc22409d426c8f729688d89a0c587c88971a0faa2c2f3792", size = 181883, upload-time = "2025-03-05T20:02:03.148Z" }, + { url = "https://files.pythonhosted.org/packages/93/1f/5d6dbf551766308f6f50f8baf8e9860be6182911e8106da7a7f73785f4c4/websockets-15.0.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8dd8327c795b3e3f219760fa603dcae1dcc148172290a8ab15158cf85a953413", size = 182252, upload-time = "2025-03-05T20:02:05.29Z" }, + { url = "https://files.pythonhosted.org/packages/d4/78/2d4fed9123e6620cbf1706c0de8a1632e1a28e7774d94346d7de1bba2ca3/websockets-15.0.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8fdc51055e6ff4adeb88d58a11042ec9a5eae317a0a53d12c062c8a8865909e8", size = 182521, upload-time = "2025-03-05T20:02:07.458Z" }, + { url = "https://files.pythonhosted.org/packages/e7/3b/66d4c1b444dd1a9823c4a81f50231b921bab54eee2f69e70319b4e21f1ca/websockets-15.0.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:693f0192126df6c2327cce3baa7c06f2a117575e32ab2308f7f8216c29d9e2e3", size = 181958, upload-time = "2025-03-05T20:02:09.842Z" }, + { url = "https://files.pythonhosted.org/packages/08/ff/e9eed2ee5fed6f76fdd6032ca5cd38c57ca9661430bb3d5fb2872dc8703c/websockets-15.0.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:54479983bd5fb469c38f2f5c7e3a24f9a4e70594cd68cd1fa6b9340dadaff7cf", size = 181918, upload-time = "2025-03-05T20:02:11.968Z" }, + { url = "https://files.pythonhosted.org/packages/d8/75/994634a49b7e12532be6a42103597b71098fd25900f7437d6055ed39930a/websockets-15.0.1-cp311-cp311-win32.whl", hash = "sha256:16b6c1b3e57799b9d38427dda63edcbe4926352c47cf88588c0be4ace18dac85", size = 176388, upload-time = "2025-03-05T20:02:13.32Z" }, + { url = "https://files.pythonhosted.org/packages/98/93/e36c73f78400a65f5e236cd376713c34182e6663f6889cd45a4a04d8f203/websockets-15.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:27ccee0071a0e75d22cb35849b1db43f2ecd3e161041ac1ee9d2352ddf72f065", size = 176828, upload-time = "2025-03-05T20:02:14.585Z" }, + { url = "https://files.pythonhosted.org/packages/51/6b/4545a0d843594f5d0771e86463606a3988b5a09ca5123136f8a76580dd63/websockets-15.0.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:3e90baa811a5d73f3ca0bcbf32064d663ed81318ab225ee4f427ad4e26e5aff3", size = 175437, upload-time = "2025-03-05T20:02:16.706Z" }, + { url = "https://files.pythonhosted.org/packages/f4/71/809a0f5f6a06522af902e0f2ea2757f71ead94610010cf570ab5c98e99ed/websockets-15.0.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:592f1a9fe869c778694f0aa806ba0374e97648ab57936f092fd9d87f8bc03665", size = 173096, upload-time = "2025-03-05T20:02:18.832Z" }, + { url = "https://files.pythonhosted.org/packages/3d/69/1a681dd6f02180916f116894181eab8b2e25b31e484c5d0eae637ec01f7c/websockets-15.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0701bc3cfcb9164d04a14b149fd74be7347a530ad3bbf15ab2c678a2cd3dd9a2", size = 173332, upload-time = "2025-03-05T20:02:20.187Z" }, + { url = "https://files.pythonhosted.org/packages/a6/02/0073b3952f5bce97eafbb35757f8d0d54812b6174ed8dd952aa08429bcc3/websockets-15.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8b56bdcdb4505c8078cb6c7157d9811a85790f2f2b3632c7d1462ab5783d215", size = 183152, upload-time = "2025-03-05T20:02:22.286Z" }, + { url = "https://files.pythonhosted.org/packages/74/45/c205c8480eafd114b428284840da0b1be9ffd0e4f87338dc95dc6ff961a1/websockets-15.0.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0af68c55afbd5f07986df82831c7bff04846928ea8d1fd7f30052638788bc9b5", size = 182096, upload-time = "2025-03-05T20:02:24.368Z" }, + { url = "https://files.pythonhosted.org/packages/14/8f/aa61f528fba38578ec553c145857a181384c72b98156f858ca5c8e82d9d3/websockets-15.0.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64dee438fed052b52e4f98f76c5790513235efaa1ef7f3f2192c392cd7c91b65", size = 182523, upload-time = "2025-03-05T20:02:25.669Z" }, + { url = "https://files.pythonhosted.org/packages/ec/6d/0267396610add5bc0d0d3e77f546d4cd287200804fe02323797de77dbce9/websockets-15.0.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d5f6b181bb38171a8ad1d6aa58a67a6aa9d4b38d0f8c5f496b9e42561dfc62fe", size = 182790, upload-time = "2025-03-05T20:02:26.99Z" }, + { url = "https://files.pythonhosted.org/packages/02/05/c68c5adbf679cf610ae2f74a9b871ae84564462955d991178f95a1ddb7dd/websockets-15.0.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5d54b09eba2bada6011aea5375542a157637b91029687eb4fdb2dab11059c1b4", size = 182165, upload-time = "2025-03-05T20:02:30.291Z" }, + { url = "https://files.pythonhosted.org/packages/29/93/bb672df7b2f5faac89761cb5fa34f5cec45a4026c383a4b5761c6cea5c16/websockets-15.0.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3be571a8b5afed347da347bfcf27ba12b069d9d7f42cb8c7028b5e98bbb12597", size = 182160, upload-time = "2025-03-05T20:02:31.634Z" }, + { url = "https://files.pythonhosted.org/packages/ff/83/de1f7709376dc3ca9b7eeb4b9a07b4526b14876b6d372a4dc62312bebee0/websockets-15.0.1-cp312-cp312-win32.whl", hash = "sha256:c338ffa0520bdb12fbc527265235639fb76e7bc7faafbb93f6ba80d9c06578a9", size = 176395, upload-time = "2025-03-05T20:02:33.017Z" }, + { url = "https://files.pythonhosted.org/packages/7d/71/abf2ebc3bbfa40f391ce1428c7168fb20582d0ff57019b69ea20fa698043/websockets-15.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7", size = 176841, upload-time = "2025-03-05T20:02:34.498Z" }, + { url = "https://files.pythonhosted.org/packages/cb/9f/51f0cf64471a9d2b4d0fc6c534f323b664e7095640c34562f5182e5a7195/websockets-15.0.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ee443ef070bb3b6ed74514f5efaa37a252af57c90eb33b956d35c8e9c10a1931", size = 175440, upload-time = "2025-03-05T20:02:36.695Z" }, + { url = "https://files.pythonhosted.org/packages/8a/05/aa116ec9943c718905997412c5989f7ed671bc0188ee2ba89520e8765d7b/websockets-15.0.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5a939de6b7b4e18ca683218320fc67ea886038265fd1ed30173f5ce3f8e85675", size = 173098, upload-time = "2025-03-05T20:02:37.985Z" }, + { url = "https://files.pythonhosted.org/packages/ff/0b/33cef55ff24f2d92924923c99926dcce78e7bd922d649467f0eda8368923/websockets-15.0.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:746ee8dba912cd6fc889a8147168991d50ed70447bf18bcda7039f7d2e3d9151", size = 173329, upload-time = "2025-03-05T20:02:39.298Z" }, + { url = "https://files.pythonhosted.org/packages/31/1d/063b25dcc01faa8fada1469bdf769de3768b7044eac9d41f734fd7b6ad6d/websockets-15.0.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:595b6c3969023ecf9041b2936ac3827e4623bfa3ccf007575f04c5a6aa318c22", size = 183111, upload-time = "2025-03-05T20:02:40.595Z" }, + { url = "https://files.pythonhosted.org/packages/93/53/9a87ee494a51bf63e4ec9241c1ccc4f7c2f45fff85d5bde2ff74fcb68b9e/websockets-15.0.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3c714d2fc58b5ca3e285461a4cc0c9a66bd0e24c5da9911e30158286c9b5be7f", size = 182054, upload-time = "2025-03-05T20:02:41.926Z" }, + { url = "https://files.pythonhosted.org/packages/ff/b2/83a6ddf56cdcbad4e3d841fcc55d6ba7d19aeb89c50f24dd7e859ec0805f/websockets-15.0.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f3c1e2ab208db911594ae5b4f79addeb3501604a165019dd221c0bdcabe4db8", size = 182496, upload-time = "2025-03-05T20:02:43.304Z" }, + { url = "https://files.pythonhosted.org/packages/98/41/e7038944ed0abf34c45aa4635ba28136f06052e08fc2168520bb8b25149f/websockets-15.0.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:229cf1d3ca6c1804400b0a9790dc66528e08a6a1feec0d5040e8b9eb14422375", size = 182829, upload-time = "2025-03-05T20:02:48.812Z" }, + { url = "https://files.pythonhosted.org/packages/e0/17/de15b6158680c7623c6ef0db361da965ab25d813ae54fcfeae2e5b9ef910/websockets-15.0.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:756c56e867a90fb00177d530dca4b097dd753cde348448a1012ed6c5131f8b7d", size = 182217, upload-time = "2025-03-05T20:02:50.14Z" }, + { url = "https://files.pythonhosted.org/packages/33/2b/1f168cb6041853eef0362fb9554c3824367c5560cbdaad89ac40f8c2edfc/websockets-15.0.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:558d023b3df0bffe50a04e710bc87742de35060580a293c2a984299ed83bc4e4", size = 182195, upload-time = "2025-03-05T20:02:51.561Z" }, + { url = "https://files.pythonhosted.org/packages/86/eb/20b6cdf273913d0ad05a6a14aed4b9a85591c18a987a3d47f20fa13dcc47/websockets-15.0.1-cp313-cp313-win32.whl", hash = "sha256:ba9e56e8ceeeedb2e080147ba85ffcd5cd0711b89576b83784d8605a7df455fa", size = 176393, upload-time = "2025-03-05T20:02:53.814Z" }, + { url = "https://files.pythonhosted.org/packages/1b/6c/c65773d6cab416a64d191d6ee8a8b1c68a09970ea6909d16965d26bfed1e/websockets-15.0.1-cp313-cp313-win_amd64.whl", hash = "sha256:e09473f095a819042ecb2ab9465aee615bd9c2028e4ef7d933600a8401c79561", size = 176837, upload-time = "2025-03-05T20:02:55.237Z" }, + { url = "https://files.pythonhosted.org/packages/02/9e/d40f779fa16f74d3468357197af8d6ad07e7c5a27ea1ca74ceb38986f77a/websockets-15.0.1-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0c9e74d766f2818bb95f84c25be4dea09841ac0f734d1966f415e4edfc4ef1c3", size = 173109, upload-time = "2025-03-05T20:03:17.769Z" }, + { url = "https://files.pythonhosted.org/packages/bc/cd/5b887b8585a593073fd92f7c23ecd3985cd2c3175025a91b0d69b0551372/websockets-15.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:1009ee0c7739c08a0cd59de430d6de452a55e42d6b522de7aa15e6f67db0b8e1", size = 173343, upload-time = "2025-03-05T20:03:19.094Z" }, + { url = "https://files.pythonhosted.org/packages/fe/ae/d34f7556890341e900a95acf4886833646306269f899d58ad62f588bf410/websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76d1f20b1c7a2fa82367e04982e708723ba0e7b8d43aa643d3dcd404d74f1475", size = 174599, upload-time = "2025-03-05T20:03:21.1Z" }, + { url = "https://files.pythonhosted.org/packages/71/e6/5fd43993a87db364ec60fc1d608273a1a465c0caba69176dd160e197ce42/websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f29d80eb9a9263b8d109135351caf568cc3f80b9928bccde535c235de55c22d9", size = 174207, upload-time = "2025-03-05T20:03:23.221Z" }, + { url = "https://files.pythonhosted.org/packages/2b/fb/c492d6daa5ec067c2988ac80c61359ace5c4c674c532985ac5a123436cec/websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b359ed09954d7c18bbc1680f380c7301f92c60bf924171629c5db97febb12f04", size = 174155, upload-time = "2025-03-05T20:03:25.321Z" }, + { url = "https://files.pythonhosted.org/packages/68/a1/dcb68430b1d00b698ae7a7e0194433bce4f07ded185f0ee5fb21e2a2e91e/websockets-15.0.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:cad21560da69f4ce7658ca2cb83138fb4cf695a2ba3e475e0559e05991aa8122", size = 176884, upload-time = "2025-03-05T20:03:27.934Z" }, + { url = "https://files.pythonhosted.org/packages/fa/a8/5b41e0da817d64113292ab1f8247140aac61cbf6cfd085d6a0fa77f4984f/websockets-15.0.1-py3-none-any.whl", hash = "sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f", size = 169743, upload-time = "2025-03-05T20:03:39.41Z" }, +] + +[[package]] +name = "xxhash" +version = "3.8.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/8e/63/71aa56b151a1b28770037a61bd4e461c2619cfc8866a4fcaf1548605e325/xxhash-3.8.1.tar.gz", hash = "sha256:b0de4bf3aa66363552d52c6a89003c479911f12098cd48a53d44a0f7a25f7c46", size = 86223, upload-time = "2026-07-06T10:49:58.937Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/55/97/1a8cebf0a6650417f08a18231590e2515aacd5ce39c3ad8b9e013ebd437d/xxhash-3.8.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:27a9e475157f7315826118e3f3127909a0fe25f1b43d3d3be9c584f9d265f937", size = 34695, upload-time = "2026-07-06T10:43:40.248Z" }, + { url = "https://files.pythonhosted.org/packages/2f/cf/745b9bc0dd9c341bc074b5fc700db7bbef0f3b69ab21446492296ab37e50/xxhash-3.8.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9b2ce44bf8f4a1d01f418b3110ff8dff32fd3f3e836c0e06333c3725f243fa6c", size = 32376, upload-time = "2026-07-06T10:43:41.97Z" }, + { url = "https://files.pythonhosted.org/packages/65/a4/8512a901b1d6ad4a9838d1b40385907a879d7e005a5afbec5d39526b69f6/xxhash-3.8.1-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:942bc86e9be6fdd6e1175048f5fe8f8fdaaf2309dd1323ef1e155a69cd346780", size = 217470, upload-time = "2026-07-06T10:43:43.572Z" }, + { url = "https://files.pythonhosted.org/packages/a0/ad/0ffd8094ea29579bb2dc42fa74d08570e9ea3d95db561e6b1105e69b9ca6/xxhash-3.8.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0204701e6d01f64254e0e5ff4255812b1febe027ddd7dda63372e27f98b5e91f", size = 237799, upload-time = "2026-07-06T10:43:45.248Z" }, + { url = "https://files.pythonhosted.org/packages/b3/90/783c6b3f9336bd07449fe672be32cef6833633936bbfda8d3b23ee18d202/xxhash-3.8.1-cp310-cp310-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7dc4bdf008f77c88d544849c48c1a40faf25a5eff6cc466de2e8edc37c191fce", size = 262587, upload-time = "2026-07-06T10:43:46.733Z" }, + { url = "https://files.pythonhosted.org/packages/c4/77/ba0316a7c3e661b86830a47ae4987798616ce1b15af8d2a6358e2d89ef60/xxhash-3.8.1-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:5c566b123dce7e4867ca518434cdfb9f84e5023771235b2e3107a26c9a41cbd8", size = 238484, upload-time = "2026-07-06T10:43:48.453Z" }, + { url = "https://files.pythonhosted.org/packages/09/79/33001037c1cba90f4ced38b257161c13452024c0db44208f883e2e47f3fc/xxhash-3.8.1-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:9f23083e1bd9d901f844af7a126727c486e7eada9a1a6791c8f7e73f94fac656", size = 469909, upload-time = "2026-07-06T10:43:50.188Z" }, + { url = "https://files.pythonhosted.org/packages/45/90/237eded9dd6ae638083294e5a9f77b317aaebd480a330806b39c192a0de1/xxhash-3.8.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:64af54dd1c3a45a27c04942f9a1a4683322bdd127f4745cca4e02549c1d2d2bb", size = 217166, upload-time = "2026-07-06T10:43:51.816Z" }, + { url = "https://files.pythonhosted.org/packages/0b/6a/8cb439dc9920e1468e1c2d69ef77cbeb4be3b1ae9f4b5344c07a2b59af18/xxhash-3.8.1-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8ea8a141eeced4f6262ab6dd71c681ac546a558c30bb586abe087d814b5f85ea", size = 307593, upload-time = "2026-07-06T10:43:53.436Z" }, + { url = "https://files.pythonhosted.org/packages/ec/c6/c0607d373c8affea92101a3926c4fc8b026bcf8983e05fd58f3a0380ebf8/xxhash-3.8.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a98b2f95cab589e0f5e92c48431afb4d56238b8bf6668edcc66166180e9b509b", size = 234702, upload-time = "2026-07-06T10:43:55.042Z" }, + { url = "https://files.pythonhosted.org/packages/5b/cb/f4cfd456624c1f017858168b7ba9443dad810da8aac779a612658450e827/xxhash-3.8.1-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:1b86ae798a976ccbc1d02af6ccb98f5b4d24756b1f65e995f11d10fe071f486f", size = 265749, upload-time = "2026-07-06T10:43:56.749Z" }, + { url = "https://files.pythonhosted.org/packages/33/f3/9006669c04b01206e21b2177425c649461ba188930a052c2f1728d6ec6a8/xxhash-3.8.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:81f4ed9ca9644bc95cd976bfe10f7a4cafab8ffdc3aed52877d4600e445be7ef", size = 221992, upload-time = "2026-07-06T10:43:58.12Z" }, + { url = "https://files.pythonhosted.org/packages/2b/0b/7e6f3eaa05df5e0b6c94aa452b0672801f7031e602081f07fd441aaaaed5/xxhash-3.8.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:cb3fe820c27593f170770d6c8d791936cf6275d9269405fbb7b30a55363c10c8", size = 236899, upload-time = "2026-07-06T10:43:59.562Z" }, + { url = "https://files.pythonhosted.org/packages/da/cc/bbaee4987f3aab1d7b33bb430bb49e940646160af448b9167431c931126d/xxhash-3.8.1-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:7345007c12780985de4fd740148776d1eee18c0d41407c6fa1e48c5450304fe5", size = 297934, upload-time = "2026-07-06T10:44:01.132Z" }, + { url = "https://files.pythonhosted.org/packages/a7/97/6bee358660eb8b4f73c00b00b00bc616ebde00e1ab4b67c63486ce360648/xxhash-3.8.1-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:12eaeaa9ab8b9e6033a1fa5f6b338aaf55ff4df4bee11b59fd6ee03b19186ee4", size = 439315, upload-time = "2026-07-06T10:44:02.878Z" }, + { url = "https://files.pythonhosted.org/packages/c6/50/7e35275f39256bedace0c3cd5be3c72d4ac9d5aecf5e5fdc3530337cd263/xxhash-3.8.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:e2a845687219ba3214126f14a8a5861f97c9e065a7d0b8252adb6df13eea86fb", size = 214038, upload-time = "2026-07-06T10:44:04.504Z" }, + { url = "https://files.pythonhosted.org/packages/59/2d/69d02d096ee50bdf3ef0d208d874f52c71b1aa6906066bce3c52fedb8bc6/xxhash-3.8.1-cp310-cp310-win32.whl", hash = "sha256:656256c9f9303e47f07d5cb8ae4468285370adfafd7ba48aea33a458e7697626", size = 31939, upload-time = "2026-07-06T10:44:06.213Z" }, + { url = "https://files.pythonhosted.org/packages/c9/1d/e06fca9844919ca91c6587d530cfa1e745830ec73ad38f44f04b25d1bfb7/xxhash-3.8.1-cp310-cp310-win_amd64.whl", hash = "sha256:27cfc2f1ed76f956f36dfe0c56e5f5a3e94cd91eb78b893f63e2ef2ae404fcdf", size = 32729, upload-time = "2026-07-06T10:44:07.621Z" }, + { url = "https://files.pythonhosted.org/packages/8c/c2/800648d99039927b5a86d8ae02cd86a556a5ee1678d388216f6b44c8966c/xxhash-3.8.1-cp310-cp310-win_arm64.whl", hash = "sha256:c85949d02c85adf6d786eb94858e124989a632a4e65739835b2fc5761827fac3", size = 29215, upload-time = "2026-07-06T10:44:08.916Z" }, + { url = "https://files.pythonhosted.org/packages/8a/5a/05eaa129555f85476a3e16ff869e95f81a78bbe4647eef9d0229f515a317/xxhash-3.8.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:602efcad4a42c184e81d43a2b7e6e4f524d619878f2b6ee2ba469011f47c8147", size = 34699, upload-time = "2026-07-06T10:44:10.14Z" }, + { url = "https://files.pythonhosted.org/packages/80/59/0df1133958b2228929355e022aab1e958c7b2c43e27bf7f59bc9edfa8a54/xxhash-3.8.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:131324f719957b988861714de7d6ddf57b47abec3b0cc691302ffeaba0e05e10", size = 32373, upload-time = "2026-07-06T10:44:11.353Z" }, + { url = "https://files.pythonhosted.org/packages/3e/bf/1cfda5b5e6bf26617812b4a31662ef2220d2ad04e0a55b8ff9eb36e56a5c/xxhash-3.8.1-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:db77278a6eddadbf44ce5aae2fee5ebb4d061f026b1ce2130d058cd4d7a7b670", size = 220284, upload-time = "2026-07-06T10:44:12.683Z" }, + { url = "https://files.pythonhosted.org/packages/70/93/45dc0ad7913b69e5b08bd039236cf628380e4c9cc76a8a4c6625a328e058/xxhash-3.8.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c332dd48b8cb050da2bb2a3c96d72b1664168650a250ef9718e423df7989e05", size = 240980, upload-time = "2026-07-06T10:44:14.297Z" }, + { url = "https://files.pythonhosted.org/packages/e9/02/f28ba7d17f2c1410ee397982c817ab1bd5b2701070c2d2c373539aad000a/xxhash-3.8.1-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:a5cd96f6dcdf4fa657b2d95668d71d58455248f98712ecffaa9c528edf40ccae", size = 264526, upload-time = "2026-07-06T10:44:16.017Z" }, + { url = "https://files.pythonhosted.org/packages/5c/d0/f10651cec2c7981b20d693deae6bdfc438427d92be2db4ccabb6181f0021/xxhash-3.8.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c959f88160b13b4e730b0d75b459b7929fc0d2225c284c9683ac95d6feeeac6a", size = 241369, upload-time = "2026-07-06T10:44:17.698Z" }, + { url = "https://files.pythonhosted.org/packages/ff/40/136e0cbaf5db51e191423b1c98643593189f02b6cd90837bf64b19113d70/xxhash-3.8.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:027dee4355f3fcc41481650d846cf6cfc895c85a1ab7acd063063821a0df5b4c", size = 473186, upload-time = "2026-07-06T10:44:19.354Z" }, + { url = "https://files.pythonhosted.org/packages/4b/3f/6aa808a96bdc43dba9a740dec56c744526ee3c0019e32c75e810fa90ae4d/xxhash-3.8.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ad52a0e4bcc0ba956a953a169d1feec2734a64981d689e4fc8f490f7bf91af60", size = 220092, upload-time = "2026-07-06T10:44:20.956Z" }, + { url = "https://files.pythonhosted.org/packages/47/28/a8675e78a9ced96dab853416162268e10e05b452e95db7888cf69f58ac5f/xxhash-3.8.1-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5d3dfb1f0ff146da7952867a9414f0c7a29762f8825a84879592612fd6139342", size = 309846, upload-time = "2026-07-06T10:44:22.543Z" }, + { url = "https://files.pythonhosted.org/packages/89/0f/7fe4d4ef4e69f0033e012396ee2a115886bca7b10b7e45ce398626436bfc/xxhash-3.8.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4482380b462ca9e59994d072a877ecadd1cf51102daeeab2db696f96ab763723", size = 237659, upload-time = "2026-07-06T10:44:24.135Z" }, + { url = "https://files.pythonhosted.org/packages/38/8f/83e9e31d4ed57fe963b99cb5b13a23e3e0f0dad1885aa0ebd2a7819dd423/xxhash-3.8.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:950ac754d16daea42038f38e7465eb84cda4d08d7343c1c915771b29470f065a", size = 268737, upload-time = "2026-07-06T10:44:25.875Z" }, + { url = "https://files.pythonhosted.org/packages/57/79/7e7de46dbe5d1f49afc96a0bc42e6b8df24eae3d6bad6007b99e42f48430/xxhash-3.8.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:0418ec8b2331b9d4d575fc9284427e8e69449d7172e99e1a86fcdd1f51a0a937", size = 224955, upload-time = "2026-07-06T10:44:27.777Z" }, + { url = "https://files.pythonhosted.org/packages/ec/34/b8540839e958d5ef5c6101af6f16032109e7099698ae8edbc8dcefe4d8f4/xxhash-3.8.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:32a94ad2763e0263d9102037d349002c3d3c401e42770542c3eeb4801f311661", size = 239653, upload-time = "2026-07-06T10:44:29.422Z" }, + { url = "https://files.pythonhosted.org/packages/ce/87/a735d05f7f859354acadabe470ff40e2c46672275f96dcf096a761904def/xxhash-3.8.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:89b11a5cdd441aa463f6d34ca0241602bc09b001a76994b6059828494108c673", size = 300213, upload-time = "2026-07-06T10:44:31.401Z" }, + { url = "https://files.pythonhosted.org/packages/98/31/3e1cb020237b68117fc212dc5f9753b87f865b4dfee7c1ce62d0836955b5/xxhash-3.8.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:09a204dd4bb0823daf938cdd0dc8057d5f1e14fe3cbde929424255f23f9de872", size = 442508, upload-time = "2026-07-06T10:44:33.023Z" }, + { url = "https://files.pythonhosted.org/packages/23/bf/f80090622141cc734b039ce1d15ce3ff6dced375e9680249bf5b9b8c6bf9/xxhash-3.8.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:e710ad822c493fb80a4fbc1e3d0a807b1422cb90adbe64378f98291b7fa48fef", size = 216853, upload-time = "2026-07-06T10:44:34.983Z" }, + { url = "https://files.pythonhosted.org/packages/a6/a3/60157acecc307b238d3651c2483168e224b48b23a36ae6d6903588341d80/xxhash-3.8.1-cp311-cp311-win32.whl", hash = "sha256:5013be3bea7612852c62a7437f3302c1cfb91ca7e703b194459db0b2b2e0d792", size = 31936, upload-time = "2026-07-06T10:44:36.542Z" }, + { url = "https://files.pythonhosted.org/packages/59/5c/ef70c418d878d187b8da56d4cdc06aea6cf5e456b301e96e51e1d2cc8625/xxhash-3.8.1-cp311-cp311-win_amd64.whl", hash = "sha256:f377012b86c0a23a1df0cf5a1b05aa7187649e472f71c7892e5f2c2815bbe74f", size = 32724, upload-time = "2026-07-06T10:44:38.177Z" }, + { url = "https://files.pythonhosted.org/packages/2c/25/f008db952cec6b2a26445b456eeed2ebebd65e08e848ebe09ed6ac0634e6/xxhash-3.8.1-cp311-cp311-win_arm64.whl", hash = "sha256:836f11d4474d3228e9909d97216faa4f7505df41cfaf3927eb29809de785a78d", size = 29212, upload-time = "2026-07-06T10:44:39.577Z" }, + { url = "https://files.pythonhosted.org/packages/42/91/f65c34a7aa7b4e7cf4854f8e6ef3f7ee32ceac41d4f008da0780db0612f6/xxhash-3.8.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e6e49370822c1f4d8d90e678b06dbcb08b51a026a7c4b55479e7d467f2e813bc", size = 34680, upload-time = "2026-07-06T10:44:40.932Z" }, + { url = "https://files.pythonhosted.org/packages/57/04/b10a245a4c09a9cfa88f8e9ae755029413ad1ac17047f9a61906e5ae0799/xxhash-3.8.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:220d68130f83f7cc86d6edfdeab176adc73d7200bf3a8ec10c629e8cf605c215", size = 32397, upload-time = "2026-07-06T10:44:42.196Z" }, + { url = "https://files.pythonhosted.org/packages/3a/75/45ab795b5945b6388583bd75202106af505537935566c15a1577797a0e08/xxhash-3.8.1-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:4d365ee1892c1fa803536f8c6ce21d24b29c9718ec75eb856095c07830f8c478", size = 220549, upload-time = "2026-07-06T10:44:43.603Z" }, + { url = "https://files.pythonhosted.org/packages/13/44/5ba2bd0a14ddf4193fc7d8ec29625f659f22c06d60b28f04bf46305d8330/xxhash-3.8.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:852bfe059720632e2f16a6a4745e41d20937b2bf2a42a401e2412046bb6971cc", size = 241186, upload-time = "2026-07-06T10:44:45.534Z" }, + { url = "https://files.pythonhosted.org/packages/23/32/c4147def4d1e4538b906f82731e0ba23424377fc50a7cddd03cd284c8f63/xxhash-3.8.1-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2f8c25a7061d952de589bd0ea0eaadee32378ff83dd6a677b267f9cd86f401f8", size = 264852, upload-time = "2026-07-06T10:44:47.199Z" }, + { url = "https://files.pythonhosted.org/packages/6c/bd/71ed14f4f0318bb7fd7b2ec51999413487fa8da8d41208e84d50d1ef0f98/xxhash-3.8.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:868a8dcaff1a84ba78038e1cef14fc88ccf84d9b4d12ea604696e0693296aa56", size = 242663, upload-time = "2026-07-06T10:44:48.846Z" }, + { url = "https://files.pythonhosted.org/packages/91/09/70af22c565a8473b3f2ae73f88e7721af281bc4a575236dbd1970c9f76f6/xxhash-3.8.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6536d8677d2fff7e64cd0b98b976df9de7aee0e69590044c2af5f51b76b7a170", size = 473510, upload-time = "2026-07-06T10:44:50.695Z" }, + { url = "https://files.pythonhosted.org/packages/18/96/34db781c8f0cf99c544ca1f2bc2e5bf55426e1eb4ca6de8ea5da56a9f352/xxhash-3.8.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:82c0cedd280eab2e8291270e6c04894dbc096f8159a39dcf1807429f026ca3cc", size = 220469, upload-time = "2026-07-06T10:44:52.422Z" }, + { url = "https://files.pythonhosted.org/packages/93/5f/9a184f615fa5a4dce30c01534f62946ce5a11ce40f73785cbd356ccabaa9/xxhash-3.8.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:daa86e4b68221d38e669bb236ba112d0335353829fb627c82e5909e4bbe8694c", size = 310290, upload-time = "2026-07-06T10:44:54.142Z" }, + { url = "https://files.pythonhosted.org/packages/a9/dc/9b9a9789011ee153723a5eb9e7dd7fcbae2ba9b3fe7a729249ca7c252056/xxhash-3.8.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2bc7113e6f2b6b3922dd61796ca9f36af09da3773898e7003038dc992fc83b8d", size = 238173, upload-time = "2026-07-06T10:44:55.693Z" }, + { url = "https://files.pythonhosted.org/packages/ec/4d/71c6005ada9dcb608a4e1902e8475ecadb5f3fbfa04e1e244d276a2d0c43/xxhash-3.8.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:5eed32dad81d6ba8e62dc7b9ffa0500199385d7810a8dd9d4eafaceb8c6e20bb", size = 269026, upload-time = "2026-07-06T10:44:57.424Z" }, + { url = "https://files.pythonhosted.org/packages/2f/87/d6c036ba25dfbd9c8633be5aa86fc9474bbb9e2c68212a841d090abe7344/xxhash-3.8.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:83697b0ea1f10e7f5d8b26a4906fa851393c61546c63839643a2b7fe2d868061", size = 224970, upload-time = "2026-07-06T10:44:59.085Z" }, + { url = "https://files.pythonhosted.org/packages/48/62/4c1f035a41c5752aa05e195b6c904c07b94fe9061a16de61e72a6e6b135f/xxhash-3.8.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:36fc69160465ae75c6ec4ac9f781bb2aa16ae7ff869e73c26fee85fbb11b9887", size = 240820, upload-time = "2026-07-06T10:45:00.746Z" }, + { url = "https://files.pythonhosted.org/packages/da/14/d39d565069b87e86d21a2af2a31d04db79249d25aa8d5b62959056a89857/xxhash-3.8.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:445e0f5a31f2f3546ae0895d4811e159518cdc9d824c11419898d40cfadb677e", size = 300619, upload-time = "2026-07-06T10:45:02.716Z" }, + { url = "https://files.pythonhosted.org/packages/13/22/75467acc887edc8cf71c97ab1708feb3df7a88bda589b9f399765c6387d2/xxhash-3.8.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:dfe0580fbfd5e4af87d0cc52d2044f155d55ebd8c8a93568758a2ea7d8e15975", size = 443267, upload-time = "2026-07-06T10:45:04.653Z" }, + { url = "https://files.pythonhosted.org/packages/a4/b6/1da3baa5fa6ef705e3425fddd382be7dfc4dfba2686df90a20f16e9c7b1b/xxhash-3.8.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:095e1323fa108be1292c54c86da3ef3c7a7dc015b105a52133973bc07a6ad11a", size = 217338, upload-time = "2026-07-06T10:45:06.304Z" }, + { url = "https://files.pythonhosted.org/packages/78/dd/b5295a9f97484e7a1c2b283a742ca45e3104991c55a1ef670dde161829ba/xxhash-3.8.1-cp312-cp312-win32.whl", hash = "sha256:bf28f55e427e0483acb1f666bd0d869b6d5e5a716680c216ad7befe3d4cfba2e", size = 31970, upload-time = "2026-07-06T10:45:07.823Z" }, + { url = "https://files.pythonhosted.org/packages/ec/31/3fa0b807d7e21515cd975e7fe5c039d52ac3e9401a96d6ad68dae6305215/xxhash-3.8.1-cp312-cp312-win_amd64.whl", hash = "sha256:2256e80e4960ee282f63428adb349cb7f8bd8efe4db770d88eb815f4b9860724", size = 32741, upload-time = "2026-07-06T10:45:09.42Z" }, + { url = "https://files.pythonhosted.org/packages/b8/05/86feada74e239600e6875aa507afb40482a89b92700aa74a92da83bdcb77/xxhash-3.8.1-cp312-cp312-win_arm64.whl", hash = "sha256:9df56e6df96a60590935e22373041cccc91fd55858763dcffb55bf63b3a2b396", size = 29234, upload-time = "2026-07-06T10:45:10.809Z" }, + { url = "https://files.pythonhosted.org/packages/6b/8c/446bb782cd0d27007a917b5569a08dd73219c3e8d6e459014db104b27bdb/xxhash-3.8.1-cp313-cp313-android_21_arm64_v8a.whl", hash = "sha256:3c682fcd96eb4bf64be32a4d95f96107e1588005831bd8a741b324fdda01b913", size = 38562, upload-time = "2026-07-06T10:45:12.425Z" }, + { url = "https://files.pythonhosted.org/packages/d7/ec/c0c45627eaa6be7a5d6117423adf8f7a15b17ee74b4b17072cca5959a225/xxhash-3.8.1-cp313-cp313-android_21_x86_64.whl", hash = "sha256:036a024d8b9c01f70782e09ed98d532e76fd23f950ae7154bd950fe94e90ebec", size = 36656, upload-time = "2026-07-06T10:45:13.932Z" }, + { url = "https://files.pythonhosted.org/packages/f6/94/8324c04cc7597154caaeba6c094e01fbd2e7601d01e7a13eea9f5420e77b/xxhash-3.8.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:d6a5c0bce213b23b0166fe0d35bcbbe23ce4b968f257cc7eb6fd57cb8e1e6297", size = 31169, upload-time = "2026-07-06T10:45:15.687Z" }, + { url = "https://files.pythonhosted.org/packages/40/a4/beb6bb26e1184e126dbe7a5682330214ef54dcfbf882078aa9f4b5428d42/xxhash-3.8.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:5177aa44eddaa97c6ef0cc00c6d540edb64d51781d2f8fb941612ec61a92c9ed", size = 32177, upload-time = "2026-07-06T10:45:17.035Z" }, + { url = "https://files.pythonhosted.org/packages/56/0f/fc4c92a5a528f839b34b6419b2e53c8597f2a629d5a1f5d721f65bfa1fd6/xxhash-3.8.1-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:7801b7223db017b9c0c9ccf37e44524edb35a1544a1c032add22c061c6af0276", size = 34642, upload-time = "2026-07-06T10:45:18.39Z" }, + { url = "https://files.pythonhosted.org/packages/d4/58/edbfb141d4000767ac6a9694f8ac0763e2c2e983e65c9e31620ba56e2667/xxhash-3.8.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9e80238259655bf69d7bcd08226a970d7f42605f3157786bfa76dd13472d7fa0", size = 34684, upload-time = "2026-07-06T10:45:20.033Z" }, + { url = "https://files.pythonhosted.org/packages/07/3f/5072f1f0f5714186f0ac2a0b5a4929ce30d4b845e94886b6c01b6ebda0be/xxhash-3.8.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bcab50a389cc04d87f90092af78a6adba2ab3deca63175a3344ca83514045315", size = 32401, upload-time = "2026-07-06T10:45:21.414Z" }, + { url = "https://files.pythonhosted.org/packages/49/c7/802ea2f9c2ed59219934d6d65c470d502b1788043eae277a52af8658bda6/xxhash-3.8.1-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:a2489d3a776fa380cb8e71f54c7fda268a9baf3de9b1395093fd280f95735907", size = 220617, upload-time = "2026-07-06T10:45:23.234Z" }, + { url = "https://files.pythonhosted.org/packages/99/a8/e10488efd31fcb13fcd6acbc6e788f10c6f8e3a0cc4ae3eb89dc19c55a12/xxhash-3.8.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:32ab1e5432690276e71192be7401b55f96db2d0eedea5d44eb1f164505669cc0", size = 241295, upload-time = "2026-07-06T10:45:25.364Z" }, + { url = "https://files.pythonhosted.org/packages/18/cc/14180b17d44892a631f8ae7323c30bfbb1328efc8209e528a480293528ac/xxhash-3.8.1-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:b30e01a0b97a4bc3f519a4d7a82da3dc53251fb0de5eeea8660dcd4ff094c0c2", size = 264688, upload-time = "2026-07-06T10:45:27.09Z" }, + { url = "https://files.pythonhosted.org/packages/a9/72/a14019d0c5f6c41ee407a503036ae32787c91325ca218a96a9b5627be651/xxhash-3.8.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1f44275ddb0978b67a58a951501903f04d49335a91f7681c9ce122ecb8ccb329", size = 242740, upload-time = "2026-07-06T10:45:28.753Z" }, + { url = "https://files.pythonhosted.org/packages/68/08/92550e556c6fcfcb96c6a336945eb53a431ed43120ed749636debb16c5cf/xxhash-3.8.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:e3b87cbd974512c0c5fc7b469c36b2cdc9ee6d76e4ec78bccb2c7184611c49b0", size = 473599, upload-time = "2026-07-06T10:45:30.524Z" }, + { url = "https://files.pythonhosted.org/packages/29/83/e361d3c1acd1b21e1d489616de6fa4aaf843365d8179f612e3743eac20a9/xxhash-3.8.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:98ee81b4b7f3023c9cb04a78cc67610baffcb5812d92f2096cb5a5efc6f19437", size = 220559, upload-time = "2026-07-06T10:45:32.979Z" }, + { url = "https://files.pythonhosted.org/packages/05/01/006a4243c2c2a6831827f9999f6d1c23feeef100eb023c1f886022a00bf3/xxhash-3.8.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:2666f059a1588a99267e33605365ed89cea92f424b3522806a9f4bd8ad2e3d62", size = 310383, upload-time = "2026-07-06T10:45:35.875Z" }, + { url = "https://files.pythonhosted.org/packages/d8/20/af388e8bf9f9a0f89eeef7d2a1935d176ee1c20bc6adeda05035879379cf/xxhash-3.8.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b0093cf7eeb91b84776e8742113afa4bdf47533d36cf719179aaaf1f56f6f8bf", size = 238228, upload-time = "2026-07-06T10:45:38.02Z" }, + { url = "https://files.pythonhosted.org/packages/63/6b/4666579a87eebd1744663c404297355fa0658617b015cedfa58810ee7036/xxhash-3.8.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:3a800912a2e5e975d4128969d645c4a2a80aa886ccd6c9b1c6f44529e327e8cf", size = 269137, upload-time = "2026-07-06T10:45:39.954Z" }, + { url = "https://files.pythonhosted.org/packages/de/d3/e963a8a46f900a137d91b02144d8ea07a8f812971b138204a3b2f8b8e55c/xxhash-3.8.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:0fe37f72a207223d22a4eddc3149d4298993385aa9daef25c039246ca5a309f3", size = 225068, upload-time = "2026-07-06T10:45:41.718Z" }, + { url = "https://files.pythonhosted.org/packages/aa/80/9d181dbcde4b0fe48375f48833a5832d4b8cd2b349b15110c92ee472d874/xxhash-3.8.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:5db43f249b4be9f99ef4b967863f37094fb40e67effafb78ba4f0356b6396104", size = 240874, upload-time = "2026-07-06T10:45:43.414Z" }, + { url = "https://files.pythonhosted.org/packages/39/15/ce3ab5a1cd27ead25a5196e55a7284220f6ad6e316da494ffd900b2b600f/xxhash-3.8.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c4ed42965c2cd9081f011be22f69d0e65d3b6165fe7734072fd0c232840bbd4e", size = 300702, upload-time = "2026-07-06T10:45:45.135Z" }, + { url = "https://files.pythonhosted.org/packages/96/c0/2281a8ab5f2a62dbf57a23c58a01ccc1d98abf40f71193c8a81f59e759b5/xxhash-3.8.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:3557bec8fcb11738a8920eeb68974bc76b75262f6947998d3147954ce0a4b893", size = 443351, upload-time = "2026-07-06T10:45:47.188Z" }, + { url = "https://files.pythonhosted.org/packages/81/2e/071a58c1a53a52d4f7a3aa0987be0c396dffd40da8204805fe1b130a81f4/xxhash-3.8.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:00de40f3b42240db23a82a5c682b55d7263d84a26a953240c1aee463409660e3", size = 217396, upload-time = "2026-07-06T10:45:48.925Z" }, + { url = "https://files.pythonhosted.org/packages/68/44/36ab58134badd9d3433fc7b53c4ca8d113d8e807782885628640f8297a4d/xxhash-3.8.1-cp313-cp313-win32.whl", hash = "sha256:b5196cc2574cfec572a5f3fb7cfa5ade27305ae3d06516a082132441aff4c83a", size = 31974, upload-time = "2026-07-06T10:45:50.591Z" }, + { url = "https://files.pythonhosted.org/packages/96/2a/2a0b84798448e766f7b89ceed073cb0cb5a43fc9ebbacbdea74a38de18e3/xxhash-3.8.1-cp313-cp313-win_amd64.whl", hash = "sha256:538f5f865df6cd8c32dd63158a0e5b4f5dd08d732a7da8b7228a5a0776c8ce55", size = 32739, upload-time = "2026-07-06T10:45:52.221Z" }, + { url = "https://files.pythonhosted.org/packages/d4/60/bb51dbf7c363ff88a7cbd50b7959718219577ef44d7cf255929ffc4a2194/xxhash-3.8.1-cp313-cp313-win_arm64.whl", hash = "sha256:a6617f30641ba0d8baa1635fbefb1dffc5165ec36d26921bd5cee13497cd937a", size = 29239, upload-time = "2026-07-06T10:45:53.714Z" }, + { url = "https://files.pythonhosted.org/packages/56/d3/827ca123c2ee5443a6aaed3c5dd199237dc2f010e2bebd7ec09ef36f3a5f/xxhash-3.8.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:bfcd82852c62a60e314670a9602de354c4460f8adad916e2e42a20860c7870bc", size = 34964, upload-time = "2026-07-06T10:45:55.535Z" }, + { url = "https://files.pythonhosted.org/packages/05/67/67ae2a3ccdeb8b8ef025d35aee9edd1d26c3abe5051d47da9286232afbf8/xxhash-3.8.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:08ea2081f5e88615fec8622a9f87fbe21b8ea58d88cfc02163ca11026ee62a92", size = 32697, upload-time = "2026-07-06T10:45:57.288Z" }, + { url = "https://files.pythonhosted.org/packages/38/5a/3d3994346e1f45493679cb5c1ffc2bf454e410e9d1e8a662d253becee91e/xxhash-3.8.1-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:2e32855b6f9e5b18f449e59d45e3d5778bdeb660632ef2693cca267a11246c75", size = 225954, upload-time = "2026-07-06T10:45:58.897Z" }, + { url = "https://files.pythonhosted.org/packages/3f/2c/53169270309b7cd8e05504e07fe123bac053b89d00ac63617faacf0a2ec0/xxhash-3.8.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a6e088bd7870775624256a0d84c2a6714afd223b2eeb56b0ca58398e52a32fda", size = 249776, upload-time = "2026-07-06T10:46:00.977Z" }, + { url = "https://files.pythonhosted.org/packages/70/e0/5c551d8d592f944506f7c5185e210255c15e672a3c6008c156a1bd9b775e/xxhash-3.8.1-cp313-cp313t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:72eb5ae575cc7ae2b23f6f8064a8b10f638c7149819ae9cc6d20ebd4d37a1629", size = 274776, upload-time = "2026-07-06T10:46:02.869Z" }, + { url = "https://files.pythonhosted.org/packages/a0/2a/d3a762270cee2d7bcd0e25e28c623e5f3f5c0dc637b66e3e47dd5b0bb3f0/xxhash-3.8.1-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:d0b48cdf690a64cedf7258c3dc9506cc41fc86edd7739c40e3098952265dc068", size = 252056, upload-time = "2026-07-06T10:46:04.688Z" }, + { url = "https://files.pythonhosted.org/packages/c1/8f/b78e4373b2cb6d1c42af60ea2d7e9146ad0710b239ac7f706d5d31d5bb98/xxhash-3.8.1-cp313-cp313t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fb9e256a357dfcede7818c6d34e70db2d6b664394803d1de4b6984d2de76c0f1", size = 482108, upload-time = "2026-07-06T10:46:06.498Z" }, + { url = "https://files.pythonhosted.org/packages/e6/0d/642d923336ea61a15f8ce64fc7e078729e6e06c3a026e517fa79b2c23b7a/xxhash-3.8.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:51f71a6e2ad071e70c937e41fcb6c19f82c3f9f49831eba850ed4a106ffbb647", size = 226739, upload-time = "2026-07-06T10:46:08.598Z" }, + { url = "https://files.pythonhosted.org/packages/a6/0a/a37d6da6427d45a8d23e3ee3a0ca9c9d4a90364849c6637fe2963a755f9b/xxhash-3.8.1-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e4a6443968c4e8dc69967e12776776a5952c119cc1bd94168ad1c5ad667c2be1", size = 319658, upload-time = "2026-07-06T10:46:10.504Z" }, + { url = "https://files.pythonhosted.org/packages/4a/51/ebbd40da8a3f1bc53b4b7a9a87f8e28bd95c5f21bc14b8a57860cf367d1b/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:714503083a1f2065c9ad15340dd49ac8a8e948a505a705ffa1750cb951519113", size = 246059, upload-time = "2026-07-06T10:46:12.634Z" }, + { url = "https://files.pythonhosted.org/packages/24/4c/d9014030147e1f0bb26e7da47aa240dd9ec61c763c573e558111d869f8e1/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_armv7l.whl", hash = "sha256:77f74e45a1e5574bbbf80181c8027b3a4c65c2248fffbd557bd596fff13102f9", size = 275535, upload-time = "2026-07-06T10:46:14.614Z" }, + { url = "https://files.pythonhosted.org/packages/84/86/caee2db41fadcd5a25aa4323213f9afec5a8586d4e419241e3d659362bd7/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:4e0e1b0fb0259c1b75d1251ac0bb4d7ab675d36f7a6bf4ba6aa630dae94f9ffa", size = 231292, upload-time = "2026-07-06T10:46:16.452Z" }, + { url = "https://files.pythonhosted.org/packages/0b/60/f52f08bcdc904c4514ea5c25caa19e9f3214144434a6ff96dc82dc1cbddd/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:10e4393ec33633c2f05ad01869e546ad080b1a18f2650503731f153774608b31", size = 250490, upload-time = "2026-07-06T10:46:18.318Z" }, + { url = "https://files.pythonhosted.org/packages/24/a0/94dc7ae310838f250669c6ad7168e6d6fca17d49dac1053f06dc232c4a56/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:b3ba794c3d885803db6c3116686923f1ec13bc86e621e169a375282b63ea1cc6", size = 309861, upload-time = "2026-07-06T10:46:20.503Z" }, + { url = "https://files.pythonhosted.org/packages/8b/f9/adeead7d0eb28cdfc2832544ea639ffbc6749ccde47a8e228d667459182e/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:57189a69c0891e4818853feaa521c972d22c880a001453addea015f48e3c3398", size = 448739, upload-time = "2026-07-06T10:46:22.79Z" }, + { url = "https://files.pythonhosted.org/packages/04/a4/22ec0e07db57d901c9298ae98aa3cf2be45bafded6f07c13131e85b89032/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d59e71153fe9ff85648d00e18649b07e9b22c797291abb7e27274fa06df8b838", size = 223657, upload-time = "2026-07-06T10:46:24.831Z" }, + { url = "https://files.pythonhosted.org/packages/94/32/8a9531f37b59e5a013003db7cb7414baf4ce7e0e1268e0d5947cd3d6a2df/xxhash-3.8.1-cp313-cp313t-win32.whl", hash = "sha256:5b96f0024e9840f449bd91b2d005c921a4b666055a0d1b6492463799f32aae22", size = 32377, upload-time = "2026-07-06T10:46:26.86Z" }, + { url = "https://files.pythonhosted.org/packages/e7/ab/2ca45fd7f671de5f81fc297ef1c95080b40c86ec6be0cc6034b8f7707ac8/xxhash-3.8.1-cp313-cp313t-win_amd64.whl", hash = "sha256:37d5a56c36dcc0b9a87b814cd992598d33863ff683749de6c86081f278d5e629", size = 33274, upload-time = "2026-07-06T10:46:28.39Z" }, + { url = "https://files.pythonhosted.org/packages/5a/54/20d7163463ddb6438b73a427d1655a77a502cf9b9b0c3ada3599629d9c0a/xxhash-3.8.1-cp313-cp313t-win_arm64.whl", hash = "sha256:6696c8752aded28ff3b16f33ef28ce28fb5d209b80c206746f943199fcf5fd65", size = 29375, upload-time = "2026-07-06T10:46:29.962Z" }, + { url = "https://files.pythonhosted.org/packages/c2/8b/df2ba04f22a6cd6b39f96a6577329a8471a55c90ef8d8e2f7c102363613f/xxhash-3.8.1-cp314-cp314-android_24_arm64_v8a.whl", hash = "sha256:9db455cb649dcfe4504d6d68a6d83a7315a99a3ca59871dc3ff840671f99adba", size = 38430, upload-time = "2026-07-06T10:46:31.496Z" }, + { url = "https://files.pythonhosted.org/packages/b2/4f/6a059e8ad3ca8deedc91dfe335b211204900895152212c03ebbe721de68b/xxhash-3.8.1-cp314-cp314-android_24_x86_64.whl", hash = "sha256:affb37f152e55b5e4494bb9d0107f7bb08515c6704fbed82d9f61214d74adc17", size = 36558, upload-time = "2026-07-06T10:46:33.078Z" }, + { url = "https://files.pythonhosted.org/packages/cb/95/40be178205acce092ae418feb20ac737b32a02c7b864926ed0717354c9f8/xxhash-3.8.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:460261045936975193bfd20549a0de1cd52a33b405cbb972f0d80940c42266cd", size = 31181, upload-time = "2026-07-06T10:46:34.793Z" }, + { url = "https://files.pythonhosted.org/packages/3f/89/2da4dbf051bafa156c0e3f12012db2b0ac3b84ff37ca1f021f6bfffcdfbb/xxhash-3.8.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:38c887aedb696ef8bca19983206d270848558cfae4a91afa6a2fb05dde58ffc5", size = 32192, upload-time = "2026-07-06T10:46:36.393Z" }, + { url = "https://files.pythonhosted.org/packages/7c/4e/e000bbae3566bc8e0be771a8a0f294aa99075e3f0bc4ef43922ebffdebc8/xxhash-3.8.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:594131ce1aad18db3689781f806db1b065cdaa04f4df36b4c038d2013aefd0bf", size = 34691, upload-time = "2026-07-06T10:46:38.1Z" }, + { url = "https://files.pythonhosted.org/packages/b4/4a/ea954aacc7d1c8711880ac2b55da94429a9b4296b151c4fc0966549ca1ee/xxhash-3.8.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:78c794b643d214f1522e7a288bcf5a2de120d26cd170516749a4009dc92722c9", size = 34807, upload-time = "2026-07-06T10:46:39.647Z" }, + { url = "https://files.pythonhosted.org/packages/ca/29/df598e738ff37558ac627264deb2e560902d9bf7f46d3bd5175c9eee593e/xxhash-3.8.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:af0c9fedc4a2c24e8664953882fe8185f3790b8338c9c700f76f5ad660817711", size = 32410, upload-time = "2026-07-06T10:46:41.359Z" }, + { url = "https://files.pythonhosted.org/packages/59/9c/81ab40e7d33ada0b3df5d1bc884894d15dbf4f805cd645b685e4606bb8e0/xxhash-3.8.1-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:115772daeb71b2f3b9381177017f53e6cf3f3439c840737fdabd21aba6e54920", size = 220564, upload-time = "2026-07-06T10:46:43.463Z" }, + { url = "https://files.pythonhosted.org/packages/fd/6f/62ae6f5c8606320a0e2a41c2dc8c6d91cc5d63d0f84dd9582e9543779dd8/xxhash-3.8.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:000435984a0469b0f822fe76f35bddea0f96a4d6521b3339a60a6428cdee1edc", size = 241462, upload-time = "2026-07-06T10:46:45.509Z" }, + { url = "https://files.pythonhosted.org/packages/15/a1/9c3a0ec6cb524396f551eddd102a76690a795494eb9784fc67542b0daa37/xxhash-3.8.1-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2f1c68394818e0595569c2ff3cbc1e6d5a36a434e796f5c526b987b80c8a8c62", size = 264491, upload-time = "2026-07-06T10:46:47.655Z" }, + { url = "https://files.pythonhosted.org/packages/64/f2/700a4674e4308eb59d2fdb973977e82eae231bea5044753fee5c9eec0e0c/xxhash-3.8.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:46b39976d008e2a845758650f0ff7136bca004f40da0c8798bd37ac37860154f", size = 242905, upload-time = "2026-07-06T10:46:49.857Z" }, + { url = "https://files.pythonhosted.org/packages/f3/8a/72d9874375c8d4cbc64a8cd1d659d5695a8765c3db82efa82dc5bd9f14d0/xxhash-3.8.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d5006c65ec507a333479e76e00e2c368781f16c24ededa764763956b32a0e93e", size = 473873, upload-time = "2026-07-06T10:46:51.953Z" }, + { url = "https://files.pythonhosted.org/packages/03/f0/6db07590ed7e0a77f186ef0bcea8d52553bf1ba57833e09467a2411f0f2d/xxhash-3.8.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c31a2649bcf1fe97cf11c79848d761df33ac46b3896942d31b640557b486ff6b", size = 220765, upload-time = "2026-07-06T10:46:55.41Z" }, + { url = "https://files.pythonhosted.org/packages/8f/10/00d12d8b8beabbf49a8bbc626fb9f40445145a8887eb41a6acfb69149ac4/xxhash-3.8.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8f759eed402448c2bdbb492e4fba1f20668ffe29688605ea61f0f67f9e4e386d", size = 310478, upload-time = "2026-07-06T10:46:57.729Z" }, + { url = "https://files.pythonhosted.org/packages/1f/f9/12a82394eefb0f185d15a7f7b9f627c61c475a72dd83718436a5b84b42ac/xxhash-3.8.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7b5f97ecfede10d5b2870383620e2d25c8561e217c7bf9081073802b54248d2b", size = 238393, upload-time = "2026-07-06T10:46:59.87Z" }, + { url = "https://files.pythonhosted.org/packages/20/f3/53f963e320b9ce678337aa7273f39ce692ded8b99e3d22a866ec722159ab/xxhash-3.8.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:1da930bbcac3e8fbe2191850e2abb57977a99348c12c4b385e1058ac1b0a9ecc", size = 268704, upload-time = "2026-07-06T10:47:01.806Z" }, + { url = "https://files.pythonhosted.org/packages/0a/50/5b5badbd87c82d9f9b5f58ac74a3f29ef08f6fc387b324b8fd482450b862/xxhash-3.8.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:747476436f6891b9773374ce8d48edcc8b12cb5b61b67c6fb6289633747d088f", size = 225015, upload-time = "2026-07-06T10:47:03.784Z" }, + { url = "https://files.pythonhosted.org/packages/30/93/3ca68265afe7b4e69435e08a7b6a1d9d0f2a071e889da1f8041ed00fe878/xxhash-3.8.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:4ef09bbc2519a93cd0f95f2ceb5f7b85919dffea643278e02362bf40e3c4bed1", size = 240951, upload-time = "2026-07-06T10:47:05.816Z" }, + { url = "https://files.pythonhosted.org/packages/dd/a6/27e19670c40f46b5e76e11f2f4713d21054804568425d870670e757172ad/xxhash-3.8.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:a5eed9d41995a83f3332b4e3396abb7f433cac584222bd7e305b606d8353861e", size = 300751, upload-time = "2026-07-06T10:47:07.95Z" }, + { url = "https://files.pythonhosted.org/packages/bc/fb/b33e27689959fe7ed2ae0b830af41560d65213943983afa9db3a8d481bce/xxhash-3.8.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:53f3ed9118397074ff63a79b66b7fec1c84c782eecde35c5bc94e420a971c231", size = 443480, upload-time = "2026-07-06T10:47:10Z" }, + { url = "https://files.pythonhosted.org/packages/26/60/0e0d973be5fe280753ef02fbc89349492ad6e903bf1dcb870b668f94b662/xxhash-3.8.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d247b34bf433c92b41689318fd25d246313cab2275a6a47e2efac178b80d6efe", size = 217657, upload-time = "2026-07-06T10:47:12.196Z" }, + { url = "https://files.pythonhosted.org/packages/ad/68/c9e3ecef4a9a417d464cb5bd200aa12f73192dee677901b9e08e0ad0d1bb/xxhash-3.8.1-cp314-cp314-win32.whl", hash = "sha256:d58ce8b6cfa9c4d2f230557f69caf7c06369e318015d0b19485095bc2c5963ab", size = 32690, upload-time = "2026-07-06T10:47:14.204Z" }, + { url = "https://files.pythonhosted.org/packages/d7/99/e9e44588c0b62837bbec5ba7927816de0afa03406b1a0b6c7a7e1d1a30a0/xxhash-3.8.1-cp314-cp314-win_amd64.whl", hash = "sha256:6cee733fe4ccb1737e0997135283c82341e5cfa9cf214b165f9087fb663aaf4f", size = 33460, upload-time = "2026-07-06T10:47:16.021Z" }, + { url = "https://files.pythonhosted.org/packages/45/2b/64f36d86380b3657ad9031967ab814f3ef31307174650853f69c18932ebc/xxhash-3.8.1-cp314-cp314-win_arm64.whl", hash = "sha256:58346024d47e84f7d8b3e7f5d6faa1d58acbbe49a8771497872059f58c1d8ea5", size = 30092, upload-time = "2026-07-06T10:47:17.81Z" }, + { url = "https://files.pythonhosted.org/packages/92/cb/18b64bff88c58a0ca209dc533e63cf02d7ae5aa6b1b9a9fd14e81b5dbd60/xxhash-3.8.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:01cab782f8a0a05ecad2c63d7ef10f7ab475f660e0d6419d069418c14d88de7c", size = 35024, upload-time = "2026-07-06T10:47:19.821Z" }, + { url = "https://files.pythonhosted.org/packages/af/1d/72d8a70520e5dcddb472ea0486d299da3240745a10658290cd7b5690ede2/xxhash-3.8.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:717b12fdc51819833704e85e6926d76981ffa3f780ef92e33ebb8b26d46bb230", size = 32697, upload-time = "2026-07-06T10:47:21.649Z" }, + { url = "https://files.pythonhosted.org/packages/9c/b8/e041f555903c56db3d0a731b3d72a6575d75e0ed868b1bd2e5176111ca44/xxhash-3.8.1-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:ec55d80e9b8a519d742669e0b49e8ce9e6747be42bf3c138158b6543a9c8e489", size = 226044, upload-time = "2026-07-06T10:47:23.612Z" }, + { url = "https://files.pythonhosted.org/packages/3a/7e/5cdcf06bf6ec4b5d2ac073feb23432ec1d603fd438864cbd2c09c7cb45e1/xxhash-3.8.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:98d8ac1129b4dd39098cffed94d1284aceb61c3aa396757ccc736ac392e4cee5", size = 249899, upload-time = "2026-07-06T10:47:25.812Z" }, + { url = "https://files.pythonhosted.org/packages/c0/c0/eb7e059cb5e1dba11fd30d2fdf882f56e5a417a3eaa43669d43623767f45/xxhash-3.8.1-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3bc0fa90830df1e1277f33cc6e55de9990b83c0319fd8c7412866cfde38b025e", size = 274892, upload-time = "2026-07-06T10:47:27.931Z" }, + { url = "https://files.pythonhosted.org/packages/66/74/a600aaf7cd39957fd1510adeedb1749c1e7eb82bd632a1153d9c664c3135/xxhash-3.8.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c73b6f652f0745425aa6378319c331293b5341756262e9408ed3d45f183375e6", size = 252243, upload-time = "2026-07-06T10:47:30.288Z" }, + { url = "https://files.pythonhosted.org/packages/ad/04/78d88fa75a6763e5d09bf1b947a392a27988903381b219006f92f3c68fc8/xxhash-3.8.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f6114692261eff4266386cdec0f7d87eee24e317ab397c218b7ae6a76b4c6339", size = 482191, upload-time = "2026-07-06T10:47:32.45Z" }, + { url = "https://files.pythonhosted.org/packages/7f/06/07a8aea1108d682de8791ce608cdf367d75ff4e7e57cd3c154bdc6f47b23/xxhash-3.8.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4df57c0b161ec1b3ed0526a67b0db0914b557e86ee8aae51887aec941b261542", size = 226877, upload-time = "2026-07-06T10:47:34.705Z" }, + { url = "https://files.pythonhosted.org/packages/ed/b5/86bade5618a524d2c06c4041aa2fe8e5749ce16e88afba60d67c1684a21f/xxhash-3.8.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9043877a917be88ccf230aa5667c1bd059bce80f4c2727e4defa1b29b7f48b08", size = 319794, upload-time = "2026-07-06T10:47:37.08Z" }, + { url = "https://files.pythonhosted.org/packages/23/69/9b1a2b89b1621bb740fbcb7beb512f60f99480c1bdc680c0c90e1f56ff75/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:559e3cabe522231909f9de98ef06929edbd53782046bd21aae0c72db6f2a0775", size = 246202, upload-time = "2026-07-06T10:47:39.676Z" }, + { url = "https://files.pythonhosted.org/packages/08/ea/662ed6cb49f1d34078b6a3a3e0f3d29ff93fd7b5a03c0bc9ecfd9b2159c3/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:264710bd335016f303763ce1275c6486df30bb57c2245c91b224c983d7ac39b8", size = 275628, upload-time = "2026-07-06T10:47:41.99Z" }, + { url = "https://files.pythonhosted.org/packages/13/f5/49fc9e4c6728a5a3bd8fe639199d2fa67609b3a84f938aff6e8568dd3e4f/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:e14800b9b10bb39d7a60ad4a310e403164d7b8988a27ae933d4e40618a44088e", size = 231390, upload-time = "2026-07-06T10:47:44.233Z" }, + { url = "https://files.pythonhosted.org/packages/64/9d/3acaf8f599c0e0b30e910a3a11ba32929da53c86dc73c7c55fe6a010b4e9/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:ea6a3e734b0fd41b82784a400be946821900daebe610c050a5e0760838a34f99", size = 250600, upload-time = "2026-07-06T10:47:47.611Z" }, + { url = "https://files.pythonhosted.org/packages/23/64/8acab4c5ec60dbe664b5b9858fd44c2413b07e535b09556a0a5022e78aa6/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:cf399fac542a1c7a4734a435b93df2c55e858c7d31abf6c1bdf46f9ae67fbfd0", size = 310032, upload-time = "2026-07-06T10:47:49.88Z" }, + { url = "https://files.pythonhosted.org/packages/56/47/a0288d7329b1fe63e2734a32d19d444a96ae2b4810f545bc61e561224917/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:44c89d915a75c11d2547eaee9098fcd80398987c4bff2974a0497a925bf92c07", size = 448882, upload-time = "2026-07-06T10:47:52.631Z" }, + { url = "https://files.pythonhosted.org/packages/01/e7/3071dfd3beb5c38204ce1cf56bf7749fce08de900fa92714b81d1d8ca1f2/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:358650d5bda9c635da699c53adf4e8134af492ecc79c960f917eebf088bb6799", size = 223728, upload-time = "2026-07-06T10:47:55.093Z" }, + { url = "https://files.pythonhosted.org/packages/12/11/b99949f0ba2b07e9f9ffe83b9c86faa685f9080725dc21a916a607313be5/xxhash-3.8.1-cp314-cp314t-win32.whl", hash = "sha256:c240939e963653054fc7e4a17c382829cda4aa88a7daf0af841715dbded1b497", size = 33150, upload-time = "2026-07-06T10:47:57.274Z" }, + { url = "https://files.pythonhosted.org/packages/54/1c/09703eb341f8416e74e58d6c6732d4b5c46de59c942363203cb237cc95b0/xxhash-3.8.1-cp314-cp314t-win_amd64.whl", hash = "sha256:7258ee276e8772599bc19e14b36f6260306e21b637190cd7cb489a2449d48684", size = 34005, upload-time = "2026-07-06T10:47:59.434Z" }, + { url = "https://files.pythonhosted.org/packages/d6/f9/6ed7251bb6a8af10ac73b1821c60583d2826e5b2064e45a979c935287c98/xxhash-3.8.1-cp314-cp314t-win_arm64.whl", hash = "sha256:8f454166c2ffed45636c8d501741e649851ba2f346c4eb73a64c07ac00428f20", size = 30239, upload-time = "2026-07-06T10:48:01.874Z" }, + { url = "https://files.pythonhosted.org/packages/99/e4/4d8040435aeac814fc69ba63621565fbeb19229a138e2568324a26b2a45c/xxhash-3.8.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:39c9d5b61508b0bb68f29e54546de0ed2a74943c6a18585535a7e37356f1dd12", size = 32687, upload-time = "2026-07-06T10:49:42.803Z" }, + { url = "https://files.pythonhosted.org/packages/da/6a/975f1f2318c760e5bcec109ed379713ae645d8d856c2a3b9ec5d26857087/xxhash-3.8.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:83b9130b80b216d56fdf9e87131946b353c9627930c061955a101ea82b09fed9", size = 29879, upload-time = "2026-07-06T10:49:45.172Z" }, + { url = "https://files.pythonhosted.org/packages/08/0b/40a2a55ff52cf635bfdc5eae67a772bec85b4f44c6c737f73f6f528d51d1/xxhash-3.8.1-pp311-pypy311_pp73-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:8304be0982130954b7fd3aad18e2c6f8ee40254bc3d2e635991c16d77c91e2bd", size = 43246, upload-time = "2026-07-06T10:49:47.905Z" }, + { url = "https://files.pythonhosted.org/packages/9c/6d/56ed2b6b200f26fb474f3fd387d95d0601efcd5bb33430c90c68924bdd77/xxhash-3.8.1-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4b512261801b1e5fde7b6ebf2fef7977339c620cbbca88a0040ad9ad134f4d02", size = 38202, upload-time = "2026-07-06T10:49:50.59Z" }, + { url = "https://files.pythonhosted.org/packages/0d/a3/56864d895d1161a9f17502088e9c1fb7c06bde2c2efdde620d22bb7a9c43/xxhash-3.8.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:49aa8692507835dcc1e8ad8021f20c74c2dc13d83b5112e87877faa2a0035b20", size = 34448, upload-time = "2026-07-06T10:49:53.242Z" }, + { url = "https://files.pythonhosted.org/packages/6b/57/5c6e0908a47f61dca96d01c8ee6fce01ed1050611eb779083ba8758fed81/xxhash-3.8.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:345b07b78e2bf583d71682aa34ae5b5fab575f7a1cb31e10263ebbc6f89f8c42", size = 32869, upload-time = "2026-07-06T10:49:55.972Z" }, +] + +[[package]] +name = "zstandard" +version = "0.25.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/fd/aa/3e0508d5a5dd96529cdc5a97011299056e14c6505b678fd58938792794b1/zstandard-0.25.0.tar.gz", hash = "sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b", size = 711513, upload-time = "2025-09-14T22:15:54.002Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/56/7a/28efd1d371f1acd037ac64ed1c5e2b41514a6cc937dd6ab6a13ab9f0702f/zstandard-0.25.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e59fdc271772f6686e01e1b3b74537259800f57e24280be3f29c8a0deb1904dd", size = 795256, upload-time = "2025-09-14T22:15:56.415Z" }, + { url = "https://files.pythonhosted.org/packages/96/34/ef34ef77f1ee38fc8e4f9775217a613b452916e633c4f1d98f31db52c4a5/zstandard-0.25.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4d441506e9b372386a5271c64125f72d5df6d2a8e8a2a45a0ae09b03cb781ef7", size = 640565, upload-time = "2025-09-14T22:15:58.177Z" }, + { url = "https://files.pythonhosted.org/packages/9d/1b/4fdb2c12eb58f31f28c4d28e8dc36611dd7205df8452e63f52fb6261d13e/zstandard-0.25.0-cp310-cp310-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:ab85470ab54c2cb96e176f40342d9ed41e58ca5733be6a893b730e7af9c40550", size = 5345306, upload-time = "2025-09-14T22:16:00.165Z" }, + { url = "https://files.pythonhosted.org/packages/73/28/a44bdece01bca027b079f0e00be3b6bd89a4df180071da59a3dd7381665b/zstandard-0.25.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e05ab82ea7753354bb054b92e2f288afb750e6b439ff6ca78af52939ebbc476d", size = 5055561, upload-time = "2025-09-14T22:16:02.22Z" }, + { url = "https://files.pythonhosted.org/packages/e9/74/68341185a4f32b274e0fc3410d5ad0750497e1acc20bd0f5b5f64ce17785/zstandard-0.25.0-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:78228d8a6a1c177a96b94f7e2e8d012c55f9c760761980da16ae7546a15a8e9b", size = 5402214, upload-time = "2025-09-14T22:16:04.109Z" }, + { url = "https://files.pythonhosted.org/packages/8b/67/f92e64e748fd6aaffe01e2b75a083c0c4fd27abe1c8747fee4555fcee7dd/zstandard-0.25.0-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:2b6bd67528ee8b5c5f10255735abc21aa106931f0dbaf297c7be0c886353c3d0", size = 5449703, upload-time = "2025-09-14T22:16:06.312Z" }, + { url = "https://files.pythonhosted.org/packages/fd/e5/6d36f92a197c3c17729a2125e29c169f460538a7d939a27eaaa6dcfcba8e/zstandard-0.25.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4b6d83057e713ff235a12e73916b6d356e3084fd3d14ced499d84240f3eecee0", size = 5556583, upload-time = "2025-09-14T22:16:08.457Z" }, + { url = "https://files.pythonhosted.org/packages/d7/83/41939e60d8d7ebfe2b747be022d0806953799140a702b90ffe214d557638/zstandard-0.25.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:9174f4ed06f790a6869b41cba05b43eeb9a35f8993c4422ab853b705e8112bbd", size = 5045332, upload-time = "2025-09-14T22:16:10.444Z" }, + { url = "https://files.pythonhosted.org/packages/b3/87/d3ee185e3d1aa0133399893697ae91f221fda79deb61adbe998a7235c43f/zstandard-0.25.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:25f8f3cd45087d089aef5ba3848cd9efe3ad41163d3400862fb42f81a3a46701", size = 5572283, upload-time = "2025-09-14T22:16:12.128Z" }, + { url = "https://files.pythonhosted.org/packages/0a/1d/58635ae6104df96671076ac7d4ae7816838ce7debd94aecf83e30b7121b0/zstandard-0.25.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:3756b3e9da9b83da1796f8809dd57cb024f838b9eeafde28f3cb472012797ac1", size = 4959754, upload-time = "2025-09-14T22:16:14.225Z" }, + { url = "https://files.pythonhosted.org/packages/75/d6/57e9cb0a9983e9a229dd8fd2e6e96593ef2aa82a3907188436f22b111ccd/zstandard-0.25.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:81dad8d145d8fd981b2962b686b2241d3a1ea07733e76a2f15435dfb7fb60150", size = 5266477, upload-time = "2025-09-14T22:16:16.343Z" }, + { url = "https://files.pythonhosted.org/packages/d1/a9/ee891e5edf33a6ebce0a028726f0bbd8567effe20fe3d5808c42323e8542/zstandard-0.25.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:a5a419712cf88862a45a23def0ae063686db3d324cec7edbe40509d1a79a0aab", size = 5440914, upload-time = "2025-09-14T22:16:18.453Z" }, + { url = "https://files.pythonhosted.org/packages/58/08/a8522c28c08031a9521f27abc6f78dbdee7312a7463dd2cfc658b813323b/zstandard-0.25.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:e7360eae90809efd19b886e59a09dad07da4ca9ba096752e61a2e03c8aca188e", size = 5819847, upload-time = "2025-09-14T22:16:20.559Z" }, + { url = "https://files.pythonhosted.org/packages/6f/11/4c91411805c3f7b6f31c60e78ce347ca48f6f16d552fc659af6ec3b73202/zstandard-0.25.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:75ffc32a569fb049499e63ce68c743155477610532da1eb38e7f24bf7cd29e74", size = 5363131, upload-time = "2025-09-14T22:16:22.206Z" }, + { url = "https://files.pythonhosted.org/packages/ef/d6/8c4bd38a3b24c4c7676a7a3d8de85d6ee7a983602a734b9f9cdefb04a5d6/zstandard-0.25.0-cp310-cp310-win32.whl", hash = "sha256:106281ae350e494f4ac8a80470e66d1fe27e497052c8d9c3b95dc4cf1ade81aa", size = 436469, upload-time = "2025-09-14T22:16:25.002Z" }, + { url = "https://files.pythonhosted.org/packages/93/90/96d50ad417a8ace5f841b3228e93d1bb13e6ad356737f42e2dde30d8bd68/zstandard-0.25.0-cp310-cp310-win_amd64.whl", hash = "sha256:ea9d54cc3d8064260114a0bbf3479fc4a98b21dffc89b3459edd506b69262f6e", size = 506100, upload-time = "2025-09-14T22:16:23.569Z" }, + { url = "https://files.pythonhosted.org/packages/2a/83/c3ca27c363d104980f1c9cee1101cc8ba724ac8c28a033ede6aab89585b1/zstandard-0.25.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:933b65d7680ea337180733cf9e87293cc5500cc0eb3fc8769f4d3c88d724ec5c", size = 795254, upload-time = "2025-09-14T22:16:26.137Z" }, + { url = "https://files.pythonhosted.org/packages/ac/4d/e66465c5411a7cf4866aeadc7d108081d8ceba9bc7abe6b14aa21c671ec3/zstandard-0.25.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a3f79487c687b1fc69f19e487cd949bf3aae653d181dfb5fde3bf6d18894706f", size = 640559, upload-time = "2025-09-14T22:16:27.973Z" }, + { url = "https://files.pythonhosted.org/packages/12/56/354fe655905f290d3b147b33fe946b0f27e791e4b50a5f004c802cb3eb7b/zstandard-0.25.0-cp311-cp311-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:0bbc9a0c65ce0eea3c34a691e3c4b6889f5f3909ba4822ab385fab9057099431", size = 5348020, upload-time = "2025-09-14T22:16:29.523Z" }, + { url = "https://files.pythonhosted.org/packages/3b/13/2b7ed68bd85e69a2069bcc72141d378f22cae5a0f3b353a2c8f50ef30c1b/zstandard-0.25.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:01582723b3ccd6939ab7b3a78622c573799d5d8737b534b86d0e06ac18dbde4a", size = 5058126, upload-time = "2025-09-14T22:16:31.811Z" }, + { url = "https://files.pythonhosted.org/packages/c9/dd/fdaf0674f4b10d92cb120ccff58bbb6626bf8368f00ebfd2a41ba4a0dc99/zstandard-0.25.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:5f1ad7bf88535edcf30038f6919abe087f606f62c00a87d7e33e7fc57cb69fcc", size = 5405390, upload-time = "2025-09-14T22:16:33.486Z" }, + { url = "https://files.pythonhosted.org/packages/0f/67/354d1555575bc2490435f90d67ca4dd65238ff2f119f30f72d5cde09c2ad/zstandard-0.25.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:06acb75eebeedb77b69048031282737717a63e71e4ae3f77cc0c3b9508320df6", size = 5452914, upload-time = "2025-09-14T22:16:35.277Z" }, + { url = "https://files.pythonhosted.org/packages/bb/1f/e9cfd801a3f9190bf3e759c422bbfd2247db9d7f3d54a56ecde70137791a/zstandard-0.25.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9300d02ea7c6506f00e627e287e0492a5eb0371ec1670ae852fefffa6164b072", size = 5559635, upload-time = "2025-09-14T22:16:37.141Z" }, + { url = "https://files.pythonhosted.org/packages/21/88/5ba550f797ca953a52d708c8e4f380959e7e3280af029e38fbf47b55916e/zstandard-0.25.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:bfd06b1c5584b657a2892a6014c2f4c20e0db0208c159148fa78c65f7e0b0277", size = 5048277, upload-time = "2025-09-14T22:16:38.807Z" }, + { url = "https://files.pythonhosted.org/packages/46/c0/ca3e533b4fa03112facbe7fbe7779cb1ebec215688e5df576fe5429172e0/zstandard-0.25.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:f373da2c1757bb7f1acaf09369cdc1d51d84131e50d5fa9863982fd626466313", size = 5574377, upload-time = "2025-09-14T22:16:40.523Z" }, + { url = "https://files.pythonhosted.org/packages/12/9b/3fb626390113f272abd0799fd677ea33d5fc3ec185e62e6be534493c4b60/zstandard-0.25.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:6c0e5a65158a7946e7a7affa6418878ef97ab66636f13353b8502d7ea03c8097", size = 4961493, upload-time = "2025-09-14T22:16:43.3Z" }, + { url = "https://files.pythonhosted.org/packages/cb/d3/23094a6b6a4b1343b27ae68249daa17ae0651fcfec9ed4de09d14b940285/zstandard-0.25.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:c8e167d5adf59476fa3e37bee730890e389410c354771a62e3c076c86f9f7778", size = 5269018, upload-time = "2025-09-14T22:16:45.292Z" }, + { url = "https://files.pythonhosted.org/packages/8c/a7/bb5a0c1c0f3f4b5e9d5b55198e39de91e04ba7c205cc46fcb0f95f0383c1/zstandard-0.25.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:98750a309eb2f020da61e727de7d7ba3c57c97cf6213f6f6277bb7fb42a8e065", size = 5443672, upload-time = "2025-09-14T22:16:47.076Z" }, + { url = "https://files.pythonhosted.org/packages/27/22/503347aa08d073993f25109c36c8d9f029c7d5949198050962cb568dfa5e/zstandard-0.25.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:22a086cff1b6ceca18a8dd6096ec631e430e93a8e70a9ca5efa7561a00f826fa", size = 5822753, upload-time = "2025-09-14T22:16:49.316Z" }, + { url = "https://files.pythonhosted.org/packages/e2/be/94267dc6ee64f0f8ba2b2ae7c7a2df934a816baaa7291db9e1aa77394c3c/zstandard-0.25.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:72d35d7aa0bba323965da807a462b0966c91608ef3a48ba761678cb20ce5d8b7", size = 5366047, upload-time = "2025-09-14T22:16:51.328Z" }, + { url = "https://files.pythonhosted.org/packages/7b/a3/732893eab0a3a7aecff8b99052fecf9f605cf0fb5fb6d0290e36beee47a4/zstandard-0.25.0-cp311-cp311-win32.whl", hash = "sha256:f5aeea11ded7320a84dcdd62a3d95b5186834224a9e55b92ccae35d21a8b63d4", size = 436484, upload-time = "2025-09-14T22:16:55.005Z" }, + { url = "https://files.pythonhosted.org/packages/43/a3/c6155f5c1cce691cb80dfd38627046e50af3ee9ddc5d0b45b9b063bfb8c9/zstandard-0.25.0-cp311-cp311-win_amd64.whl", hash = "sha256:daab68faadb847063d0c56f361a289c4f268706b598afbf9ad113cbe5c38b6b2", size = 506183, upload-time = "2025-09-14T22:16:52.753Z" }, + { url = "https://files.pythonhosted.org/packages/8c/3e/8945ab86a0820cc0e0cdbf38086a92868a9172020fdab8a03ac19662b0e5/zstandard-0.25.0-cp311-cp311-win_arm64.whl", hash = "sha256:22a06c5df3751bb7dc67406f5374734ccee8ed37fc5981bf1ad7041831fa1137", size = 462533, upload-time = "2025-09-14T22:16:53.878Z" }, + { url = "https://files.pythonhosted.org/packages/82/fc/f26eb6ef91ae723a03e16eddb198abcfce2bc5a42e224d44cc8b6765e57e/zstandard-0.25.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7b3c3a3ab9daa3eed242d6ecceead93aebbb8f5f84318d82cee643e019c4b73b", size = 795738, upload-time = "2025-09-14T22:16:56.237Z" }, + { url = "https://files.pythonhosted.org/packages/aa/1c/d920d64b22f8dd028a8b90e2d756e431a5d86194caa78e3819c7bf53b4b3/zstandard-0.25.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:913cbd31a400febff93b564a23e17c3ed2d56c064006f54efec210d586171c00", size = 640436, upload-time = "2025-09-14T22:16:57.774Z" }, + { url = "https://files.pythonhosted.org/packages/53/6c/288c3f0bd9fcfe9ca41e2c2fbfd17b2097f6af57b62a81161941f09afa76/zstandard-0.25.0-cp312-cp312-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64", size = 5343019, upload-time = "2025-09-14T22:16:59.302Z" }, + { url = "https://files.pythonhosted.org/packages/1e/15/efef5a2f204a64bdb5571e6161d49f7ef0fffdbca953a615efbec045f60f/zstandard-0.25.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dffecc361d079bb48d7caef5d673c88c8988d3d33fb74ab95b7ee6da42652ea", size = 5063012, upload-time = "2025-09-14T22:17:01.156Z" }, + { url = "https://files.pythonhosted.org/packages/b7/37/a6ce629ffdb43959e92e87ebdaeebb5ac81c944b6a75c9c47e300f85abdf/zstandard-0.25.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:7149623bba7fdf7e7f24312953bcf73cae103db8cae49f8154dd1eadc8a29ecb", size = 5394148, upload-time = "2025-09-14T22:17:03.091Z" }, + { url = "https://files.pythonhosted.org/packages/e3/79/2bf870b3abeb5c070fe2d670a5a8d1057a8270f125ef7676d29ea900f496/zstandard-0.25.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:6a573a35693e03cf1d67799fd01b50ff578515a8aeadd4595d2a7fa9f3ec002a", size = 5451652, upload-time = "2025-09-14T22:17:04.979Z" }, + { url = "https://files.pythonhosted.org/packages/53/60/7be26e610767316c028a2cbedb9a3beabdbe33e2182c373f71a1c0b88f36/zstandard-0.25.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5a56ba0db2d244117ed744dfa8f6f5b366e14148e00de44723413b2f3938a902", size = 5546993, upload-time = "2025-09-14T22:17:06.781Z" }, + { url = "https://files.pythonhosted.org/packages/85/c7/3483ad9ff0662623f3648479b0380d2de5510abf00990468c286c6b04017/zstandard-0.25.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:10ef2a79ab8e2974e2075fb984e5b9806c64134810fac21576f0668e7ea19f8f", size = 5046806, upload-time = "2025-09-14T22:17:08.415Z" }, + { url = "https://files.pythonhosted.org/packages/08/b3/206883dd25b8d1591a1caa44b54c2aad84badccf2f1de9e2d60a446f9a25/zstandard-0.25.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:aaf21ba8fb76d102b696781bddaa0954b782536446083ae3fdaa6f16b25a1c4b", size = 5576659, upload-time = "2025-09-14T22:17:10.164Z" }, + { url = "https://files.pythonhosted.org/packages/9d/31/76c0779101453e6c117b0ff22565865c54f48f8bd807df2b00c2c404b8e0/zstandard-0.25.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1869da9571d5e94a85a5e8d57e4e8807b175c9e4a6294e3b66fa4efb074d90f6", size = 4953933, upload-time = "2025-09-14T22:17:11.857Z" }, + { url = "https://files.pythonhosted.org/packages/18/e1/97680c664a1bf9a247a280a053d98e251424af51f1b196c6d52f117c9720/zstandard-0.25.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:809c5bcb2c67cd0ed81e9229d227d4ca28f82d0f778fc5fea624a9def3963f91", size = 5268008, upload-time = "2025-09-14T22:17:13.627Z" }, + { url = "https://files.pythonhosted.org/packages/1e/73/316e4010de585ac798e154e88fd81bb16afc5c5cb1a72eeb16dd37e8024a/zstandard-0.25.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:f27662e4f7dbf9f9c12391cb37b4c4c3cb90ffbd3b1fb9284dadbbb8935fa708", size = 5433517, upload-time = "2025-09-14T22:17:16.103Z" }, + { url = "https://files.pythonhosted.org/packages/5b/60/dd0f8cfa8129c5a0ce3ea6b7f70be5b33d2618013a161e1ff26c2b39787c/zstandard-0.25.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:99c0c846e6e61718715a3c9437ccc625de26593fea60189567f0118dc9db7512", size = 5814292, upload-time = "2025-09-14T22:17:17.827Z" }, + { url = "https://files.pythonhosted.org/packages/fc/5f/75aafd4b9d11b5407b641b8e41a57864097663699f23e9ad4dbb91dc6bfe/zstandard-0.25.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:474d2596a2dbc241a556e965fb76002c1ce655445e4e3bf38e5477d413165ffa", size = 5360237, upload-time = "2025-09-14T22:17:19.954Z" }, + { url = "https://files.pythonhosted.org/packages/ff/8d/0309daffea4fcac7981021dbf21cdb2e3427a9e76bafbcdbdf5392ff99a4/zstandard-0.25.0-cp312-cp312-win32.whl", hash = "sha256:23ebc8f17a03133b4426bcc04aabd68f8236eb78c3760f12783385171b0fd8bd", size = 436922, upload-time = "2025-09-14T22:17:24.398Z" }, + { url = "https://files.pythonhosted.org/packages/79/3b/fa54d9015f945330510cb5d0b0501e8253c127cca7ebe8ba46a965df18c5/zstandard-0.25.0-cp312-cp312-win_amd64.whl", hash = "sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01", size = 506276, upload-time = "2025-09-14T22:17:21.429Z" }, + { url = "https://files.pythonhosted.org/packages/ea/6b/8b51697e5319b1f9ac71087b0af9a40d8a6288ff8025c36486e0c12abcc4/zstandard-0.25.0-cp312-cp312-win_arm64.whl", hash = "sha256:181eb40e0b6a29b3cd2849f825e0fa34397f649170673d385f3598ae17cca2e9", size = 462679, upload-time = "2025-09-14T22:17:23.147Z" }, + { url = "https://files.pythonhosted.org/packages/35/0b/8df9c4ad06af91d39e94fa96cc010a24ac4ef1378d3efab9223cc8593d40/zstandard-0.25.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ec996f12524f88e151c339688c3897194821d7f03081ab35d31d1e12ec975e94", size = 795735, upload-time = "2025-09-14T22:17:26.042Z" }, + { url = "https://files.pythonhosted.org/packages/3f/06/9ae96a3e5dcfd119377ba33d4c42a7d89da1efabd5cb3e366b156c45ff4d/zstandard-0.25.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a1a4ae2dec3993a32247995bdfe367fc3266da832d82f8438c8570f989753de1", size = 640440, upload-time = "2025-09-14T22:17:27.366Z" }, + { url = "https://files.pythonhosted.org/packages/d9/14/933d27204c2bd404229c69f445862454dcc101cd69ef8c6068f15aaec12c/zstandard-0.25.0-cp313-cp313-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:e96594a5537722fdfb79951672a2a63aec5ebfb823e7560586f7484819f2a08f", size = 5343070, upload-time = "2025-09-14T22:17:28.896Z" }, + { url = "https://files.pythonhosted.org/packages/6d/db/ddb11011826ed7db9d0e485d13df79b58586bfdec56e5c84a928a9a78c1c/zstandard-0.25.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:bfc4e20784722098822e3eee42b8e576b379ed72cca4a7cb856ae733e62192ea", size = 5063001, upload-time = "2025-09-14T22:17:31.044Z" }, + { url = "https://files.pythonhosted.org/packages/db/00/87466ea3f99599d02a5238498b87bf84a6348290c19571051839ca943777/zstandard-0.25.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:457ed498fc58cdc12fc48f7950e02740d4f7ae9493dd4ab2168a47c93c31298e", size = 5394120, upload-time = "2025-09-14T22:17:32.711Z" }, + { url = "https://files.pythonhosted.org/packages/2b/95/fc5531d9c618a679a20ff6c29e2b3ef1d1f4ad66c5e161ae6ff847d102a9/zstandard-0.25.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551", size = 5451230, upload-time = "2025-09-14T22:17:34.41Z" }, + { url = "https://files.pythonhosted.org/packages/63/4b/e3678b4e776db00f9f7b2fe58e547e8928ef32727d7a1ff01dea010f3f13/zstandard-0.25.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8e735494da3db08694d26480f1493ad2cf86e99bdd53e8e9771b2752a5c0246a", size = 5547173, upload-time = "2025-09-14T22:17:36.084Z" }, + { url = "https://files.pythonhosted.org/packages/4e/d5/ba05ed95c6b8ec30bd468dfeab20589f2cf709b5c940483e31d991f2ca58/zstandard-0.25.0-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:3a39c94ad7866160a4a46d772e43311a743c316942037671beb264e395bdd611", size = 5046736, upload-time = "2025-09-14T22:17:37.891Z" }, + { url = "https://files.pythonhosted.org/packages/50/d5/870aa06b3a76c73eced65c044b92286a3c4e00554005ff51962deef28e28/zstandard-0.25.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:172de1f06947577d3a3005416977cce6168f2261284c02080e7ad0185faeced3", size = 5576368, upload-time = "2025-09-14T22:17:40.206Z" }, + { url = "https://files.pythonhosted.org/packages/5d/35/398dc2ffc89d304d59bc12f0fdd931b4ce455bddf7038a0a67733a25f550/zstandard-0.25.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3c83b0188c852a47cd13ef3bf9209fb0a77fa5374958b8c53aaa699398c6bd7b", size = 4954022, upload-time = "2025-09-14T22:17:41.879Z" }, + { url = "https://files.pythonhosted.org/packages/9a/5c/36ba1e5507d56d2213202ec2b05e8541734af5f2ce378c5d1ceaf4d88dc4/zstandard-0.25.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:1673b7199bbe763365b81a4f3252b8e80f44c9e323fc42940dc8843bfeaf9851", size = 5267889, upload-time = "2025-09-14T22:17:43.577Z" }, + { url = "https://files.pythonhosted.org/packages/70/e8/2ec6b6fb7358b2ec0113ae202647ca7c0e9d15b61c005ae5225ad0995df5/zstandard-0.25.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:0be7622c37c183406f3dbf0cba104118eb16a4ea7359eeb5752f0794882fc250", size = 5433952, upload-time = "2025-09-14T22:17:45.271Z" }, + { url = "https://files.pythonhosted.org/packages/7b/01/b5f4d4dbc59ef193e870495c6f1275f5b2928e01ff5a81fecb22a06e22fb/zstandard-0.25.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:5f5e4c2a23ca271c218ac025bd7d635597048b366d6f31f420aaeb715239fc98", size = 5814054, upload-time = "2025-09-14T22:17:47.08Z" }, + { url = "https://files.pythonhosted.org/packages/b2/e5/fbd822d5c6f427cf158316d012c5a12f233473c2f9c5fe5ab1ae5d21f3d8/zstandard-0.25.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4f187a0bb61b35119d1926aee039524d1f93aaf38a9916b8c4b78ac8514a0aaf", size = 5360113, upload-time = "2025-09-14T22:17:48.893Z" }, + { url = "https://files.pythonhosted.org/packages/8e/e0/69a553d2047f9a2c7347caa225bb3a63b6d7704ad74610cb7823baa08ed7/zstandard-0.25.0-cp313-cp313-win32.whl", hash = "sha256:7030defa83eef3e51ff26f0b7bfb229f0204b66fe18e04359ce3474ac33cbc09", size = 436936, upload-time = "2025-09-14T22:17:52.658Z" }, + { url = "https://files.pythonhosted.org/packages/d9/82/b9c06c870f3bd8767c201f1edbdf9e8dc34be5b0fbc5682c4f80fe948475/zstandard-0.25.0-cp313-cp313-win_amd64.whl", hash = "sha256:1f830a0dac88719af0ae43b8b2d6aef487d437036468ef3c2ea59c51f9d55fd5", size = 506232, upload-time = "2025-09-14T22:17:50.402Z" }, + { url = "https://files.pythonhosted.org/packages/d4/57/60c3c01243bb81d381c9916e2a6d9e149ab8627c0c7d7abb2d73384b3c0c/zstandard-0.25.0-cp313-cp313-win_arm64.whl", hash = "sha256:85304a43f4d513f5464ceb938aa02c1e78c2943b29f44a750b48b25ac999a049", size = 462671, upload-time = "2025-09-14T22:17:51.533Z" }, + { url = "https://files.pythonhosted.org/packages/3d/5c/f8923b595b55fe49e30612987ad8bf053aef555c14f05bb659dd5dbe3e8a/zstandard-0.25.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:e29f0cf06974c899b2c188ef7f783607dbef36da4c242eb6c82dcd8b512855e3", size = 795887, upload-time = "2025-09-14T22:17:54.198Z" }, + { url = "https://files.pythonhosted.org/packages/8d/09/d0a2a14fc3439c5f874042dca72a79c70a532090b7ba0003be73fee37ae2/zstandard-0.25.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:05df5136bc5a011f33cd25bc9f506e7426c0c9b3f9954f056831ce68f3b6689f", size = 640658, upload-time = "2025-09-14T22:17:55.423Z" }, + { url = "https://files.pythonhosted.org/packages/5d/7c/8b6b71b1ddd517f68ffb55e10834388d4f793c49c6b83effaaa05785b0b4/zstandard-0.25.0-cp314-cp314-manylinux2010_i686.manylinux_2_12_i686.manylinux_2_28_i686.whl", hash = "sha256:f604efd28f239cc21b3adb53eb061e2a205dc164be408e553b41ba2ffe0ca15c", size = 5379849, upload-time = "2025-09-14T22:17:57.372Z" }, + { url = "https://files.pythonhosted.org/packages/a4/86/a48e56320d0a17189ab7a42645387334fba2200e904ee47fc5a26c1fd8ca/zstandard-0.25.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:223415140608d0f0da010499eaa8ccdb9af210a543fac54bce15babbcfc78439", size = 5058095, upload-time = "2025-09-14T22:17:59.498Z" }, + { url = "https://files.pythonhosted.org/packages/f8/ad/eb659984ee2c0a779f9d06dbfe45e2dc39d99ff40a319895df2d3d9a48e5/zstandard-0.25.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2e54296a283f3ab5a26fc9b8b5d4978ea0532f37b231644f367aa588930aa043", size = 5551751, upload-time = "2025-09-14T22:18:01.618Z" }, + { url = "https://files.pythonhosted.org/packages/61/b3/b637faea43677eb7bd42ab204dfb7053bd5c4582bfe6b1baefa80ac0c47b/zstandard-0.25.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ca54090275939dc8ec5dea2d2afb400e0f83444b2fc24e07df7fdef677110859", size = 6364818, upload-time = "2025-09-14T22:18:03.769Z" }, + { url = "https://files.pythonhosted.org/packages/31/dc/cc50210e11e465c975462439a492516a73300ab8caa8f5e0902544fd748b/zstandard-0.25.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e09bb6252b6476d8d56100e8147b803befa9a12cea144bbe629dd508800d1ad0", size = 5560402, upload-time = "2025-09-14T22:18:05.954Z" }, + { url = "https://files.pythonhosted.org/packages/c9/ae/56523ae9c142f0c08efd5e868a6da613ae76614eca1305259c3bf6a0ed43/zstandard-0.25.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a9ec8c642d1ec73287ae3e726792dd86c96f5681eb8df274a757bf62b750eae7", size = 4955108, upload-time = "2025-09-14T22:18:07.68Z" }, + { url = "https://files.pythonhosted.org/packages/98/cf/c899f2d6df0840d5e384cf4c4121458c72802e8bda19691f3b16619f51e9/zstandard-0.25.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:a4089a10e598eae6393756b036e0f419e8c1d60f44a831520f9af41c14216cf2", size = 5269248, upload-time = "2025-09-14T22:18:09.753Z" }, + { url = "https://files.pythonhosted.org/packages/1b/c0/59e912a531d91e1c192d3085fc0f6fb2852753c301a812d856d857ea03c6/zstandard-0.25.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:f67e8f1a324a900e75b5e28ffb152bcac9fbed1cc7b43f99cd90f395c4375344", size = 5430330, upload-time = "2025-09-14T22:18:11.966Z" }, + { url = "https://files.pythonhosted.org/packages/a0/1d/7e31db1240de2df22a58e2ea9a93fc6e38cc29353e660c0272b6735d6669/zstandard-0.25.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:9654dbc012d8b06fc3d19cc825af3f7bf8ae242226df5f83936cb39f5fdc846c", size = 5811123, upload-time = "2025-09-14T22:18:13.907Z" }, + { url = "https://files.pythonhosted.org/packages/f6/49/fac46df5ad353d50535e118d6983069df68ca5908d4d65b8c466150a4ff1/zstandard-0.25.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:4203ce3b31aec23012d3a4cf4a2ed64d12fea5269c49aed5e4c3611b938e4088", size = 5359591, upload-time = "2025-09-14T22:18:16.465Z" }, + { url = "https://files.pythonhosted.org/packages/c2/38/f249a2050ad1eea0bb364046153942e34abba95dd5520af199aed86fbb49/zstandard-0.25.0-cp314-cp314-win32.whl", hash = "sha256:da469dc041701583e34de852d8634703550348d5822e66a0c827d39b05365b12", size = 444513, upload-time = "2025-09-14T22:18:20.61Z" }, + { url = "https://files.pythonhosted.org/packages/3a/43/241f9615bcf8ba8903b3f0432da069e857fc4fd1783bd26183db53c4804b/zstandard-0.25.0-cp314-cp314-win_amd64.whl", hash = "sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2", size = 516118, upload-time = "2025-09-14T22:18:17.849Z" }, + { url = "https://files.pythonhosted.org/packages/f0/ef/da163ce2450ed4febf6467d77ccb4cd52c4c30ab45624bad26ca0a27260c/zstandard-0.25.0-cp314-cp314-win_arm64.whl", hash = "sha256:d7541afd73985c630bafcd6338d2518ae96060075f9463d7dc14cfb33514383d", size = 476940, upload-time = "2025-09-14T22:18:19.088Z" }, +] From 7dd4ec606945d6c0fcea7d0b08c27698a2259e26 Mon Sep 17 00:00:00 2001 From: PakitoSec Date: Wed, 5 Aug 2026 19:31:36 +0200 Subject: [PATCH 2/5] chore(deps): upgrade logurich and uv Migrate logging adapters and examples to Logurich v1. Align the build and CI with uv 0.12, adopt PEP 639 license metadata, and bump packages to 6.2.0. --- .github/workflows/ci.yml | 4 +- .github/workflows/docs.yml | 2 +- README.md | 4 +- docs/comparing-investigations.md | 4 +- examples/01_email_basic.py | 5 +-- examples/02_urls_and_ips.py | 5 +-- examples/03_merge_demo.py | 5 +-- examples/04_email.py | 4 +- examples/05_visualization.py | 4 +- examples/06_compare_investigations.py | 5 +-- examples/07_langchain_relationships.py | 7 ++- js/packages/cyvest-app/package.json | 2 +- js/packages/cyvest-js/package.json | 2 +- js/packages/cyvest-vis/package.json | 2 +- pyproject.toml | 16 ++++--- src/cyvest/__init__.py | 2 +- src/cyvest/cyvest.py | 1 - tests/test_logging.py | 48 ++++++++++++++++---- uv.lock | 62 ++++++++++++-------------- 19 files changed, 108 insertions(+), 76 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index eca50b8..7673b30 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -19,7 +19,7 @@ jobs: steps: - uses: actions/checkout@v4 - name: Set up uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v9.0.0 with: python-version: ${{ matrix.python-version }} - name: Install deps @@ -141,7 +141,7 @@ jobs: with: fetch-depth: 0 - name: Set up uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v9.0.0 with: python-version: "3.10" - name: Build dist diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml index ee821ef..c3c0f5f 100644 --- a/.github/workflows/docs.yml +++ b/.github/workflows/docs.yml @@ -33,7 +33,7 @@ jobs: uses: actions/checkout@v4 - name: Install uv - uses: astral-sh/setup-uv@v7 + uses: astral-sh/setup-uv@v9.0.0 - name: Sync dependencies (runtime + docs tooling) run: uv sync --group docs --python 3.11 diff --git a/README.md b/README.md index a23d2e3..1de76f5 100644 --- a/README.md +++ b/README.md @@ -506,7 +506,9 @@ Display differences in a rich table format: ```python from cyvest.io_rich import display_diff -from logurich import logger +from logurich import get_logger + +logger = get_logger(__name__) # Display diff table with tree structure showing observables and threat intel display_diff(diffs, lambda r: logger.rich("INFO", r), title="Investigation Diff") diff --git a/docs/comparing-investigations.md b/docs/comparing-investigations.md index 2bbed53..ed45367 100644 --- a/docs/comparing-investigations.md +++ b/docs/comparing-investigations.md @@ -84,7 +84,9 @@ Use `display_diff()` to render differences as a rich table: ```python from cyvest.io_rich import display_diff -from logurich import logger +from logurich import get_logger + +logger = get_logger(__name__) display_diff(diffs, lambda r: logger.rich("INFO", r), title="Investigation Diff") ``` diff --git a/examples/01_email_basic.py b/examples/01_email_basic.py index 8be39f1..1e94e0c 100644 --- a/examples/01_email_basic.py +++ b/examples/01_email_basic.py @@ -4,16 +4,15 @@ Demonstrates basic usage of Cyvest for analyzing a suspicious email. """ -import logging import tempfile from decimal import Decimal from pathlib import Path -from logurich import init_logger +from logurich import get_logger, init_logger from cyvest import Cyvest -logger = logging.getLogger(__name__) +logger = get_logger(__name__) def main() -> None: diff --git a/examples/02_urls_and_ips.py b/examples/02_urls_and_ips.py index b058157..27bcc69 100644 --- a/examples/02_urls_and_ips.py +++ b/examples/02_urls_and_ips.py @@ -5,16 +5,15 @@ with relationship tracking. """ -import logging import tempfile from decimal import Decimal from pathlib import Path -from logurich import init_logger +from logurich import get_logger, init_logger from cyvest import Cyvest -logger = logging.getLogger(__name__) +logger = get_logger(__name__) def main() -> None: diff --git a/examples/03_merge_demo.py b/examples/03_merge_demo.py index eb0f102..bbe4c2d 100644 --- a/examples/03_merge_demo.py +++ b/examples/03_merge_demo.py @@ -5,17 +5,16 @@ and merge them together. """ -import logging import multiprocessing as mp import tempfile from decimal import Decimal from pathlib import Path -from logurich import init_logger +from logurich import get_logger, init_logger from cyvest import Cyvest -logger = logging.getLogger(__name__) +logger = get_logger(__name__) def analyze_network_traffic() -> Cyvest: diff --git a/examples/04_email.py b/examples/04_email.py index 876a9e9..ccdd4ac 100644 --- a/examples/04_email.py +++ b/examples/04_email.py @@ -5,19 +5,19 @@ with each task building a Cyvest fragment that merges into the main investigation. """ -import logging from abc import ABC, abstractmethod from concurrent.futures import ThreadPoolExecutor, as_completed from pathlib import Path from typing import Any import click +from logurich import get_logger from logurich.opt_click import click_logger_params from cyvest import Cyvest from cyvest.shared import SharedInvestigationContext -logger = logging.getLogger(__name__) +logger = get_logger(__name__) # ============================================================================ # Task Framework diff --git a/examples/05_visualization.py b/examples/05_visualization.py index cf03ed6..5e2c8da 100644 --- a/examples/05_visualization.py +++ b/examples/05_visualization.py @@ -12,16 +12,16 @@ - Edge labels show the relationship type """ -import logging import tempfile from pathlib import Path import click +from logurich import get_logger from logurich.opt_click import click_logger_params from cyvest import Cyvest -logger = logging.getLogger(__name__) +logger = get_logger(__name__) @click.command() diff --git a/examples/06_compare_investigations.py b/examples/06_compare_investigations.py index abcca46..61c7930 100644 --- a/examples/06_compare_investigations.py +++ b/examples/06_compare_investigations.py @@ -5,15 +5,14 @@ Shows differences in findings, observables, and threat intelligence between investigations. """ -import logging from decimal import Decimal -from logurich import init_logger +from logurich import get_logger, init_logger from cyvest import Cyvest, ExpectedResult, Level, compare_investigations from cyvest.io_rich import display_diff -logger = logging.getLogger(__name__) +logger = get_logger(__name__) def create_expected_investigation() -> Cyvest: diff --git a/examples/07_langchain_relationships.py b/examples/07_langchain_relationships.py index 7e6d9f2..63165c7 100644 --- a/examples/07_langchain_relationships.py +++ b/examples/07_langchain_relationships.py @@ -7,17 +7,16 @@ """ import argparse -import logging from typing import Any from langchain.agents import create_agent from langchain.chat_models import init_chat_model -from logurich import init_logger +from logurich import get_logger, init_logger from cyvest import Cyvest, RelationshipPlan from cyvest.langchain import RELATIONSHIP_PLANNER_SYSTEM_PROMPT, create_relationship_tools -logger = logging.getLogger(__name__) +logger = get_logger(__name__) def plan_with_agent(cv: Cyvest, model: Any, request: str) -> RelationshipPlan: @@ -124,4 +123,4 @@ def main(model_name: str | None = None) -> None: help="LangChain model identifier, for example bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0.", ) arguments = parser.parse_args() - main(arguments.model) \ No newline at end of file + main(arguments.model) diff --git a/js/packages/cyvest-app/package.json b/js/packages/cyvest-app/package.json index bc39a03..08f2ca9 100644 --- a/js/packages/cyvest-app/package.json +++ b/js/packages/cyvest-app/package.json @@ -1,6 +1,6 @@ { "name": "@cyvest/cyvest-app", - "version": "6.1.2", + "version": "6.2.0", "private": true, "scripts": { "dev": "vite", diff --git a/js/packages/cyvest-js/package.json b/js/packages/cyvest-js/package.json index 46cfac3..e11dd0d 100644 --- a/js/packages/cyvest-js/package.json +++ b/js/packages/cyvest-js/package.json @@ -1,6 +1,6 @@ { "name": "@cyvest/cyvest-js", - "version": "6.1.2", + "version": "6.2.0", "type": "module", "files": [ "dist" diff --git a/js/packages/cyvest-vis/package.json b/js/packages/cyvest-vis/package.json index 75e996c..4b1bac8 100644 --- a/js/packages/cyvest-vis/package.json +++ b/js/packages/cyvest-vis/package.json @@ -1,6 +1,6 @@ { "name": "@cyvest/cyvest-vis", - "version": "6.1.2", + "version": "6.2.0", "type": "module", "files": [ "dist" diff --git a/pyproject.toml b/pyproject.toml index be9ef33..610b93a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,16 +1,17 @@ [project] name = "cyvest" -version = "6.1.2" +version = "6.2.0" description = "Cybersecurity investigation model" readme = {file = "README.md", content-type = "text/markdown"} requires-python = ">=3.10" -license = { text = "MIT" } +license = "MIT" +license-files = ["LICENSE"] authors = [ { name = "PakitoSec", email = "jeromep83@gmail.com" } ] dependencies = [ "click>=8", - "logurich[click]>=0.9.0", + "logurich[click]==1.0.0b2", "pydantic>=2.12.5", "rich>=13", "typing-extensions>=4.15", @@ -19,7 +20,6 @@ keywords = ["cybersecurity", "investigation", "threat-intel", "security-analysis classifiers = [ "Development Status :: 4 - Beta", "Intended Audience :: Developers", - "License :: OSI Approved :: MIT License", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", @@ -36,9 +36,12 @@ Repository = "https://github.com/PakitoSec/cyvest" Issues = "https://github.com/PakitoSec/cyvest/issues" [build-system] -requires = ["uv_build>=0.9.8,<0.12.0"] +requires = ["uv_build>=0.12.1,<0.13.0"] build-backend = "uv_build" +[tool.uv] +required-version = ">=0.12.1,<0.13.0" + [dependency-groups] dev = [ "debugpy>=1.8.17", @@ -77,3 +80,6 @@ addopts = [ "--cov-report=term-missing", "--cov-report=html", ] + +[tool.uv.sources] +logurich = { git = "https://github.com/PakitoSec/logurich.git", rev = "e40c371f705459b58d9f57c0249a357aacd0b74e" } diff --git a/src/cyvest/__init__.py b/src/cyvest/__init__.py index 4fc3eff..0500844 100644 --- a/src/cyvest/__init__.py +++ b/src/cyvest/__init__.py @@ -49,7 +49,7 @@ validate_relationship_plan, ) -__version__ = "6.1.2" +__version__ = "6.2.0" __all__ = [ # Core class diff --git a/src/cyvest/cyvest.py b/src/cyvest/cyvest.py index 0920f9b..ebfabf8 100644 --- a/src/cyvest/cyvest.py +++ b/src/cyvest/cyvest.py @@ -18,7 +18,6 @@ from pathlib import Path from typing import TYPE_CHECKING, Any, Final, Literal, overload -import logurich # noqa: F401 from logurich import get_logger from cyvest import keys diff --git a/tests/test_logging.py b/tests/test_logging.py index e613b52..c656204 100644 --- a/tests/test_logging.py +++ b/tests/test_logging.py @@ -11,10 +11,15 @@ import textwrap from pathlib import Path +import logurich import pytest -from logurich import init_logger, rich_set_console, shutdown_logger +from click.testing import CliRunner +from logurich import LogurichLogger, init_logger, rich_set_console, shutdown_logger from rich.console import Console +from cyvest.cli import cli +from cyvest.cli import logger as cli_logger +from cyvest.cyvest import logger as facade_logger from cyvest.investigation import logger as investigation_logger from cyvest.shared import logger as shared_logger @@ -31,6 +36,31 @@ def _bind_rich_to_captured_stderr() -> None: rich_set_console(Console(file=sys.stderr, markup=True, force_terminal=True)) +def test_internal_loggers_use_v1_adapters() -> None: + """Modules using Logurich methods should expose v1 logger adapters.""" + assert all( + isinstance(logger, LogurichLogger) + for logger in (cli_logger, facade_logger, investigation_logger, shared_logger) + ) + + +def test_logurich_context_helpers_use_v1_names() -> None: + """Ambient context helpers should expose only their final v1 names.""" + assert callable(logurich.global_context) + assert callable(logurich.global_clear_context) + assert not hasattr(logurich, "global_context_configure") + assert not hasattr(logurich, "clear_context") + + +def test_cli_exposes_v1_console_option() -> None: + """The CLI should expose the v1 output selector and reject the removed flag.""" + result = CliRunner().invoke(cli, ["--help"]) + + assert result.exit_code == 0 + assert "--logger-console" in result.output + assert "--logger-rich" not in result.output + + def test_level_by_module_uses_cyvest_module_names(capfd: pytest.CaptureFixture[str]) -> None: """Module-specific log levels should match real cyvest module paths.""" shutdown_logger() @@ -51,18 +81,20 @@ def test_level_by_module_uses_cyvest_module_names(capfd: pytest.CaptureFixture[s @pytest.mark.parametrize( - "script_name", + ("script_name", "expected_marker"), [ - "01_email_basic.py", - "02_urls_and_ips.py", - "03_merge_demo.py", + ("01_email_basic.py", "Temporary output directory:"), + ("02_urls_and_ips.py", "Temporary output directory:"), + ("03_merge_demo.py", "Temporary output directory:"), + ("06_compare_investigations.py", "Example complete!"), ], ) -def test_direct_run_examples_emit_path_logs( +def test_direct_run_examples_support_logging( script_name: str, + expected_marker: str, capfd: pytest.CaptureFixture[str], ) -> None: - """Direct-run examples should initialize logging before they announce output paths.""" + """Direct-run examples should initialize logging and support Logurich methods.""" shutdown_logger() _bind_rich_to_captured_stderr() capfd.readouterr() @@ -73,7 +105,7 @@ def test_direct_run_examples_emit_path_logs( output = _strip_ansi(capfd.readouterr().err) - assert "Temporary output directory:" in output + assert expected_marker in output finally: shutdown_logger() diff --git a/uv.lock b/uv.lock index 2bf72f7..b10a7e9 100644 --- a/uv.lock +++ b/uv.lock @@ -347,7 +347,7 @@ toml = [ [[package]] name = "cyvest" -version = "6.1.2" +version = "6.2.0" source = { editable = "." } dependencies = [ { name = "click" }, @@ -390,7 +390,7 @@ requires-dist = [ { name = "langchain", marker = "extra == 'bedrock'", specifier = ">=1.0" }, { name = "langchain", marker = "extra == 'langchain'", specifier = ">=1.0" }, { name = "langchain-aws", marker = "extra == 'bedrock'", specifier = ">=0.2" }, - { name = "logurich", extras = ["click"], specifier = ">=0.9.0" }, + { name = "logurich", extras = ["click"], git = "https://github.com/PakitoSec/logurich.git?rev=e40c371f705459b58d9f57c0249a357aacd0b74e" }, { name = "pydantic", specifier = ">=2.12.5" }, { name = "pyvis", marker = "extra == 'visualization'", specifier = ">=0.3.2" }, { name = "rich", specifier = ">=13" }, @@ -474,7 +474,7 @@ name = "exceptiongroup" version = "1.3.1" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "typing-extensions", marker = "python_full_version < '3.11'" }, + { name = "typing-extensions" }, ] sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" } wheels = [ @@ -583,17 +583,17 @@ resolution-markers = [ "python_full_version < '3.11'", ] dependencies = [ - { name = "colorama", marker = "python_full_version < '3.11' and sys_platform == 'win32'" }, - { name = "decorator", marker = "python_full_version < '3.11'" }, - { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, - { name = "jedi", marker = "python_full_version < '3.11'" }, - { name = "matplotlib-inline", marker = "python_full_version < '3.11'" }, - { name = "pexpect", marker = "python_full_version < '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" }, - { name = "prompt-toolkit", marker = "python_full_version < '3.11'" }, - { name = "pygments", marker = "python_full_version < '3.11'" }, - { name = "stack-data", marker = "python_full_version < '3.11'" }, - { name = "traitlets", marker = "python_full_version < '3.11'" }, - { name = "typing-extensions", marker = "python_full_version < '3.11'" }, + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "decorator" }, + { name = "exceptiongroup" }, + { name = "jedi" }, + { name = "matplotlib-inline" }, + { name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, + { name = "prompt-toolkit" }, + { name = "pygments" }, + { name = "stack-data" }, + { name = "traitlets" }, + { name = "typing-extensions" }, ] sdist = { url = "https://files.pythonhosted.org/packages/40/18/f8598d287006885e7136451fdea0755af4ebcbfe342836f24deefaed1164/ipython-8.39.0.tar.gz", hash = "sha256:4110ae96012c379b8b6db898a07e186c40a2a1ef5d57a7fa83166047d9da7624", size = 5513971, upload-time = "2026-03-27T10:02:13.94Z" } wheels = [ @@ -609,18 +609,18 @@ resolution-markers = [ "python_full_version == '3.11.*'", ] dependencies = [ - { name = "colorama", marker = "python_full_version >= '3.11' and sys_platform == 'win32'" }, - { name = "decorator", marker = "python_full_version >= '3.11'" }, - { name = "ipython-pygments-lexers", marker = "python_full_version >= '3.11'" }, - { name = "jedi", marker = "python_full_version >= '3.11'" }, - { name = "matplotlib-inline", marker = "python_full_version >= '3.11'" }, - { name = "pexpect", marker = "python_full_version >= '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" }, - { name = "prompt-toolkit", marker = "python_full_version >= '3.11'" }, - { name = "psutil", marker = "python_full_version >= '3.11' and sys_platform != 'emscripten'" }, - { name = "pygments", marker = "python_full_version >= '3.11'" }, - { name = "stack-data", marker = "python_full_version >= '3.11'" }, - { name = "traitlets", marker = "python_full_version >= '3.11'" }, - { name = "typing-extensions", marker = "python_full_version == '3.11.*'" }, + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "decorator" }, + { name = "ipython-pygments-lexers" }, + { name = "jedi" }, + { name = "matplotlib-inline" }, + { name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" }, + { name = "prompt-toolkit" }, + { name = "psutil", marker = "sys_platform != 'emscripten'" }, + { name = "pygments" }, + { name = "stack-data" }, + { name = "traitlets" }, + { name = "typing-extensions", marker = "python_full_version < '3.12'" }, ] sdist = { url = "https://files.pythonhosted.org/packages/e2/23/3a27530575643c8bb7bfc757a28e2e7ef80092afbf59a2bc5716320b6602/ipython-9.14.1.tar.gz", hash = "sha256:f913bf74df06d458e46ced84ca506c23797590d594b236fe60b14df213291e7b", size = 4433457, upload-time = "2026-06-05T08:12:34.921Z" } wheels = [ @@ -632,7 +632,7 @@ name = "ipython-pygments-lexers" version = "1.1.1" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "pygments", marker = "python_full_version >= '3.11'" }, + { name = "pygments" }, ] sdist = { url = "https://files.pythonhosted.org/packages/ef/4c/5dd1d8af08107f88c7f741ead7a40854b8ac24ddf9ae850afbcf698aa552/ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81", size = 8393, upload-time = "2025-01-17T11:24:34.505Z" } wheels = [ @@ -879,15 +879,11 @@ wheels = [ [[package]] name = "logurich" -version = "0.9.2" -source = { registry = "https://pypi.org/simple" } +version = "1.0.0b2" +source = { git = "https://github.com/PakitoSec/logurich.git?rev=e40c371f705459b58d9f57c0249a357aacd0b74e#e40c371f705459b58d9f57c0249a357aacd0b74e" } dependencies = [ { name = "rich" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/9d/a5/ac384348bbe980891c5b55c638cdf588169d6b7f9d8e9dacdd000fdc5695/logurich-0.9.2.tar.gz", hash = "sha256:12a629c05c175ea653698790e7ce95111361edf89aef88c6a63bb59306b95137", size = 17836, upload-time = "2026-04-06T05:53:56.717Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/4d/97/fd7d32fdb5cdae3e6d6b402026d4f27fa1a764f355f6af249cd33019d72d/logurich-0.9.2-py3-none-any.whl", hash = "sha256:9f544e118995d02644635fe2f07bcd346d0e2e640de26ddb9f882e0696a37b2f", size = 21090, upload-time = "2026-04-06T05:53:55.199Z" }, -] [package.optional-dependencies] click = [ From 2e5cc54b82481c6bf7ba6119ac41b05f597e5f66 Mon Sep 17 00:00:00 2001 From: PakitoSec Date: Thu, 6 Aug 2026 21:20:39 +0200 Subject: [PATCH 3/5] refactor(edges): replace relationship ontology with pivot semantics The ontology introduced earlier in this branch described the entities themselves rather than the analyst reasoning, and its agent planning layer proved hard to follow. Relationships now record the pivot that produced the target from the source, read as "where I started" -> "what I deduced". RelationshipType keeps RELATED_TO and replaces the six ontology members with: - EXTRACTION: the target was extracted from the source (URL in an email body, hash of a file, IP in a header), OUTBOUND by default - PIVOT: the target was obtained by enriching the source (DNS, whois, threat intel, sandbox), OUTBOUND by default - RELATED_TO: correlation without an established mechanism, BIDIRECTIONAL by default, unchanged from main Remove the agent planning layer built on that ontology: semantics.py, langchain.py, their tests, example 07, the dedicated documentation page, the langchain and bedrock extras, the relationship plan methods on the facade and Investigation.apply_relationship_proposals. cyvest-vis keeps the whole explorer; its edge families are remapped from structural/infrastructure/behavioral/association to extraction/pivot/ association, preserving the distance and stroke gradient the radial layout relies on. Example 04 keeps its 36.1 score: the email -> domain -> MX IP chain is restored in the pivot vocabulary after the ontology pass had inverted it. --- README.md | 19 +- docs/agent-relationship-planning.md | 115 -- docs/getting-started/concepts.md | 20 +- examples/04_email.py | 37 +- examples/05_visualization.py | 20 +- examples/07_langchain_relationships.py | 126 -- .../src/investigations/cyvest_email.json | 78 +- .../src/investigations/cyvest_visual.json | 20 +- js/packages/cyvest-js/src/graph.ts | 2 +- js/packages/cyvest-vis/README.md | 10 +- .../cyvest-vis/src/core/relationships.ts | 34 +- js/packages/cyvest-vis/src/core/theme.ts | 5 +- js/packages/cyvest-vis/src/layout/force.ts | 6 +- js/packages/cyvest-vis/src/types.ts | 20 +- .../cyvest-vis/tests/observables.test.ts | 70 +- mkdocs.yml | 1 - pyproject.toml | 2 - src/cyvest/__init__.py | 34 - src/cyvest/cyvest.py | 84 -- src/cyvest/investigation.py | 95 -- src/cyvest/langchain.py | 133 --- src/cyvest/model_enums.py | 22 +- src/cyvest/semantics.py | 569 --------- tests/test_langchain.py | 52 - tests/test_semantics.py | 234 ---- tests/test_types.py | 13 +- uv.lock | 1064 +---------------- 27 files changed, 175 insertions(+), 2710 deletions(-) delete mode 100644 docs/agent-relationship-planning.md delete mode 100644 examples/07_langchain_relationships.py delete mode 100644 src/cyvest/langchain.py delete mode 100644 src/cyvest/semantics.py delete mode 100644 tests/test_langchain.py delete mode 100644 tests/test_semantics.py diff --git a/README.md b/README.md index 1de76f5..014c8d7 100644 --- a/README.md +++ b/README.md @@ -47,18 +47,6 @@ The optional visualization dependencies are available with: pip install -e ".[visualization]" ``` -Install the optional LangChain-compatible relationship tools with: - -```bash -pip install -e ".[langchain]" -``` - -For AWS Bedrock agents, install the provider-specific extra: - -```bash -pip install -e ".[bedrock]" -``` - ## Quick Start ```python @@ -145,14 +133,15 @@ ip_obs = cv.observable_create(cv.OBS.IPV4, "192.0.2.1", internal=False) cv.observable_add_relationship( url_obs, # Can pass ObservableProxy directly ip_obs, # Or use .key for string keys - cv.REL.RESOLVES_TO, + cv.REL.PIVOT, ) ``` Cyvest exposes enums for observable types and relationships via the facade (`cv.OBS`, `cv.REL`, `cv.DIR`) so IDEs can autocomplete the official vocabulary without extra imports. -Built-ins cover `RELATED_TO`, `CONTAINS`, `DERIVED_FROM`, `RESOLVES_TO`, -`HOSTS`, `COMMUNICATES_WITH`, and `EXECUTES`. +Relationships describe the analyst pivot that produced the target from the source: +`EXTRACTION` (target extracted from the source), `PIVOT` (target obtained by enriching +the source) and `RELATED_TO` (correlation without an established mechanism). Broad entity types use a subtype and, for locally scoped identifiers, a namespace: diff --git a/docs/agent-relationship-planning.md b/docs/agent-relationship-planning.md deleted file mode 100644 index 7657002..0000000 --- a/docs/agent-relationship-planning.md +++ /dev/null @@ -1,115 +0,0 @@ -# Agent Relationship Planning - -Cyvest exposes a framework-independent planning contract for agents that infer semantic relationships between existing observables. Agents propose semantics, while Cyvest owns graph integrity, scoring, audit, and mutation. - -## Safe workflow - -1. Read `get_relationship_catalog()` to understand the canonical vocabulary. -2. Read `cv.relationship_context_get()` to obtain observable keys, existing edges, and the graph revision. -3. Produce a structured `RelationshipPlan` using the returned revision. -4. Call `cv.relationship_plan_validate(plan)` without mutating the investigation. -5. Review errors and warnings, then call `cv.relationship_plan_apply(plan)` if approved. - -Plans are rejected when their revision is stale. Application is atomic, recalculates scores once, and records the plan digest, model, tool, confidence, rationale, and evidence references in the audit log. - -```python -from cyvest import Cyvest, RelationshipPlan, RelationshipProposal - -cv = Cyvest() -domain = cv.observable(cv.OBS.DOMAIN, "example.com") -ip = cv.observable(cv.OBS.IPV4, "192.0.2.1") -context = cv.relationship_context_get() - -plan = RelationshipPlan( - graph_revision=context.graph_revision, - model="relationship-planner-v1", - proposals=( - RelationshipProposal( - source_key=domain.key, - target_key=ip.key, - relationship_type="resolves-to", - confidence=0.96, - rationale="The address appeared in the domain's DNS answer.", - evidence_refs=("finding:dns-resolution",), - ), - ), -) - -preview = cv.relationship_plan_validate(plan) -if preview.valid: - result = cv.relationship_plan_apply(plan, actor="dns-agent") -``` - -`RelationshipPlan.model_json_schema()` can be passed directly to providers that support structured output. The core planning API does not depend on an agent framework. - -## LangChain and Deep Agents - -Install the optional adapter: - -```bash -pip install "cyvest[langchain]" -``` - -The generated tools implement LangChain's `BaseTool` contract and can be supplied to LangChain agents or Deep Agents. - -```python -from cyvest.langchain import ( - RELATIONSHIP_PLANNER_SYSTEM_PROMPT, - create_relationship_tools, -) - -tools = create_relationship_tools(cv) -``` - -This toolkit is read-only by default. It contains tools for the relationship catalog, graph context, and plan validation. - -Use the reusable prompt when creating a LangChain planner: - -```python -from langchain.agents import create_agent - -agent = create_agent( - model=model, - tools=tools, - system_prompt=RELATIONSHIP_PLANNER_SYSTEM_PROMPT, - response_format=RelationshipPlan, -) -``` - -The system prompt guides the planner through catalog, context, and validation tools. It instructs the agent to return the validated plan without applying it. After human or application approval, apply the plan outside the planner: - -```python -result = cv.relationship_plan_apply(plan, actor="approved-relationship-agent") -``` - -For trusted orchestrators that require a tool interface, `create_relationship_tools(cv, include_apply=True)` adds the apply tool. Do not expose it to an autonomous planner as an approval boundary: an LLM can set `confirm=true` itself. Custom relationship types are rejected by default; set `allow_custom_types=True` only when the surrounding application governs that vocabulary. - -The example requires a real model. For AWS Bedrock, use the project extra and a model available in your configured region: - -```bash -uv run --extra bedrock python examples/07_langchain_relationships.py \ - --model "bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0" -``` - -With pip, install `cyvest[bedrock]` before running the same script. `uv run --with langchain` is not equivalent: it installs LangChain itself, but not the `langchain-aws` provider integration. - -LangChain uses the standard AWS credential chain and `AWS_REGION` or `AWS_DEFAULT_REGION`. The example raises an exception when `--model` is omitted. Its model-backed path uses `init_chat_model`, `RELATIONSHIP_PLANNER_SYSTEM_PROMPT`, the read-only Cyvest tools, and `response_format=RelationshipPlan`. - -## Validation behavior - -Errors prevent application in strict mode: - -- stale graph revision -- unknown source or target keys -- self-relationships -- duplicate operations in one plan -- custom types when disabled -- removal of a relationship that does not exist -- a cycle in `contains` or `derived-from` relationships - -Warnings preserve analyst flexibility: - -- an add operation already exists -- a canonical relationship is unusual for the observable type pair -- a canonical relationship uses an unusual direction -- a high-confidence proposal uses the generic `related-to` type \ No newline at end of file diff --git a/docs/getting-started/concepts.md b/docs/getting-started/concepts.md index 223162c..df8041d 100644 --- a/docs/getting-started/concepts.md +++ b/docs/getting-started/concepts.md @@ -741,7 +741,7 @@ Relationships let you link observables together. Use the Cyvest facade or proxy cv.observable_add_relationship( source=url, # Observable proxy target=ip, # Observable proxy - relationship_type=cv.REL.RESOLVES_TO, + relationship_type=cv.REL.PIVOT, ) # Override direction to control score hierarchy @@ -760,12 +760,18 @@ cv.observable_add_relationship( ) ``` -Use the narrowest semantic type available: `CONTAINS` and `DERIVED_FROM` for -structure and lineage, `RESOLVES_TO` and `HOSTS` for infrastructure, -`COMMUNICATES_WITH` and `EXECUTES` for behavior, and `RELATED_TO` for -weak correlations. `RELATED_TO` and `COMMUNICATES_WITH` default to -`BIDIRECTIONAL`; the other built-ins default to `OUTBOUND`. An explicit -direction always wins and remains the source of score propagation semantics. +The vocabulary describes the analyst pivot that produced the target from the +source, not an ontology of the entities themselves. Read an edge as +"source → what I deduced from it": + +| Type | Meaning | Default direction | +| --- | --- | --- | +| `EXTRACTION` | The target was extracted from the source: a URL in an email body, a hash of a file, an IP in a header. | `OUTBOUND` | +| `PIVOT` | The target was obtained by enriching the source: DNS resolution, whois, threat intel, sandbox detonation. | `OUTBOUND` | +| `RELATED_TO` | The observables correlate but the deduction mechanism is not established. | `BIDIRECTIONAL` | + +An explicit direction always wins and remains the source of score propagation +semantics. ## Key Generation diff --git a/examples/04_email.py b/examples/04_email.py index ccdd4ac..eb4e7f2 100644 --- a/examples/04_email.py +++ b/examples/04_email.py @@ -154,17 +154,20 @@ def run(self, cy: Cyvest) -> None: logger.info(f"Analyzing email header FROM: {from_addr}") # Build observable chain with threat intel - obs = cy.observable(cy.OBS.EMAIL, from_addr).with_ti("VT", 0, "> test") - from_domain_obs = ( - cy.observable(cy.OBS.DOMAIN, from_domain) - .with_ti("VT", from_domain_score) + obs = ( + cy.observable(cy.OBS.EMAIL, from_addr) + .with_ti("VT", 0, "> test") .relate_to( - cy.observable(cy.OBS.IPV4, from_ip).with_ti("ABUSEIPDB", from_ip_score), - cy.REL.RESOLVES_TO, + cy.observable(cy.OBS.DOMAIN, from_domain) + .with_ti("VT", from_domain_score) + .relate_to( + cy.observable(cy.OBS.IPV4, from_ip).with_ti("ABUSEIPDB", from_ip_score), + cy.REL.PIVOT, + ), + cy.REL.EXTRACTION, ) ) - cy.root().relate_to(obs, cy.REL.CONTAINS) - from_domain_obs.relate_to(obs, cy.REL.HOSTS) + cy.root().relate_to(obs, cy.REL.EXTRACTION) # Create finding for header analysis cy.finding("from", "test email vt 10", "> ok boys").link_observable(obs).tagged("emails") @@ -214,7 +217,7 @@ def run(self, cy: Cyvest) -> None: cy.enrichment_create("receiver", {"receiver": ["ok"]}, context="from splunk") receiver = cy.observable(cy.OBS.EMAIL, "user@company.com") - cy.root().relate_to(receiver, cy.REL.CONTAINS) + cy.root().relate_to(receiver, cy.REL.EXTRACTION) cy.finding("receiver", "description", "> receiver").with_score(0.1).link_observable(receiver).tagged( "emails" ) @@ -248,7 +251,7 @@ def run(self, cy: Cyvest) -> None: # Create tag for URL findings tag = cy.tag("bodies:urls", "Bodies URLs Analysis") body_obs = cy.observable(cy.OBS.FILE, "BODY/HTML") - cy.root().relate_to(body_obs, cy.REL.CONTAINS) + cy.root().relate_to(body_obs, cy.REL.EXTRACTION) # Analyze each URL for url_data in urls_with_scores: @@ -264,9 +267,9 @@ def run(self, cy: Cyvest) -> None: matching_domain = domain break url_obs = cy.observable(cy.OBS.URL, url).with_ti("VT", score) - body_obs.relate_to(url_obs, cy.REL.CONTAINS) + body_obs.relate_to(url_obs, cy.REL.EXTRACTION) if matching_domain: - cy.observable(cy.OBS.DOMAIN, matching_domain).relate_to(url_obs, cy.REL.HOSTS) + cy.observable(cy.OBS.DOMAIN, matching_domain).relate_to(url_obs, cy.REL.PIVOT) # Create finding and link to tag chk = ( @@ -303,7 +306,7 @@ def run(self, cy: Cyvest) -> None: # Create tag for domain findings tag = cy.tag("bodies:domains", "Bodies Domains Analysis") body_obs = cy.observable(cy.OBS.FILE, "BODY/HTML") - cy.root().relate_to(body_obs, cy.REL.CONTAINS) + cy.root().relate_to(body_obs, cy.REL.EXTRACTION) # Analyze each domain for domain_data in domains_with_scores: @@ -314,7 +317,7 @@ def run(self, cy: Cyvest) -> None: # Build Domain observable with relationships domain_obs = cy.observable(cy.OBS.DOMAIN, domain).with_ti("VT", score) - body_obs.relate_to(domain_obs, cy.REL.CONTAINS) + body_obs.relate_to(domain_obs, cy.REL.EXTRACTION) # Create finding and link to tag chk = ( @@ -364,8 +367,8 @@ def run(self, cy: Cyvest) -> None: hash_obs = cy.observable(cy.OBS.HASH, f"MD5:{md5_hash}").with_ti( "VT", score, "MD5 hash analysis" ) - cy.root().relate_to(file_obs, cy.REL.CONTAINS) - hash_obs.relate_to(file_obs, cy.REL.DERIVED_FROM, direction=cy.DIR.INBOUND) + cy.root().relate_to(file_obs, cy.REL.EXTRACTION) + hash_obs.relate_to(file_obs, cy.REL.EXTRACTION, direction=cy.DIR.INBOUND) # Add threat intel based on score if score >= 5: @@ -553,7 +556,7 @@ def main(workers, browser, stats, audit, no_audit_log, output): logger.info(c.comment) # Display results - logger.info("Investigation complete - displaying summary - score should be 34.1") + logger.info("Investigation complete - displaying summary - score should be 36.1") cy.display_summary(show_audit_log=audit) if stats: diff --git a/examples/05_visualization.py b/examples/05_visualization.py index 5e2c8da..0c1f120 100644 --- a/examples/05_visualization.py +++ b/examples/05_visualization.py @@ -50,7 +50,7 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: malicious_ip = ( cv.observable(cv.OBS.IPV4, "185.220.101.50") .with_ti("AbuseIPDB", score=9.5, comment="C2 server") - .relate_to(malicious_domain, cv.REL.HOSTS) + .relate_to(malicious_domain, cv.REL.PIVOT) ) # Suspicious infrastructure @@ -59,7 +59,7 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: .with_ti("VirusTotal", score=4.5, comment="Some detections") .relate_to( cv.observable(cv.OBS.IPV4, "192.168.100.5").with_ti("Shodan", score=3.0), - cv.REL.RESOLVES_TO, + cv.REL.PIVOT, ) ) @@ -77,8 +77,8 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: # Email artifact with multiple relationships email_message = ( cv.observable(cv.OBS.ARTIFACT, "Phishing Email - Invoice #12345") - .relate_to(attacker_email, cv.REL.CONTAINS) - .relate_to(victim_email, cv.REL.CONTAINS) + .relate_to(attacker_email, cv.REL.EXTRACTION) + .relate_to(victim_email, cv.REL.EXTRACTION) .with_ti("Email Gateway", score=7.0, comment="Flagged as suspicious") ) @@ -96,8 +96,8 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: ) # Email contains URLs - email_message.relate_to(phishing_url1, cv.REL.CONTAINS) - email_message.relate_to(phishing_url2, cv.REL.CONTAINS) + email_message.relate_to(phishing_url1, cv.REL.EXTRACTION) + email_message.relate_to(phishing_url2, cv.REL.EXTRACTION) suspicious_url = ( cv.observable(cv.OBS.URL, "https://sketchy-site.net/invoice") @@ -110,15 +110,15 @@ def main(no_audit_log: bool = False, output: Path | None = None) -> None: whitelisted=True, ).with_ti("Internal Whitelist", score=-2.0, comment="Known safe link") - email_message.relate_to(suspicious_url, cv.REL.CONTAINS) - email_message.relate_to(trusted_url, cv.REL.CONTAINS) + email_message.relate_to(suspicious_url, cv.REL.EXTRACTION) + email_message.relate_to(trusted_url, cv.REL.EXTRACTION) # Malware file dropped malware_file = ( cv.observable(cv.OBS.FILE, "invoice.exe") .with_ti("VirusTotal", score=10.0, comment="Detected by 45/70 engines") - .relate_to(phishing_url1, cv.REL.DERIVED_FROM) - .relate_to(malicious_ip, cv.REL.COMMUNICATES_WITH) + .relate_to(phishing_url1, cv.REL.EXTRACTION) + .relate_to(malicious_ip, cv.REL.RELATED_TO) ) # Create findings linking observables diff --git a/examples/07_langchain_relationships.py b/examples/07_langchain_relationships.py deleted file mode 100644 index 63165c7..0000000 --- a/examples/07_langchain_relationships.py +++ /dev/null @@ -1,126 +0,0 @@ -"""Example 7: LangChain Relationship Planning - -Demonstrates Cyvest's LangChain tools with a real model-backed agent. - -Install the optional dependency first: - pip install -e ".[langchain]" -""" - -import argparse -from typing import Any - -from langchain.agents import create_agent -from langchain.chat_models import init_chat_model -from logurich import get_logger, init_logger - -from cyvest import Cyvest, RelationshipPlan -from cyvest.langchain import RELATIONSHIP_PLANNER_SYSTEM_PROMPT, create_relationship_tools - -logger = get_logger(__name__) - - -def plan_with_agent(cv: Cyvest, model: Any, request: str) -> RelationshipPlan: - """Create and invoke a real LangChain relationship-planning agent.""" - - agent = create_agent( - model=model, - tools=create_relationship_tools(cv), - system_prompt=RELATIONSHIP_PLANNER_SYSTEM_PROMPT, - response_format=RelationshipPlan, - ) - result = agent.invoke( - { - "messages": [ - { - "role": "user", - "content": request, - } - ] - } - ) - return RelationshipPlan.model_validate(result["structured_response"]) - - -def main(model_name: str | None = None) -> None: - """Plan, validate, and explicitly apply one semantic relationship.""" - - if not model_name: - raise ValueError( - "A LangChain model is required. Pass --model, for example " - "bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0." - ) - - cv = Cyvest(investigation_name="LangChain relationship example") - domain = cv.observable(cv.OBS.DOMAIN, "suspicious.example", internal=False) - ip = cv.observable(cv.OBS.IPV4, "192.0.2.42", internal=False) - - # The default toolkit is read-only and safe to give to an autonomous agent. - read_only_tools = create_relationship_tools(cv) - tools_by_name = {tool.name: tool for tool in read_only_tools} - logger.info("Read-only tools: %s", ", ".join(tools_by_name)) - logger.info("Planner system prompt loaded: %s", RELATIONSHIP_PLANNER_SYSTEM_PROMPT.splitlines()[0]) - - catalog = tools_by_name["cyvest_relationship_catalog"].invoke({}) - context = tools_by_name["cyvest_relationship_context"].invoke({}) - logger.info("Canonical relationship types: %s", len(catalog)) - logger.info("Graph revision: %s", context["graph_revision"]) - - request = ( - "Analyze the existing domain and IPv4 observables. Propose and validate " - "their most precise relationship using the DNS resolution finding." - ) - logger.info("Creating LangChain agent with model: %s", model_name) - try: - model = init_chat_model(model_name) - except ImportError as exc: - if model_name.startswith("bedrock"): - raise RuntimeError( - "Bedrock support requires Cyvest's Bedrock extra. Run " - "`uv run --extra bedrock python examples/07_langchain_relationships.py " - f"--model {model_name!r}`." - ) from exc - raise - plan = plan_with_agent(cv, model, request) - - preview = tools_by_name["cyvest_relationship_plan_validate"].invoke( - {"plan": plan.model_dump(mode="json")} - ) - logger.info("Plan valid: %s", preview["valid"]) - logger.info("Validation issues: %s", preview["issues"] or "none") - if not preview["valid"]: - return - - # The calling application enables mutation only after reviewing the preview. - apply_tools = create_relationship_tools( - cv, - include_apply=True, - actor="relationship-example-agent", - ) - apply_tool = next(tool for tool in apply_tools if tool.name == "cyvest_relationship_plan_apply") - result = apply_tool.invoke( - { - "plan": plan.model_dump(mode="json"), - "confirm": True, - } - ) - - logger.info("Applied relationships: %s", result["applied_count"]) - logger.info("New graph revision: %s", result["graph_revision_after"]) - logger.info("Audit event: %s", result["audit_event_id"]) - logger.info( - "Created edge: %s --%s--> %s", - domain.value, - domain.relationships[0].relationship_type_name, - ip.value, - ) - - -if __name__ == "__main__": - init_logger("INFO") - parser = argparse.ArgumentParser(description=__doc__) - parser.add_argument( - "--model", - help="LangChain model identifier, for example bedrock_converse:anthropic.claude-3-5-sonnet-20240620-v1:0.", - ) - arguments = parser.parse_args() - main(arguments.model) diff --git a/js/packages/cyvest-app/src/investigations/cyvest_email.json b/js/packages/cyvest-app/src/investigations/cyvest_email.json index 7ef650e..85f41fd 100644 --- a/js/packages/cyvest-app/src/investigations/cyvest_email.json +++ b/js/packages/cyvest-app/src/investigations/cyvest_email.json @@ -2,7 +2,7 @@ "schema_version": "6.0.0", "investigation_id": "cyvest-email-example", "investigation_name": "Email Investigation", - "score": 34.1, + "score": 36.1, "level": "MALICIOUS", "whitelisted": false, "whitelists": [], @@ -68,22 +68,22 @@ "relationships": [ { "target_key": "obs:email:noreply@dmalicious.com", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:email:user@company.com", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:file:body/html", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:file:invoice.pdf", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" } ], @@ -108,7 +108,13 @@ "ti:vt:obs:email:noreply@dmalicious.com", "ti:proofpoint:obs:email:noreply@dmalicious.com" ], - "relationships": [], + "relationships": [ + { + "target_key": "obs:domain:dmalicious.com", + "relationship_type": "extraction", + "direction": "outbound" + } + ], "key": "obs:email:noreply@dmalicious.com", "finding_links": [ "fnd:from", @@ -125,8 +131,8 @@ "whitelisted": false, "comment": "", "extra": {}, - "score": 5.0, - "level": "MALICIOUS", + "score": 2.0, + "level": "NOTABLE", "aliases": [], "occurrence_count": 1, "threat_intels": [ @@ -135,18 +141,13 @@ "relationships": [ { "target_key": "obs:ipv4:8.1.2.3", - "relationship_type": "resolves-to", - "direction": "outbound" - }, - { - "target_key": "obs:email:noreply@dmalicious.com", - "relationship_type": "hosts", + "relationship_type": "pivot", "direction": "outbound" } ], "key": "obs:domain:dmalicious.com", "finding_links": [], - "score_display": "5.00" + "score_display": "2.00" }, "obs:ipv4:8.1.2.3": { "type": "ipv4", @@ -207,27 +208,27 @@ "relationships": [ { "target_key": "obs:url:https://virus.com/payload.exe", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:url:https://virus.com/about", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:url:https://domain.com/ok/toto", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:domain:virus.com", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:domain:domain.com", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" } ], @@ -277,12 +278,12 @@ "relationships": [ { "target_key": "obs:url:https://virus.com/payload.exe", - "relationship_type": "hosts", + "relationship_type": "pivot", "direction": "outbound" }, { "target_key": "obs:url:https://virus.com/about", - "relationship_type": "hosts", + "relationship_type": "pivot", "direction": "outbound" } ], @@ -357,7 +358,7 @@ "relationships": [ { "target_key": "obs:url:https://domain.com/ok/toto", - "relationship_type": "hosts", + "relationship_type": "pivot", "direction": "outbound" } ], @@ -409,7 +410,7 @@ "relationships": [ { "target_key": "obs:file:invoice.pdf", - "relationship_type": "derived-from", + "relationship_type": "extraction", "direction": "inbound" } ], @@ -424,8 +425,8 @@ "description": "test email vt 10", "comment": "> ok boys", "extra": {}, - "score": 0.0, - "level": "INFO", + "score": 2.0, + "level": "NOTABLE", "origin_investigation_id": "fragment-emailfrom", "observable_links": [ { @@ -435,7 +436,7 @@ ], "evidence_links": [], "key": "fnd:from", - "score_display": "0.00" + "score_display": "2.00" }, "fnd:from-proofpoint": { "finding_name": "from-proofpoint", @@ -754,7 +755,7 @@ "fnd:receiver" ], "key": "tag:emails", - "direct_score": 5.1, + "direct_score": 7.1, "direct_level": "MALICIOUS" }, "tag:bodies": { @@ -834,8 +835,8 @@ "hash": 1 }, "observables_by_level": { - "MALICIOUS": 8, - "NOTABLE": 1, + "MALICIOUS": 7, + "NOTABLE": 2, "INFO": 2, "SUSPICIOUS": 1, "TRUSTED": 1 @@ -849,7 +850,8 @@ "INFO": 1 }, "domain": { - "MALICIOUS": 2, + "NOTABLE": 1, + "MALICIOUS": 1, "INFO": 1 }, "ipv4": { @@ -870,10 +872,9 @@ "total_findings": 11, "applied_findings": 11, "findings_by_level": { - "INFO": [ + "NOTABLE": [ "fnd:from", - "fnd:body-url-https://domain.com/ok/toto", - "fnd:body-domain-domain.com" + "fnd:receiver" ], "MALICIOUS": [ "fnd:from-proofpoint", @@ -883,11 +884,12 @@ "fnd:email_risk_aggregated", "fnd:ai" ], - "NOTABLE": [ - "fnd:receiver" - ], "SUSPICIOUS": [ "fnd:body-url-https://virus.com/about" + ], + "INFO": [ + "fnd:body-url-https://domain.com/ok/toto", + "fnd:body-domain-domain.com" ] }, "total_evidences": 0, @@ -913,5 +915,5 @@ "root_type": "artifact", "score_mode_obs": "max" }, - "score_display": "34.10" + "score_display": "36.10" } \ No newline at end of file diff --git a/js/packages/cyvest-app/src/investigations/cyvest_visual.json b/js/packages/cyvest-app/src/investigations/cyvest_visual.json index b827db9..aa157bf 100644 --- a/js/packages/cyvest-app/src/investigations/cyvest_visual.json +++ b/js/packages/cyvest-app/src/investigations/cyvest_visual.json @@ -76,7 +76,7 @@ "relationships": [ { "target_key": "obs:domain:evil-phishing.com", - "relationship_type": "hosts", + "relationship_type": "pivot", "direction": "outbound" } ], @@ -105,7 +105,7 @@ "relationships": [ { "target_key": "obs:ipv4:192.168.100.5", - "relationship_type": "resolves-to", + "relationship_type": "pivot", "direction": "outbound" } ], @@ -205,32 +205,32 @@ "relationships": [ { "target_key": "obs:email:attacker@evil-phishing.com", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:email:victim@company.com", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:url:https://evil-phishing.com/login", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:url:https://evil-phishing.com/verify", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:url:https://sketchy-site.net/invoice", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:url:https://accounts.google.com/security", - "relationship_type": "contains", + "relationship_type": "extraction", "direction": "outbound" } ], @@ -367,12 +367,12 @@ "relationships": [ { "target_key": "obs:url:https://evil-phishing.com/login", - "relationship_type": "derived-from", + "relationship_type": "extraction", "direction": "outbound" }, { "target_key": "obs:ipv4:185.220.101.50", - "relationship_type": "communicates-with", + "relationship_type": "related-to", "direction": "bidirectional" } ], diff --git a/js/packages/cyvest-js/src/graph.ts b/js/packages/cyvest-js/src/graph.ts index fcf888f..0aba372 100644 --- a/js/packages/cyvest-js/src/graph.ts +++ b/js/packages/cyvest-js/src/graph.ts @@ -166,7 +166,7 @@ export function getObservableParents( * * @param inv - The investigation to search * @param observableKey - Key of the source observable - * @param relationshipType - Type of relationship to filter (e.g., "related-to", "contains") + * @param relationshipType - Type of relationship to filter (e.g., "related-to", "extraction") * @returns Array of related observables */ export function getRelatedObservablesByType( diff --git a/js/packages/cyvest-vis/README.md b/js/packages/cyvest-vis/README.md index 9bd28bc..fd43922 100644 --- a/js/packages/cyvest-vis/README.md +++ b/js/packages/cyvest-vis/README.md @@ -29,7 +29,7 @@ low-level `CyvestObservablesView` remains available for custom shells. Hovering a node isolates its immediate neighborhood. The initial placement is deterministic. The investigation subject stays at the center while semantic branches receive stable angular sectors on the first ring. Cross-linked -branches are placed next to each other, then directional infrastructure links +branches are placed next to each other, then directional pivot links form small outward-facing trees inside each sector. Weak links can connect sectors without collapsing them into one cloud. @@ -56,15 +56,17 @@ accepted for API compatibility. ## Relationship profiles -Custom relationship strings default to the weak `association` family. Override -them without adding visual metadata to the investigation JSON: +Edges are grouped into three families that mirror the analyst pivot recorded in +the investigation: `extraction`, `pivot`, and `association`. Custom relationship +strings default to the weak `association` family. Override them without adding +visual metadata to the investigation JSON: ```tsx > = { - structural: { - family: "structural", + extraction: { + family: "extraction", distance: 84, strength: 0.9, width: 1.7, @@ -19,24 +19,15 @@ const FAMILY_DEFAULTS: Record< dashPattern: [1, 0], opacity: 0.88, }, - infrastructure: { - family: "infrastructure", - distance: 108, - strength: 0.72, + pivot: { + family: "pivot", + distance: 124, + strength: 0.64, width: 1.4, lineStyle: "dashed", dashPattern: [9, 3], opacity: 0.78, }, - behavioral: { - family: "behavioral", - distance: 132, - strength: 0.55, - width: 1.3, - lineStyle: "dashed", - dashPattern: [3, 4], - opacity: 0.78, - }, association: { family: "association", distance: 176, @@ -49,12 +40,8 @@ const FAMILY_DEFAULTS: Record< }; const RELATIONSHIP_FAMILIES: Record = { - contains: "structural", - "derived-from": "structural", - "resolves-to": "infrastructure", - hosts: "infrastructure", - "communicates-with": "behavioral", - executes: "behavioral", + extraction: "extraction", + pivot: "pivot", "related-to": "association", }; @@ -71,9 +58,8 @@ function getFamilyColor( theme: CyvestThemeTokens ): string { return { - structural: theme.edgeStructuralColor, - infrastructure: theme.edgeInfrastructureColor, - behavioral: theme.edgeBehavioralColor, + extraction: theme.edgeExtractionColor, + pivot: theme.edgePivotColor, association: theme.edgeAssociationColor, }[family]; } diff --git a/js/packages/cyvest-vis/src/core/theme.ts b/js/packages/cyvest-vis/src/core/theme.ts index 2b09a25..0d6144a 100644 --- a/js/packages/cyvest-vis/src/core/theme.ts +++ b/js/packages/cyvest-vis/src/core/theme.ts @@ -21,9 +21,8 @@ export function createThemeStyle( "--cyvest-panel-muted": resolved.panelTextMuted, "--cyvest-accent": resolved.accent, "--cyvest-selection-surface": resolved.selectionSurface, - "--cyvest-edge-structural": resolved.edgeStructuralColor, - "--cyvest-edge-infrastructure": resolved.edgeInfrastructureColor, - "--cyvest-edge-behavioral": resolved.edgeBehavioralColor, + "--cyvest-edge-extraction": resolved.edgeExtractionColor, + "--cyvest-edge-pivot": resolved.edgePivotColor, "--cyvest-edge-association": resolved.edgeAssociationColor, "--cyvest-font-family": resolved.fontFamily, } as React.CSSProperties; diff --git a/js/packages/cyvest-vis/src/layout/force.ts b/js/packages/cyvest-vis/src/layout/force.ts index 1ab8270..afdc023 100644 --- a/js/packages/cyvest-vis/src/layout/force.ts +++ b/js/packages/cyvest-vis/src/layout/force.ts @@ -149,7 +149,7 @@ function calculateTopology( const hierarchyNeighbors = new Map(nodeIds.map((id) => [id, [] as string[]])); const isHierarchyLink = (link: ForceLink) => link.direction !== "bidirectional" && ( - link.family === "structural" || link.family === "infrastructure" + link.family === "extraction" || link.family === "pivot" ); for (const link of links) { @@ -200,10 +200,10 @@ function calculateTopology( parent.set(id, rootId); } - // Infrastructure links between siblings form a clearer local tree than a + // Pivot links between siblings form a clearer local tree than a // chord across the same ring (for example domain -> hosted URL). for (const link of links) { - if (link.family !== "infrastructure" || link.direction === "bidirectional") continue; + if (link.family !== "pivot" || link.direction === "bidirectional") continue; const source = endpointId(link.source); const target = endpointId(link.target); const semanticParent = link.direction === "inbound" ? target : source; diff --git a/js/packages/cyvest-vis/src/types.ts b/js/packages/cyvest-vis/src/types.ts index 3739031..20feeda 100644 --- a/js/packages/cyvest-vis/src/types.ts +++ b/js/packages/cyvest-vis/src/types.ts @@ -11,9 +11,8 @@ export interface CyvestThemeTokens { accent: string; edgeColor: string; edgeSelectedColor: string; - edgeStructuralColor: string; - edgeInfrastructureColor: string; - edgeBehavioralColor: string; + edgeExtractionColor: string; + edgePivotColor: string; edgeAssociationColor: string; selectionSurface: string; fontFamily: string; @@ -43,9 +42,8 @@ export const DEFAULT_CYVEST_THEME: CyvestThemeTokens = { accent: "#2f557f", edgeColor: "#738298", edgeSelectedColor: "#2f557f", - edgeStructuralColor: "#4f6075", - edgeInfrastructureColor: "#63748a", - edgeBehavioralColor: "#748398", + edgeExtractionColor: "#4f6075", + edgePivotColor: "#63748a", edgeAssociationColor: "#738298", selectionSurface: "rgba(47, 85, 127, 0.08)", fontFamily: @@ -69,9 +67,8 @@ export const DARK_CYVEST_THEME: CyvestThemeTokens = { accent: "#cbd5e1", edgeColor: "#475569", edgeSelectedColor: "#cbd5e1", - edgeStructuralColor: "#c0cad8", - edgeInfrastructureColor: "#9aa9bc", - edgeBehavioralColor: "#7d8da3", + edgeExtractionColor: "#c0cad8", + edgePivotColor: "#9aa9bc", edgeAssociationColor: "#627188", selectionSurface: "rgba(148, 163, 184, 0.10)", fontFamily: @@ -108,9 +105,8 @@ export interface CyvestForceOptions { } export type CyvestRelationshipFamily = - | "structural" - | "infrastructure" - | "behavioral" + | "extraction" + | "pivot" | "association"; export interface CyvestRelationshipProfile { diff --git a/js/packages/cyvest-vis/tests/observables.test.ts b/js/packages/cyvest-vis/tests/observables.test.ts index 30b341c..14dd6b5 100644 --- a/js/packages/cyvest-vis/tests/observables.test.ts +++ b/js/packages/cyvest-vis/tests/observables.test.ts @@ -24,7 +24,7 @@ const investigation = parseCyvest(cyvestVisualData); const emailInvestigation = parseCyvest(cyvestEmailData); describe("email investigation semantics", () => { - it("uses precise relationship types instead of generic associations", () => { + it("records the analyst pivot instead of generic associations", () => { const relationships = Object.values(emailInvestigation.observables).flatMap( (observable) => observable.relationships ); @@ -38,10 +38,8 @@ describe("email investigation semantics", () => { ); expect(counts).toEqual({ - contains: 9, - "derived-from": 1, - hosts: 4, - "resolves-to": 1, + extraction: 11, + pivot: 4, }); expect(relationships).not.toContainEqual( expect.objectContaining({ relationship_type: "related-to" }) @@ -139,29 +137,23 @@ describe("cytoscape adapters", () => { }); it("maps semantic relationships to distinct visual and physical profiles", () => { - const structural = resolveRelationshipProfile("contains"); - const infrastructure = resolveRelationshipProfile("resolves-to"); - const behavioral = resolveRelationshipProfile("communicates-with"); + const extraction = resolveRelationshipProfile("extraction"); + const pivot = resolveRelationshipProfile("pivot"); const association = resolveRelationshipProfile("custom-correlation"); - expect(structural).toMatchObject({ - family: "structural", + expect(extraction).toMatchObject({ + family: "extraction", distance: 84, strength: 0.9, lineStyle: "solid", dashPattern: [1, 0], }); - expect(infrastructure).toMatchObject({ - family: "infrastructure", + expect(pivot).toMatchObject({ + family: "pivot", + distance: 124, lineStyle: "dashed", dashPattern: [9, 3], }); - expect(behavioral).toMatchObject({ - family: "behavioral", - distance: 132, - lineStyle: "dashed", - dashPattern: [3, 4], - }); expect(association).toMatchObject({ family: "association", distance: 176, @@ -169,21 +161,19 @@ describe("cytoscape adapters", () => { dashPattern: [1, 5], }); expect([ - structural.distance, - infrastructure.distance, - behavioral.distance, + extraction.distance, + pivot.distance, association.distance, ]).toEqual([...[ - structural.distance, - infrastructure.distance, - behavioral.distance, + extraction.distance, + pivot.distance, association.distance, ]].sort((left, right) => left - right)); }); it("preserves an explicit zero-strength relationship override", () => { - const profile = resolveRelationshipProfile("contains", { - overrides: { contains: { strength: 0 } }, + const profile = resolveRelationshipProfile("extraction", { + overrides: { extraction: { strength: 0 } }, }); expect(profile.strength).toBe(0); @@ -234,8 +224,8 @@ describe("force-directed layout", () => { id: `root-${target}`, source: "root", target, - relationshipFamily: "structural", - relationshipType: "contains", + relationshipFamily: "extraction", + relationshipType: "extraction", }, }); const elements = [ @@ -269,7 +259,7 @@ describe("force-directed layout", () => { id: string, source: string, target: string, - family: "structural" | "association", + family: "extraction" | "association", strength: number, isRootLink = false ) => ({ @@ -279,7 +269,7 @@ describe("force-directed layout", () => { source, target, relationshipFamily: family, - distance: family === "structural" ? 84 : 176, + distance: family === "extraction" ? 84 : 176, strength, isRootLink, }, @@ -291,7 +281,7 @@ describe("force-directed layout", () => { node("c"), node("d"), edge("root-a", "root", "a", "association", 0.24, true), - edge("a-b", "a", "b", "structural", 0.9), + edge("a-b", "a", "b", "extraction", 0.9), edge("b-c", "b", "c", "association", 0.16), edge("c-d", "c", "d", "association", 0.16), ]; @@ -304,7 +294,7 @@ describe("force-directed layout", () => { expect(Math.hypot(targets.d.x, targets.d.y)).toBeGreaterThan(Math.hypot(targets.c.x, targets.c.y)); }); - it("turns infrastructure links between siblings into local tree branches", () => { + it("turns pivot links between siblings into local tree branches", () => { const targets = computeSemanticTargets(buildObservablesElements(emailInvestigation)); const domain = targets["obs:domain:virus.com"]; const hostedUrl = targets["obs:url:https://virus.com/payload.exe"]; @@ -322,16 +312,16 @@ describe("force-directed layout", () => { group: "nodes" as const, data: { id, labelShort: id, width: 40, height: 40, isRoot }, }); - const edge = (id: string, source: string, target: string, family: "structural" | "association") => ({ + const edge = (id: string, source: string, target: string, family: "extraction" | "association") => ({ group: "edges" as const, data: { id, source, target, relationshipFamily: family, - relationshipType: family === "structural" ? "contains" : "related-to", - direction: family === "structural" ? "outbound" : "bidirectional", - strength: family === "structural" ? 0.9 : 0.16, + relationshipType: family === "extraction" ? "extraction" : "related-to", + direction: family === "extraction" ? "outbound" : "bidirectional", + strength: family === "extraction" ? 0.9 : 0.16, }, }); const elements = [ @@ -340,10 +330,10 @@ describe("force-directed layout", () => { node("b"), node("c"), node("d"), - edge("root-a", "root", "a", "structural"), - edge("root-b", "root", "b", "structural"), - edge("root-c", "root", "c", "structural"), - edge("root-d", "root", "d", "structural"), + edge("root-a", "root", "a", "extraction"), + edge("root-b", "root", "b", "extraction"), + edge("root-c", "root", "c", "extraction"), + edge("root-d", "root", "d", "extraction"), edge("a-c", "a", "c", "association"), ]; diff --git a/mkdocs.yml b/mkdocs.yml index 41b2535..4159acb 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -55,7 +55,6 @@ nav: - Migration: - Version 5.x to 6.0: migration-v5-to-v6.md - Shared Investigation Context: shared-investigation-context.md - - Agent Relationship Planning: agent-relationship-planning.md - Comparing Investigations: comparing-investigations.md - Observable Extraction: observable-extraction.md - JavaScript Packages: js-packages.md diff --git a/pyproject.toml b/pyproject.toml index 610b93a..6b7f2a6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -58,8 +58,6 @@ docs = [ ] [project.optional-dependencies] -bedrock = ["langchain>=1.0", "langchain-aws>=0.2"] -langchain = ["langchain>=1.0"] visualization = ["pyvis>=0.3.2"] [tool.ruff] diff --git a/src/cyvest/__init__.py b/src/cyvest/__init__.py index 0500844..2b04d2c 100644 --- a/src/cyvest/__init__.py +++ b/src/cyvest/__init__.py @@ -30,24 +30,6 @@ from cyvest.model_enums import ObservableSubtype, ObservableType, RelationshipDirection, RelationshipType from cyvest.proxies import EnrichmentProxy, EvidenceProxy, FindingProxy, ObservableProxy, TagProxy, ThreatIntelProxy from cyvest.resolvers import ObservableResolution, ObservableResolver -from cyvest.semantics import ( - RelationshipApplyResult, - RelationshipContext, - RelationshipContextEdge, - RelationshipContextObservable, - RelationshipDefinition, - RelationshipFamily, - RelationshipOperation, - RelationshipPlan, - RelationshipPlanPreview, - RelationshipProposal, - RelationshipValidationIssue, - build_relationship_context, - get_graph_revision, - get_relationship_catalog, - get_relationship_plan_digest, - validate_relationship_plan, -) __version__ = "6.2.0" @@ -60,22 +42,6 @@ "ObservableSubtype", "RelationshipDirection", "RelationshipType", - "RelationshipDefinition", - "RelationshipApplyResult", - "RelationshipContext", - "RelationshipContextEdge", - "RelationshipContextObservable", - "RelationshipFamily", - "RelationshipOperation", - "RelationshipPlan", - "RelationshipPlanPreview", - "RelationshipProposal", - "RelationshipValidationIssue", - "build_relationship_context", - "get_graph_revision", - "get_relationship_plan_digest", - "get_relationship_catalog", - "validate_relationship_plan", # Proxies "FindingProxy", "EvidenceProxy", diff --git a/src/cyvest/cyvest.py b/src/cyvest/cyvest.py index ebfabf8..b4b8749 100644 --- a/src/cyvest/cyvest.py +++ b/src/cyvest/cyvest.py @@ -64,16 +64,6 @@ from cyvest.proxies import EnrichmentProxy, EvidenceProxy, FindingProxy, ObservableProxy, TagProxy, ThreatIntelProxy from cyvest.resolvers import ObservableResolution, ObservableResolver, ObservableResolverResult from cyvest.score import ScoreMode -from cyvest.semantics import ( - RelationshipApplyResult, - RelationshipContext, - RelationshipPlan, - RelationshipPlanPreview, - build_relationship_context, - get_graph_revision, - get_relationship_plan_digest, - validate_relationship_plan, -) if TYPE_CHECKING: from cyvest.shared import SharedInvestigationContext @@ -626,80 +616,6 @@ def observable_add_relationship( result = self._investigation.add_relationship(source_key, target_key, relationship_type, direction) return self._observable_proxy(result) - def observable_remove_relationship( - self, - source: Observable | ObservableProxy | str, - target: Observable | ObservableProxy | str, - relationship_type: RelationshipType | str, - direction: RelationshipDirection | None = None, - ) -> bool: - """Remove one exact relationship between existing observables.""" - - return self._investigation.remove_relationship( - self._resolve_observable_key(source), - self._resolve_observable_key(target), - relationship_type, - direction, - ) - - def relationship_context_get(self) -> RelationshipContext: - """Return the compact, revisioned graph context intended for agents.""" - - return build_relationship_context( - self._investigation.get_all_observables(), - self._investigation.get_root().key, - ) - - def relationship_plan_validate( - self, - plan: RelationshipPlan, - *, - allow_custom_types: bool = False, - ) -> RelationshipPlanPreview: - """Validate an agent relationship plan without mutating the graph.""" - - return validate_relationship_plan( - self._investigation.get_all_observables(), - plan, - allow_custom_types=allow_custom_types, - ) - - def relationship_plan_apply( - self, - plan: RelationshipPlan, - *, - strict: bool = True, - allow_custom_types: bool = False, - actor: str = "agent", - tool: str | None = None, - ) -> RelationshipApplyResult: - """Validate and atomically apply a relationship plan.""" - - preview = self.relationship_plan_validate(plan, allow_custom_types=allow_custom_types) - if strict and not preview.valid: - codes = ", ".join(issue.code for issue in preview.issues if issue.severity == "error") - raise ValueError(f"Relationship plan validation failed: {codes}") - if plan.graph_revision != preview.graph_revision: - raise ValueError("Relationship plan validation failed: stale_graph_revision") - revision_before = get_graph_revision(self._investigation.get_all_observables()) - plan_digest = get_relationship_plan_digest(plan) - applied_count, event = self._investigation.apply_relationship_proposals( - preview.accepted, - actor=actor, - tool=tool or plan.tool, - model=plan.model, - plan_digest=plan_digest, - ) - revision_after = get_graph_revision(self._investigation.get_all_observables()) - return RelationshipApplyResult( - plan_digest=plan_digest, - graph_revision_before=revision_before, - graph_revision_after=revision_after, - applied_count=applied_count, - skipped_count=len(plan.proposals) - applied_count, - audit_event_id=event.event_id if event else None, - ) - def observable_add_threat_intel( self, observable: Observable | ObservableProxy | str, diff --git a/src/cyvest/investigation.py b/src/cyvest/investigation.py index c3bf19d..b2c51f6 100644 --- a/src/cyvest/investigation.py +++ b/src/cyvest/investigation.py @@ -1061,101 +1061,6 @@ def add_relationship( return source_obs - def remove_relationship( - self, - source: Observable | str, - target: Observable | str, - relationship_type: RelationshipType | str, - direction: RelationshipDirection | str | None = None, - ) -> bool: - """Remove one exact relationship and recalculate observable scores.""" - - source_key = source.key if isinstance(source, Observable) else source - target_key = target.key if isinstance(target, Observable) else target - source_obs = self._observables.get(source_key) - if source_obs is None: - raise KeyError(f"observable '{source_key}' not found in investigation.") - if target_key not in self._observables: - raise KeyError(f"observable '{target_key}' not found in investigation.") - expected = Relationship( - target_key=target_key, - relationship_type=relationship_type, - direction=direction, - ) - for index, relationship in enumerate(source_obs.relationships): - if relationship == expected: - source_obs.relationships.pop(index) - self._score_engine.recalculate_all() - self._record_event( - event_type="RELATIONSHIP_REMOVED", - object_type="observable", - object_key=source_key, - details=expected.model_dump(mode="json"), - ) - return True - return False - - def apply_relationship_proposals( - self, - proposals: tuple[Any, ...], - *, - actor: str | None, - tool: str | None, - model: str | None, - plan_digest: str, - ) -> tuple[int, AuditEvent | None]: - """Apply relationship proposals atomically with one score recalculation.""" - - snapshots = { - key: deepcopy(observable.relationships) - for key, observable in self._observables.items() - } - applied_count = 0 - try: - for proposal in proposals: - source = self._observables[proposal.source_key] - expected = Relationship( - target_key=proposal.target_key, - relationship_type=proposal.relationship_type, - direction=proposal.direction, - ) - if proposal.operation == "add": - before = len(source.relationships) - self._create_relationship( - source, - proposal.target_key, - proposal.relationship_type, - proposal.direction, - ) - applied_count += len(source.relationships) - before - else: - for index, relationship in enumerate(source.relationships): - if relationship == expected: - source.relationships.pop(index) - applied_count += 1 - break - self._score_engine.recalculate_all() - except Exception: - for key, relationships in snapshots.items(): - self._observables[key].relationships = relationships - self._score_engine.recalculate_all() - raise - - event = self._record_event( - event_type="RELATIONSHIP_PLAN_APPLIED", - object_type="investigation", - object_key=self.investigation_id, - actor=actor, - tool=tool, - details={ - "plan_digest": plan_digest, - "model": model, - "applied_count": applied_count, - "proposals": [proposal.model_dump(mode="json") for proposal in proposals], - }, - ) - return applied_count, event - def link_finding_observable( self, finding_key: str, diff --git a/src/cyvest/langchain.py b/src/cyvest/langchain.py deleted file mode 100644 index 4fb58ff..0000000 --- a/src/cyvest/langchain.py +++ /dev/null @@ -1,133 +0,0 @@ -"""Optional LangChain tools for semantic relationship planning.""" - -from __future__ import annotations - -from typing import TYPE_CHECKING, Any - -from pydantic import BaseModel, ConfigDict, Field - -from cyvest.semantics import RelationshipPlan, get_relationship_catalog - -if TYPE_CHECKING: - from langchain_core.tools import BaseTool - - from cyvest.cyvest import Cyvest - - -RELATIONSHIP_PLANNER_SYSTEM_PROMPT = """\ -You are a cybersecurity relationship planner for Cyvest. - -Your task is to propose precise semantic relationships between existing -observables. Never create observables or modify their values. - -Required workflow: -1. Read cyvest_relationship_catalog before planning. -2. Read cyvest_relationship_context and retain its graph revision. -3. Use only observable keys present in that context. -4. Prefer the most precise canonical relationship type. -5. Use related-to only when no stronger mechanism is established. -6. Support every proposal with a concise rationale, confidence, and evidence references. -7. Validate the complete plan with cyvest_relationship_plan_validate. -8. Correct validation errors before returning the plan. -9. Treat validation warnings as points requiring explicit review. -10. Never apply a plan; return the validated plan to the calling application for approval. -""" - - -class RelationshipPlanToolInput(BaseModel): - """Structured input shared by validation and application tools.""" - - model_config = ConfigDict(extra="forbid") - - plan: RelationshipPlan - - -class RelationshipApplyToolInput(RelationshipPlanToolInput): - """Application input requiring explicit confirmation.""" - - confirm: bool = Field( - default=False, - description="Must be true only after the relationship plan has been reviewed and approved.", - ) - - -def create_relationship_tools( - cyvest: Cyvest, - *, - include_apply: bool = False, - allow_custom_types: bool = False, - actor: str = "agent", -) -> tuple[BaseTool, ...]: - """Create LangChain-compatible tools for relationship planning. - - The returned toolkit is read-only unless ``include_apply`` is explicitly enabled. - """ - - try: - from langchain_core.tools import StructuredTool - except ImportError as exc: # pragma: no cover - depends on optional installation - raise ImportError( - "LangChain support is optional. Install it with `pip install 'cyvest[langchain]'`." - ) from exc - - def relationship_catalog() -> list[dict[str, Any]]: - """Get the canonical relationship vocabulary and semantic defaults.""" - - return [definition.model_dump(mode="json") for definition in get_relationship_catalog()] - - def relationship_context() -> dict[str, Any]: - """Get the current compact graph, observable keys, existing edges, and revision.""" - - return cyvest.relationship_context_get().model_dump(mode="json") - - def relationship_plan_validate(plan: RelationshipPlan) -> dict[str, Any]: - """Validate a proposed relationship plan without changing the investigation.""" - - return cyvest.relationship_plan_validate( - plan, - allow_custom_types=allow_custom_types, - ).model_dump(mode="json") - - tools: list[BaseTool] = [ - StructuredTool.from_function( - func=relationship_catalog, - name="cyvest_relationship_catalog", - description="Read Cyvest's canonical relationship types before proposing graph changes.", - ), - StructuredTool.from_function( - func=relationship_context, - name="cyvest_relationship_context", - description="Read the compact investigation graph and its current revision.", - ), - StructuredTool.from_function( - func=relationship_plan_validate, - name="cyvest_relationship_plan_validate", - description="Validate relationship proposals without mutating the investigation.", - args_schema=RelationshipPlanToolInput, - ), - ] - - if include_apply: - - def relationship_plan_apply(plan: RelationshipPlan, confirm: bool = False) -> dict[str, Any]: - """Atomically apply an approved relationship plan when confirm is true.""" - - if not confirm: - raise ValueError("Explicit confirmation is required to apply a relationship plan.") - return cyvest.relationship_plan_apply( - plan, - allow_custom_types=allow_custom_types, - actor=actor, - tool="langchain", - ).model_dump(mode="json") - - tools.append( - StructuredTool.from_function( - func=relationship_plan_apply, - name="cyvest_relationship_plan_apply", - description="Apply a reviewed relationship plan atomically. Set confirm=true to proceed.", - args_schema=RelationshipApplyToolInput, - ) - ) - - return tuple(tools) \ No newline at end of file diff --git a/src/cyvest/model_enums.py b/src/cyvest/model_enums.py index 55f714d..87d171a 100644 --- a/src/cyvest/model_enums.py +++ b/src/cyvest/model_enums.py @@ -77,21 +77,25 @@ class RelationshipDirection(str, Enum): class RelationshipType(str, Enum): - """Relationship types supported by Cyvest.""" - + """ + Relationship types supported by Cyvest. + + The vocabulary describes the analyst pivot that produced the target from the + source, not an ontology of the entities themselves. + """ + + # The target was extracted from the source (URL in an email, hash of a file). + EXTRACTION = "extraction" + # The target was obtained by enriching the source (DNS, whois, threat intel, sandbox). + PIVOT = "pivot" + # The observables correlate but the deduction mechanism is not established. RELATED_TO = "related-to" - CONTAINS = "contains" - DERIVED_FROM = "derived-from" - RESOLVES_TO = "resolves-to" - HOSTS = "hosts" - COMMUNICATES_WITH = "communicates-with" - EXECUTES = "executes" def get_default_direction(self) -> RelationshipDirection: """ Get the default direction for this relationship type. """ - if self in {self.RELATED_TO, self.COMMUNICATES_WITH}: + if self is RelationshipType.RELATED_TO: return RelationshipDirection.BIDIRECTIONAL return RelationshipDirection.OUTBOUND diff --git a/src/cyvest/semantics.py b/src/cyvest/semantics.py deleted file mode 100644 index ffb4e3a..0000000 --- a/src/cyvest/semantics.py +++ /dev/null @@ -1,569 +0,0 @@ -"""Agent-friendly contracts for planning semantic observable relationships.""" - -from __future__ import annotations - -import hashlib -import json -from collections.abc import Mapping -from enum import Enum -from typing import TYPE_CHECKING, Annotated, Literal - -from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator - -from cyvest.model_enums import RelationshipDirection, RelationshipType - -if TYPE_CHECKING: - from cyvest.model import Observable - - -class RelationshipOperation(str, Enum): - """Mutation requested by a relationship proposal.""" - - ADD = "add" - REMOVE = "remove" - - -class RelationshipFamily(str, Enum): - """Stable semantic families shared with graph renderers.""" - - STRUCTURAL = "structural" - INFRASTRUCTURE = "infrastructure" - BEHAVIORAL = "behavioral" - ASSOCIATION = "association" - - -class RelationshipDefinition(BaseModel): - """Machine-readable guidance for one canonical relationship type.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - relationship_type: RelationshipType - family: RelationshipFamily - description: str - source_role: str - target_role: str - default_direction: RelationshipDirection - symmetric: bool = False - examples: tuple[str, ...] = () - counter_examples: tuple[str, ...] = () - - -RELATIONSHIP_CATALOG: dict[RelationshipType, RelationshipDefinition] = { - RelationshipType.CONTAINS: RelationshipDefinition( - relationship_type=RelationshipType.CONTAINS, - family=RelationshipFamily.STRUCTURAL, - description="The source includes the target as physical or logical content.", - source_role="container", - target_role="contained observable", - default_direction=RelationshipDirection.OUTBOUND, - examples=("email contains attachment", "HTML body contains URL"), - counter_examples=("domain hosts URL",), - ), - RelationshipType.DERIVED_FROM: RelationshipDefinition( - relationship_type=RelationshipType.DERIVED_FROM, - family=RelationshipFamily.STRUCTURAL, - description="The source was extracted, calculated, or transformed from the target.", - source_role="derived observable", - target_role="origin observable", - default_direction=RelationshipDirection.OUTBOUND, - examples=("hash derived from file", "decoded artifact derived from payload"), - counter_examples=("file contains hash",), - ), - RelationshipType.RESOLVES_TO: RelationshipDefinition( - relationship_type=RelationshipType.RESOLVES_TO, - family=RelationshipFamily.INFRASTRUCTURE, - description="The source name resolves to the target network address.", - source_role="name or domain", - target_role="network address", - default_direction=RelationshipDirection.OUTBOUND, - examples=("domain resolves to IPv4",), - counter_examples=("URL resolves to domain",), - ), - RelationshipType.HOSTS: RelationshipDefinition( - relationship_type=RelationshipType.HOSTS, - family=RelationshipFamily.INFRASTRUCTURE, - description="The source infrastructure serves or hosts the target resource.", - source_role="hosting infrastructure", - target_role="hosted resource", - default_direction=RelationshipDirection.OUTBOUND, - examples=("domain hosts URL", "host hosts file share"), - counter_examples=("domain hosts email address",), - ), - RelationshipType.COMMUNICATES_WITH: RelationshipDefinition( - relationship_type=RelationshipType.COMMUNICATES_WITH, - family=RelationshipFamily.BEHAVIORAL, - description="The endpoints exchange network traffic or messages.", - source_role="communication endpoint", - target_role="communication endpoint", - default_direction=RelationshipDirection.BIDIRECTIONAL, - symmetric=True, - examples=("process communicates with IP", "host communicates with domain"), - ), - RelationshipType.EXECUTES: RelationshipDefinition( - relationship_type=RelationshipType.EXECUTES, - family=RelationshipFamily.BEHAVIORAL, - description="The source launches or runs the target executable, process, or command.", - source_role="executor", - target_role="executed observable", - default_direction=RelationshipDirection.OUTBOUND, - examples=("process executes command line", "user executes file"), - counter_examples=("file derived from URL",), - ), - RelationshipType.RELATED_TO: RelationshipDefinition( - relationship_type=RelationshipType.RELATED_TO, - family=RelationshipFamily.ASSOCIATION, - description="The observables are correlated, but no more precise mechanism is established.", - source_role="associated observable", - target_role="associated observable", - default_direction=RelationshipDirection.BIDIRECTIONAL, - symmetric=True, - examples=("two indicators co-occur in a report",), - counter_examples=("domain resolves to IP", "email contains attachment"), - ), -} - - -class RelationshipProposal(BaseModel): - """One evidence-backed relationship mutation proposed by an agent.""" - - model_config = ConfigDict(extra="forbid", frozen=True, use_enum_values=True) - - operation: RelationshipOperation = RelationshipOperation.ADD - source_key: Annotated[str, Field(min_length=1)] - target_key: Annotated[str, Field(min_length=1)] - relationship_type: RelationshipType | str - direction: RelationshipDirection | None = None - confidence: Annotated[float, Field(ge=0, le=1)] - rationale: Annotated[str, Field(min_length=1, max_length=1000)] - evidence_refs: tuple[str, ...] = () - - @field_validator("source_key", "target_key", "rationale", mode="before") - @classmethod - def strip_required_text(cls, value: object) -> object: - return value.strip() if isinstance(value, str) else value - - @field_validator("relationship_type", mode="before") - @classmethod - def normalize_relationship_type(cls, value: object) -> object: - if isinstance(value, str): - normalized = value.strip().lower() - try: - return RelationshipType(normalized) - except ValueError: - return normalized - return value - - @model_validator(mode="after") - def set_semantic_direction(self) -> RelationshipProposal: - if self.direction is not None: - return self - try: - relationship_type = RelationshipType(self.relationship_type) - except ValueError: - direction = RelationshipDirection.OUTBOUND - else: - direction = relationship_type.get_default_direction() - object.__setattr__(self, "direction", direction) - return self - - -class RelationshipPlan(BaseModel): - """Structured output expected from a relationship-planning agent.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - graph_revision: Annotated[str, Field(min_length=1)] - proposals: tuple[RelationshipProposal, ...] - summary: str = "" - model: str | None = None - tool: str | None = None - - -class RelationshipValidationIssue(BaseModel): - """One validation error or warning associated with a proposal.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - severity: Literal["error", "warning"] - code: str - message: str - proposal_index: int | None = None - - -class RelationshipPlanPreview(BaseModel): - """Pure validation result returned before graph mutation.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - graph_revision: str - valid: bool - accepted: tuple[RelationshipProposal, ...] = () - issues: tuple[RelationshipValidationIssue, ...] = () - - -class RelationshipApplyResult(BaseModel): - """Result of atomically applying a validated relationship plan.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - plan_digest: str - graph_revision_before: str - graph_revision_after: str - applied_count: int - skipped_count: int - audit_event_id: str | None = None - - -class RelationshipContextObservable(BaseModel): - """Minimal observable representation sent to a relationship agent.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - key: str - observable_type: str - value: str - is_root: bool = False - internal: bool = False - whitelisted: bool = False - - -class RelationshipContextEdge(BaseModel): - """Existing edge representation sent to a relationship agent.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - source_key: str - target_key: str - relationship_type: str - direction: RelationshipDirection - - -class RelationshipContext(BaseModel): - """Compact, revisioned graph context for agent prompts and tools.""" - - model_config = ConfigDict(extra="forbid", frozen=True) - - graph_revision: str - root_key: str - observables: tuple[RelationshipContextObservable, ...] - relationships: tuple[RelationshipContextEdge, ...] - - def to_markdown(self) -> str: - """Render a compact prompt-oriented representation.""" - - lines = [f"Graph revision: `{self.graph_revision}`", f"Root: `{self.root_key}`", "", "## Observables"] - for observable in self.observables: - root = " (root)" if observable.is_root else "" - lines.append(f"- `{observable.key}` | {observable.observable_type} | `{observable.value}`{root}") - lines.extend(["", "## Existing relationships"]) - if not self.relationships: - lines.append("- None") - for relationship in self.relationships: - lines.append( - f"- `{relationship.source_key}` {relationship.direction.value} " - f"`{relationship.target_key}` | {relationship.relationship_type}" - ) - return "\n".join(lines) - - -def get_relationship_catalog() -> tuple[RelationshipDefinition, ...]: - """Return the canonical relationship catalog in enum declaration order.""" - - return tuple(RELATIONSHIP_CATALOG[relationship_type] for relationship_type in RelationshipType) - - -def _relationship_rows(observables: Mapping[str, Observable]) -> list[tuple[str, str, str, str]]: - return sorted( - ( - source_key, - relationship.target_key, - relationship.relationship_type_name, - relationship.direction.value, - ) - for source_key, observable in observables.items() - for relationship in observable.relationships - ) - - -def get_graph_revision(observables: Mapping[str, Observable]) -> str: - """Return a stable digest of observable identities and relationships.""" - - identities = sorted( - ( - key, - observable.obs_type.value if hasattr(observable.obs_type, "value") else str(observable.obs_type), - observable.value, - ) - for key, observable in observables.items() - ) - payload = json.dumps( - {"observables": identities, "relationships": _relationship_rows(observables)}, - ensure_ascii=True, - separators=(",", ":"), - ) - return hashlib.sha256(payload.encode("utf-8")).hexdigest() - - -def get_relationship_plan_digest(plan: RelationshipPlan) -> str: - """Return a stable digest for audit and validated-plan handoff.""" - - payload = json.dumps(plan.model_dump(mode="json"), sort_keys=True, separators=(",", ":")) - return hashlib.sha256(payload.encode("utf-8")).hexdigest() - - -def build_relationship_context( - observables: Mapping[str, Observable], - root_key: str, -) -> RelationshipContext: - """Build the compact graph context expected by relationship agents.""" - - context_observables = tuple( - RelationshipContextObservable( - key=key, - observable_type=( - observable.obs_type.value - if hasattr(observable.obs_type, "value") - else str(observable.obs_type) - ), - value=observable.value, - is_root=key == root_key, - internal=observable.internal, - whitelisted=observable.whitelisted, - ) - for key, observable in sorted(observables.items()) - ) - context_edges = tuple( - RelationshipContextEdge( - source_key=source_key, - target_key=target_key, - relationship_type=relationship_type, - direction=RelationshipDirection(direction), - ) - for source_key, target_key, relationship_type, direction in _relationship_rows(observables) - ) - return RelationshipContext( - graph_revision=get_graph_revision(observables), - root_key=root_key, - observables=context_observables, - relationships=context_edges, - ) - - -_RECOMMENDED_TYPE_PAIRS: dict[RelationshipType, set[tuple[str, str]]] = { - RelationshipType.RESOLVES_TO: { - ("domain", "ipv4"), - ("domain", "ipv6"), - ("host", "ipv4"), - ("host", "ipv6"), - }, - RelationshipType.HOSTS: { - ("domain", "url"), - ("host", "url"), - ("host", "file"), - ("ipv4", "url"), - ("ipv6", "url"), - }, - RelationshipType.EXECUTES: { - ("process", "process"), - ("process", "file"), - ("process", "command_line"), - ("user", "file"), - ("user", "command_line"), - }, -} - -_ACYCLIC_RELATIONSHIP_TYPES = { - RelationshipType.CONTAINS, - RelationshipType.DERIVED_FROM, -} - - -def _proposal_issue( - index: int, - severity: Literal["error", "warning"], - code: str, - message: str, -) -> RelationshipValidationIssue: - return RelationshipValidationIssue( - severity=severity, - code=code, - message=message, - proposal_index=index, - ) - - -def _has_path(edges: set[tuple[str, str]], start: str, destination: str) -> bool: - pending = [start] - visited: set[str] = set() - while pending: - current = pending.pop() - if current == destination: - return True - if current in visited: - continue - visited.add(current) - pending.extend(target for source, target in edges if source == current) - return False - - -def validate_relationship_plan( - observables: Mapping[str, Observable], - plan: RelationshipPlan, - *, - allow_custom_types: bool = False, -) -> RelationshipPlanPreview: - """Validate a relationship plan without mutating the investigation.""" - - revision = get_graph_revision(observables) - issues: list[RelationshipValidationIssue] = [] - accepted: list[RelationshipProposal] = [] - if plan.graph_revision != revision: - issues.append( - RelationshipValidationIssue( - severity="error", - code="stale_graph_revision", - message="The graph changed after this plan was created.", - ) - ) - - existing = set(_relationship_rows(observables)) - seen: set[tuple[str, str, str, str, str]] = set() - planned_edges = set(existing) - for index, proposal in enumerate(plan.proposals): - proposal_issues: list[RelationshipValidationIssue] = [] - - source = observables.get(proposal.source_key) - target = observables.get(proposal.target_key) - if source is None: - proposal_issues.append( - _proposal_issue(index, "error", "source_not_found", f"Unknown source observable: {proposal.source_key}") - ) - if target is None: - proposal_issues.append( - _proposal_issue(index, "error", "target_not_found", f"Unknown target observable: {proposal.target_key}") - ) - if proposal.source_key == proposal.target_key: - proposal_issues.append( - _proposal_issue(index, "error", "self_relationship", "An observable cannot relate to itself.") - ) - - try: - canonical_type = RelationshipType(proposal.relationship_type) - except ValueError: - canonical_type = None - if not allow_custom_types: - proposal_issues.append( - _proposal_issue( - index, - "error", - "custom_type_not_allowed", - "Agent plans must use a canonical relationship type.", - ) - ) - - direction = RelationshipDirection(proposal.direction) - row = ( - proposal.source_key, - proposal.target_key, - str(proposal.relationship_type), - direction.value, - ) - signature = (proposal.operation, *row) - if signature in seen: - proposal_issues.append( - _proposal_issue( - index, - "error", - "duplicate_proposal", - "The plan contains this operation more than once.", - ) - ) - seen.add(signature) - if proposal.operation == RelationshipOperation.ADD and row in existing: - proposal_issues.append( - _proposal_issue( - index, - "warning", - "relationship_exists", - "This relationship already exists and will be ignored.", - ) - ) - if proposal.operation == RelationshipOperation.REMOVE and row not in existing: - proposal_issues.append( - _proposal_issue( - index, - "error", - "relationship_not_found", - "The relationship selected for removal does not exist.", - ) - ) - - if source is not None and target is not None and canonical_type in _RECOMMENDED_TYPE_PAIRS: - source_type = source.obs_type.value if hasattr(source.obs_type, "value") else str(source.obs_type) - target_type = target.obs_type.value if hasattr(target.obs_type, "value") else str(target.obs_type) - if (source_type, target_type) not in _RECOMMENDED_TYPE_PAIRS[canonical_type]: - proposal_issues.append( - _proposal_issue( - index, - "warning", - "unusual_type_pair", - f"{canonical_type.value} is unusual from {source_type} to {target_type}.", - ) - ) - if canonical_type == RelationshipType.RELATED_TO and proposal.confidence >= 0.8: - proposal_issues.append( - _proposal_issue( - index, - "warning", - "imprecise_high_confidence", - "High-confidence evidence should usually use a more precise relationship type.", - ) - ) - if canonical_type is not None: - definition = RELATIONSHIP_CATALOG[canonical_type] - if direction != definition.default_direction: - proposal_issues.append( - _proposal_issue( - index, - "warning", - "unusual_direction", - f"{canonical_type.value} normally uses {definition.default_direction.value} direction.", - ) - ) - if ( - proposal.operation == RelationshipOperation.ADD - and canonical_type in _ACYCLIC_RELATIONSHIP_TYPES - and source is not None - and target is not None - ): - typed_edges = { - (source_key, target_key) - for source_key, target_key, relationship_type, _ in planned_edges - if relationship_type == canonical_type.value - } - if _has_path(typed_edges, proposal.target_key, proposal.source_key): - proposal_issues.append( - _proposal_issue( - index, - "error", - "relationship_cycle", - f"Adding {canonical_type.value} would create a semantic cycle.", - ) - ) - - issues.extend(proposal_issues) - if not any(issue.severity == "error" for issue in proposal_issues): - accepted.append(proposal) - if proposal.operation == RelationshipOperation.ADD: - planned_edges.add(row) - else: - planned_edges.discard(row) - - if plan.graph_revision != revision: - accepted.clear() - return RelationshipPlanPreview( - graph_revision=revision, - valid=not any(issue.severity == "error" for issue in issues), - accepted=tuple(accepted), - issues=tuple(issues), - ) diff --git a/tests/test_langchain.py b/tests/test_langchain.py deleted file mode 100644 index 183c765..0000000 --- a/tests/test_langchain.py +++ /dev/null @@ -1,52 +0,0 @@ -from __future__ import annotations - -import pytest - -pytest.importorskip("langchain_core") - -from cyvest import Cyvest -from cyvest.langchain import RELATIONSHIP_PLANNER_SYSTEM_PROMPT, create_relationship_tools -from cyvest.semantics import RelationshipPlan, RelationshipProposal - - -def test_relationship_planner_prompt_defines_safe_workflow() -> None: - assert "cyvest_relationship_catalog before planning" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT - assert "cyvest_relationship_context" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT - assert "cyvest_relationship_plan_validate" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT - assert "Never apply a plan" in RELATIONSHIP_PLANNER_SYSTEM_PROMPT - - -def test_relationship_toolkit_is_read_only_by_default() -> None: - tools = create_relationship_tools(Cyvest()) - - assert [tool.name for tool in tools] == [ - "cyvest_relationship_catalog", - "cyvest_relationship_context", - "cyvest_relationship_plan_validate", - ] - - -def test_relationship_apply_tool_requires_confirmation() -> None: - cv = Cyvest() - domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") - ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") - context = cv.relationship_context_get() - plan = RelationshipPlan( - graph_revision=context.graph_revision, - proposals=( - RelationshipProposal( - source_key=domain.key, - target_key=ip.key, - relationship_type="resolves-to", - confidence=0.9, - rationale="DNS answer", - ), - ), - ) - apply_tool = create_relationship_tools(cv, include_apply=True)[-1] - - with pytest.raises(ValueError, match="confirmation"): - apply_tool.invoke({"plan": plan.model_dump(mode="json"), "confirm": False}) - - result = apply_tool.invoke({"plan": plan.model_dump(mode="json"), "confirm": True}) - assert result["applied_count"] == 1 \ No newline at end of file diff --git a/tests/test_semantics.py b/tests/test_semantics.py deleted file mode 100644 index b2f6a07..0000000 --- a/tests/test_semantics.py +++ /dev/null @@ -1,234 +0,0 @@ -"""Tests for agent-friendly semantic relationship contracts.""" - -import pytest -from pydantic import ValidationError - -from cyvest import Cyvest, RelationshipDirection, RelationshipType -from cyvest.semantics import ( - RelationshipPlan, - RelationshipProposal, - build_relationship_context, - get_relationship_catalog, - validate_relationship_plan, -) - - -def test_relationship_catalog_covers_canonical_types() -> None: - catalog = get_relationship_catalog() - - assert {definition.relationship_type for definition in catalog} == set(RelationshipType) - assert all(definition.description for definition in catalog) - assert all(definition.source_role and definition.target_role for definition in catalog) - - -def test_relationship_proposal_normalizes_defaults() -> None: - proposal = RelationshipProposal( - source_key=" obs:domain:example.com ", - target_key="obs:ipv4:192.0.2.1", - relationship_type="resolves-to", - confidence=0.9, - rationale=" DNS evidence ", - evidence_refs=("finding:dns",), - ) - - assert proposal.source_key == "obs:domain:example.com" - assert proposal.relationship_type == RelationshipType.RESOLVES_TO - assert proposal.direction == RelationshipDirection.OUTBOUND - assert proposal.rationale == "DNS evidence" - - -def test_relationship_plan_schema_is_structured_output_ready() -> None: - schema = RelationshipPlan.model_json_schema() - proposal_schema = schema["$defs"]["RelationshipProposal"] - - assert schema["additionalProperties"] is False - assert proposal_schema["additionalProperties"] is False - assert {"graph_revision", "proposals"} <= set(schema["required"]) - - -def test_relationship_proposal_rejects_invalid_confidence() -> None: - with pytest.raises(ValidationError): - RelationshipProposal( - source_key="obs:domain:example.com", - target_key="obs:ipv4:192.0.2.1", - relationship_type="resolves-to", - confidence=1.1, - rationale="DNS evidence", - ) - - -def test_relationship_context_is_compact_and_revisioned() -> None: - cv = Cyvest(investigation_name="DNS case") - domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") - ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") - context = build_relationship_context( - cv._investigation.get_all_observables(), - cv.root().key, - ) - - assert len(context.graph_revision) == 64 - assert {item.key for item in context.observables} >= {domain.key, ip.key} - assert "## Observables" in context.to_markdown() - assert domain.key in context.to_markdown() - - -def test_validate_relationship_plan_accepts_canonical_edge() -> None: - cv = Cyvest() - domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") - ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") - context = build_relationship_context(cv._investigation.get_all_observables(), cv.root().key) - plan = RelationshipPlan( - graph_revision=context.graph_revision, - proposals=( - RelationshipProposal( - source_key=domain.key, - target_key=ip.key, - relationship_type="resolves-to", - confidence=0.95, - rationale="Observed in DNS answer", - ), - ), - ) - - preview = validate_relationship_plan(cv._investigation.get_all_observables(), plan) - - assert preview.valid - assert preview.accepted == plan.proposals - assert preview.issues == () - - -def test_validate_relationship_plan_rejects_stale_and_unknown_keys() -> None: - cv = Cyvest() - context = build_relationship_context(cv._investigation.get_all_observables(), cv.root().key) - cv.observable(Cyvest.OBS.DOMAIN, "new.example") - plan = RelationshipPlan( - graph_revision=context.graph_revision, - proposals=( - RelationshipProposal( - source_key="obs:domain:missing.example", - target_key=cv.root().key, - relationship_type="custom-link", - confidence=0.5, - rationale="Unverified", - ), - ), - ) - - preview = validate_relationship_plan(cv._investigation.get_all_observables(), plan) - - assert not preview.valid - assert {issue.code for issue in preview.issues} == { - "stale_graph_revision", - "source_not_found", - "custom_type_not_allowed", - } - assert preview.accepted == () - - -def test_apply_relationship_plan_is_audited_and_revisioned() -> None: - cv = Cyvest() - domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") - ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") - context = cv.relationship_context_get() - plan = RelationshipPlan( - graph_revision=context.graph_revision, - model="test-model", - tool="semantic-planner", - proposals=( - RelationshipProposal( - source_key=domain.key, - target_key=ip.key, - relationship_type="resolves-to", - confidence=0.95, - rationale="Observed in DNS answer", - evidence_refs=("finding:dns",), - ), - ), - ) - - result = cv.relationship_plan_apply(plan) - - assert result.applied_count == 1 - assert result.graph_revision_before == context.graph_revision - assert result.graph_revision_after != result.graph_revision_before - assert domain.relationships[0].target_key == ip.key - event = cv.investigation_get_audit_log()[-1] - assert event.event_type == "RELATIONSHIP_PLAN_APPLIED" - assert event.details["model"] == "test-model" - assert event.details["proposals"][0]["rationale"] == "Observed in DNS answer" - - -def test_remove_relationship_and_apply_remove_plan() -> None: - cv = Cyvest() - domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") - ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") - cv.observable_add_relationship(domain, ip, Cyvest.REL.RESOLVES_TO) - context = cv.relationship_context_get() - plan = RelationshipPlan( - graph_revision=context.graph_revision, - proposals=( - RelationshipProposal( - operation="remove", - source_key=domain.key, - target_key=ip.key, - relationship_type="resolves-to", - confidence=1, - rationale="DNS evidence was retracted", - ), - ), - ) - - result = cv.relationship_plan_apply(plan) - - assert result.applied_count == 1 - assert domain.relationships == [] - - -def test_validate_relationship_plan_rejects_structural_cycle() -> None: - cv = Cyvest() - parent = cv.observable(Cyvest.OBS.FILE, "parent.eml") - child = cv.observable(Cyvest.OBS.FILE, "child.txt") - cv.observable_add_relationship(parent, child, Cyvest.REL.CONTAINS) - context = cv.relationship_context_get() - plan = RelationshipPlan( - graph_revision=context.graph_revision, - proposals=( - RelationshipProposal( - source_key=child.key, - target_key=parent.key, - relationship_type="contains", - confidence=0.8, - rationale="Incorrect inverse containment", - ), - ), - ) - - preview = cv.relationship_plan_validate(plan) - - assert not preview.valid - assert [issue.code for issue in preview.issues] == ["relationship_cycle"] - - -def test_validate_relationship_plan_warns_on_unusual_direction() -> None: - cv = Cyvest() - domain = cv.observable(Cyvest.OBS.DOMAIN, "example.com") - ip = cv.observable(Cyvest.OBS.IPV4, "192.0.2.1") - context = cv.relationship_context_get() - plan = RelationshipPlan( - graph_revision=context.graph_revision, - proposals=( - RelationshipProposal( - source_key=domain.key, - target_key=ip.key, - relationship_type="resolves-to", - direction="inbound", - confidence=0.7, - rationale="Direction supplied by an external model", - ), - ), - ) - - preview = cv.relationship_plan_validate(plan) - - assert preview.valid - assert [issue.code for issue in preview.issues] == ["unusual_direction"] \ No newline at end of file diff --git a/tests/test_types.py b/tests/test_types.py index d5921f5..a39be6b 100644 --- a/tests/test_types.py +++ b/tests/test_types.py @@ -21,20 +21,15 @@ def test_observable_type_enum_values() -> None: def test_relationship_type_enum_values() -> None: """Test that RelationshipType enum has expected values.""" assert RelationshipType.RELATED_TO.value == "related-to" - assert RelationshipType.CONTAINS.value == "contains" - assert RelationshipType.DERIVED_FROM.value == "derived-from" - assert RelationshipType.RESOLVES_TO.value == "resolves-to" - assert RelationshipType.HOSTS.value == "hosts" - assert RelationshipType.COMMUNICATES_WITH.value == "communicates-with" - assert RelationshipType.EXECUTES.value == "executes" + assert RelationshipType.EXTRACTION.value == "extraction" + assert RelationshipType.PIVOT.value == "pivot" def test_relationship_type_semantic_directions() -> None: """Built-in relationship types expose useful semantic defaults.""" assert RelationshipType.RELATED_TO.get_default_direction() == RelationshipDirection.BIDIRECTIONAL - assert RelationshipType.COMMUNICATES_WITH.get_default_direction() == RelationshipDirection.BIDIRECTIONAL - assert RelationshipType.CONTAINS.get_default_direction() == RelationshipDirection.OUTBOUND - assert RelationshipType.RESOLVES_TO.get_default_direction() == RelationshipDirection.OUTBOUND + assert RelationshipType.EXTRACTION.get_default_direction() == RelationshipDirection.OUTBOUND + assert RelationshipType.PIVOT.get_default_direction() == RelationshipDirection.OUTBOUND def test_observable_with_enum_type() -> None: diff --git a/uv.lock b/uv.lock index b10a7e9..4c90746 100644 --- a/uv.lock +++ b/uv.lock @@ -16,20 +16,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" }, ] -[[package]] -name = "anyio" -version = "4.14.2" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, - { name = "idna" }, - { name = "typing-extensions", marker = "python_full_version < '3.13'" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload-time = "2026-07-12T20:29:07.082Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/da/35/f2287558c17e29fafc8ef3daf819bb9834061cfa43bff8014f7df7f63bdc/anyio-4.14.2-py3-none-any.whl", hash = "sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494", size = 125813, upload-time = "2026-07-12T20:29:05.763Z" }, -] - [[package]] name = "asttokens" version = "3.0.1" @@ -70,34 +56,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/3e/5c/fb93d3092640a24dfb7bd7727a24016d7c01774ca013e60efd3f683c8002/backrefs-7.0-py314-none-any.whl", hash = "sha256:a6448b28180e3ca01134c9cf09dcebafad8531072e09903c5451748a05f24bc9", size = 412349, upload-time = "2026-04-28T16:28:02.412Z" }, ] -[[package]] -name = "boto3" -version = "1.43.47" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "botocore" }, - { name = "jmespath" }, - { name = "s3transfer" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/eb/76/8c2b062b9a9f27db8d78c3183213efd2cb31493b9a81853025da5254652e/boto3-1.43.47.tar.gz", hash = "sha256:09a8ce4abab4391bf08315e2dcc449b4b33e97ce7654ee9398d9fe4ef73a33da", size = 112681, upload-time = "2026-07-13T19:32:13.511Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/27/86/4aaa23e1433a6f4021258b1d8e4ec129bf691e419339454806807595a93d/boto3-1.43.47-py3-none-any.whl", hash = "sha256:aef0cccd5bc4a443fb3e64fada023f7b5b9da36864cb4255b68cf93067476676", size = 140031, upload-time = "2026-07-13T19:32:11.072Z" }, -] - -[[package]] -name = "botocore" -version = "1.43.47" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "jmespath" }, - { name = "python-dateutil" }, - { name = "urllib3" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/76/2c/279bf51f68e85a12323996aa4a7f2a163da84dad949ee751caa318928ce1/botocore-1.43.47.tar.gz", hash = "sha256:9e04d8da7f9cff8a911b14284829f78b74e1ce785444833199837decb5ecc17a", size = 15696311, upload-time = "2026-07-13T19:32:01.095Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/28/c0/6a8f824d613c5e5b8755ce99e3cf83fd1db135f5df02da7ed5bf106abdfd/botocore-1.43.47-py3-none-any.whl", hash = "sha256:4d16559a3a1866fa7b9e651dd1422c1a033497e069f8a73cae5eebafe70ff39c", size = 15382537, upload-time = "2026-07-13T19:31:56.213Z" }, -] - [[package]] name = "certifi" version = "2026.6.17" @@ -358,13 +316,6 @@ dependencies = [ ] [package.optional-dependencies] -bedrock = [ - { name = "langchain" }, - { name = "langchain-aws" }, -] -langchain = [ - { name = "langchain" }, -] visualization = [ { name = "pyvis" }, ] @@ -387,16 +338,13 @@ docs = [ [package.metadata] requires-dist = [ { name = "click", specifier = ">=8" }, - { name = "langchain", marker = "extra == 'bedrock'", specifier = ">=1.0" }, - { name = "langchain", marker = "extra == 'langchain'", specifier = ">=1.0" }, - { name = "langchain-aws", marker = "extra == 'bedrock'", specifier = ">=0.2" }, { name = "logurich", extras = ["click"], git = "https://github.com/PakitoSec/logurich.git?rev=e40c371f705459b58d9f57c0249a357aacd0b74e" }, { name = "pydantic", specifier = ">=2.12.5" }, { name = "pyvis", marker = "extra == 'visualization'", specifier = ">=0.3.2" }, { name = "rich", specifier = ">=13" }, { name = "typing-extensions", specifier = ">=4.15" }, ] -provides-extras = ["bedrock", "langchain", "visualization"] +provides-extras = ["visualization"] [package.metadata.requires-dev] dev = [ @@ -460,15 +408,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/02/08/9c41fb51ab5b43eb21674aff13df270e8ba6c4b29c8624e328dc7a9482af/distlib-0.4.3-py2.py3-none-any.whl", hash = "sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b", size = 470628, upload-time = "2026-06-12T08:04:50.506Z" }, ] -[[package]] -name = "distro" -version = "1.9.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" }, -] - [[package]] name = "exceptiongroup" version = "1.3.1" @@ -511,43 +450,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619", size = 11034, upload-time = "2022-05-02T15:47:14.552Z" }, ] -[[package]] -name = "h11" -version = "0.16.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, -] - -[[package]] -name = "httpcore" -version = "1.0.9" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "certifi" }, - { name = "h11" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" }, -] - -[[package]] -name = "httpx" -version = "0.28.1" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "anyio" }, - { name = "certifi" }, - { name = "httpcore" }, - { name = "idna" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" }, -] - [[package]] name = "identify" version = "2.6.19" @@ -663,27 +565,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" }, ] -[[package]] -name = "jmespath" -version = "1.1.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/d3/59/322338183ecda247fb5d1763a6cbe46eff7222eaeebafd9fa65d4bf5cb11/jmespath-1.1.0.tar.gz", hash = "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d", size = 27377, upload-time = "2026-01-22T16:35:26.279Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/14/2f/967ba146e6d58cf6a652da73885f52fc68001525b4197effc174321d70b4/jmespath-1.1.0-py3-none-any.whl", hash = "sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64", size = 20419, upload-time = "2026-01-22T16:35:24.919Z" }, -] - -[[package]] -name = "jsonpatch" -version = "1.33" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "jsonpointer" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/42/78/18813351fe5d63acad16aec57f94ec2b70a09e53ca98145589e185423873/jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c", size = 21699, upload-time = "2023-06-26T12:07:29.144Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/73/07/02e16ed01e04a374e644b575638ec7987ae846d25ad97bcc9945a3ee4b0e/jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade", size = 12898, upload-time = "2023-06-16T21:01:28.466Z" }, -] - [[package]] name = "jsonpickle" version = "4.1.2" @@ -693,15 +574,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/a1/7b/fd3c7a09649aea9da1d3587aea624d8f9b29963dfd84a1bdb2aa93b36dac/jsonpickle-4.1.2-py3-none-any.whl", hash = "sha256:7ffe34426bc797684dbf1dc84185558bd864cd25b1ff5fb01b7405e392d0a937", size = 47203, upload-time = "2026-05-28T03:50:10.605Z" }, ] -[[package]] -name = "jsonpointer" -version = "3.1.1" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/18/c7/af399a2e7a67fd18d63c40c5e62d3af4e67b836a2107468b6a5ea24c4304/jsonpointer-3.1.1.tar.gz", hash = "sha256:0b801c7db33a904024f6004d526dcc53bbb8a4a0f4e32bfd10beadf60adf1900", size = 9068, upload-time = "2026-03-23T22:32:32.458Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/9e/6a/a83720e953b1682d2d109d3c2dbb0bc9bf28cc1cbc205be4ef4be5da709d/jsonpointer-3.1.1-py3-none-any.whl", hash = "sha256:8ff8b95779d071ba472cf5bc913028df06031797532f08a7d5b602d8b2a488ca", size = 7659, upload-time = "2026-03-23T22:32:31.568Z" }, -] - [[package]] name = "jsonschema" version = "4.26.0" @@ -730,153 +602,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" }, ] -[[package]] -name = "langchain" -version = "1.3.13" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "langchain-core" }, - { name = "langgraph" }, - { name = "pydantic" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/29/33/fd716d0273c8495482953bd63461bf02f71f3a8f4a2fe6c0a70a0e6ff799/langchain-1.3.13.tar.gz", hash = "sha256:bcf874680f31e9970f0db2264509df5bc2115d9680e9d651d537eb49bf1a7d8a", size = 642868, upload-time = "2026-07-10T23:06:08.555Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/95/c6/dc676c632f3d20c88789b0726c43ad5e039c25338cc3bb7090fc247d1522/langchain-1.3.13-py3-none-any.whl", hash = "sha256:20a8fe4b1dea7db74356f7d2b5455c4970099b9f7f53c2122ea97f115c907fbd", size = 136911, upload-time = "2026-07-10T23:06:07.012Z" }, -] - -[[package]] -name = "langchain-aws" -version = "1.6.2" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "boto3" }, - { name = "langchain-core" }, - { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" }, - { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" }, - { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, - { name = "pydantic" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/e8/59/04f8572e65581d032b2df2516c0059fa064e680f5caa5cabcd03d525092a/langchain_aws-1.6.2.tar.gz", hash = "sha256:df2c15b463c068031af40460dbea6efb7999832263ff6eaec6b99c5f6b291acd", size = 537522, upload-time = "2026-07-07T01:24:58.11Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/0e/ed/bb5211637276616e7b176f3ff08e9d0bf1ce61d1a00c99d26348d6236a3d/langchain_aws-1.6.2-py3-none-any.whl", hash = "sha256:4755c60ce88fff2b829d96027068b7930f335cd85da41fda061769439c288251", size = 206507, upload-time = "2026-07-07T01:24:56.557Z" }, -] - -[[package]] -name = "langchain-core" -version = "1.4.9" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "jsonpatch" }, - { name = "langchain-protocol" }, - { name = "langsmith" }, - { name = "packaging" }, - { name = "pydantic" }, - { name = "pyyaml" }, - { name = "tenacity" }, - { name = "typing-extensions" }, - { name = "uuid-utils" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/2a/b9/e937d0a90b26540bff07e7a7c64349f3b29c2dcc36257cd1cd3fdce17f2a/langchain_core-1.4.9.tar.gz", hash = "sha256:f8078901145bed0466755277500a5a22822a7b628808c4c0a28d4fc88895fcf2", size = 967294, upload-time = "2026-07-08T20:06:54.191Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/84/70/ade2fada52772798ef815b6352b59e71b116aa0c32c3aef5be3dc2cbed12/langchain_core-1.4.9-py3-none-any.whl", hash = "sha256:28e3909e2a10cc81504952d795ac0a9e014c0018121ef89d48dd396fa09ec624", size = 558293, upload-time = "2026-07-08T20:06:52.382Z" }, -] - -[[package]] -name = "langchain-protocol" -version = "0.0.18" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "typing-extensions" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/d2/59/b5959aea96faa9146e2e49a7a22882b3528c62efafe9a6a95beab30c2305/langchain_protocol-0.0.18.tar.gz", hash = "sha256:ec3e11782f1ed0c9db38e5a9ed01b0e7a0d3fba406faa8aef6594b73c56a63e6", size = 6150, upload-time = "2026-06-18T17:08:26.959Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/99/2e/d82db9eec13ad0f72e7aaad5c4bc730ab111934fdc83c85523206eb9b0a0/langchain_protocol-0.0.18-py3-none-any.whl", hash = "sha256:70b53a86fbf9cedc863555effe44da192ab02d556ddbf2cf95b8873adcf41b5a", size = 7221, upload-time = "2026-06-18T17:08:25.996Z" }, -] - -[[package]] -name = "langgraph" -version = "1.2.9" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "langchain-core" }, - { name = "langgraph-checkpoint" }, - { name = "langgraph-prebuilt" }, - { name = "langgraph-sdk" }, - { name = "pydantic" }, - { name = "xxhash" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/41/4b/0d1130e26b41a99dcc88353bbe7162a1f255c4db746bd94024268e6af27b/langgraph-1.2.9.tar.gz", hash = "sha256:385f87bc1802c35af7e0aa479278ecba8582d103515eb48256cb2ddcd42d0bd4", size = 722869, upload-time = "2026-07-10T01:30:14.985Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/41/16/0b8dc48823f1326f3e0c8012a3c07a40da6f194299e2ec080df236287baf/langgraph-1.2.9-py3-none-any.whl", hash = "sha256:c2d98ad94333937922ba04148641c1da2bfe45b5b8e55d7b6dcb0bb2df809e76", size = 247473, upload-time = "2026-07-10T01:30:13.733Z" }, -] - -[[package]] -name = "langgraph-checkpoint" -version = "4.1.1" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "langchain-core" }, - { name = "ormsgpack" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/83/47/886af6f886f0bff2273164a45f008694e48a96ff3cd25ff0228f2aa9480e/langgraph_checkpoint-4.1.1.tar.gz", hash = "sha256:6c2bdb530c91f91d7d9c1bd100925d0fc4f498d418c17f3587d1526279482a25", size = 184020, upload-time = "2026-05-22T16:57:38.503Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/bd/b4/71425e3e38be92611300b9cc5e46a5bf98ab23f5ea8a75b73d02a2f1413c/langgraph_checkpoint-4.1.1-py3-none-any.whl", hash = "sha256:25d29144b082827218e7bc3f1e9b0566a4bb007895cd6cc26f66a8428739f56e", size = 56212, upload-time = "2026-05-22T16:57:37.203Z" }, -] - -[[package]] -name = "langgraph-prebuilt" -version = "1.1.0" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "langchain-core" }, - { name = "langgraph-checkpoint" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/29/66/ed9b93f56bc17ef22d551892f0ac2b225a97fe0fcf23a511b857f70d590b/langgraph_prebuilt-1.1.0.tar.gz", hash = "sha256:3c579cf6eed2d17f9c157c2d0fcaddcd8688524e7022d3b22b37a3bf4589d528", size = 178833, upload-time = "2026-05-12T03:37:49.332Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/e9/43/3fe1a700b8490ed02679cdbbc8c915eb23a092faf496c9c1118abcd10be3/langgraph_prebuilt-1.1.0-py3-none-any.whl", hash = "sha256:51e311747d755b751d5c6b39b0c1446124d3a7643d2515017e6714b323508fc9", size = 41043, upload-time = "2026-05-12T03:37:48.007Z" }, -] - -[[package]] -name = "langgraph-sdk" -version = "0.4.2" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "httpx" }, - { name = "langchain-core" }, - { name = "langchain-protocol" }, - { name = "orjson" }, - { name = "websockets" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/b4/2b/bd8ac26d4e97f6df88ef05ce5b6a38945a3903e1025d926f4752aa88aa97/langgraph_sdk-0.4.2.tar.gz", hash = "sha256:b88f0f5f6328ac0680d6790614a905b2bcfa257f2276dba4e38f0e86db0aa738", size = 348327, upload-time = "2026-06-01T17:51:19.856Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/a0/05/aac507337cceae773c2cc9ab91eb6301963af7aeeb55b4217a00e15aff17/langgraph_sdk-0.4.2-py3-none-any.whl", hash = "sha256:75fa5096c1177ce39c847096a8fe3745ffd480ddb412995f836e9f5f884c43dd", size = 160521, upload-time = "2026-06-01T17:51:18.849Z" }, -] - -[[package]] -name = "langsmith" -version = "0.10.3" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "anyio" }, - { name = "distro" }, - { name = "httpx" }, - { name = "orjson", marker = "platform_python_implementation != 'PyPy'" }, - { name = "packaging" }, - { name = "pydantic" }, - { name = "requests" }, - { name = "requests-toolbelt" }, - { name = "sniffio" }, - { name = "typing-extensions" }, - { name = "uuid-utils" }, - { name = "websockets" }, - { name = "xxhash" }, - { name = "zstandard" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/c3/69/f78ad97dbe852b53a933275d364615bff01187c6accd9f637a8b8c235310/langsmith-0.10.3.tar.gz", hash = "sha256:fe08af97277cd512c5dea17910453e35dd80bb3d63aa993665001e877b05f886", size = 4712149, upload-time = "2026-07-14T09:12:26.538Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/7e/62/6339eae6b8c9ec941b06dc09fe05e97f586e91d2af4378a428070bab8d5d/langsmith-0.10.3-py3-none-any.whl", hash = "sha256:40fe55aab588ba5eddd462c9710ac10754ed0530366f1605969e054cbe03f8ca", size = 654001, upload-time = "2026-07-14T09:12:24.671Z" }, -] - [[package]] name = "logurich" version = "1.0.0b2" @@ -1129,344 +854,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/88/b2/d0896bdcdc8d28a7fc5717c305f1a861c26e18c05047949fb371034d98bd/nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827", size = 23438, upload-time = "2025-12-20T14:08:52.782Z" }, ] -[[package]] -name = "numpy" -version = "2.2.6" -source = { registry = "https://pypi.org/simple" } -resolution-markers = [ - "python_full_version < '3.11'", -] -sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440, upload-time = "2025-05-17T22:38:04.611Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/9a/3e/ed6db5be21ce87955c0cbd3009f2803f59fa08df21b5df06862e2d8e2bdd/numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb", size = 21165245, upload-time = "2025-05-17T21:27:58.555Z" }, - { url = "https://files.pythonhosted.org/packages/22/c2/4b9221495b2a132cc9d2eb862e21d42a009f5a60e45fc44b00118c174bff/numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90", size = 14360048, upload-time = "2025-05-17T21:28:21.406Z" }, - { url = "https://files.pythonhosted.org/packages/fd/77/dc2fcfc66943c6410e2bf598062f5959372735ffda175b39906d54f02349/numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163", size = 5340542, upload-time = "2025-05-17T21:28:30.931Z" }, - { url = "https://files.pythonhosted.org/packages/7a/4f/1cb5fdc353a5f5cc7feb692db9b8ec2c3d6405453f982435efc52561df58/numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf", size = 6878301, upload-time = "2025-05-17T21:28:41.613Z" }, - { url = "https://files.pythonhosted.org/packages/eb/17/96a3acd228cec142fcb8723bd3cc39c2a474f7dcf0a5d16731980bcafa95/numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83", size = 14297320, upload-time = "2025-05-17T21:29:02.78Z" }, - { url = "https://files.pythonhosted.org/packages/b4/63/3de6a34ad7ad6646ac7d2f55ebc6ad439dbbf9c4370017c50cf403fb19b5/numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915", size = 16801050, upload-time = "2025-05-17T21:29:27.675Z" }, - { url = "https://files.pythonhosted.org/packages/07/b6/89d837eddef52b3d0cec5c6ba0456c1bf1b9ef6a6672fc2b7873c3ec4e2e/numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680", size = 15807034, upload-time = "2025-05-17T21:29:51.102Z" }, - { url = "https://files.pythonhosted.org/packages/01/c8/dc6ae86e3c61cfec1f178e5c9f7858584049b6093f843bca541f94120920/numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289", size = 18614185, upload-time = "2025-05-17T21:30:18.703Z" }, - { url = "https://files.pythonhosted.org/packages/5b/c5/0064b1b7e7c89137b471ccec1fd2282fceaae0ab3a9550f2568782d80357/numpy-2.2.6-cp310-cp310-win32.whl", hash = "sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d", size = 6527149, upload-time = "2025-05-17T21:30:29.788Z" }, - { url = "https://files.pythonhosted.org/packages/a3/dd/4b822569d6b96c39d1215dbae0582fd99954dcbcf0c1a13c61783feaca3f/numpy-2.2.6-cp310-cp310-win_amd64.whl", hash = "sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3", size = 12904620, upload-time = "2025-05-17T21:30:48.994Z" }, - { url = "https://files.pythonhosted.org/packages/da/a8/4f83e2aa666a9fbf56d6118faaaf5f1974d456b1823fda0a176eff722839/numpy-2.2.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae", size = 21176963, upload-time = "2025-05-17T21:31:19.36Z" }, - { url = "https://files.pythonhosted.org/packages/b3/2b/64e1affc7972decb74c9e29e5649fac940514910960ba25cd9af4488b66c/numpy-2.2.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a", size = 14406743, upload-time = "2025-05-17T21:31:41.087Z" }, - { url = "https://files.pythonhosted.org/packages/4a/9f/0121e375000b5e50ffdd8b25bf78d8e1a5aa4cca3f185d41265198c7b834/numpy-2.2.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42", size = 5352616, upload-time = "2025-05-17T21:31:50.072Z" }, - { url = "https://files.pythonhosted.org/packages/31/0d/b48c405c91693635fbe2dcd7bc84a33a602add5f63286e024d3b6741411c/numpy-2.2.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491", size = 6889579, upload-time = "2025-05-17T21:32:01.712Z" }, - { url = "https://files.pythonhosted.org/packages/52/b8/7f0554d49b565d0171eab6e99001846882000883998e7b7d9f0d98b1f934/numpy-2.2.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a", size = 14312005, upload-time = "2025-05-17T21:32:23.332Z" }, - { url = "https://files.pythonhosted.org/packages/b3/dd/2238b898e51bd6d389b7389ffb20d7f4c10066d80351187ec8e303a5a475/numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf", size = 16821570, upload-time = "2025-05-17T21:32:47.991Z" }, - { url = "https://files.pythonhosted.org/packages/83/6c/44d0325722cf644f191042bf47eedad61c1e6df2432ed65cbe28509d404e/numpy-2.2.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1", size = 15818548, upload-time = "2025-05-17T21:33:11.728Z" }, - { url = "https://files.pythonhosted.org/packages/ae/9d/81e8216030ce66be25279098789b665d49ff19eef08bfa8cb96d4957f422/numpy-2.2.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab", size = 18620521, upload-time = "2025-05-17T21:33:39.139Z" }, - { url = "https://files.pythonhosted.org/packages/6a/fd/e19617b9530b031db51b0926eed5345ce8ddc669bb3bc0044b23e275ebe8/numpy-2.2.6-cp311-cp311-win32.whl", hash = "sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47", size = 6525866, upload-time = "2025-05-17T21:33:50.273Z" }, - { url = "https://files.pythonhosted.org/packages/31/0a/f354fb7176b81747d870f7991dc763e157a934c717b67b58456bc63da3df/numpy-2.2.6-cp311-cp311-win_amd64.whl", hash = "sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303", size = 12907455, upload-time = "2025-05-17T21:34:09.135Z" }, - { url = "https://files.pythonhosted.org/packages/82/5d/c00588b6cf18e1da539b45d3598d3557084990dcc4331960c15ee776ee41/numpy-2.2.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff", size = 20875348, upload-time = "2025-05-17T21:34:39.648Z" }, - { url = "https://files.pythonhosted.org/packages/66/ee/560deadcdde6c2f90200450d5938f63a34b37e27ebff162810f716f6a230/numpy-2.2.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c", size = 14119362, upload-time = "2025-05-17T21:35:01.241Z" }, - { url = "https://files.pythonhosted.org/packages/3c/65/4baa99f1c53b30adf0acd9a5519078871ddde8d2339dc5a7fde80d9d87da/numpy-2.2.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3", size = 5084103, upload-time = "2025-05-17T21:35:10.622Z" }, - { url = "https://files.pythonhosted.org/packages/cc/89/e5a34c071a0570cc40c9a54eb472d113eea6d002e9ae12bb3a8407fb912e/numpy-2.2.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282", size = 6625382, upload-time = "2025-05-17T21:35:21.414Z" }, - { url = "https://files.pythonhosted.org/packages/f8/35/8c80729f1ff76b3921d5c9487c7ac3de9b2a103b1cd05e905b3090513510/numpy-2.2.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87", size = 14018462, upload-time = "2025-05-17T21:35:42.174Z" }, - { url = "https://files.pythonhosted.org/packages/8c/3d/1e1db36cfd41f895d266b103df00ca5b3cbe965184df824dec5c08c6b803/numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249", size = 16527618, upload-time = "2025-05-17T21:36:06.711Z" }, - { url = "https://files.pythonhosted.org/packages/61/c6/03ed30992602c85aa3cd95b9070a514f8b3c33e31124694438d88809ae36/numpy-2.2.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49", size = 15505511, upload-time = "2025-05-17T21:36:29.965Z" }, - { url = "https://files.pythonhosted.org/packages/b7/25/5761d832a81df431e260719ec45de696414266613c9ee268394dd5ad8236/numpy-2.2.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de", size = 18313783, upload-time = "2025-05-17T21:36:56.883Z" }, - { url = "https://files.pythonhosted.org/packages/57/0a/72d5a3527c5ebffcd47bde9162c39fae1f90138c961e5296491ce778e682/numpy-2.2.6-cp312-cp312-win32.whl", hash = "sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4", size = 6246506, upload-time = "2025-05-17T21:37:07.368Z" }, - { url = "https://files.pythonhosted.org/packages/36/fa/8c9210162ca1b88529ab76b41ba02d433fd54fecaf6feb70ef9f124683f1/numpy-2.2.6-cp312-cp312-win_amd64.whl", hash = "sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2", size = 12614190, upload-time = "2025-05-17T21:37:26.213Z" }, - { url = "https://files.pythonhosted.org/packages/f9/5c/6657823f4f594f72b5471f1db1ab12e26e890bb2e41897522d134d2a3e81/numpy-2.2.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84", size = 20867828, upload-time = "2025-05-17T21:37:56.699Z" }, - { url = "https://files.pythonhosted.org/packages/dc/9e/14520dc3dadf3c803473bd07e9b2bd1b69bc583cb2497b47000fed2fa92f/numpy-2.2.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b", size = 14143006, upload-time = "2025-05-17T21:38:18.291Z" }, - { url = "https://files.pythonhosted.org/packages/4f/06/7e96c57d90bebdce9918412087fc22ca9851cceaf5567a45c1f404480e9e/numpy-2.2.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d", size = 5076765, upload-time = "2025-05-17T21:38:27.319Z" }, - { url = "https://files.pythonhosted.org/packages/73/ed/63d920c23b4289fdac96ddbdd6132e9427790977d5457cd132f18e76eae0/numpy-2.2.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566", size = 6617736, upload-time = "2025-05-17T21:38:38.141Z" }, - { url = "https://files.pythonhosted.org/packages/85/c5/e19c8f99d83fd377ec8c7e0cf627a8049746da54afc24ef0a0cb73d5dfb5/numpy-2.2.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f", size = 14010719, upload-time = "2025-05-17T21:38:58.433Z" }, - { url = "https://files.pythonhosted.org/packages/19/49/4df9123aafa7b539317bf6d342cb6d227e49f7a35b99c287a6109b13dd93/numpy-2.2.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f", size = 16526072, upload-time = "2025-05-17T21:39:22.638Z" }, - { url = "https://files.pythonhosted.org/packages/b2/6c/04b5f47f4f32f7c2b0e7260442a8cbcf8168b0e1a41ff1495da42f42a14f/numpy-2.2.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868", size = 15503213, upload-time = "2025-05-17T21:39:45.865Z" }, - { url = "https://files.pythonhosted.org/packages/17/0a/5cd92e352c1307640d5b6fec1b2ffb06cd0dabe7d7b8227f97933d378422/numpy-2.2.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d", size = 18316632, upload-time = "2025-05-17T21:40:13.331Z" }, - { url = "https://files.pythonhosted.org/packages/f0/3b/5cba2b1d88760ef86596ad0f3d484b1cbff7c115ae2429678465057c5155/numpy-2.2.6-cp313-cp313-win32.whl", hash = "sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd", size = 6244532, upload-time = "2025-05-17T21:43:46.099Z" }, - { url = "https://files.pythonhosted.org/packages/cb/3b/d58c12eafcb298d4e6d0d40216866ab15f59e55d148a5658bb3132311fcf/numpy-2.2.6-cp313-cp313-win_amd64.whl", hash = "sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c", size = 12610885, upload-time = "2025-05-17T21:44:05.145Z" }, - { url = "https://files.pythonhosted.org/packages/6b/9e/4bf918b818e516322db999ac25d00c75788ddfd2d2ade4fa66f1f38097e1/numpy-2.2.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6", size = 20963467, upload-time = "2025-05-17T21:40:44Z" }, - { url = "https://files.pythonhosted.org/packages/61/66/d2de6b291507517ff2e438e13ff7b1e2cdbdb7cb40b3ed475377aece69f9/numpy-2.2.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda", size = 14225144, upload-time = "2025-05-17T21:41:05.695Z" }, - { url = "https://files.pythonhosted.org/packages/e4/25/480387655407ead912e28ba3a820bc69af9adf13bcbe40b299d454ec011f/numpy-2.2.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40", size = 5200217, upload-time = "2025-05-17T21:41:15.903Z" }, - { url = "https://files.pythonhosted.org/packages/aa/4a/6e313b5108f53dcbf3aca0c0f3e9c92f4c10ce57a0a721851f9785872895/numpy-2.2.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8", size = 6712014, upload-time = "2025-05-17T21:41:27.321Z" }, - { url = "https://files.pythonhosted.org/packages/b7/30/172c2d5c4be71fdf476e9de553443cf8e25feddbe185e0bd88b096915bcc/numpy-2.2.6-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f", size = 14077935, upload-time = "2025-05-17T21:41:49.738Z" }, - { url = "https://files.pythonhosted.org/packages/12/fb/9e743f8d4e4d3c710902cf87af3512082ae3d43b945d5d16563f26ec251d/numpy-2.2.6-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa", size = 16600122, upload-time = "2025-05-17T21:42:14.046Z" }, - { url = "https://files.pythonhosted.org/packages/12/75/ee20da0e58d3a66f204f38916757e01e33a9737d0b22373b3eb5a27358f9/numpy-2.2.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571", size = 15586143, upload-time = "2025-05-17T21:42:37.464Z" }, - { url = "https://files.pythonhosted.org/packages/76/95/bef5b37f29fc5e739947e9ce5179ad402875633308504a52d188302319c8/numpy-2.2.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1", size = 18385260, upload-time = "2025-05-17T21:43:05.189Z" }, - { url = "https://files.pythonhosted.org/packages/09/04/f2f83279d287407cf36a7a8053a5abe7be3622a4363337338f2585e4afda/numpy-2.2.6-cp313-cp313t-win32.whl", hash = "sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff", size = 6377225, upload-time = "2025-05-17T21:43:16.254Z" }, - { url = "https://files.pythonhosted.org/packages/67/0e/35082d13c09c02c011cf21570543d202ad929d961c02a147493cb0c2bdf5/numpy-2.2.6-cp313-cp313t-win_amd64.whl", hash = "sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06", size = 12771374, upload-time = "2025-05-17T21:43:35.479Z" }, - { url = "https://files.pythonhosted.org/packages/9e/3b/d94a75f4dbf1ef5d321523ecac21ef23a3cd2ac8b78ae2aac40873590229/numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d", size = 21040391, upload-time = "2025-05-17T21:44:35.948Z" }, - { url = "https://files.pythonhosted.org/packages/17/f4/09b2fa1b58f0fb4f7c7963a1649c64c4d315752240377ed74d9cd878f7b5/numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db", size = 6786754, upload-time = "2025-05-17T21:44:47.446Z" }, - { url = "https://files.pythonhosted.org/packages/af/30/feba75f143bdc868a1cc3f44ccfa6c4b9ec522b36458e738cd00f67b573f/numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543", size = 16643476, upload-time = "2025-05-17T21:45:11.871Z" }, - { url = "https://files.pythonhosted.org/packages/37/48/ac2a9584402fb6c0cd5b5d1a91dcf176b15760130dd386bbafdbfe3640bf/numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00", size = 12812666, upload-time = "2025-05-17T21:45:31.426Z" }, -] - -[[package]] -name = "numpy" -version = "2.4.6" -source = { registry = "https://pypi.org/simple" } -resolution-markers = [ - "python_full_version == '3.11.*'", -] -sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, - { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, - { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, - { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, - { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, - { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, - { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, - { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, - { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, - { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, - { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, - { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" }, - { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" }, - { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" }, - { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" }, - { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" }, - { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" }, - { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" }, - { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" }, - { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" }, - { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" }, - { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" }, - { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" }, - { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" }, - { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" }, - { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" }, - { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" }, - { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" }, - { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" }, - { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" }, - { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" }, - { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" }, - { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" }, - { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" }, - { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" }, - { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" }, - { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" }, - { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" }, - { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" }, - { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" }, - { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" }, - { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" }, - { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" }, - { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" }, - { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" }, - { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" }, - { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" }, - { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" }, - { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" }, - { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" }, - { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" }, - { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" }, - { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" }, - { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" }, - { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" }, - { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" }, - { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" }, - { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" }, - { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" }, - { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" }, - { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" }, - { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" }, - { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" }, - { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" }, - { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, - { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, - { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, - { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, - { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, - { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, - { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, -] - -[[package]] -name = "numpy" -version = "2.5.1" -source = { registry = "https://pypi.org/simple" } -resolution-markers = [ - "python_full_version >= '3.12'", -] -sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" }, - { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" }, - { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" }, - { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" }, - { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" }, - { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" }, - { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" }, - { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" }, - { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" }, - { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" }, - { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" }, - { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" }, - { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" }, - { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" }, - { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" }, - { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" }, - { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" }, - { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" }, - { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" }, - { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" }, - { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" }, - { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" }, - { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" }, - { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" }, - { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" }, - { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" }, - { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" }, - { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" }, - { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" }, - { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" }, - { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" }, - { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" }, - { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" }, - { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" }, - { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" }, - { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" }, - { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" }, - { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" }, - { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" }, - { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" }, - { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" }, - { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" }, - { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" }, -] - -[[package]] -name = "orjson" -version = "3.11.9" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/7e/0c/964746fcafbd16f8ff53219ad9f6b412b34f345c75f384ad434ceaadb538/orjson-3.11.9.tar.gz", hash = "sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f", size = 5599163, upload-time = "2026-05-06T15:11:08.309Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/10/5d/b95ca542a001135cc250a49370f282f578c8f4e46cc8617d73775297eea8/orjson-3.11.9-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce", size = 228986, upload-time = "2026-05-06T15:09:14.765Z" }, - { url = "https://files.pythonhosted.org/packages/80/01/be33fbff646e22f93398429ea645f20d2097aea1a6cdc1e6628e70125f83/orjson-3.11.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd", size = 132558, upload-time = "2026-05-06T15:09:17.431Z" }, - { url = "https://files.pythonhosted.org/packages/4e/61/73d49333bba660a075daccca10970dc6409ce1cf42ae4046646a19468aad/orjson-3.11.9-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4", size = 128213, upload-time = "2026-05-06T15:09:18.719Z" }, - { url = "https://files.pythonhosted.org/packages/1f/7d/30e844b3dac3f74aed66b1f984daf9db3c98c0328c03d965a9e8dc06449e/orjson-3.11.9-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4", size = 135430, upload-time = "2026-05-06T15:09:20.257Z" }, - { url = "https://files.pythonhosted.org/packages/16/64/bd815f5c610b3facc204f26ba94e87a9eb49b0d83de3d5fc1eee2402d91b/orjson-3.11.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e", size = 146178, upload-time = "2026-05-06T15:09:21.616Z" }, - { url = "https://files.pythonhosted.org/packages/c7/35/e744fd36c79b339d27beb06068b5a08a8882ef5418804d0ce545a31f718d/orjson-3.11.9-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb", size = 133068, upload-time = "2026-05-06T15:09:23.228Z" }, - { url = "https://files.pythonhosted.org/packages/2a/56/d54152b67b63a0b3e556cfc549d6ce84f74d7f425ddeadc6c8a74d913da7/orjson-3.11.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47", size = 134217, upload-time = "2026-05-06T15:09:24.847Z" }, - { url = "https://files.pythonhosted.org/packages/0b/ee/66154baf69f71c7164a268a5e888908aec5a0819d13c81d5e2755a257758/orjson-3.11.9-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d", size = 141917, upload-time = "2026-05-06T15:09:26.647Z" }, - { url = "https://files.pythonhosted.org/packages/09/d3/c5824260ca8b9d7ba82648d042a3f8f4815d18c15bb98a1f30edd1bb2d83/orjson-3.11.9-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13", size = 415356, upload-time = "2026-05-06T15:09:28.252Z" }, - { url = "https://files.pythonhosted.org/packages/64/cb/509c2e816fe4df641d93dc92f6a89adc8df3ada8ebdee2bd44aba3264c3c/orjson-3.11.9-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92", size = 148112, upload-time = "2026-05-06T15:09:29.783Z" }, - { url = "https://files.pythonhosted.org/packages/db/b5/3ceae56d2e4962979eedb023ba6a46a4bb65f333960379be0ca470686220/orjson-3.11.9-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48", size = 137112, upload-time = "2026-05-06T15:09:31.432Z" }, - { url = "https://files.pythonhosted.org/packages/d7/7a/81fa3f2c7bef79b04cf2ab7838e5ac74b1f12511ceab979759b0275d6bb4/orjson-3.11.9-cp310-cp310-win32.whl", hash = "sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94", size = 131706, upload-time = "2026-05-06T15:09:32.707Z" }, - { url = "https://files.pythonhosted.org/packages/ae/d8/b64600f9083c7f151ad39717a5877fccbeb0ef6d7efcb55f971ce00b6bee/orjson-3.11.9-cp310-cp310-win_amd64.whl", hash = "sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244", size = 127282, upload-time = "2026-05-06T15:09:33.955Z" }, - { url = "https://files.pythonhosted.org/packages/1e/51/3fb9e65ae76ee97bd611869a503fa3fc0a6e81dd8b737cf3003f682df7ff/orjson-3.11.9-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f", size = 228522, upload-time = "2026-05-06T15:09:35.362Z" }, - { url = "https://files.pythonhosted.org/packages/16/fa/9d54b07cb3f3b0bfd57841478e42d7a0ece4a9f49f9907eecf5a45461687/orjson-3.11.9-cp311-cp311-macosx_15_0_arm64.whl", hash = "sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c", size = 128463, upload-time = "2026-05-06T15:09:37.063Z" }, - { url = "https://files.pythonhosted.org/packages/88/b1/6ceafc2eefd0a553e3be77ce6c49d107e772485d9568629376171c50e634/orjson-3.11.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5", size = 132306, upload-time = "2026-05-06T15:09:38.299Z" }, - { url = "https://files.pythonhosted.org/packages/ea/76/f11311285324a40aab1e3031385c50b635a7cd0734fdaf60c7e89a696f60/orjson-3.11.9-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c", size = 127988, upload-time = "2026-05-06T15:09:39.597Z" }, - { url = "https://files.pythonhosted.org/packages/9e/85/0ef63bcf1337f44031ce9b91b1919563f62a37527b3ea4368bb15a22e5d7/orjson-3.11.9-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd", size = 135188, upload-time = "2026-05-06T15:09:40.957Z" }, - { url = "https://files.pythonhosted.org/packages/05/94/b0d27090ea8a2095db3c2bd1b1c96f96f19bbb494d7fef33130e846e613d/orjson-3.11.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62", size = 145937, upload-time = "2026-05-06T15:09:42.249Z" }, - { url = "https://files.pythonhosted.org/packages/09/eb/75d50c29c05b8054013e221e598820a365c8e64065312e75e202ed880709/orjson-3.11.9-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877", size = 132758, upload-time = "2026-05-06T15:09:43.945Z" }, - { url = "https://files.pythonhosted.org/packages/49/bd/360686f39348aa88827cb6fbf7dc606fd41c831a35235e1abf1db8e3a9e6/orjson-3.11.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1", size = 133971, upload-time = "2026-05-06T15:09:45.239Z" }, - { url = "https://files.pythonhosted.org/packages/0e/30/3178eb16f3221aeef068b6f1f1ebe05f656ea5c6dffe9f6c917329fe17a3/orjson-3.11.9-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd", size = 141685, upload-time = "2026-05-06T15:09:46.858Z" }, - { url = "https://files.pythonhosted.org/packages/5f/f1/ff2f19ed0225f9680fafa42febca3570dd59444ebf190980738d376214c2/orjson-3.11.9-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff", size = 415167, upload-time = "2026-05-06T15:09:48.312Z" }, - { url = "https://files.pythonhosted.org/packages/9b/61/863bddf0da6e9e586765414debd54b4e58db05f560902b6d00658cb88636/orjson-3.11.9-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980", size = 147913, upload-time = "2026-05-06T15:09:49.733Z" }, - { url = "https://files.pythonhosted.org/packages/b6/8a/4081492586d75b073d60c5271a8d0f05a0955cabf1e34c8473f6fcd84235/orjson-3.11.9-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2", size = 136959, upload-time = "2026-05-06T15:09:51.311Z" }, - { url = "https://files.pythonhosted.org/packages/0d/bd/70b6ab193594d7abb875320c0a7c8335e846f28968c432c31042409c3c8d/orjson-3.11.9-cp311-cp311-win32.whl", hash = "sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180", size = 131533, upload-time = "2026-05-06T15:09:52.637Z" }, - { url = "https://files.pythonhosted.org/packages/3f/17/1a1a228183d62d1b77e2c30d210f47dd4768b310ebe1607c63e3c0e3a71e/orjson-3.11.9-cp311-cp311-win_amd64.whl", hash = "sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02", size = 127106, upload-time = "2026-05-06T15:09:54.204Z" }, - { url = "https://files.pythonhosted.org/packages/b8/95/285de5fa296d09681ee9c546cd4a8aeb773b701cf343dc125994f4d52953/orjson-3.11.9-cp311-cp311-win_arm64.whl", hash = "sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697", size = 126848, upload-time = "2026-05-06T15:09:55.551Z" }, - { url = "https://files.pythonhosted.org/packages/16/6d/11867a3ffa3a3608d84a4de51ef4dd0896d6b5cc9132fbe1daf593e677bc/orjson-3.11.9-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49", size = 228515, upload-time = "2026-05-06T15:09:57.265Z" }, - { url = "https://files.pythonhosted.org/packages/24/75/05912954c8b288f34fcf5cd4b9b071cb4f6e77b9961e175e56ebb258089f/orjson-3.11.9-cp312-cp312-macosx_15_0_arm64.whl", hash = "sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291", size = 128409, upload-time = "2026-05-06T15:09:59.063Z" }, - { url = "https://files.pythonhosted.org/packages/ab/86/1c3a47df3bc8191ea9ac51603bbb872a95167a364320c269f2557911f406/orjson-3.11.9-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09", size = 132106, upload-time = "2026-05-06T15:10:00.798Z" }, - { url = "https://files.pythonhosted.org/packages/d7/cf/b33b5f3e695ae7d63feef9d915c37cc3b8f465493dcd4f8e0b4c697a2366/orjson-3.11.9-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4", size = 127864, upload-time = "2026-05-06T15:10:02.15Z" }, - { url = "https://files.pythonhosted.org/packages/31/6a/6cf69385a58208024fcb8c014e2141b8ce838aba6492b589f8acfff97fab/orjson-3.11.9-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882", size = 135213, upload-time = "2026-05-06T15:10:03.515Z" }, - { url = "https://files.pythonhosted.org/packages/e8/f8/0b1bd3e8f2efcdd376af5c8cfd79eaf13f018080c0089c80ebd724e3c7fb/orjson-3.11.9-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff", size = 145994, upload-time = "2026-05-06T15:10:05.083Z" }, - { url = "https://files.pythonhosted.org/packages/f3/59/dab79f61044c529d2c81aecdc589b1f833a1c8dec11ba3b1c2498a02ca7e/orjson-3.11.9-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe", size = 132744, upload-time = "2026-05-06T15:10:06.853Z" }, - { url = "https://files.pythonhosted.org/packages/0e/a4/82b7a2fe5d8a67a59ed831b24d59a3d46ea7d207b66e1602d376541d94a6/orjson-3.11.9-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61", size = 134014, upload-time = "2026-05-06T15:10:08.213Z" }, - { url = "https://files.pythonhosted.org/packages/50/c7/375e83a76851b73b2e39f3bcf0e5a19e2b89bad13e5bca97d0b293d27f24/orjson-3.11.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2", size = 141509, upload-time = "2026-05-06T15:10:09.595Z" }, - { url = "https://files.pythonhosted.org/packages/7f/7c/49d5d82a3d3097f641f094f552131f1e2723b0b8cb0fa2874ab65ecfffa6/orjson-3.11.9-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206", size = 415127, upload-time = "2026-05-06T15:10:11.049Z" }, - { url = "https://files.pythonhosted.org/packages/3a/dc/7446c538590d55f455647e5f3c61fc33f7108714e7afcffa6a2a033f8350/orjson-3.11.9-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f", size = 148025, upload-time = "2026-05-06T15:10:12.842Z" }, - { url = "https://files.pythonhosted.org/packages/df/e5/4d2d8af06f788329b4f78f8cc3679bb395392fcaa1e4d8d3c33e85308fa4/orjson-3.11.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa", size = 136943, upload-time = "2026-05-06T15:10:14.405Z" }, - { url = "https://files.pythonhosted.org/packages/06/69/850264ccf6d80f6b174620d30a87f65c9b1490aba33fe6b62798e618cad3/orjson-3.11.9-cp312-cp312-win32.whl", hash = "sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470", size = 131606, upload-time = "2026-05-06T15:10:15.791Z" }, - { url = "https://files.pythonhosted.org/packages/b9/d5/973a43fc9c55e20f2051e9830997649f669be0cb3ca52192087c0143f118/orjson-3.11.9-cp312-cp312-win_amd64.whl", hash = "sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be", size = 127101, upload-time = "2026-05-06T15:10:17.129Z" }, - { url = "https://files.pythonhosted.org/packages/fe/ae/495470f0e4a18f73fa10b7f6b84b464ec4cc5291c4e0c7c2a6c400bef006/orjson-3.11.9-cp312-cp312-win_arm64.whl", hash = "sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624", size = 126736, upload-time = "2026-05-06T15:10:18.645Z" }, - { url = "https://files.pythonhosted.org/packages/32/33/93fcc25907235c344ae73122f8a4e01d2d393ef062b4af7d2e2487a32c37/orjson-3.11.9-cp313-cp313-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021", size = 228458, upload-time = "2026-05-06T15:10:20.079Z" }, - { url = "https://files.pythonhosted.org/packages/8f/27/b1e6dadb3c080313c03fdd8067b85e6a0460c7d8d6a1c3984ef77b904e4d/orjson-3.11.9-cp313-cp313-macosx_15_0_arm64.whl", hash = "sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c", size = 128368, upload-time = "2026-05-06T15:10:21.549Z" }, - { url = "https://files.pythonhosted.org/packages/21/0f/c9ede0bf052f6b4051e64a7d4fa91b725cccf8321a6a786e86eb03519f00/orjson-3.11.9-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81", size = 132070, upload-time = "2026-05-06T15:10:23.371Z" }, - { url = "https://files.pythonhosted.org/packages/fd/26/d398e28048dc18205bbe812f2c88cb9b40313db2470778e25964796458fe/orjson-3.11.9-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a", size = 127892, upload-time = "2026-05-06T15:10:24.714Z" }, - { url = "https://files.pythonhosted.org/packages/66/60/52b0054c4c700d5aa7fc5b7ca96917400d8f061307778578e67a10e25852/orjson-3.11.9-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10", size = 135217, upload-time = "2026-05-06T15:10:26.084Z" }, - { url = "https://files.pythonhosted.org/packages/d5/97/1e3dc2b2a28b7b2528f403d2fc1d79ec5f39af3bc143ab65d3ec26426385/orjson-3.11.9-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362", size = 145980, upload-time = "2026-05-06T15:10:28.062Z" }, - { url = "https://files.pythonhosted.org/packages/fc/39/31fbfe7850f2de32dee7e7e5c09f26d403ab01e440ac96001c6b01ad3c99/orjson-3.11.9-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97", size = 132738, upload-time = "2026-05-06T15:10:29.727Z" }, - { url = "https://files.pythonhosted.org/packages/a1/08/dca0082dd2a194acb93e5457e73455388e2e2ca464a2672449a9ddbb679d/orjson-3.11.9-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218", size = 134033, upload-time = "2026-05-06T15:10:31.152Z" }, - { url = "https://files.pythonhosted.org/packages/11/d4/5bdb0626801230139987385554c5d4c42255218ac906525bf4347f22cd95/orjson-3.11.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9", size = 141492, upload-time = "2026-05-06T15:10:32.641Z" }, - { url = "https://files.pythonhosted.org/packages/fa/88/a21fb53b3ede6703aede6dce4710ed4111e5b201cfa6bbff5e544f9d47d7/orjson-3.11.9-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677", size = 415087, upload-time = "2026-05-06T15:10:34.438Z" }, - { url = "https://files.pythonhosted.org/packages/3d/57/1b30daf70f0d8180e9a73cefbfbdd99e4bf19eb020466502b01fba7e0e50/orjson-3.11.9-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4", size = 148031, upload-time = "2026-05-06T15:10:36.358Z" }, - { url = "https://files.pythonhosted.org/packages/04/83/45fbb6d962e260807f99441db9613cee868ceda4baceda59b3720a563f97/orjson-3.11.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0", size = 136915, upload-time = "2026-05-06T15:10:38.013Z" }, - { url = "https://files.pythonhosted.org/packages/5f/cc/2d10025f9056d376e4127ec05a5808b218d46f035fdc08178a5411b34250/orjson-3.11.9-cp313-cp313-win32.whl", hash = "sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32", size = 131613, upload-time = "2026-05-06T15:10:39.569Z" }, - { url = "https://files.pythonhosted.org/packages/67/bd/2775ff28bfe883b9aa1ff348300542eb2ef1ee18d8ae0e3a49846817a865/orjson-3.11.9-cp313-cp313-win_amd64.whl", hash = "sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979", size = 127086, upload-time = "2026-05-06T15:10:41.262Z" }, - { url = "https://files.pythonhosted.org/packages/91/2b/d26799e580939e32a7da9a39531bc9e58e15ca32ffaa6a8cb3e9bb0d22cd/orjson-3.11.9-cp313-cp313-win_arm64.whl", hash = "sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254", size = 126696, upload-time = "2026-05-06T15:10:42.651Z" }, - { url = "https://files.pythonhosted.org/packages/8e/eb/5da01e356015aee6ecfa1187ced87aef51364e306f5e695dd52719bf0e78/orjson-3.11.9-cp314-cp314-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e", size = 228465, upload-time = "2026-05-06T15:10:44.097Z" }, - { url = "https://files.pythonhosted.org/packages/64/62/3e0e0c14c957133bcd855395c62b55ed4e3b0af23ffea11b032cb1dcbdb1/orjson-3.11.9-cp314-cp314-macosx_15_0_arm64.whl", hash = "sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e", size = 128364, upload-time = "2026-05-06T15:10:45.839Z" }, - { url = "https://files.pythonhosted.org/packages/5a/5a/07d8aa117211a8ed7630bda80c8c0b14d04e0f8dcf99bcf49656e4a710eb/orjson-3.11.9-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0", size = 132063, upload-time = "2026-05-06T15:10:47.267Z" }, - { url = "https://files.pythonhosted.org/packages/d6/ec/4acaf21483e18aa945be74a474c74b434f284b549f275a0a39b9f98956e9/orjson-3.11.9-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124", size = 122356, upload-time = "2026-05-06T15:10:48.765Z" }, - { url = "https://files.pythonhosted.org/packages/13/d8/5f0555e7638801323b7a75850f92e7dfa891bc84fe27a1ba4449170d1200/orjson-3.11.9-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c", size = 129592, upload-time = "2026-05-06T15:10:50.13Z" }, - { url = "https://files.pythonhosted.org/packages/b6/30/ed9860412a3603ceb3c5955bfd72d28b9d0e7ba6ed81add14f83d7114236/orjson-3.11.9-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7", size = 140491, upload-time = "2026-05-06T15:10:51.582Z" }, - { url = "https://files.pythonhosted.org/packages/d0/17/adc514dea7ac7c505527febf884934b815d34f0c7b8693c1a8b39c5c4a57/orjson-3.11.9-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1", size = 127309, upload-time = "2026-05-06T15:10:53.329Z" }, - { url = "https://files.pythonhosted.org/packages/76/3e/c0b690253f0b82d86e99949af13533363acfb5432ecb5d53dd5b3bce9c34/orjson-3.11.9-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db", size = 134030, upload-time = "2026-05-06T15:10:54.988Z" }, - { url = "https://files.pythonhosted.org/packages/c1/7a/bc82a0bb25e9faaf92dc4d9ef002732efc09737706af83e346788641d4a7/orjson-3.11.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b", size = 141482, upload-time = "2026-05-06T15:10:56.663Z" }, - { url = "https://files.pythonhosted.org/packages/01/55/e69188b939f77d5d32a9833745ace31ea5ccae3ab613a1ec185d3cd2c4fb/orjson-3.11.9-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972", size = 415178, upload-time = "2026-05-06T15:10:58.446Z" }, - { url = "https://files.pythonhosted.org/packages/2e/1a/b8a5a7ac527e80b9cb11d51e3f6689b709279183264b9ec5c7bc680bb8b5/orjson-3.11.9-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0", size = 148089, upload-time = "2026-05-06T15:11:00.441Z" }, - { url = "https://files.pythonhosted.org/packages/97/4e/00503f64204bf859b37213a63927028f30fb6268cd8677fb0a5ad48155e1/orjson-3.11.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586", size = 136921, upload-time = "2026-05-06T15:11:02.176Z" }, - { url = "https://files.pythonhosted.org/packages/0d/ba/a23b82a0a8d0ed7bed4e5f5035aae751cad4ff6a1e8d2ecd14d8860f5929/orjson-3.11.9-cp314-cp314-win32.whl", hash = "sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673", size = 131638, upload-time = "2026-05-06T15:11:03.696Z" }, - { url = "https://files.pythonhosted.org/packages/f3/c3/0c6798456bade745c75c452342dabacce5798196483e77e643be1f53877d/orjson-3.11.9-cp314-cp314-win_amd64.whl", hash = "sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b", size = 127078, upload-time = "2026-05-06T15:11:05.123Z" }, - { url = "https://files.pythonhosted.org/packages/16/21/5a3f1e8913103b703a436a5664238e5b965ec392b555fe68943ea3691e6b/orjson-3.11.9-cp314-cp314-win_arm64.whl", hash = "sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9", size = 126687, upload-time = "2026-05-06T15:11:06.602Z" }, -] - -[[package]] -name = "ormsgpack" -version = "1.12.2" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/12/0c/f1761e21486942ab9bb6feaebc610fa074f7c5e496e6962dea5873348077/ormsgpack-1.12.2.tar.gz", hash = "sha256:944a2233640273bee67521795a73cf1e959538e0dfb7ac635505010455e53b33", size = 39031, upload-time = "2026-01-18T20:55:28.023Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/93/fa/a91f70829ebccf6387c4946e0a1a109f6ba0d6a28d65f628bedfad94b890/ormsgpack-1.12.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:c1429217f8f4d7fcb053523bbbac6bed5e981af0b85ba616e6df7cce53c19657", size = 378262, upload-time = "2026-01-18T20:55:22.284Z" }, - { url = "https://files.pythonhosted.org/packages/5f/62/3698a9a0c487252b5c6a91926e5654e79e665708ea61f67a8bdeceb022bf/ormsgpack-1.12.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5f13034dc6c84a6280c6c33db7ac420253852ea233fc3ee27c8875f8dd651163", size = 203034, upload-time = "2026-01-18T20:55:53.324Z" }, - { url = "https://files.pythonhosted.org/packages/66/3a/f716f64edc4aec2744e817660b317e2f9bb8de372338a95a96198efa1ac1/ormsgpack-1.12.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:59f5da97000c12bc2d50e988bdc8576b21f6ab4e608489879d35b2c07a8ab51a", size = 210538, upload-time = "2026-01-18T20:55:20.097Z" }, - { url = "https://files.pythonhosted.org/packages/72/30/a436be9ce27d693d4e19fa94900028067133779f09fc45776db3f689c822/ormsgpack-1.12.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e4459c3f27066beadb2b81ea48a076a417aafffff7df1d3c11c519190ed44f2", size = 212401, upload-time = "2026-01-18T20:55:46.447Z" }, - { url = "https://files.pythonhosted.org/packages/10/c5/cde98300fd33fee84ca71de4751b19aeeca675f0cf3c0ec4b043f40f3b76/ormsgpack-1.12.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:7a1c460655d7288407ffa09065e322a7231997c0d62ce914bf3a96ad2dc6dedd", size = 387080, upload-time = "2026-01-18T20:56:00.884Z" }, - { url = "https://files.pythonhosted.org/packages/6a/31/30bf445ef827546747c10889dd254b3d84f92b591300efe4979d792f4c41/ormsgpack-1.12.2-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:458e4568be13d311ef7d8877275e7ccbe06c0e01b39baaac874caaa0f46d826c", size = 482346, upload-time = "2026-01-18T20:55:39.831Z" }, - { url = "https://files.pythonhosted.org/packages/2e/f5/e1745ddf4fa246c921b5ca253636c4c700ff768d78032f79171289159f6e/ormsgpack-1.12.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8cde5eaa6c6cbc8622db71e4a23de56828e3d876aeb6460ffbcb5b8aff91093b", size = 425178, upload-time = "2026-01-18T20:55:27.106Z" }, - { url = "https://files.pythonhosted.org/packages/8d/a2/e6532ed7716aed03dede8df2d0d0d4150710c2122647d94b474147ccd891/ormsgpack-1.12.2-cp310-cp310-win_amd64.whl", hash = "sha256:dc7a33be14c347893edbb1ceda89afbf14c467d593a5ee92c11de4f1666b4d4f", size = 117183, upload-time = "2026-01-18T20:55:55.52Z" }, - { url = "https://files.pythonhosted.org/packages/4b/08/8b68f24b18e69d92238aa8f258218e6dfeacf4381d9d07ab8df303f524a9/ormsgpack-1.12.2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:bd5f4bf04c37888e864f08e740c5a573c4017f6fd6e99fa944c5c935fabf2dd9", size = 378266, upload-time = "2026-01-18T20:55:59.876Z" }, - { url = "https://files.pythonhosted.org/packages/0d/24/29fc13044ecb7c153523ae0a1972269fcd613650d1fa1a9cec1044c6b666/ormsgpack-1.12.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:34d5b28b3570e9fed9a5a76528fc7230c3c76333bc214798958e58e9b79cc18a", size = 203035, upload-time = "2026-01-18T20:55:30.59Z" }, - { url = "https://files.pythonhosted.org/packages/ad/c2/00169fb25dd8f9213f5e8a549dfb73e4d592009ebc85fbbcd3e1dcac575b/ormsgpack-1.12.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3708693412c28f3538fb5a65da93787b6bbab3484f6bc6e935bfb77a62400ae5", size = 210539, upload-time = "2026-01-18T20:55:48.569Z" }, - { url = "https://files.pythonhosted.org/packages/1b/33/543627f323ff3c73091f51d6a20db28a1a33531af30873ea90c5ac95a9b5/ormsgpack-1.12.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:43013a3f3e2e902e1d05e72c0f1aeb5bedbb8e09240b51e26792a3c89267e181", size = 212401, upload-time = "2026-01-18T20:56:10.101Z" }, - { url = "https://files.pythonhosted.org/packages/e8/5d/f70e2c3da414f46186659d24745483757bcc9adccb481a6eb93e2b729301/ormsgpack-1.12.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:7c8b1667a72cbba74f0ae7ecf3105a5e01304620ed14528b2cb4320679d2869b", size = 387082, upload-time = "2026-01-18T20:56:12.047Z" }, - { url = "https://files.pythonhosted.org/packages/c0/d6/06e8dc920c7903e051f30934d874d4afccc9bb1c09dcaf0bc03a7de4b343/ormsgpack-1.12.2-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:df6961442140193e517303d0b5d7bc2e20e69a879c2d774316125350c4a76b92", size = 482346, upload-time = "2026-01-18T20:56:05.152Z" }, - { url = "https://files.pythonhosted.org/packages/66/c4/f337ac0905eed9c393ef990c54565cd33644918e0a8031fe48c098c71dbf/ormsgpack-1.12.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c6a4c34ddef109647c769d69be65fa1de7a6022b02ad45546a69b3216573eb4a", size = 425181, upload-time = "2026-01-18T20:55:37.83Z" }, - { url = "https://files.pythonhosted.org/packages/78/29/6d5758fabef3babdf4bbbc453738cc7de9cd3334e4c38dd5737e27b85653/ormsgpack-1.12.2-cp311-cp311-win_amd64.whl", hash = "sha256:73670ed0375ecc303858e3613f407628dd1fca18fe6ac57b7b7ce66cc7bb006c", size = 117182, upload-time = "2026-01-18T20:55:31.472Z" }, - { url = "https://files.pythonhosted.org/packages/c4/57/17a15549233c37e7fd054c48fe9207492e06b026dbd872b826a0b5f833b6/ormsgpack-1.12.2-cp311-cp311-win_arm64.whl", hash = "sha256:c2be829954434e33601ae5da328cccce3266b098927ca7a30246a0baec2ce7bd", size = 111464, upload-time = "2026-01-18T20:55:38.811Z" }, - { url = "https://files.pythonhosted.org/packages/4c/36/16c4b1921c308a92cef3bf6663226ae283395aa0ff6e154f925c32e91ff5/ormsgpack-1.12.2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7a29d09b64b9694b588ff2f80e9826bdceb3a2b91523c5beae1fab27d5c940e7", size = 378618, upload-time = "2026-01-18T20:55:50.835Z" }, - { url = "https://files.pythonhosted.org/packages/c0/68/468de634079615abf66ed13bb5c34ff71da237213f29294363beeeca5306/ormsgpack-1.12.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b39e629fd2e1c5b2f46f99778450b59454d1f901bc507963168985e79f09c5d", size = 203186, upload-time = "2026-01-18T20:56:11.163Z" }, - { url = "https://files.pythonhosted.org/packages/73/a9/d756e01961442688b7939bacd87ce13bfad7d26ce24f910f6028178b2cc8/ormsgpack-1.12.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:958dcb270d30a7cb633a45ee62b9444433fa571a752d2ca484efdac07480876e", size = 210738, upload-time = "2026-01-18T20:56:09.181Z" }, - { url = "https://files.pythonhosted.org/packages/7b/ba/795b1036888542c9113269a3f5690ab53dd2258c6fb17676ac4bd44fcf94/ormsgpack-1.12.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58d379d72b6c5e964851c77cfedfb386e474adee4fd39791c2c5d9efb53505cc", size = 212569, upload-time = "2026-01-18T20:56:06.135Z" }, - { url = "https://files.pythonhosted.org/packages/6c/aa/bff73c57497b9e0cba8837c7e4bcab584b1a6dbc91a5dd5526784a5030c8/ormsgpack-1.12.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8463a3fc5f09832e67bdb0e2fda6d518dc4281b133166146a67f54c08496442e", size = 387166, upload-time = "2026-01-18T20:55:36.738Z" }, - { url = "https://files.pythonhosted.org/packages/d3/cf/f8283cba44bcb7b14f97b6274d449db276b3a86589bdb363169b51bc12de/ormsgpack-1.12.2-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:eddffb77eff0bad4e67547d67a130604e7e2dfbb7b0cde0796045be4090f35c6", size = 482498, upload-time = "2026-01-18T20:55:29.626Z" }, - { url = "https://files.pythonhosted.org/packages/05/be/71e37b852d723dfcbe952ad04178c030df60d6b78eba26bfd14c9a40575e/ormsgpack-1.12.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fcd55e5f6ba0dbce624942adf9f152062135f991a0126064889f68eb850de0dd", size = 425518, upload-time = "2026-01-18T20:55:49.556Z" }, - { url = "https://files.pythonhosted.org/packages/7a/0c/9803aa883d18c7ef197213cd2cbf73ba76472a11fe100fb7dab2884edf48/ormsgpack-1.12.2-cp312-cp312-win_amd64.whl", hash = "sha256:d024b40828f1dde5654faebd0d824f9cc29ad46891f626272dd5bfd7af2333a4", size = 117462, upload-time = "2026-01-18T20:55:47.726Z" }, - { url = "https://files.pythonhosted.org/packages/c8/9e/029e898298b2cc662f10d7a15652a53e3b525b1e7f07e21fef8536a09bb8/ormsgpack-1.12.2-cp312-cp312-win_arm64.whl", hash = "sha256:da538c542bac7d1c8f3f2a937863dba36f013108ce63e55745941dda4b75dbb6", size = 111559, upload-time = "2026-01-18T20:55:54.273Z" }, - { url = "https://files.pythonhosted.org/packages/eb/29/bb0eba3288c0449efbb013e9c6f58aea79cf5cb9ee1921f8865f04c1a9d7/ormsgpack-1.12.2-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:5ea60cb5f210b1cfbad8c002948d73447508e629ec375acb82910e3efa8ff355", size = 378661, upload-time = "2026-01-18T20:55:57.765Z" }, - { url = "https://files.pythonhosted.org/packages/6e/31/5efa31346affdac489acade2926989e019e8ca98129658a183e3add7af5e/ormsgpack-1.12.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f3601f19afdbea273ed70b06495e5794606a8b690a568d6c996a90d7255e51c1", size = 203194, upload-time = "2026-01-18T20:56:08.252Z" }, - { url = "https://files.pythonhosted.org/packages/eb/56/d0087278beef833187e0167f8527235ebe6f6ffc2a143e9de12a98b1ce87/ormsgpack-1.12.2-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:29a9f17a3dac6054c0dce7925e0f4995c727f7c41859adf9b5572180f640d172", size = 210778, upload-time = "2026-01-18T20:55:17.694Z" }, - { url = "https://files.pythonhosted.org/packages/1c/a2/072343e1413d9443e5a252a8eb591c2d5b1bffbe5e7bfc78c069361b92eb/ormsgpack-1.12.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:39c1bd2092880e413902910388be8715f70b9f15f20779d44e673033a6146f2d", size = 212592, upload-time = "2026-01-18T20:55:32.747Z" }, - { url = "https://files.pythonhosted.org/packages/a2/8b/a0da3b98a91d41187a63b02dda14267eefc2a74fcb43cc2701066cf1510e/ormsgpack-1.12.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:50b7249244382209877deedeee838aef1542f3d0fc28b8fe71ca9d7e1896a0d7", size = 387164, upload-time = "2026-01-18T20:55:40.853Z" }, - { url = "https://files.pythonhosted.org/packages/19/bb/6d226bc4cf9fc20d8eb1d976d027a3f7c3491e8f08289a2e76abe96a65f3/ormsgpack-1.12.2-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:5af04800d844451cf102a59c74a841324868d3f1625c296a06cc655c542a6685", size = 482516, upload-time = "2026-01-18T20:55:42.033Z" }, - { url = "https://files.pythonhosted.org/packages/fb/f1/bb2c7223398543dedb3dbf8bb93aaa737b387de61c5feaad6f908841b782/ormsgpack-1.12.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:cec70477d4371cd524534cd16472d8b9cc187e0e3043a8790545a9a9b296c258", size = 425539, upload-time = "2026-01-18T20:55:24.727Z" }, - { url = "https://files.pythonhosted.org/packages/7b/e8/0fb45f57a2ada1fed374f7494c8cd55e2f88ccd0ab0a669aa3468716bf5f/ormsgpack-1.12.2-cp313-cp313-win_amd64.whl", hash = "sha256:21f4276caca5c03a818041d637e4019bc84f9d6ca8baa5ea03e5cc8bf56140e9", size = 117459, upload-time = "2026-01-18T20:55:56.876Z" }, - { url = "https://files.pythonhosted.org/packages/7a/d4/0cfeea1e960d550a131001a7f38a5132c7ae3ebde4c82af1f364ccc5d904/ormsgpack-1.12.2-cp313-cp313-win_arm64.whl", hash = "sha256:baca4b6773d20a82e36d6fd25f341064244f9f86a13dead95dd7d7f996f51709", size = 111577, upload-time = "2026-01-18T20:55:43.605Z" }, - { url = "https://files.pythonhosted.org/packages/94/16/24d18851334be09c25e87f74307c84950f18c324a4d3c0b41dabdbf19c29/ormsgpack-1.12.2-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:bc68dd5915f4acf66ff2010ee47c8906dc1cf07399b16f4089f8c71733f6e36c", size = 378717, upload-time = "2026-01-18T20:55:26.164Z" }, - { url = "https://files.pythonhosted.org/packages/b5/a2/88b9b56f83adae8032ac6a6fa7f080c65b3baf9b6b64fd3d37bd202991d4/ormsgpack-1.12.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:46d084427b4132553940070ad95107266656cb646ea9da4975f85cb1a6676553", size = 203183, upload-time = "2026-01-18T20:55:18.815Z" }, - { url = "https://files.pythonhosted.org/packages/a9/80/43e4555963bf602e5bdc79cbc8debd8b6d5456c00d2504df9775e74b450b/ormsgpack-1.12.2-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c010da16235806cf1d7bc4c96bf286bfa91c686853395a299b3ddb49499a3e13", size = 210814, upload-time = "2026-01-18T20:55:33.973Z" }, - { url = "https://files.pythonhosted.org/packages/78/e1/7cfbf28de8bca6efe7e525b329c31277d1b64ce08dcba723971c241a9d60/ormsgpack-1.12.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18867233df592c997154ff942a6503df274b5ac1765215bceba7a231bea2745d", size = 212634, upload-time = "2026-01-18T20:55:28.634Z" }, - { url = "https://files.pythonhosted.org/packages/95/f8/30ae5716e88d792a4e879debee195653c26ddd3964c968594ddef0a3cc7e/ormsgpack-1.12.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:b009049086ddc6b8f80c76b3955df1aa22a5fbd7673c525cd63bf91f23122ede", size = 387139, upload-time = "2026-01-18T20:56:02.013Z" }, - { url = "https://files.pythonhosted.org/packages/dc/81/aee5b18a3e3a0e52f718b37ab4b8af6fae0d9d6a65103036a90c2a8ffb5d/ormsgpack-1.12.2-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:1dcc17d92b6390d4f18f937cf0b99054824a7815818012ddca925d6e01c2e49e", size = 482578, upload-time = "2026-01-18T20:55:35.117Z" }, - { url = "https://files.pythonhosted.org/packages/bd/17/71c9ba472d5d45f7546317f467a5fc941929cd68fb32796ca3d13dcbaec2/ormsgpack-1.12.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f04b5e896d510b07c0ad733d7fce2d44b260c5e6c402d272128f8941984e4285", size = 425539, upload-time = "2026-01-18T20:56:04.009Z" }, - { url = "https://files.pythonhosted.org/packages/2e/a6/ac99cd7fe77e822fed5250ff4b86fa66dd4238937dd178d2299f10b69816/ormsgpack-1.12.2-cp314-cp314-win_amd64.whl", hash = "sha256:ae3aba7eed4ca7cb79fd3436eddd29140f17ea254b91604aa1eb19bfcedb990f", size = 117493, upload-time = "2026-01-18T20:56:07.343Z" }, - { url = "https://files.pythonhosted.org/packages/3a/67/339872846a1ae4592535385a1c1f93614138566d7af094200c9c3b45d1e5/ormsgpack-1.12.2-cp314-cp314-win_arm64.whl", hash = "sha256:118576ea6006893aea811b17429bfc561b4778fad393f5f538c84af70b01260c", size = 111579, upload-time = "2026-01-18T20:55:21.161Z" }, - { url = "https://files.pythonhosted.org/packages/49/c2/6feb972dc87285ad381749d3882d8aecbde9f6ecf908dd717d33d66df095/ormsgpack-1.12.2-cp314-cp314t-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7121b3d355d3858781dc40dafe25a32ff8a8242b9d80c692fd548a4b1f7fd3c8", size = 378721, upload-time = "2026-01-18T20:55:52.12Z" }, - { url = "https://files.pythonhosted.org/packages/a3/9a/900a6b9b413e0f8a471cf07830f9cf65939af039a362204b36bd5b581d8b/ormsgpack-1.12.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ee766d2e78251b7a63daf1cddfac36a73562d3ddef68cacfb41b2af64698033", size = 203170, upload-time = "2026-01-18T20:55:44.469Z" }, - { url = "https://files.pythonhosted.org/packages/87/4c/27a95466354606b256f24fad464d7c97ab62bce6cc529dd4673e1179b8fb/ormsgpack-1.12.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:292410a7d23de9b40444636b9b8f1e4e4b814af7f1ef476e44887e52a123f09d", size = 212816, upload-time = "2026-01-18T20:55:23.501Z" }, - { url = "https://files.pythonhosted.org/packages/73/cd/29cee6007bddf7a834e6cd6f536754c0535fcb939d384f0f37a38b1cddb8/ormsgpack-1.12.2-cp314-cp314t-win_amd64.whl", hash = "sha256:837dd316584485b72ef451d08dd3e96c4a11d12e4963aedb40e08f89685d8ec2", size = 117232, upload-time = "2026-01-18T20:55:45.448Z" }, -] - [[package]] name = "packaging" version = "26.2" @@ -1939,18 +1326,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" }, ] -[[package]] -name = "requests-toolbelt" -version = "1.0.0" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "requests" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/f3/61/d7545dafb7ac2230c70d38d31cbfe4cc64f7144dc41f6e4e4b78ecd9f5bb/requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6", size = 206888, upload-time = "2023-05-01T04:11:33.229Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/3f/51/d4db610ef29373b879047326cbf6fa98b6c1969d6f6dc423279de2b1be2c/requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06", size = 54481, upload-time = "2023-05-01T04:11:28.427Z" }, -] - [[package]] name = "rich" version = "14.2.0" @@ -2255,18 +1630,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/30/66/9a73695e31eaee04f35d8475998bf8ab354465f9c638936d76111603dcc5/ruff-0.15.19-py3-none-win_arm64.whl", hash = "sha256:6c6b607466e47349332eb1d9be52fb1467423fc07c217341af41cd0f3f0573be", size = 11376779, upload-time = "2026-06-24T01:10:34.465Z" }, ] -[[package]] -name = "s3transfer" -version = "0.19.1" -source = { registry = "https://pypi.org/simple" } -dependencies = [ - { name = "botocore" }, -] -sdist = { url = "https://files.pythonhosted.org/packages/65/da/4bef7ce7bb989b222aa4785a413896dbec53306dfc59c6ce7d16a7ffbd6a/s3transfer-0.19.1.tar.gz", hash = "sha256:d3d6371dc3f1e5c5427b2b457bcf13bcf87bec334c95aed18642eae61f6926f3", size = 165354, upload-time = "2026-07-10T19:32:04.849Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/24/23/e84c64ad0e8bc59cd1b2ef98def848deff0ef3456c542afe74d51e9e8c85/s3transfer-0.19.1-py3-none-any.whl", hash = "sha256:d5fd7005ee39307455ad5f310b5ea67f4b1960d7fed5b3671ee50c249de675de", size = 90072, upload-time = "2026-07-10T19:32:03.673Z" }, -] - [[package]] name = "six" version = "1.17.0" @@ -2276,15 +1639,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, ] -[[package]] -name = "sniffio" -version = "1.3.1" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" }, -] - [[package]] name = "stack-data" version = "0.6.3" @@ -2299,15 +1653,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521, upload-time = "2023-09-30T13:58:03.53Z" }, ] -[[package]] -name = "tenacity" -version = "9.1.4" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/47/c6/ee486fd809e357697ee8a44d3d69222b344920433d3b6666ccd9b374630c/tenacity-9.1.4.tar.gz", hash = "sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a", size = 49413, upload-time = "2026-02-07T10:45:33.841Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/d7/c1/eb8f9debc45d3b7918a32ab756658a0904732f75e555402972246b0b8e71/tenacity-9.1.4-py3-none-any.whl", hash = "sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55", size = 28926, upload-time = "2026-02-07T10:45:32.24Z" }, -] - [[package]] name = "tomli" version = "2.4.1" @@ -2401,107 +1746,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/7f/3e/5db95bcf282c52709639744ca2a8b149baccf648e39c8cc87553df9eae0c/urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897", size = 131087, upload-time = "2026-05-07T16:13:17.151Z" }, ] -[[package]] -name = "uuid-utils" -version = "0.17.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/e7/91/63938e0e7e7876658e5e40178e7c0735b53527886fe11797a11699c55edd/uuid_utils-0.17.0.tar.gz", hash = "sha256:abb5667a36119019b3fa320c4d10c21ebccfcc87c8a739e6a0056cee7f48dde2", size = 43220, upload-time = "2026-07-09T13:49:58.433Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/7c/60/659104207938f2ac62508b9aa595fc0515ac7452dd515c8e1d47d0b91169/uuid_utils-0.17.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d2d9a63a9e6f2416ace8c109043a9280d6b34f34bb2e5421903e149403db40a6", size = 564038, upload-time = "2026-07-09T13:47:51.731Z" }, - { url = "https://files.pythonhosted.org/packages/fb/e7/e0d048a268b4163058bdd2f07a45bbe13c29e3cc6b7b88f8f00b001617ce/uuid_utils-0.17.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:b776c7fc8755c7de06dd5a22b47c40ae84f67d13277ebb233cc84933ba4dcbcd", size = 286680, upload-time = "2026-07-09T13:47:53.141Z" }, - { url = "https://files.pythonhosted.org/packages/84/83/e3606dc9b4224d0c9a6675d9347e7e0da7e67fa30e061bfdb686138844d0/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1edf2f8732e4ed95bd7b65f2658f4aa072efaaff321144f4e0d4bf6a22709263", size = 323533, upload-time = "2026-07-09T13:47:54.433Z" }, - { url = "https://files.pythonhosted.org/packages/22/f8/aec5c34fa80c9fef09a506a098015e728080076494b72b9e8e5cfc9669c4/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:84ed3a2d5cd3ae6db87af20bfed3331116195ba4757ad7177fc8f12c1bbce2a9", size = 330691, upload-time = "2026-07-09T13:47:55.677Z" }, - { url = "https://files.pythonhosted.org/packages/08/73/85776566863514f37b0a761648368e96b07d64981a9b6c391220aa2563a9/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4bf4d9cd1e80e73922073b9b27c143bedeb109d65f94cd12712e2c87118f2b7d", size = 444094, upload-time = "2026-07-09T13:47:56.936Z" }, - { url = "https://files.pythonhosted.org/packages/68/06/e0424b4268c0932e0ff8257303d70de4053f05958843268fac4cb0f79b57/uuid_utils-0.17.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:52db0e471d3d2632d35445af352591f40a8f32959a412981d9f51e068bb9514b", size = 324548, upload-time = "2026-07-09T13:47:58.217Z" }, - { url = "https://files.pythonhosted.org/packages/db/d2/a0cb3a69ef6d9becc30a6a0594ddf6f798f6204953dfa85073cbec875b94/uuid_utils-0.17.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:344f7c755e280ea0ba6aeb08022190d867a80000b1715cacded54fc4b5633607", size = 350307, upload-time = "2026-07-09T13:47:59.418Z" }, - { url = "https://files.pythonhosted.org/packages/82/81/d82766af7db541e4a78b920bc1c4303d44995f841805d1498934088cd12c/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:589d9da7de8fa7f739bb970ac4632c9a268213117d634e1c4a58c1c1e821ca05", size = 500661, upload-time = "2026-07-09T13:48:00.726Z" }, - { url = "https://files.pythonhosted.org/packages/10/71/b261cd0d38497ed8c2cce0263c5607ec9cd2bbace0f73cb19a6fc2060b6e/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:cee808b405e9095506f4e4e89924bec7ea77eac3129b6fe36eda04364b3b343b", size = 606577, upload-time = "2026-07-09T13:48:02.539Z" }, - { url = "https://files.pythonhosted.org/packages/3b/63/9e48512bb235e9533adbb25c30fd0c9cef09f6ecefe131ba392b98572b40/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:53ce348ef4c6e98c02c19c522af01334fe94476ce9af0db8c4482f9f142ae9c1", size = 567054, upload-time = "2026-07-09T13:48:03.833Z" }, - { url = "https://files.pythonhosted.org/packages/b2/cc/d7bad8799a37ec33fc21b29fcb459d63d9f88aa09056d0c3e58903ba2fb0/uuid_utils-0.17.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:9e753e81457241e2200c56a898e268e8fa25796271af0489c608f24d8e631eed", size = 529682, upload-time = "2026-07-09T13:48:05.097Z" }, - { url = "https://files.pythonhosted.org/packages/4a/3b/59b1e07ada8aadd3c046c97fe9814d85e770abb7e8cf68d5d86538bf62e9/uuid_utils-0.17.0-cp310-cp310-win32.whl", hash = "sha256:c589f5023d471ce75dd2cce61acb25ed6347e562041588a1a366808f22d7176c", size = 170595, upload-time = "2026-07-09T13:48:06.411Z" }, - { url = "https://files.pythonhosted.org/packages/8b/5c/23a2d0253ada2ee8c497d541d4ef0dd5576c3d2454ec2f9d0b8a06af9304/uuid_utils-0.17.0-cp310-cp310-win_amd64.whl", hash = "sha256:981cc10163988defea96e8d6c507df151eab8f483e7df9ae543d5a41a4be073b", size = 177225, upload-time = "2026-07-09T13:48:07.561Z" }, - { url = "https://files.pythonhosted.org/packages/d7/b2/8f03b61f0aa4afc687855c4f00db35f4d3e58c480cd885abc46f6e41308f/uuid_utils-0.17.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:f9b093cb3b6c9d6233ef45a05cab064d2aa0a8cb3c5777084c9e20fcb77c2371", size = 563901, upload-time = "2026-07-09T13:48:08.961Z" }, - { url = "https://files.pythonhosted.org/packages/e3/cb/88b909ffb9ac11f88d2e6ceabc592ccc660b5830b06dbcbd290ab8981f1f/uuid_utils-0.17.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:0bc4c431ccd59c764080ceb43b126043325fe17861b87759d026a0cdd8423bb2", size = 286383, upload-time = "2026-07-09T13:48:10.2Z" }, - { url = "https://files.pythonhosted.org/packages/a3/b8/bc5b64e9898867227c535cd0366c571c580a736748e81329437c1773e442/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c00d182e31034250690f417b9068b78eab423c10d76766664e82d9860c340479", size = 323244, upload-time = "2026-07-09T13:48:11.477Z" }, - { url = "https://files.pythonhosted.org/packages/13/d9/8a17462ce066fbf89670fb737a3f0c93a77816736d2a4d134787e759d8ea/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:570db214f6d8507587a8faa968a3fe65e957daeb7bc48b27dc7f69bc3ecdd6f1", size = 330466, upload-time = "2026-07-09T13:48:13.092Z" }, - { url = "https://files.pythonhosted.org/packages/43/37/0c65d0db3bae45183419756d938f1791a82c835fd92bf234eb4f008d2e02/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:351462debd866f1f25e4d4f5c7fac89525b52151f0102a1bdfe94a999b046f5f", size = 443806, upload-time = "2026-07-09T13:48:14.372Z" }, - { url = "https://files.pythonhosted.org/packages/32/d5/7e698466d1f5254620b5ee0d711fdd20a0e9c2acd7040740c37193a8f673/uuid_utils-0.17.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:622cdde768300591ac79bfcd7bb3468e4b191b1105d5dbfe8d87c39d8f63dd46", size = 324261, upload-time = "2026-07-09T13:48:15.642Z" }, - { url = "https://files.pythonhosted.org/packages/5d/48/3a5b242d7f0b8e3ca77dcd7177f3cf73e0280cee32e2349d9796ca27f183/uuid_utils-0.17.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:75d7411e8eb9259764dd60310738540649057cda4509b4af14b36b7f663bfeb0", size = 350657, upload-time = "2026-07-09T13:48:17.273Z" }, - { url = "https://files.pythonhosted.org/packages/95/f4/f32ea82a89efed2eafee2f1d925d64687a81e550a9951933fb1b75c95ca6/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1019476b6bdc047216ef7414be5babe0fa5ccfde977c0cac4fd6c75ddec66ff7", size = 500613, upload-time = "2026-07-09T13:48:18.459Z" }, - { url = "https://files.pythonhosted.org/packages/f4/5c/c7b73ec4bbe28db162a4841d352c6eda582801e0dd9fe72f6ad5cc584ee4/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:04452640d8b6920c480c16e5afe91ff896d236e0c972830f9247e0898d38c803", size = 606306, upload-time = "2026-07-09T13:48:19.726Z" }, - { url = "https://files.pythonhosted.org/packages/63/95/8a2777204e8691b4961e6aa619001c3e5175aa430ab43da3079142e8d310/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:793229621e1ad6cac55f015cfa9f4eff102accbc3da25d607b91c6b0bec167fb", size = 567231, upload-time = "2026-07-09T13:48:21.024Z" }, - { url = "https://files.pythonhosted.org/packages/1a/6f/1d778ca3ed6d2cf35f22088e2de714675416747ab41be510f22c141043a7/uuid_utils-0.17.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:03815cea572c8a693cab5475b9d750cc161470961c7defa27e9286cad62f38f5", size = 529373, upload-time = "2026-07-09T13:48:22.312Z" }, - { url = "https://files.pythonhosted.org/packages/6e/d3/9ad1ab64b3bed0a0237d1db89dc6f5001d6116a82766753da4ac4496f979/uuid_utils-0.17.0-cp311-cp311-win32.whl", hash = "sha256:c4f845166b09acc65c5213a35551a7f81c17fa010ab467229b5813f79d17fe13", size = 169930, upload-time = "2026-07-09T13:48:23.504Z" }, - { url = "https://files.pythonhosted.org/packages/c2/1a/e01417f52eae6e2cb412260bb332b4ee4b37af2982d9c38cff4b68b2e899/uuid_utils-0.17.0-cp311-cp311-win_amd64.whl", hash = "sha256:14dc2f46abb1091260c0d203fcbdf4e045042cc07e49183fd3b255904b95eb70", size = 177242, upload-time = "2026-07-09T13:48:24.723Z" }, - { url = "https://files.pythonhosted.org/packages/35/20/396c27f996add19f8ac31e49cc4570824e51a97719087dabf94694d25bc4/uuid_utils-0.17.0-cp311-cp311-win_arm64.whl", hash = "sha256:29179ffb7b317239b6d6afb100d14c439c728770460718280b9c0a42d2561ec2", size = 177023, upload-time = "2026-07-09T13:48:25.834Z" }, - { url = "https://files.pythonhosted.org/packages/20/80/a7e685968e3cec99d6fe2fb25d0f5726310e1bba356da68c13dfd8b7d140/uuid_utils-0.17.0-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:9205068badf453d2f0821fd5d340389b4679992d7ff79d4f3e5608996dd1b287", size = 556403, upload-time = "2026-07-09T13:48:27.022Z" }, - { url = "https://files.pythonhosted.org/packages/56/47/3102d93bcb7b0bfe6bede63ff8f221a7f91348e10a37f682773be27c56d9/uuid_utils-0.17.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:0fcca4e838af9ac9243b3358d7c14afa4dca286a87781124c272d6c4cad9c968", size = 285608, upload-time = "2026-07-09T13:48:28.769Z" }, - { url = "https://files.pythonhosted.org/packages/55/fb/d59695f0f8db065b93c63316eaafa05a22d75a0486978a33736c52c646d5/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0f3729e839209f3457d0d8b6a35a376fdf65577a5aecaf4cc3587d3305759ba6", size = 319926, upload-time = "2026-07-09T13:48:29.965Z" }, - { url = "https://files.pythonhosted.org/packages/5a/03/62fabcd1e990e07a0e220e8d552af45bc16f107fa8e55c2014a706bb1a1e/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3dac0ad0cd9a2818d1775215365a4e8c2f8ada215529dd26f3f8cceeb67a6988", size = 327172, upload-time = "2026-07-09T13:48:31.187Z" }, - { url = "https://files.pythonhosted.org/packages/d9/37/a5081391338b459e2f8d8b12581f00f8caa6317fab510e0e85c18c59e938/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e671b2322ef09106ecb1ca0f4c398b134d5e2c1f80d7a4f3336847a3072c0e94", size = 439075, upload-time = "2026-07-09T13:48:32.295Z" }, - { url = "https://files.pythonhosted.org/packages/59/30/91795bd01e17a13661280d4899fbf38fb05e3f38e873f9aaec106ec30aa0/uuid_utils-0.17.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8eb3e5caca8d3a6f72ea4cce024583f989f6f2e9186f98800213fff0176e8bcc", size = 320247, upload-time = "2026-07-09T13:48:33.64Z" }, - { url = "https://files.pythonhosted.org/packages/e5/11/09102b78303e4eb62069d6d88ef9fd661dc523e8f429e1fd67eaa78a6f44/uuid_utils-0.17.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8b72c2002202038666bf647f9a790906214c7c11cd0d6efef77b7d07bef3034a", size = 344738, upload-time = "2026-07-09T13:48:34.786Z" }, - { url = "https://files.pythonhosted.org/packages/74/f9/be95bad6954b60328878c3800258f01a6accd24fd75112d13f023462d53f/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4e2ac1c0b56f2c91b6f158e29ed96b1503223fe8aa6e79b1be1dc55bd8a5131c", size = 496845, upload-time = "2026-07-09T13:48:36.057Z" }, - { url = "https://files.pythonhosted.org/packages/2d/02/8a19a34e0530d987488a068a71576a236f5c8c746630b870b57f71eb24ef/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:6c142bd0cb4dba31c10babe00d59f7ef6460f0ef55eaa9c1a9da270684af996a", size = 603233, upload-time = "2026-07-09T13:48:37.512Z" }, - { url = "https://files.pythonhosted.org/packages/f4/a8/b1abab36ff73b0248d82179816467f6d39a2e80fd64329a895ca94f3508e/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e252db239eb41c32248e096e0d170bce5896a4fd3405556362bc3dd83d912206", size = 561401, upload-time = "2026-07-09T13:48:38.977Z" }, - { url = "https://files.pythonhosted.org/packages/61/91/70e7b528b351cc03a9ca43e6116371cdde31bb12bcead7ca2ca1367366cc/uuid_utils-0.17.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:237722b6581bb5b4eb4cefbcbe5c6e2980a440aabe781fbe50ebf1cb71eee4cc", size = 525314, upload-time = "2026-07-09T13:48:40.599Z" }, - { url = "https://files.pythonhosted.org/packages/d6/f6/9167e90cf9937d6558f92d022ff3024a69d938a514d9c8faa4080f73b001/uuid_utils-0.17.0-cp312-cp312-win32.whl", hash = "sha256:46a73cacdf512f473a81f65dbf84186e08cfe6e9118fa582b6c6b33a8288a30d", size = 166831, upload-time = "2026-07-09T13:48:41.862Z" }, - { url = "https://files.pythonhosted.org/packages/5c/7d/0b889654d9ee3413f810cf4685e241285f650d98a4103ac9f3c6bcc95f29/uuid_utils-0.17.0-cp312-cp312-win_amd64.whl", hash = "sha256:e59b60a0a4cb7541480e02090d37dc2df3b72df4c2e776fff64ce3a4e3dd4637", size = 172944, upload-time = "2026-07-09T13:48:42.992Z" }, - { url = "https://files.pythonhosted.org/packages/be/35/8c6e1bf65e4d400352885dadc656ad6d0af96e89231e3f04686bc2197128/uuid_utils-0.17.0-cp312-cp312-win_arm64.whl", hash = "sha256:d561a4c5747a1e6c7fa7c49a0292e78b4e8c456332caa084fc7abad8de828652", size = 172459, upload-time = "2026-07-09T13:48:44.271Z" }, - { url = "https://files.pythonhosted.org/packages/d2/dd/614fb9912157ac0128e6050859ccf06d9f13df9a944a803e8f80f6157e38/uuid_utils-0.17.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d11a7bc1e02da8984d32e6de9e0826c6edac00eac17de270f372bf32f9a0af63", size = 557259, upload-time = "2026-07-09T13:48:45.664Z" }, - { url = "https://files.pythonhosted.org/packages/3e/11/d072711704de3d21bec08b6c2f36a215200ca1d5e01a390ea1ac434080a0/uuid_utils-0.17.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:7a49f47ac26df3e431c56b825c1bae8e6d3d591fdbb7438c227cc9845a7e3d73", size = 286271, upload-time = "2026-07-09T13:48:47.018Z" }, - { url = "https://files.pythonhosted.org/packages/18/6d/8a63e5eb2d5a6ba69a6c2036e305075bd6f5a022e7ea25fc6ce0eb7c51d2/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32df1944808877702ceea398c103881c09a679bb672a215e01c2a84231266bf9", size = 320025, upload-time = "2026-07-09T13:48:48.208Z" }, - { url = "https://files.pythonhosted.org/packages/f7/2d/bdc2caf9719d9090d7c46043242ae6136cba4f7a7ee384992ab905ad9aa1/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:98c88d3edd08e7245562e9815996dbc6f0bd4745e1c76462f24af5ae4e187dd1", size = 327931, upload-time = "2026-07-09T13:48:49.673Z" }, - { url = "https://files.pythonhosted.org/packages/b6/33/9219d09d51ead282b578b2a4e0a515c2cce3ec52076cada8bfb7e35727d5/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5a4370089c8b2e42f1db51d76408c7fa8eaa2934bf854d17983d16179c07c098", size = 438537, upload-time = "2026-07-09T13:48:50.842Z" }, - { url = "https://files.pythonhosted.org/packages/d8/79/e8e0f8b3955f2081c116157119d87659937893242eb834aa170da04d660b/uuid_utils-0.17.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:09a55b7a5ae764985cb46467496a1787678d0a1400356157a080ad95b1a36869", size = 320656, upload-time = "2026-07-09T13:48:52.164Z" }, - { url = "https://files.pythonhosted.org/packages/d5/5e/d1ceddc430ff04b6e21704b2030d4438074a2f478b265dab43da957791c1/uuid_utils-0.17.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:56aa6488b931246fae11924e4bd0e2b32677e63945eecb71c29e3c2ca0dc3131", size = 345310, upload-time = "2026-07-09T13:48:54.076Z" }, - { url = "https://files.pythonhosted.org/packages/d5/62/89438e12f389a843e626b7e37691319a057b3d6b80914609106891faadda/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:309a35f12d99dde19032bc2259cda6431c85eeac0879134dc777cc3087d7e1cb", size = 496771, upload-time = "2026-07-09T13:48:55.365Z" }, - { url = "https://files.pythonhosted.org/packages/87/d2/eedcd99f522d60e238ead03844f0d51743ba84d33044959e230b756bf212/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:21c79b61ff750abcf057163dd764ccb6196cde7a26cda1b31b45cd97769e03b3", size = 603631, upload-time = "2026-07-09T13:48:56.746Z" }, - { url = "https://files.pythonhosted.org/packages/0e/a8/bb1b38aaddd7243b6e562c6694f499bf094800918316192fd8cb2cdc2620/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:4134353bfe3026ddab8e886002dc52bc5a0ab04611aabb0eaae23c32e6e57f64", size = 562008, upload-time = "2026-07-09T13:48:58.241Z" }, - { url = "https://files.pythonhosted.org/packages/b4/77/5f7ed930dc105e293845c09e4d5bd84076318a12f45a46783e1af64906d7/uuid_utils-0.17.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7c89359affecebe2e39e6a116d069b363c936511a9572b308402489a26957d89", size = 525527, upload-time = "2026-07-09T13:48:59.784Z" }, - { url = "https://files.pythonhosted.org/packages/fd/25/1b55697adf6811a6f92cff6340e6b03e31fd6bc51066a5c10698c29b3679/uuid_utils-0.17.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:6a019a31bc4db89a0903a3e4f6b218571f3a6ff0ad4b3d3fe1c8f91a05ff6e3e", size = 97965, upload-time = "2026-07-09T13:49:01.217Z" }, - { url = "https://files.pythonhosted.org/packages/26/bf/cd729343de4684230be8a966bad7bfc2cf10ce3e643b1189a8b5370dbe35/uuid_utils-0.17.0-cp313-cp313-win32.whl", hash = "sha256:b3131a82d0c7611f0aa480a6d36929e001a3f54ba0fc029a8118a5863cce513c", size = 167316, upload-time = "2026-07-09T13:49:02.354Z" }, - { url = "https://files.pythonhosted.org/packages/76/f0/e602ae0a1b139a7826e5189b93d91902564def06d5006324fd2faf82c8fc/uuid_utils-0.17.0-cp313-cp313-win_amd64.whl", hash = "sha256:9e311f908d2f842fca4c7dcebc4f10306b8089b204ef04cf6704b4332c9ff6ff", size = 173630, upload-time = "2026-07-09T13:49:03.529Z" }, - { url = "https://files.pythonhosted.org/packages/1a/52/024ebece265b387154115dc4f1d9727174ef82623069f4bec8b7ed7e73f7/uuid_utils-0.17.0-cp313-cp313-win_arm64.whl", hash = "sha256:c351737e2e65497c7200ab4ffb8af97e9f48be6488309abdd265fe08d66ee92f", size = 173214, upload-time = "2026-07-09T13:49:04.836Z" }, - { url = "https://files.pythonhosted.org/packages/56/44/e2fd3fdf356e1b55d2acf1b956b4f3f29ffb215a99c387eba04b1c5fba66/uuid_utils-0.17.0-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:673d89cc434cc9b97a0b4cf61272f6fca70a81f64eb0afbface2a0d9f77f06cd", size = 562232, upload-time = "2026-07-09T13:49:06.201Z" }, - { url = "https://files.pythonhosted.org/packages/19/28/65e0980d668a6d44e699f59d1acf43d6b5d4893592c115ce7c680bb4dfa1/uuid_utils-0.17.0-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:387cf7437c94ddec08651a0f1081381299c7075bc48a6251d8922bf39973378a", size = 287858, upload-time = "2026-07-09T13:49:07.45Z" }, - { url = "https://files.pythonhosted.org/packages/8f/8d/5e97bcebc90fb6a10f98af3dc1ba552e04183aba59e2edc0b9cf486dd998/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:220b52746d99e11964badac3c0869016e0c24bafb70a7dd5c2c072a6be3da9cc", size = 321587, upload-time = "2026-07-09T13:49:09.489Z" }, - { url = "https://files.pythonhosted.org/packages/8b/d7/88b2a2370cc3d455ba0515fb6f5c8f7ac0c0f55a86801b6e56a432f22c17/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0ab4a66e7a035ad6625cfc1fbdb34f5c2d25a80ae1ef4bfee458ea2036333c6d", size = 328964, upload-time = "2026-07-09T13:49:11.292Z" }, - { url = "https://files.pythonhosted.org/packages/bd/0f/181c5da673953dfc0958cb4fb3a4984a9098673ddb05cac68e994bc8511b/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5641071337eb11d61a001ea08793bf72216f3241f0a433ed2764804b2a3e3cc7", size = 442909, upload-time = "2026-07-09T13:49:12.644Z" }, - { url = "https://files.pythonhosted.org/packages/ec/38/5c5e665af542884a8fd3c61725c38453239e13940326b5b70f3ef8881a97/uuid_utils-0.17.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9082e709014946b1f6e96ae6ecd93652efca2d2a6a3ab67dbe151c8b4bf193a4", size = 323076, upload-time = "2026-07-09T13:49:13.897Z" }, - { url = "https://files.pythonhosted.org/packages/f5/35/7de97de18cbf226c2a4f2104ad15e56ca4491717c81c0b71795c0c585b4e/uuid_utils-0.17.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1fd6f0e8a162dc0e9255b6aebe3cd175e76c33202f1bf39da9e6294b93db0099", size = 347360, upload-time = "2026-07-09T13:49:15.237Z" }, - { url = "https://files.pythonhosted.org/packages/26/a1/9915d5dd59fdd1957ded5d188c0ea0b9db5a1d84d42c8d8828a7b83b366e/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d63010803d7c368963bbe6f7ec379593e76dd581d7db0f29118d88713c9e0354", size = 499267, upload-time = "2026-07-09T13:49:16.774Z" }, - { url = "https://files.pythonhosted.org/packages/c0/05/88108405262ec850cea0f95733445d6873e5772af3292baabd9ef8457740/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:a46bedc273b6f58f11dee816ff74999625ef8d007890f411b7a4975bf1c89330", size = 604940, upload-time = "2026-07-09T13:49:18.147Z" }, - { url = "https://files.pythonhosted.org/packages/89/d5/6dbcd300de47cc443cff2656cd5327a385751213dcb2101cfee7388170b2/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:405233a5f625b3d995648f4647fa6befa4567cf3f74e1f6b9837e16f7310f0e0", size = 564172, upload-time = "2026-07-09T13:49:19.593Z" }, - { url = "https://files.pythonhosted.org/packages/ab/94/e8057f2288a415fba8a978bca4b589f5cb6b91a028a5dc07a1775938b33f/uuid_utils-0.17.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b6c5d2d71e1f17329150ad9427d27f4a3f29a01792e7ecdc64a98ac5368fc4d5", size = 528533, upload-time = "2026-07-09T13:49:21.075Z" }, - { url = "https://files.pythonhosted.org/packages/f0/6b/31713148c77e48e62f51aa042a98a54a8be0396912ea5130f83f52ae722d/uuid_utils-0.17.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:f7e9b8728ba07a3cb2f29d5aa1a266c2664eb8ef0fd43afa34627c92f7fac8f0", size = 99197, upload-time = "2026-07-09T13:49:22.351Z" }, - { url = "https://files.pythonhosted.org/packages/f3/f3/ca6f6ac5428312df8ed632f6dd9f9e6aba23090471fcdeae53eab027e8b3/uuid_utils-0.17.0-cp314-cp314-win32.whl", hash = "sha256:58838921e377791ef22c64cc92141bfae030f43651ff9272f0f28a208a9e6a5a", size = 169540, upload-time = "2026-07-09T13:49:23.563Z" }, - { url = "https://files.pythonhosted.org/packages/c6/cd/7ede0db66411fa09817d79b680f7454ea9bee2d374e1922e4efd065760a3/uuid_utils-0.17.0-cp314-cp314-win_amd64.whl", hash = "sha256:42275ebd0e8e74e32cdbfb8bd88fc99576567d51d54a508020611fd8f4f463a0", size = 175984, upload-time = "2026-07-09T13:49:24.703Z" }, - { url = "https://files.pythonhosted.org/packages/f0/81/533b5f80cd4918c0693f4e1b7b90ceb1caa45f4266ae8b528135d7ecca5d/uuid_utils-0.17.0-cp314-cp314-win_arm64.whl", hash = "sha256:b5d11cccba076a32321ef1380dea956821f0b51794ef59df64e58fb1cd543aae", size = 174749, upload-time = "2026-07-09T13:49:25.886Z" }, - { url = "https://files.pythonhosted.org/packages/a0/13/f400ac39d06fd8be5b099c09e41bb975205926722a3e8d53348817cb7ff9/uuid_utils-0.17.0-cp314-cp314t-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:fae8b282f0cb22a5de222999f7723f4e5ec04f6fcdf4aaef879b5b36625ae2b0", size = 562610, upload-time = "2026-07-09T13:49:27.374Z" }, - { url = "https://files.pythonhosted.org/packages/03/8c/c71c8312304c56f6d0bcba87cd402fa79bec35d18ffc8c41954196ca68e5/uuid_utils-0.17.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:967955620df45e6cffe2e9950cb9903cb455649396f896b26b04363a91a5054b", size = 289473, upload-time = "2026-07-09T13:49:28.989Z" }, - { url = "https://files.pythonhosted.org/packages/bb/cd/522117e2e5184ca1d4f0f85ee833e9e21bd8c6b99eff8a4d1a8e5a194e33/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:375cde148430d60a4a07c03abaa0774c4fddfdd90de99b4ba02f24088bc9d750", size = 321600, upload-time = "2026-07-09T13:49:30.4Z" }, - { url = "https://files.pythonhosted.org/packages/6d/f4/0d81f9bd346fc717bc561c08fa6457e0328966eb76e536b938fe77d56459/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:975c17da26c5b9d46c336b03c52a057ac28378d6f9d98b58d32a038589bb3912", size = 329569, upload-time = "2026-07-09T13:49:31.732Z" }, - { url = "https://files.pythonhosted.org/packages/5e/41/26e1363f36a94c9e8ec2dd21d5f63088d3e7c723adbb12dcc8fdc77be417/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3150d836290c88f1d26eb59c4db280d87417dd3bfaadd2889c77416c8f0ff6fa", size = 442051, upload-time = "2026-07-09T13:49:33.024Z" }, - { url = "https://files.pythonhosted.org/packages/2b/a7/2c1ed1b34d7df7fdcc11c28fd26d94d44843b37d9af2435ff9fd8abdbc08/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9472a8de37faf8bd216c628e0e68c8f6bef730d3ba0a5060f3b0fa460c992ac2", size = 324372, upload-time = "2026-07-09T13:49:34.554Z" }, - { url = "https://files.pythonhosted.org/packages/78/bf/328d3c6bb22c496944a1b3b732207d71aa6964eb604e5e3b9dcb91ed0a00/uuid_utils-0.17.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d27c531edb8d1f38ca2eddaa1fa24913a460aeb721f2efd4ef42a124ce94e354", size = 348548, upload-time = "2026-07-09T13:49:35.898Z" }, - { url = "https://files.pythonhosted.org/packages/3e/76/a07de5cb7b90582fdbbc830fd19be129cbbb9897cfe239fef469d7bd2d09/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5670c52a438e21483ce715776144914a4e2a2a5c62d9dee15f8a3e90cf128ae6", size = 498985, upload-time = "2026-07-09T13:49:37.142Z" }, - { url = "https://files.pythonhosted.org/packages/f4/62/9966e46ae34fcec6b06119631fb3c09705ea78835035ce3a82d3348eb61a/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:6f29689a76fe7a49cbd629a794d0ec1eab48814e323a00a146a741b0195bde68", size = 605183, upload-time = "2026-07-09T13:49:38.648Z" }, - { url = "https://files.pythonhosted.org/packages/d7/4e/bb962ba0fe31e903b199f22cf4c1a6cba35a8987aef526d287277ab8ca8b/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:4441600447d340ae103a353f01dbcd22ff680e5ee1a22988efe8d7b791d8fdb3", size = 565412, upload-time = "2026-07-09T13:49:40.115Z" }, - { url = "https://files.pythonhosted.org/packages/ce/9e/122adfeeeae8a84ccfd43bce627b104d12a2180a93bffd2c0e1b54dad7a6/uuid_utils-0.17.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e7b04935a79c03c41ad08d0a5f390aac968bfb561f1268897bc5b0f077971efd", size = 529885, upload-time = "2026-07-09T13:49:41.513Z" }, - { url = "https://files.pythonhosted.org/packages/b3/4f/257304dded339dc35fc9bf35722ac68fd4fdb930f255b8f7bccdf74ebba9/uuid_utils-0.17.0-cp314-cp314t-win32.whl", hash = "sha256:239d8a281fe10bae33205b5d43185834d556b18434e0a113b5dc1dfb2fd97e91", size = 169472, upload-time = "2026-07-09T13:49:42.871Z" }, - { url = "https://files.pythonhosted.org/packages/35/c8/e78c06db7e9ce317ce7b8759ff2058333eac75caa8c22b75f0059589c9be/uuid_utils-0.17.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e288a06cbbbcd01b44386e767985c9e21d2ad9bf59829aa7058d9a2a494804ab", size = 176271, upload-time = "2026-07-09T13:49:44.105Z" }, - { url = "https://files.pythonhosted.org/packages/a7/11/bd1c70e1ad3301163cebe66c8d26de26e6814d52f642a849448bd2833626/uuid_utils-0.17.0-cp314-cp314t-win_arm64.whl", hash = "sha256:1776a80d16369999b21627028cc5dbce819be83e1e079fdd7a51b587d2916db9", size = 175004, upload-time = "2026-07-09T13:49:45.591Z" }, - { url = "https://files.pythonhosted.org/packages/ee/14/4ae708968b15cac7b68d5b854bfce724b21faa1c7a5147fb96d87f468a45/uuid_utils-0.17.0-pp311-pypy311_pp73-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7b9044ce4acbf392d4b3a503fe377641f4deff82e6c341c36ef27af0dea76cdf", size = 567823, upload-time = "2026-07-09T13:49:46.902Z" }, - { url = "https://files.pythonhosted.org/packages/4c/e2/d3af9c3d1dc6efb9ee1cffab30f3f2aacacc3892b21b495d78d34c6696bc/uuid_utils-0.17.0-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:9a91c4814c7150a4d798da691b7804eacd78c4b84fb392a60fa0de21341861eb", size = 288763, upload-time = "2026-07-09T13:49:48.491Z" }, - { url = "https://files.pythonhosted.org/packages/bc/c2/f1b183e412387529893015a94a8447633c665f6d0392de20e245680e636a/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2dd4a21baaac9a88486f0dd166c5793feb101a0bb9f006f2c401657fff5a1343", size = 324919, upload-time = "2026-07-09T13:49:49.972Z" }, - { url = "https://files.pythonhosted.org/packages/dd/3c/d32c799bdd51f3b08b6ee95f9de921b59c69075a96767f937fab55014813/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:32abaafc8e91928b3d9f4d82e42d2094041e38ad6bb964066faadff28e4162f1", size = 332689, upload-time = "2026-07-09T13:49:51.402Z" }, - { url = "https://files.pythonhosted.org/packages/6f/90/b4cd455619ff276dc3c3262a7420ead63aa1e531362f00df4cdb07d90e0a/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:dd741c73440b328f937dc53b344ecadc46bc4f0cec0333a8f42b55f3468ce7ec", size = 445726, upload-time = "2026-07-09T13:49:52.757Z" }, - { url = "https://files.pythonhosted.org/packages/e2/f1/5cc042a37932aa9a66eb8ab4a9a5b31d80261ae4565ff0193d8cc1fb9392/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89a0980d49683c00539c59cd9f46b1908c538e6b5b0a48ad12187bb856d0f391", size = 325610, upload-time = "2026-07-09T13:49:54.191Z" }, - { url = "https://files.pythonhosted.org/packages/5e/72/9e800c41d766484484e97845a7a7f677ba94462df86c97183e0290229d16/uuid_utils-0.17.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:de1064663aa7c839286488a319d2b3b478ca5ab5b2091ade888ed0eeca11a98a", size = 352672, upload-time = "2026-07-09T13:49:55.748Z" }, - { url = "https://files.pythonhosted.org/packages/9d/8e/86ce2c03a1d9674530f6649e49067f7c69929600127077731de590d12132/uuid_utils-0.17.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2db386941cfdecdd0b5a8ceeed5cf7479c83d1730dcf64a48d43cfa018cc3310", size = 178681, upload-time = "2026-07-09T13:49:57.096Z" }, -] - [[package]] name = "virtualenv" version = "21.5.1" @@ -2558,309 +1802,3 @@ sdist = { url = "https://files.pythonhosted.org/packages/49/b4/51fe890511f0f242d wheels = [ { url = "https://files.pythonhosted.org/packages/bd/6e/95b0e537de1f4d4301f76f944642c6da50d1511cc7b3d64dc418a66c7509/wcwidth-0.8.1-py3-none-any.whl", hash = "sha256:f453740b1e4a4f3291faa37944c555d71056c4da08d59809b307ef4feba695c8", size = 323092, upload-time = "2026-06-08T05:57:21.413Z" }, ] - -[[package]] -name = "websockets" -version = "15.0.1" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/21/e6/26d09fab466b7ca9c7737474c52be4f76a40301b08362eb2dbc19dcc16c1/websockets-15.0.1.tar.gz", hash = "sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee", size = 177016, upload-time = "2025-03-05T20:03:41.606Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/1e/da/6462a9f510c0c49837bbc9345aca92d767a56c1fb2939e1579df1e1cdcf7/websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b", size = 175423, upload-time = "2025-03-05T20:01:35.363Z" }, - { url = "https://files.pythonhosted.org/packages/1c/9f/9d11c1a4eb046a9e106483b9ff69bce7ac880443f00e5ce64261b47b07e7/websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205", size = 173080, upload-time = "2025-03-05T20:01:37.304Z" }, - { url = "https://files.pythonhosted.org/packages/d5/4f/b462242432d93ea45f297b6179c7333dd0402b855a912a04e7fc61c0d71f/websockets-15.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5756779642579d902eed757b21b0164cd6fe338506a8083eb58af5c372e39d9a", size = 173329, upload-time = "2025-03-05T20:01:39.668Z" }, - { url = "https://files.pythonhosted.org/packages/6e/0c/6afa1f4644d7ed50284ac59cc70ef8abd44ccf7d45850d989ea7310538d0/websockets-15.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fdfe3e2a29e4db3659dbd5bbf04560cea53dd9610273917799f1cde46aa725e", size = 182312, upload-time = "2025-03-05T20:01:41.815Z" }, - { url = "https://files.pythonhosted.org/packages/dd/d4/ffc8bd1350b229ca7a4db2a3e1c482cf87cea1baccd0ef3e72bc720caeec/websockets-15.0.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4c2529b320eb9e35af0fa3016c187dffb84a3ecc572bcee7c3ce302bfeba52bf", size = 181319, upload-time = "2025-03-05T20:01:43.967Z" }, - { url = "https://files.pythonhosted.org/packages/97/3a/5323a6bb94917af13bbb34009fac01e55c51dfde354f63692bf2533ffbc2/websockets-15.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac1e5c9054fe23226fb11e05a6e630837f074174c4c2f0fe442996112a6de4fb", size = 181631, upload-time = "2025-03-05T20:01:46.104Z" }, - { url = "https://files.pythonhosted.org/packages/a6/cc/1aeb0f7cee59ef065724041bb7ed667b6ab1eeffe5141696cccec2687b66/websockets-15.0.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:5df592cd503496351d6dc14f7cdad49f268d8e618f80dce0cd5a36b93c3fc08d", size = 182016, upload-time = "2025-03-05T20:01:47.603Z" }, - { url = "https://files.pythonhosted.org/packages/79/f9/c86f8f7af208e4161a7f7e02774e9d0a81c632ae76db2ff22549e1718a51/websockets-15.0.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:0a34631031a8f05657e8e90903e656959234f3a04552259458aac0b0f9ae6fd9", size = 181426, upload-time = "2025-03-05T20:01:48.949Z" }, - { url = "https://files.pythonhosted.org/packages/c7/b9/828b0bc6753db905b91df6ae477c0b14a141090df64fb17f8a9d7e3516cf/websockets-15.0.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3d00075aa65772e7ce9e990cab3ff1de702aa09be3940d1dc88d5abf1ab8a09c", size = 181360, upload-time = "2025-03-05T20:01:50.938Z" }, - { url = "https://files.pythonhosted.org/packages/89/fb/250f5533ec468ba6327055b7d98b9df056fb1ce623b8b6aaafb30b55d02e/websockets-15.0.1-cp310-cp310-win32.whl", hash = "sha256:1234d4ef35db82f5446dca8e35a7da7964d02c127b095e172e54397fb6a6c256", size = 176388, upload-time = "2025-03-05T20:01:52.213Z" }, - { url = "https://files.pythonhosted.org/packages/1c/46/aca7082012768bb98e5608f01658ff3ac8437e563eca41cf068bd5849a5e/websockets-15.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:39c1fec2c11dc8d89bba6b2bf1556af381611a173ac2b511cf7231622058af41", size = 176830, upload-time = "2025-03-05T20:01:53.922Z" }, - { url = "https://files.pythonhosted.org/packages/9f/32/18fcd5919c293a398db67443acd33fde142f283853076049824fc58e6f75/websockets-15.0.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:823c248b690b2fd9303ba00c4f66cd5e2d8c3ba4aa968b2779be9532a4dad431", size = 175423, upload-time = "2025-03-05T20:01:56.276Z" }, - { url = "https://files.pythonhosted.org/packages/76/70/ba1ad96b07869275ef42e2ce21f07a5b0148936688c2baf7e4a1f60d5058/websockets-15.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678999709e68425ae2593acf2e3ebcbcf2e69885a5ee78f9eb80e6e371f1bf57", size = 173082, upload-time = "2025-03-05T20:01:57.563Z" }, - { url = "https://files.pythonhosted.org/packages/86/f2/10b55821dd40eb696ce4704a87d57774696f9451108cff0d2824c97e0f97/websockets-15.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d50fd1ee42388dcfb2b3676132c78116490976f1300da28eb629272d5d93e905", size = 173330, upload-time = "2025-03-05T20:01:59.063Z" }, - { url = "https://files.pythonhosted.org/packages/a5/90/1c37ae8b8a113d3daf1065222b6af61cc44102da95388ac0018fcb7d93d9/websockets-15.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d99e5546bf73dbad5bf3547174cd6cb8ba7273062a23808ffea025ecb1cf8562", size = 182878, upload-time = "2025-03-05T20:02:00.305Z" }, - { url = "https://files.pythonhosted.org/packages/8e/8d/96e8e288b2a41dffafb78e8904ea7367ee4f891dafc2ab8d87e2124cb3d3/websockets-15.0.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:66dd88c918e3287efc22409d426c8f729688d89a0c587c88971a0faa2c2f3792", size = 181883, upload-time = "2025-03-05T20:02:03.148Z" }, - { url = "https://files.pythonhosted.org/packages/93/1f/5d6dbf551766308f6f50f8baf8e9860be6182911e8106da7a7f73785f4c4/websockets-15.0.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8dd8327c795b3e3f219760fa603dcae1dcc148172290a8ab15158cf85a953413", size = 182252, upload-time = "2025-03-05T20:02:05.29Z" }, - { url = "https://files.pythonhosted.org/packages/d4/78/2d4fed9123e6620cbf1706c0de8a1632e1a28e7774d94346d7de1bba2ca3/websockets-15.0.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8fdc51055e6ff4adeb88d58a11042ec9a5eae317a0a53d12c062c8a8865909e8", size = 182521, upload-time = "2025-03-05T20:02:07.458Z" }, - { url = "https://files.pythonhosted.org/packages/e7/3b/66d4c1b444dd1a9823c4a81f50231b921bab54eee2f69e70319b4e21f1ca/websockets-15.0.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:693f0192126df6c2327cce3baa7c06f2a117575e32ab2308f7f8216c29d9e2e3", size = 181958, upload-time = "2025-03-05T20:02:09.842Z" }, - { url = "https://files.pythonhosted.org/packages/08/ff/e9eed2ee5fed6f76fdd6032ca5cd38c57ca9661430bb3d5fb2872dc8703c/websockets-15.0.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:54479983bd5fb469c38f2f5c7e3a24f9a4e70594cd68cd1fa6b9340dadaff7cf", size = 181918, upload-time = "2025-03-05T20:02:11.968Z" }, - { url = "https://files.pythonhosted.org/packages/d8/75/994634a49b7e12532be6a42103597b71098fd25900f7437d6055ed39930a/websockets-15.0.1-cp311-cp311-win32.whl", hash = "sha256:16b6c1b3e57799b9d38427dda63edcbe4926352c47cf88588c0be4ace18dac85", size = 176388, upload-time = "2025-03-05T20:02:13.32Z" }, - { url = "https://files.pythonhosted.org/packages/98/93/e36c73f78400a65f5e236cd376713c34182e6663f6889cd45a4a04d8f203/websockets-15.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:27ccee0071a0e75d22cb35849b1db43f2ecd3e161041ac1ee9d2352ddf72f065", size = 176828, upload-time = "2025-03-05T20:02:14.585Z" }, - { url = "https://files.pythonhosted.org/packages/51/6b/4545a0d843594f5d0771e86463606a3988b5a09ca5123136f8a76580dd63/websockets-15.0.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:3e90baa811a5d73f3ca0bcbf32064d663ed81318ab225ee4f427ad4e26e5aff3", size = 175437, upload-time = "2025-03-05T20:02:16.706Z" }, - { url = "https://files.pythonhosted.org/packages/f4/71/809a0f5f6a06522af902e0f2ea2757f71ead94610010cf570ab5c98e99ed/websockets-15.0.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:592f1a9fe869c778694f0aa806ba0374e97648ab57936f092fd9d87f8bc03665", size = 173096, upload-time = "2025-03-05T20:02:18.832Z" }, - { url = "https://files.pythonhosted.org/packages/3d/69/1a681dd6f02180916f116894181eab8b2e25b31e484c5d0eae637ec01f7c/websockets-15.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0701bc3cfcb9164d04a14b149fd74be7347a530ad3bbf15ab2c678a2cd3dd9a2", size = 173332, upload-time = "2025-03-05T20:02:20.187Z" }, - { url = "https://files.pythonhosted.org/packages/a6/02/0073b3952f5bce97eafbb35757f8d0d54812b6174ed8dd952aa08429bcc3/websockets-15.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8b56bdcdb4505c8078cb6c7157d9811a85790f2f2b3632c7d1462ab5783d215", size = 183152, upload-time = "2025-03-05T20:02:22.286Z" }, - { url = "https://files.pythonhosted.org/packages/74/45/c205c8480eafd114b428284840da0b1be9ffd0e4f87338dc95dc6ff961a1/websockets-15.0.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0af68c55afbd5f07986df82831c7bff04846928ea8d1fd7f30052638788bc9b5", size = 182096, upload-time = "2025-03-05T20:02:24.368Z" }, - { url = "https://files.pythonhosted.org/packages/14/8f/aa61f528fba38578ec553c145857a181384c72b98156f858ca5c8e82d9d3/websockets-15.0.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64dee438fed052b52e4f98f76c5790513235efaa1ef7f3f2192c392cd7c91b65", size = 182523, upload-time = "2025-03-05T20:02:25.669Z" }, - { url = "https://files.pythonhosted.org/packages/ec/6d/0267396610add5bc0d0d3e77f546d4cd287200804fe02323797de77dbce9/websockets-15.0.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d5f6b181bb38171a8ad1d6aa58a67a6aa9d4b38d0f8c5f496b9e42561dfc62fe", size = 182790, upload-time = "2025-03-05T20:02:26.99Z" }, - { url = "https://files.pythonhosted.org/packages/02/05/c68c5adbf679cf610ae2f74a9b871ae84564462955d991178f95a1ddb7dd/websockets-15.0.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5d54b09eba2bada6011aea5375542a157637b91029687eb4fdb2dab11059c1b4", size = 182165, upload-time = "2025-03-05T20:02:30.291Z" }, - { url = "https://files.pythonhosted.org/packages/29/93/bb672df7b2f5faac89761cb5fa34f5cec45a4026c383a4b5761c6cea5c16/websockets-15.0.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3be571a8b5afed347da347bfcf27ba12b069d9d7f42cb8c7028b5e98bbb12597", size = 182160, upload-time = "2025-03-05T20:02:31.634Z" }, - { url = "https://files.pythonhosted.org/packages/ff/83/de1f7709376dc3ca9b7eeb4b9a07b4526b14876b6d372a4dc62312bebee0/websockets-15.0.1-cp312-cp312-win32.whl", hash = "sha256:c338ffa0520bdb12fbc527265235639fb76e7bc7faafbb93f6ba80d9c06578a9", size = 176395, upload-time = "2025-03-05T20:02:33.017Z" }, - { url = "https://files.pythonhosted.org/packages/7d/71/abf2ebc3bbfa40f391ce1428c7168fb20582d0ff57019b69ea20fa698043/websockets-15.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7", size = 176841, upload-time = "2025-03-05T20:02:34.498Z" }, - { url = "https://files.pythonhosted.org/packages/cb/9f/51f0cf64471a9d2b4d0fc6c534f323b664e7095640c34562f5182e5a7195/websockets-15.0.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ee443ef070bb3b6ed74514f5efaa37a252af57c90eb33b956d35c8e9c10a1931", size = 175440, upload-time = "2025-03-05T20:02:36.695Z" }, - { url = "https://files.pythonhosted.org/packages/8a/05/aa116ec9943c718905997412c5989f7ed671bc0188ee2ba89520e8765d7b/websockets-15.0.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5a939de6b7b4e18ca683218320fc67ea886038265fd1ed30173f5ce3f8e85675", size = 173098, upload-time = "2025-03-05T20:02:37.985Z" }, - { url = "https://files.pythonhosted.org/packages/ff/0b/33cef55ff24f2d92924923c99926dcce78e7bd922d649467f0eda8368923/websockets-15.0.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:746ee8dba912cd6fc889a8147168991d50ed70447bf18bcda7039f7d2e3d9151", size = 173329, upload-time = "2025-03-05T20:02:39.298Z" }, - { url = "https://files.pythonhosted.org/packages/31/1d/063b25dcc01faa8fada1469bdf769de3768b7044eac9d41f734fd7b6ad6d/websockets-15.0.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:595b6c3969023ecf9041b2936ac3827e4623bfa3ccf007575f04c5a6aa318c22", size = 183111, upload-time = "2025-03-05T20:02:40.595Z" }, - { url = "https://files.pythonhosted.org/packages/93/53/9a87ee494a51bf63e4ec9241c1ccc4f7c2f45fff85d5bde2ff74fcb68b9e/websockets-15.0.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3c714d2fc58b5ca3e285461a4cc0c9a66bd0e24c5da9911e30158286c9b5be7f", size = 182054, upload-time = "2025-03-05T20:02:41.926Z" }, - { url = "https://files.pythonhosted.org/packages/ff/b2/83a6ddf56cdcbad4e3d841fcc55d6ba7d19aeb89c50f24dd7e859ec0805f/websockets-15.0.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f3c1e2ab208db911594ae5b4f79addeb3501604a165019dd221c0bdcabe4db8", size = 182496, upload-time = "2025-03-05T20:02:43.304Z" }, - { url = "https://files.pythonhosted.org/packages/98/41/e7038944ed0abf34c45aa4635ba28136f06052e08fc2168520bb8b25149f/websockets-15.0.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:229cf1d3ca6c1804400b0a9790dc66528e08a6a1feec0d5040e8b9eb14422375", size = 182829, upload-time = "2025-03-05T20:02:48.812Z" }, - { url = "https://files.pythonhosted.org/packages/e0/17/de15b6158680c7623c6ef0db361da965ab25d813ae54fcfeae2e5b9ef910/websockets-15.0.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:756c56e867a90fb00177d530dca4b097dd753cde348448a1012ed6c5131f8b7d", size = 182217, upload-time = "2025-03-05T20:02:50.14Z" }, - { url = "https://files.pythonhosted.org/packages/33/2b/1f168cb6041853eef0362fb9554c3824367c5560cbdaad89ac40f8c2edfc/websockets-15.0.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:558d023b3df0bffe50a04e710bc87742de35060580a293c2a984299ed83bc4e4", size = 182195, upload-time = "2025-03-05T20:02:51.561Z" }, - { url = "https://files.pythonhosted.org/packages/86/eb/20b6cdf273913d0ad05a6a14aed4b9a85591c18a987a3d47f20fa13dcc47/websockets-15.0.1-cp313-cp313-win32.whl", hash = "sha256:ba9e56e8ceeeedb2e080147ba85ffcd5cd0711b89576b83784d8605a7df455fa", size = 176393, upload-time = "2025-03-05T20:02:53.814Z" }, - { url = "https://files.pythonhosted.org/packages/1b/6c/c65773d6cab416a64d191d6ee8a8b1c68a09970ea6909d16965d26bfed1e/websockets-15.0.1-cp313-cp313-win_amd64.whl", hash = "sha256:e09473f095a819042ecb2ab9465aee615bd9c2028e4ef7d933600a8401c79561", size = 176837, upload-time = "2025-03-05T20:02:55.237Z" }, - { url = "https://files.pythonhosted.org/packages/02/9e/d40f779fa16f74d3468357197af8d6ad07e7c5a27ea1ca74ceb38986f77a/websockets-15.0.1-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0c9e74d766f2818bb95f84c25be4dea09841ac0f734d1966f415e4edfc4ef1c3", size = 173109, upload-time = "2025-03-05T20:03:17.769Z" }, - { url = "https://files.pythonhosted.org/packages/bc/cd/5b887b8585a593073fd92f7c23ecd3985cd2c3175025a91b0d69b0551372/websockets-15.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:1009ee0c7739c08a0cd59de430d6de452a55e42d6b522de7aa15e6f67db0b8e1", size = 173343, upload-time = "2025-03-05T20:03:19.094Z" }, - { url = "https://files.pythonhosted.org/packages/fe/ae/d34f7556890341e900a95acf4886833646306269f899d58ad62f588bf410/websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76d1f20b1c7a2fa82367e04982e708723ba0e7b8d43aa643d3dcd404d74f1475", size = 174599, upload-time = "2025-03-05T20:03:21.1Z" }, - { url = "https://files.pythonhosted.org/packages/71/e6/5fd43993a87db364ec60fc1d608273a1a465c0caba69176dd160e197ce42/websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f29d80eb9a9263b8d109135351caf568cc3f80b9928bccde535c235de55c22d9", size = 174207, upload-time = "2025-03-05T20:03:23.221Z" }, - { url = "https://files.pythonhosted.org/packages/2b/fb/c492d6daa5ec067c2988ac80c61359ace5c4c674c532985ac5a123436cec/websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b359ed09954d7c18bbc1680f380c7301f92c60bf924171629c5db97febb12f04", size = 174155, upload-time = "2025-03-05T20:03:25.321Z" }, - { url = "https://files.pythonhosted.org/packages/68/a1/dcb68430b1d00b698ae7a7e0194433bce4f07ded185f0ee5fb21e2a2e91e/websockets-15.0.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:cad21560da69f4ce7658ca2cb83138fb4cf695a2ba3e475e0559e05991aa8122", size = 176884, upload-time = "2025-03-05T20:03:27.934Z" }, - { url = "https://files.pythonhosted.org/packages/fa/a8/5b41e0da817d64113292ab1f8247140aac61cbf6cfd085d6a0fa77f4984f/websockets-15.0.1-py3-none-any.whl", hash = "sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f", size = 169743, upload-time = "2025-03-05T20:03:39.41Z" }, -] - -[[package]] -name = "xxhash" -version = "3.8.1" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/8e/63/71aa56b151a1b28770037a61bd4e461c2619cfc8866a4fcaf1548605e325/xxhash-3.8.1.tar.gz", hash = "sha256:b0de4bf3aa66363552d52c6a89003c479911f12098cd48a53d44a0f7a25f7c46", size = 86223, upload-time = "2026-07-06T10:49:58.937Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/55/97/1a8cebf0a6650417f08a18231590e2515aacd5ce39c3ad8b9e013ebd437d/xxhash-3.8.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:27a9e475157f7315826118e3f3127909a0fe25f1b43d3d3be9c584f9d265f937", size = 34695, upload-time = "2026-07-06T10:43:40.248Z" }, - { url = "https://files.pythonhosted.org/packages/2f/cf/745b9bc0dd9c341bc074b5fc700db7bbef0f3b69ab21446492296ab37e50/xxhash-3.8.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9b2ce44bf8f4a1d01f418b3110ff8dff32fd3f3e836c0e06333c3725f243fa6c", size = 32376, upload-time = "2026-07-06T10:43:41.97Z" }, - { url = "https://files.pythonhosted.org/packages/65/a4/8512a901b1d6ad4a9838d1b40385907a879d7e005a5afbec5d39526b69f6/xxhash-3.8.1-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:942bc86e9be6fdd6e1175048f5fe8f8fdaaf2309dd1323ef1e155a69cd346780", size = 217470, upload-time = "2026-07-06T10:43:43.572Z" }, - { url = "https://files.pythonhosted.org/packages/a0/ad/0ffd8094ea29579bb2dc42fa74d08570e9ea3d95db561e6b1105e69b9ca6/xxhash-3.8.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0204701e6d01f64254e0e5ff4255812b1febe027ddd7dda63372e27f98b5e91f", size = 237799, upload-time = "2026-07-06T10:43:45.248Z" }, - { url = "https://files.pythonhosted.org/packages/b3/90/783c6b3f9336bd07449fe672be32cef6833633936bbfda8d3b23ee18d202/xxhash-3.8.1-cp310-cp310-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7dc4bdf008f77c88d544849c48c1a40faf25a5eff6cc466de2e8edc37c191fce", size = 262587, upload-time = "2026-07-06T10:43:46.733Z" }, - { url = "https://files.pythonhosted.org/packages/c4/77/ba0316a7c3e661b86830a47ae4987798616ce1b15af8d2a6358e2d89ef60/xxhash-3.8.1-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:5c566b123dce7e4867ca518434cdfb9f84e5023771235b2e3107a26c9a41cbd8", size = 238484, upload-time = "2026-07-06T10:43:48.453Z" }, - { url = "https://files.pythonhosted.org/packages/09/79/33001037c1cba90f4ced38b257161c13452024c0db44208f883e2e47f3fc/xxhash-3.8.1-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:9f23083e1bd9d901f844af7a126727c486e7eada9a1a6791c8f7e73f94fac656", size = 469909, upload-time = "2026-07-06T10:43:50.188Z" }, - { url = "https://files.pythonhosted.org/packages/45/90/237eded9dd6ae638083294e5a9f77b317aaebd480a330806b39c192a0de1/xxhash-3.8.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:64af54dd1c3a45a27c04942f9a1a4683322bdd127f4745cca4e02549c1d2d2bb", size = 217166, upload-time = "2026-07-06T10:43:51.816Z" }, - { url = "https://files.pythonhosted.org/packages/0b/6a/8cb439dc9920e1468e1c2d69ef77cbeb4be3b1ae9f4b5344c07a2b59af18/xxhash-3.8.1-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8ea8a141eeced4f6262ab6dd71c681ac546a558c30bb586abe087d814b5f85ea", size = 307593, upload-time = "2026-07-06T10:43:53.436Z" }, - { url = "https://files.pythonhosted.org/packages/ec/c6/c0607d373c8affea92101a3926c4fc8b026bcf8983e05fd58f3a0380ebf8/xxhash-3.8.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a98b2f95cab589e0f5e92c48431afb4d56238b8bf6668edcc66166180e9b509b", size = 234702, upload-time = "2026-07-06T10:43:55.042Z" }, - { url = "https://files.pythonhosted.org/packages/5b/cb/f4cfd456624c1f017858168b7ba9443dad810da8aac779a612658450e827/xxhash-3.8.1-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:1b86ae798a976ccbc1d02af6ccb98f5b4d24756b1f65e995f11d10fe071f486f", size = 265749, upload-time = "2026-07-06T10:43:56.749Z" }, - { url = "https://files.pythonhosted.org/packages/33/f3/9006669c04b01206e21b2177425c649461ba188930a052c2f1728d6ec6a8/xxhash-3.8.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:81f4ed9ca9644bc95cd976bfe10f7a4cafab8ffdc3aed52877d4600e445be7ef", size = 221992, upload-time = "2026-07-06T10:43:58.12Z" }, - { url = "https://files.pythonhosted.org/packages/2b/0b/7e6f3eaa05df5e0b6c94aa452b0672801f7031e602081f07fd441aaaaed5/xxhash-3.8.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:cb3fe820c27593f170770d6c8d791936cf6275d9269405fbb7b30a55363c10c8", size = 236899, upload-time = "2026-07-06T10:43:59.562Z" }, - { url = "https://files.pythonhosted.org/packages/da/cc/bbaee4987f3aab1d7b33bb430bb49e940646160af448b9167431c931126d/xxhash-3.8.1-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:7345007c12780985de4fd740148776d1eee18c0d41407c6fa1e48c5450304fe5", size = 297934, upload-time = "2026-07-06T10:44:01.132Z" }, - { url = "https://files.pythonhosted.org/packages/a7/97/6bee358660eb8b4f73c00b00b00bc616ebde00e1ab4b67c63486ce360648/xxhash-3.8.1-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:12eaeaa9ab8b9e6033a1fa5f6b338aaf55ff4df4bee11b59fd6ee03b19186ee4", size = 439315, upload-time = "2026-07-06T10:44:02.878Z" }, - { url = "https://files.pythonhosted.org/packages/c6/50/7e35275f39256bedace0c3cd5be3c72d4ac9d5aecf5e5fdc3530337cd263/xxhash-3.8.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:e2a845687219ba3214126f14a8a5861f97c9e065a7d0b8252adb6df13eea86fb", size = 214038, upload-time = "2026-07-06T10:44:04.504Z" }, - { url = "https://files.pythonhosted.org/packages/59/2d/69d02d096ee50bdf3ef0d208d874f52c71b1aa6906066bce3c52fedb8bc6/xxhash-3.8.1-cp310-cp310-win32.whl", hash = "sha256:656256c9f9303e47f07d5cb8ae4468285370adfafd7ba48aea33a458e7697626", size = 31939, upload-time = "2026-07-06T10:44:06.213Z" }, - { url = "https://files.pythonhosted.org/packages/c9/1d/e06fca9844919ca91c6587d530cfa1e745830ec73ad38f44f04b25d1bfb7/xxhash-3.8.1-cp310-cp310-win_amd64.whl", hash = "sha256:27cfc2f1ed76f956f36dfe0c56e5f5a3e94cd91eb78b893f63e2ef2ae404fcdf", size = 32729, upload-time = "2026-07-06T10:44:07.621Z" }, - { url = "https://files.pythonhosted.org/packages/8c/c2/800648d99039927b5a86d8ae02cd86a556a5ee1678d388216f6b44c8966c/xxhash-3.8.1-cp310-cp310-win_arm64.whl", hash = "sha256:c85949d02c85adf6d786eb94858e124989a632a4e65739835b2fc5761827fac3", size = 29215, upload-time = "2026-07-06T10:44:08.916Z" }, - { url = "https://files.pythonhosted.org/packages/8a/5a/05eaa129555f85476a3e16ff869e95f81a78bbe4647eef9d0229f515a317/xxhash-3.8.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:602efcad4a42c184e81d43a2b7e6e4f524d619878f2b6ee2ba469011f47c8147", size = 34699, upload-time = "2026-07-06T10:44:10.14Z" }, - { url = "https://files.pythonhosted.org/packages/80/59/0df1133958b2228929355e022aab1e958c7b2c43e27bf7f59bc9edfa8a54/xxhash-3.8.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:131324f719957b988861714de7d6ddf57b47abec3b0cc691302ffeaba0e05e10", size = 32373, upload-time = "2026-07-06T10:44:11.353Z" }, - { url = "https://files.pythonhosted.org/packages/3e/bf/1cfda5b5e6bf26617812b4a31662ef2220d2ad04e0a55b8ff9eb36e56a5c/xxhash-3.8.1-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:db77278a6eddadbf44ce5aae2fee5ebb4d061f026b1ce2130d058cd4d7a7b670", size = 220284, upload-time = "2026-07-06T10:44:12.683Z" }, - { url = "https://files.pythonhosted.org/packages/70/93/45dc0ad7913b69e5b08bd039236cf628380e4c9cc76a8a4c6625a328e058/xxhash-3.8.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c332dd48b8cb050da2bb2a3c96d72b1664168650a250ef9718e423df7989e05", size = 240980, upload-time = "2026-07-06T10:44:14.297Z" }, - { url = "https://files.pythonhosted.org/packages/e9/02/f28ba7d17f2c1410ee397982c817ab1bd5b2701070c2d2c373539aad000a/xxhash-3.8.1-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:a5cd96f6dcdf4fa657b2d95668d71d58455248f98712ecffaa9c528edf40ccae", size = 264526, upload-time = "2026-07-06T10:44:16.017Z" }, - { url = "https://files.pythonhosted.org/packages/5c/d0/f10651cec2c7981b20d693deae6bdfc438427d92be2db4ccabb6181f0021/xxhash-3.8.1-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c959f88160b13b4e730b0d75b459b7929fc0d2225c284c9683ac95d6feeeac6a", size = 241369, upload-time = "2026-07-06T10:44:17.698Z" }, - { url = "https://files.pythonhosted.org/packages/ff/40/136e0cbaf5db51e191423b1c98643593189f02b6cd90837bf64b19113d70/xxhash-3.8.1-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:027dee4355f3fcc41481650d846cf6cfc895c85a1ab7acd063063821a0df5b4c", size = 473186, upload-time = "2026-07-06T10:44:19.354Z" }, - { url = "https://files.pythonhosted.org/packages/4b/3f/6aa808a96bdc43dba9a740dec56c744526ee3c0019e32c75e810fa90ae4d/xxhash-3.8.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ad52a0e4bcc0ba956a953a169d1feec2734a64981d689e4fc8f490f7bf91af60", size = 220092, upload-time = "2026-07-06T10:44:20.956Z" }, - { url = "https://files.pythonhosted.org/packages/47/28/a8675e78a9ced96dab853416162268e10e05b452e95db7888cf69f58ac5f/xxhash-3.8.1-cp311-cp311-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5d3dfb1f0ff146da7952867a9414f0c7a29762f8825a84879592612fd6139342", size = 309846, upload-time = "2026-07-06T10:44:22.543Z" }, - { url = "https://files.pythonhosted.org/packages/89/0f/7fe4d4ef4e69f0033e012396ee2a115886bca7b10b7e45ce398626436bfc/xxhash-3.8.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4482380b462ca9e59994d072a877ecadd1cf51102daeeab2db696f96ab763723", size = 237659, upload-time = "2026-07-06T10:44:24.135Z" }, - { url = "https://files.pythonhosted.org/packages/38/8f/83e9e31d4ed57fe963b99cb5b13a23e3e0f0dad1885aa0ebd2a7819dd423/xxhash-3.8.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:950ac754d16daea42038f38e7465eb84cda4d08d7343c1c915771b29470f065a", size = 268737, upload-time = "2026-07-06T10:44:25.875Z" }, - { url = "https://files.pythonhosted.org/packages/57/79/7e7de46dbe5d1f49afc96a0bc42e6b8df24eae3d6bad6007b99e42f48430/xxhash-3.8.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:0418ec8b2331b9d4d575fc9284427e8e69449d7172e99e1a86fcdd1f51a0a937", size = 224955, upload-time = "2026-07-06T10:44:27.777Z" }, - { url = "https://files.pythonhosted.org/packages/ec/34/b8540839e958d5ef5c6101af6f16032109e7099698ae8edbc8dcefe4d8f4/xxhash-3.8.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:32a94ad2763e0263d9102037d349002c3d3c401e42770542c3eeb4801f311661", size = 239653, upload-time = "2026-07-06T10:44:29.422Z" }, - { url = "https://files.pythonhosted.org/packages/ce/87/a735d05f7f859354acadabe470ff40e2c46672275f96dcf096a761904def/xxhash-3.8.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:89b11a5cdd441aa463f6d34ca0241602bc09b001a76994b6059828494108c673", size = 300213, upload-time = "2026-07-06T10:44:31.401Z" }, - { url = "https://files.pythonhosted.org/packages/98/31/3e1cb020237b68117fc212dc5f9753b87f865b4dfee7c1ce62d0836955b5/xxhash-3.8.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:09a204dd4bb0823daf938cdd0dc8057d5f1e14fe3cbde929424255f23f9de872", size = 442508, upload-time = "2026-07-06T10:44:33.023Z" }, - { url = "https://files.pythonhosted.org/packages/23/bf/f80090622141cc734b039ce1d15ce3ff6dced375e9680249bf5b9b8c6bf9/xxhash-3.8.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:e710ad822c493fb80a4fbc1e3d0a807b1422cb90adbe64378f98291b7fa48fef", size = 216853, upload-time = "2026-07-06T10:44:34.983Z" }, - { url = "https://files.pythonhosted.org/packages/a6/a3/60157acecc307b238d3651c2483168e224b48b23a36ae6d6903588341d80/xxhash-3.8.1-cp311-cp311-win32.whl", hash = "sha256:5013be3bea7612852c62a7437f3302c1cfb91ca7e703b194459db0b2b2e0d792", size = 31936, upload-time = "2026-07-06T10:44:36.542Z" }, - { url = "https://files.pythonhosted.org/packages/59/5c/ef70c418d878d187b8da56d4cdc06aea6cf5e456b301e96e51e1d2cc8625/xxhash-3.8.1-cp311-cp311-win_amd64.whl", hash = "sha256:f377012b86c0a23a1df0cf5a1b05aa7187649e472f71c7892e5f2c2815bbe74f", size = 32724, upload-time = "2026-07-06T10:44:38.177Z" }, - { url = "https://files.pythonhosted.org/packages/2c/25/f008db952cec6b2a26445b456eeed2ebebd65e08e848ebe09ed6ac0634e6/xxhash-3.8.1-cp311-cp311-win_arm64.whl", hash = "sha256:836f11d4474d3228e9909d97216faa4f7505df41cfaf3927eb29809de785a78d", size = 29212, upload-time = "2026-07-06T10:44:39.577Z" }, - { url = "https://files.pythonhosted.org/packages/42/91/f65c34a7aa7b4e7cf4854f8e6ef3f7ee32ceac41d4f008da0780db0612f6/xxhash-3.8.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e6e49370822c1f4d8d90e678b06dbcb08b51a026a7c4b55479e7d467f2e813bc", size = 34680, upload-time = "2026-07-06T10:44:40.932Z" }, - { url = "https://files.pythonhosted.org/packages/57/04/b10a245a4c09a9cfa88f8e9ae755029413ad1ac17047f9a61906e5ae0799/xxhash-3.8.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:220d68130f83f7cc86d6edfdeab176adc73d7200bf3a8ec10c629e8cf605c215", size = 32397, upload-time = "2026-07-06T10:44:42.196Z" }, - { url = "https://files.pythonhosted.org/packages/3a/75/45ab795b5945b6388583bd75202106af505537935566c15a1577797a0e08/xxhash-3.8.1-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:4d365ee1892c1fa803536f8c6ce21d24b29c9718ec75eb856095c07830f8c478", size = 220549, upload-time = "2026-07-06T10:44:43.603Z" }, - { url = "https://files.pythonhosted.org/packages/13/44/5ba2bd0a14ddf4193fc7d8ec29625f659f22c06d60b28f04bf46305d8330/xxhash-3.8.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:852bfe059720632e2f16a6a4745e41d20937b2bf2a42a401e2412046bb6971cc", size = 241186, upload-time = "2026-07-06T10:44:45.534Z" }, - { url = "https://files.pythonhosted.org/packages/23/32/c4147def4d1e4538b906f82731e0ba23424377fc50a7cddd03cd284c8f63/xxhash-3.8.1-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2f8c25a7061d952de589bd0ea0eaadee32378ff83dd6a677b267f9cd86f401f8", size = 264852, upload-time = "2026-07-06T10:44:47.199Z" }, - { url = "https://files.pythonhosted.org/packages/6c/bd/71ed14f4f0318bb7fd7b2ec51999413487fa8da8d41208e84d50d1ef0f98/xxhash-3.8.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:868a8dcaff1a84ba78038e1cef14fc88ccf84d9b4d12ea604696e0693296aa56", size = 242663, upload-time = "2026-07-06T10:44:48.846Z" }, - { url = "https://files.pythonhosted.org/packages/91/09/70af22c565a8473b3f2ae73f88e7721af281bc4a575236dbd1970c9f76f6/xxhash-3.8.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6536d8677d2fff7e64cd0b98b976df9de7aee0e69590044c2af5f51b76b7a170", size = 473510, upload-time = "2026-07-06T10:44:50.695Z" }, - { url = "https://files.pythonhosted.org/packages/18/96/34db781c8f0cf99c544ca1f2bc2e5bf55426e1eb4ca6de8ea5da56a9f352/xxhash-3.8.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:82c0cedd280eab2e8291270e6c04894dbc096f8159a39dcf1807429f026ca3cc", size = 220469, upload-time = "2026-07-06T10:44:52.422Z" }, - { url = "https://files.pythonhosted.org/packages/93/5f/9a184f615fa5a4dce30c01534f62946ce5a11ce40f73785cbd356ccabaa9/xxhash-3.8.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:daa86e4b68221d38e669bb236ba112d0335353829fb627c82e5909e4bbe8694c", size = 310290, upload-time = "2026-07-06T10:44:54.142Z" }, - { url = "https://files.pythonhosted.org/packages/a9/dc/9b9a9789011ee153723a5eb9e7dd7fcbae2ba9b3fe7a729249ca7c252056/xxhash-3.8.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2bc7113e6f2b6b3922dd61796ca9f36af09da3773898e7003038dc992fc83b8d", size = 238173, upload-time = "2026-07-06T10:44:55.693Z" }, - { url = "https://files.pythonhosted.org/packages/ec/4d/71c6005ada9dcb608a4e1902e8475ecadb5f3fbfa04e1e244d276a2d0c43/xxhash-3.8.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:5eed32dad81d6ba8e62dc7b9ffa0500199385d7810a8dd9d4eafaceb8c6e20bb", size = 269026, upload-time = "2026-07-06T10:44:57.424Z" }, - { url = "https://files.pythonhosted.org/packages/2f/87/d6c036ba25dfbd9c8633be5aa86fc9474bbb9e2c68212a841d090abe7344/xxhash-3.8.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:83697b0ea1f10e7f5d8b26a4906fa851393c61546c63839643a2b7fe2d868061", size = 224970, upload-time = "2026-07-06T10:44:59.085Z" }, - { url = "https://files.pythonhosted.org/packages/48/62/4c1f035a41c5752aa05e195b6c904c07b94fe9061a16de61e72a6e6b135f/xxhash-3.8.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:36fc69160465ae75c6ec4ac9f781bb2aa16ae7ff869e73c26fee85fbb11b9887", size = 240820, upload-time = "2026-07-06T10:45:00.746Z" }, - { url = "https://files.pythonhosted.org/packages/da/14/d39d565069b87e86d21a2af2a31d04db79249d25aa8d5b62959056a89857/xxhash-3.8.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:445e0f5a31f2f3546ae0895d4811e159518cdc9d824c11419898d40cfadb677e", size = 300619, upload-time = "2026-07-06T10:45:02.716Z" }, - { url = "https://files.pythonhosted.org/packages/13/22/75467acc887edc8cf71c97ab1708feb3df7a88bda589b9f399765c6387d2/xxhash-3.8.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:dfe0580fbfd5e4af87d0cc52d2044f155d55ebd8c8a93568758a2ea7d8e15975", size = 443267, upload-time = "2026-07-06T10:45:04.653Z" }, - { url = "https://files.pythonhosted.org/packages/a4/b6/1da3baa5fa6ef705e3425fddd382be7dfc4dfba2686df90a20f16e9c7b1b/xxhash-3.8.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:095e1323fa108be1292c54c86da3ef3c7a7dc015b105a52133973bc07a6ad11a", size = 217338, upload-time = "2026-07-06T10:45:06.304Z" }, - { url = "https://files.pythonhosted.org/packages/78/dd/b5295a9f97484e7a1c2b283a742ca45e3104991c55a1ef670dde161829ba/xxhash-3.8.1-cp312-cp312-win32.whl", hash = "sha256:bf28f55e427e0483acb1f666bd0d869b6d5e5a716680c216ad7befe3d4cfba2e", size = 31970, upload-time = "2026-07-06T10:45:07.823Z" }, - { url = "https://files.pythonhosted.org/packages/ec/31/3fa0b807d7e21515cd975e7fe5c039d52ac3e9401a96d6ad68dae6305215/xxhash-3.8.1-cp312-cp312-win_amd64.whl", hash = "sha256:2256e80e4960ee282f63428adb349cb7f8bd8efe4db770d88eb815f4b9860724", size = 32741, upload-time = "2026-07-06T10:45:09.42Z" }, - { url = "https://files.pythonhosted.org/packages/b8/05/86feada74e239600e6875aa507afb40482a89b92700aa74a92da83bdcb77/xxhash-3.8.1-cp312-cp312-win_arm64.whl", hash = "sha256:9df56e6df96a60590935e22373041cccc91fd55858763dcffb55bf63b3a2b396", size = 29234, upload-time = "2026-07-06T10:45:10.809Z" }, - { url = "https://files.pythonhosted.org/packages/6b/8c/446bb782cd0d27007a917b5569a08dd73219c3e8d6e459014db104b27bdb/xxhash-3.8.1-cp313-cp313-android_21_arm64_v8a.whl", hash = "sha256:3c682fcd96eb4bf64be32a4d95f96107e1588005831bd8a741b324fdda01b913", size = 38562, upload-time = "2026-07-06T10:45:12.425Z" }, - { url = "https://files.pythonhosted.org/packages/d7/ec/c0c45627eaa6be7a5d6117423adf8f7a15b17ee74b4b17072cca5959a225/xxhash-3.8.1-cp313-cp313-android_21_x86_64.whl", hash = "sha256:036a024d8b9c01f70782e09ed98d532e76fd23f950ae7154bd950fe94e90ebec", size = 36656, upload-time = "2026-07-06T10:45:13.932Z" }, - { url = "https://files.pythonhosted.org/packages/f6/94/8324c04cc7597154caaeba6c094e01fbd2e7601d01e7a13eea9f5420e77b/xxhash-3.8.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:d6a5c0bce213b23b0166fe0d35bcbbe23ce4b968f257cc7eb6fd57cb8e1e6297", size = 31169, upload-time = "2026-07-06T10:45:15.687Z" }, - { url = "https://files.pythonhosted.org/packages/40/a4/beb6bb26e1184e126dbe7a5682330214ef54dcfbf882078aa9f4b5428d42/xxhash-3.8.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:5177aa44eddaa97c6ef0cc00c6d540edb64d51781d2f8fb941612ec61a92c9ed", size = 32177, upload-time = "2026-07-06T10:45:17.035Z" }, - { url = "https://files.pythonhosted.org/packages/56/0f/fc4c92a5a528f839b34b6419b2e53c8597f2a629d5a1f5d721f65bfa1fd6/xxhash-3.8.1-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:7801b7223db017b9c0c9ccf37e44524edb35a1544a1c032add22c061c6af0276", size = 34642, upload-time = "2026-07-06T10:45:18.39Z" }, - { url = "https://files.pythonhosted.org/packages/d4/58/edbfb141d4000767ac6a9694f8ac0763e2c2e983e65c9e31620ba56e2667/xxhash-3.8.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9e80238259655bf69d7bcd08226a970d7f42605f3157786bfa76dd13472d7fa0", size = 34684, upload-time = "2026-07-06T10:45:20.033Z" }, - { url = "https://files.pythonhosted.org/packages/07/3f/5072f1f0f5714186f0ac2a0b5a4929ce30d4b845e94886b6c01b6ebda0be/xxhash-3.8.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bcab50a389cc04d87f90092af78a6adba2ab3deca63175a3344ca83514045315", size = 32401, upload-time = "2026-07-06T10:45:21.414Z" }, - { url = "https://files.pythonhosted.org/packages/49/c7/802ea2f9c2ed59219934d6d65c470d502b1788043eae277a52af8658bda6/xxhash-3.8.1-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:a2489d3a776fa380cb8e71f54c7fda268a9baf3de9b1395093fd280f95735907", size = 220617, upload-time = "2026-07-06T10:45:23.234Z" }, - { url = "https://files.pythonhosted.org/packages/99/a8/e10488efd31fcb13fcd6acbc6e788f10c6f8e3a0cc4ae3eb89dc19c55a12/xxhash-3.8.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:32ab1e5432690276e71192be7401b55f96db2d0eedea5d44eb1f164505669cc0", size = 241295, upload-time = "2026-07-06T10:45:25.364Z" }, - { url = "https://files.pythonhosted.org/packages/18/cc/14180b17d44892a631f8ae7323c30bfbb1328efc8209e528a480293528ac/xxhash-3.8.1-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:b30e01a0b97a4bc3f519a4d7a82da3dc53251fb0de5eeea8660dcd4ff094c0c2", size = 264688, upload-time = "2026-07-06T10:45:27.09Z" }, - { url = "https://files.pythonhosted.org/packages/a9/72/a14019d0c5f6c41ee407a503036ae32787c91325ca218a96a9b5627be651/xxhash-3.8.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1f44275ddb0978b67a58a951501903f04d49335a91f7681c9ce122ecb8ccb329", size = 242740, upload-time = "2026-07-06T10:45:28.753Z" }, - { url = "https://files.pythonhosted.org/packages/68/08/92550e556c6fcfcb96c6a336945eb53a431ed43120ed749636debb16c5cf/xxhash-3.8.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:e3b87cbd974512c0c5fc7b469c36b2cdc9ee6d76e4ec78bccb2c7184611c49b0", size = 473599, upload-time = "2026-07-06T10:45:30.524Z" }, - { url = "https://files.pythonhosted.org/packages/29/83/e361d3c1acd1b21e1d489616de6fa4aaf843365d8179f612e3743eac20a9/xxhash-3.8.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:98ee81b4b7f3023c9cb04a78cc67610baffcb5812d92f2096cb5a5efc6f19437", size = 220559, upload-time = "2026-07-06T10:45:32.979Z" }, - { url = "https://files.pythonhosted.org/packages/05/01/006a4243c2c2a6831827f9999f6d1c23feeef100eb023c1f886022a00bf3/xxhash-3.8.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:2666f059a1588a99267e33605365ed89cea92f424b3522806a9f4bd8ad2e3d62", size = 310383, upload-time = "2026-07-06T10:45:35.875Z" }, - { url = "https://files.pythonhosted.org/packages/d8/20/af388e8bf9f9a0f89eeef7d2a1935d176ee1c20bc6adeda05035879379cf/xxhash-3.8.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b0093cf7eeb91b84776e8742113afa4bdf47533d36cf719179aaaf1f56f6f8bf", size = 238228, upload-time = "2026-07-06T10:45:38.02Z" }, - { url = "https://files.pythonhosted.org/packages/63/6b/4666579a87eebd1744663c404297355fa0658617b015cedfa58810ee7036/xxhash-3.8.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:3a800912a2e5e975d4128969d645c4a2a80aa886ccd6c9b1c6f44529e327e8cf", size = 269137, upload-time = "2026-07-06T10:45:39.954Z" }, - { url = "https://files.pythonhosted.org/packages/de/d3/e963a8a46f900a137d91b02144d8ea07a8f812971b138204a3b2f8b8e55c/xxhash-3.8.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:0fe37f72a207223d22a4eddc3149d4298993385aa9daef25c039246ca5a309f3", size = 225068, upload-time = "2026-07-06T10:45:41.718Z" }, - { url = "https://files.pythonhosted.org/packages/aa/80/9d181dbcde4b0fe48375f48833a5832d4b8cd2b349b15110c92ee472d874/xxhash-3.8.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:5db43f249b4be9f99ef4b967863f37094fb40e67effafb78ba4f0356b6396104", size = 240874, upload-time = "2026-07-06T10:45:43.414Z" }, - { url = "https://files.pythonhosted.org/packages/39/15/ce3ab5a1cd27ead25a5196e55a7284220f6ad6e316da494ffd900b2b600f/xxhash-3.8.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c4ed42965c2cd9081f011be22f69d0e65d3b6165fe7734072fd0c232840bbd4e", size = 300702, upload-time = "2026-07-06T10:45:45.135Z" }, - { url = "https://files.pythonhosted.org/packages/96/c0/2281a8ab5f2a62dbf57a23c58a01ccc1d98abf40f71193c8a81f59e759b5/xxhash-3.8.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:3557bec8fcb11738a8920eeb68974bc76b75262f6947998d3147954ce0a4b893", size = 443351, upload-time = "2026-07-06T10:45:47.188Z" }, - { url = "https://files.pythonhosted.org/packages/81/2e/071a58c1a53a52d4f7a3aa0987be0c396dffd40da8204805fe1b130a81f4/xxhash-3.8.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:00de40f3b42240db23a82a5c682b55d7263d84a26a953240c1aee463409660e3", size = 217396, upload-time = "2026-07-06T10:45:48.925Z" }, - { url = "https://files.pythonhosted.org/packages/68/44/36ab58134badd9d3433fc7b53c4ca8d113d8e807782885628640f8297a4d/xxhash-3.8.1-cp313-cp313-win32.whl", hash = "sha256:b5196cc2574cfec572a5f3fb7cfa5ade27305ae3d06516a082132441aff4c83a", size = 31974, upload-time = "2026-07-06T10:45:50.591Z" }, - { url = "https://files.pythonhosted.org/packages/96/2a/2a0b84798448e766f7b89ceed073cb0cb5a43fc9ebbacbdea74a38de18e3/xxhash-3.8.1-cp313-cp313-win_amd64.whl", hash = "sha256:538f5f865df6cd8c32dd63158a0e5b4f5dd08d732a7da8b7228a5a0776c8ce55", size = 32739, upload-time = "2026-07-06T10:45:52.221Z" }, - { url = "https://files.pythonhosted.org/packages/d4/60/bb51dbf7c363ff88a7cbd50b7959718219577ef44d7cf255929ffc4a2194/xxhash-3.8.1-cp313-cp313-win_arm64.whl", hash = "sha256:a6617f30641ba0d8baa1635fbefb1dffc5165ec36d26921bd5cee13497cd937a", size = 29239, upload-time = "2026-07-06T10:45:53.714Z" }, - { url = "https://files.pythonhosted.org/packages/56/d3/827ca123c2ee5443a6aaed3c5dd199237dc2f010e2bebd7ec09ef36f3a5f/xxhash-3.8.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:bfcd82852c62a60e314670a9602de354c4460f8adad916e2e42a20860c7870bc", size = 34964, upload-time = "2026-07-06T10:45:55.535Z" }, - { url = "https://files.pythonhosted.org/packages/05/67/67ae2a3ccdeb8b8ef025d35aee9edd1d26c3abe5051d47da9286232afbf8/xxhash-3.8.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:08ea2081f5e88615fec8622a9f87fbe21b8ea58d88cfc02163ca11026ee62a92", size = 32697, upload-time = "2026-07-06T10:45:57.288Z" }, - { url = "https://files.pythonhosted.org/packages/38/5a/3d3994346e1f45493679cb5c1ffc2bf454e410e9d1e8a662d253becee91e/xxhash-3.8.1-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:2e32855b6f9e5b18f449e59d45e3d5778bdeb660632ef2693cca267a11246c75", size = 225954, upload-time = "2026-07-06T10:45:58.897Z" }, - { url = "https://files.pythonhosted.org/packages/3f/2c/53169270309b7cd8e05504e07fe123bac053b89d00ac63617faacf0a2ec0/xxhash-3.8.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a6e088bd7870775624256a0d84c2a6714afd223b2eeb56b0ca58398e52a32fda", size = 249776, upload-time = "2026-07-06T10:46:00.977Z" }, - { url = "https://files.pythonhosted.org/packages/70/e0/5c551d8d592f944506f7c5185e210255c15e672a3c6008c156a1bd9b775e/xxhash-3.8.1-cp313-cp313t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:72eb5ae575cc7ae2b23f6f8064a8b10f638c7149819ae9cc6d20ebd4d37a1629", size = 274776, upload-time = "2026-07-06T10:46:02.869Z" }, - { url = "https://files.pythonhosted.org/packages/a0/2a/d3a762270cee2d7bcd0e25e28c623e5f3f5c0dc637b66e3e47dd5b0bb3f0/xxhash-3.8.1-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:d0b48cdf690a64cedf7258c3dc9506cc41fc86edd7739c40e3098952265dc068", size = 252056, upload-time = "2026-07-06T10:46:04.688Z" }, - { url = "https://files.pythonhosted.org/packages/c1/8f/b78e4373b2cb6d1c42af60ea2d7e9146ad0710b239ac7f706d5d31d5bb98/xxhash-3.8.1-cp313-cp313t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fb9e256a357dfcede7818c6d34e70db2d6b664394803d1de4b6984d2de76c0f1", size = 482108, upload-time = "2026-07-06T10:46:06.498Z" }, - { url = "https://files.pythonhosted.org/packages/e6/0d/642d923336ea61a15f8ce64fc7e078729e6e06c3a026e517fa79b2c23b7a/xxhash-3.8.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:51f71a6e2ad071e70c937e41fcb6c19f82c3f9f49831eba850ed4a106ffbb647", size = 226739, upload-time = "2026-07-06T10:46:08.598Z" }, - { url = "https://files.pythonhosted.org/packages/a6/0a/a37d6da6427d45a8d23e3ee3a0ca9c9d4a90364849c6637fe2963a755f9b/xxhash-3.8.1-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e4a6443968c4e8dc69967e12776776a5952c119cc1bd94168ad1c5ad667c2be1", size = 319658, upload-time = "2026-07-06T10:46:10.504Z" }, - { url = "https://files.pythonhosted.org/packages/4a/51/ebbd40da8a3f1bc53b4b7a9a87f8e28bd95c5f21bc14b8a57860cf367d1b/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:714503083a1f2065c9ad15340dd49ac8a8e948a505a705ffa1750cb951519113", size = 246059, upload-time = "2026-07-06T10:46:12.634Z" }, - { url = "https://files.pythonhosted.org/packages/24/4c/d9014030147e1f0bb26e7da47aa240dd9ec61c763c573e558111d869f8e1/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_armv7l.whl", hash = "sha256:77f74e45a1e5574bbbf80181c8027b3a4c65c2248fffbd557bd596fff13102f9", size = 275535, upload-time = "2026-07-06T10:46:14.614Z" }, - { url = "https://files.pythonhosted.org/packages/84/86/caee2db41fadcd5a25aa4323213f9afec5a8586d4e419241e3d659362bd7/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:4e0e1b0fb0259c1b75d1251ac0bb4d7ab675d36f7a6bf4ba6aa630dae94f9ffa", size = 231292, upload-time = "2026-07-06T10:46:16.452Z" }, - { url = "https://files.pythonhosted.org/packages/0b/60/f52f08bcdc904c4514ea5c25caa19e9f3214144434a6ff96dc82dc1cbddd/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:10e4393ec33633c2f05ad01869e546ad080b1a18f2650503731f153774608b31", size = 250490, upload-time = "2026-07-06T10:46:18.318Z" }, - { url = "https://files.pythonhosted.org/packages/24/a0/94dc7ae310838f250669c6ad7168e6d6fca17d49dac1053f06dc232c4a56/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:b3ba794c3d885803db6c3116686923f1ec13bc86e621e169a375282b63ea1cc6", size = 309861, upload-time = "2026-07-06T10:46:20.503Z" }, - { url = "https://files.pythonhosted.org/packages/8b/f9/adeead7d0eb28cdfc2832544ea639ffbc6749ccde47a8e228d667459182e/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:57189a69c0891e4818853feaa521c972d22c880a001453addea015f48e3c3398", size = 448739, upload-time = "2026-07-06T10:46:22.79Z" }, - { url = "https://files.pythonhosted.org/packages/04/a4/22ec0e07db57d901c9298ae98aa3cf2be45bafded6f07c13131e85b89032/xxhash-3.8.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d59e71153fe9ff85648d00e18649b07e9b22c797291abb7e27274fa06df8b838", size = 223657, upload-time = "2026-07-06T10:46:24.831Z" }, - { url = "https://files.pythonhosted.org/packages/94/32/8a9531f37b59e5a013003db7cb7414baf4ce7e0e1268e0d5947cd3d6a2df/xxhash-3.8.1-cp313-cp313t-win32.whl", hash = "sha256:5b96f0024e9840f449bd91b2d005c921a4b666055a0d1b6492463799f32aae22", size = 32377, upload-time = "2026-07-06T10:46:26.86Z" }, - { url = "https://files.pythonhosted.org/packages/e7/ab/2ca45fd7f671de5f81fc297ef1c95080b40c86ec6be0cc6034b8f7707ac8/xxhash-3.8.1-cp313-cp313t-win_amd64.whl", hash = "sha256:37d5a56c36dcc0b9a87b814cd992598d33863ff683749de6c86081f278d5e629", size = 33274, upload-time = "2026-07-06T10:46:28.39Z" }, - { url = "https://files.pythonhosted.org/packages/5a/54/20d7163463ddb6438b73a427d1655a77a502cf9b9b0c3ada3599629d9c0a/xxhash-3.8.1-cp313-cp313t-win_arm64.whl", hash = "sha256:6696c8752aded28ff3b16f33ef28ce28fb5d209b80c206746f943199fcf5fd65", size = 29375, upload-time = "2026-07-06T10:46:29.962Z" }, - { url = "https://files.pythonhosted.org/packages/c2/8b/df2ba04f22a6cd6b39f96a6577329a8471a55c90ef8d8e2f7c102363613f/xxhash-3.8.1-cp314-cp314-android_24_arm64_v8a.whl", hash = "sha256:9db455cb649dcfe4504d6d68a6d83a7315a99a3ca59871dc3ff840671f99adba", size = 38430, upload-time = "2026-07-06T10:46:31.496Z" }, - { url = "https://files.pythonhosted.org/packages/b2/4f/6a059e8ad3ca8deedc91dfe335b211204900895152212c03ebbe721de68b/xxhash-3.8.1-cp314-cp314-android_24_x86_64.whl", hash = "sha256:affb37f152e55b5e4494bb9d0107f7bb08515c6704fbed82d9f61214d74adc17", size = 36558, upload-time = "2026-07-06T10:46:33.078Z" }, - { url = "https://files.pythonhosted.org/packages/cb/95/40be178205acce092ae418feb20ac737b32a02c7b864926ed0717354c9f8/xxhash-3.8.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:460261045936975193bfd20549a0de1cd52a33b405cbb972f0d80940c42266cd", size = 31181, upload-time = "2026-07-06T10:46:34.793Z" }, - { url = "https://files.pythonhosted.org/packages/3f/89/2da4dbf051bafa156c0e3f12012db2b0ac3b84ff37ca1f021f6bfffcdfbb/xxhash-3.8.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:38c887aedb696ef8bca19983206d270848558cfae4a91afa6a2fb05dde58ffc5", size = 32192, upload-time = "2026-07-06T10:46:36.393Z" }, - { url = "https://files.pythonhosted.org/packages/7c/4e/e000bbae3566bc8e0be771a8a0f294aa99075e3f0bc4ef43922ebffdebc8/xxhash-3.8.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:594131ce1aad18db3689781f806db1b065cdaa04f4df36b4c038d2013aefd0bf", size = 34691, upload-time = "2026-07-06T10:46:38.1Z" }, - { url = "https://files.pythonhosted.org/packages/b4/4a/ea954aacc7d1c8711880ac2b55da94429a9b4296b151c4fc0966549ca1ee/xxhash-3.8.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:78c794b643d214f1522e7a288bcf5a2de120d26cd170516749a4009dc92722c9", size = 34807, upload-time = "2026-07-06T10:46:39.647Z" }, - { url = "https://files.pythonhosted.org/packages/ca/29/df598e738ff37558ac627264deb2e560902d9bf7f46d3bd5175c9eee593e/xxhash-3.8.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:af0c9fedc4a2c24e8664953882fe8185f3790b8338c9c700f76f5ad660817711", size = 32410, upload-time = "2026-07-06T10:46:41.359Z" }, - { url = "https://files.pythonhosted.org/packages/59/9c/81ab40e7d33ada0b3df5d1bc884894d15dbf4f805cd645b685e4606bb8e0/xxhash-3.8.1-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:115772daeb71b2f3b9381177017f53e6cf3f3439c840737fdabd21aba6e54920", size = 220564, upload-time = "2026-07-06T10:46:43.463Z" }, - { url = "https://files.pythonhosted.org/packages/fd/6f/62ae6f5c8606320a0e2a41c2dc8c6d91cc5d63d0f84dd9582e9543779dd8/xxhash-3.8.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:000435984a0469b0f822fe76f35bddea0f96a4d6521b3339a60a6428cdee1edc", size = 241462, upload-time = "2026-07-06T10:46:45.509Z" }, - { url = "https://files.pythonhosted.org/packages/15/a1/9c3a0ec6cb524396f551eddd102a76690a795494eb9784fc67542b0daa37/xxhash-3.8.1-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:2f1c68394818e0595569c2ff3cbc1e6d5a36a434e796f5c526b987b80c8a8c62", size = 264491, upload-time = "2026-07-06T10:46:47.655Z" }, - { url = "https://files.pythonhosted.org/packages/64/f2/700a4674e4308eb59d2fdb973977e82eae231bea5044753fee5c9eec0e0c/xxhash-3.8.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:46b39976d008e2a845758650f0ff7136bca004f40da0c8798bd37ac37860154f", size = 242905, upload-time = "2026-07-06T10:46:49.857Z" }, - { url = "https://files.pythonhosted.org/packages/f3/8a/72d9874375c8d4cbc64a8cd1d659d5695a8765c3db82efa82dc5bd9f14d0/xxhash-3.8.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d5006c65ec507a333479e76e00e2c368781f16c24ededa764763956b32a0e93e", size = 473873, upload-time = "2026-07-06T10:46:51.953Z" }, - { url = "https://files.pythonhosted.org/packages/03/f0/6db07590ed7e0a77f186ef0bcea8d52553bf1ba57833e09467a2411f0f2d/xxhash-3.8.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c31a2649bcf1fe97cf11c79848d761df33ac46b3896942d31b640557b486ff6b", size = 220765, upload-time = "2026-07-06T10:46:55.41Z" }, - { url = "https://files.pythonhosted.org/packages/8f/10/00d12d8b8beabbf49a8bbc626fb9f40445145a8887eb41a6acfb69149ac4/xxhash-3.8.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8f759eed402448c2bdbb492e4fba1f20668ffe29688605ea61f0f67f9e4e386d", size = 310478, upload-time = "2026-07-06T10:46:57.729Z" }, - { url = "https://files.pythonhosted.org/packages/1f/f9/12a82394eefb0f185d15a7f7b9f627c61c475a72dd83718436a5b84b42ac/xxhash-3.8.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7b5f97ecfede10d5b2870383620e2d25c8561e217c7bf9081073802b54248d2b", size = 238393, upload-time = "2026-07-06T10:46:59.87Z" }, - { url = "https://files.pythonhosted.org/packages/20/f3/53f963e320b9ce678337aa7273f39ce692ded8b99e3d22a866ec722159ab/xxhash-3.8.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:1da930bbcac3e8fbe2191850e2abb57977a99348c12c4b385e1058ac1b0a9ecc", size = 268704, upload-time = "2026-07-06T10:47:01.806Z" }, - { url = "https://files.pythonhosted.org/packages/0a/50/5b5badbd87c82d9f9b5f58ac74a3f29ef08f6fc387b324b8fd482450b862/xxhash-3.8.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:747476436f6891b9773374ce8d48edcc8b12cb5b61b67c6fb6289633747d088f", size = 225015, upload-time = "2026-07-06T10:47:03.784Z" }, - { url = "https://files.pythonhosted.org/packages/30/93/3ca68265afe7b4e69435e08a7b6a1d9d0f2a071e889da1f8041ed00fe878/xxhash-3.8.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:4ef09bbc2519a93cd0f95f2ceb5f7b85919dffea643278e02362bf40e3c4bed1", size = 240951, upload-time = "2026-07-06T10:47:05.816Z" }, - { url = "https://files.pythonhosted.org/packages/dd/a6/27e19670c40f46b5e76e11f2f4713d21054804568425d870670e757172ad/xxhash-3.8.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:a5eed9d41995a83f3332b4e3396abb7f433cac584222bd7e305b606d8353861e", size = 300751, upload-time = "2026-07-06T10:47:07.95Z" }, - { url = "https://files.pythonhosted.org/packages/bc/fb/b33e27689959fe7ed2ae0b830af41560d65213943983afa9db3a8d481bce/xxhash-3.8.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:53f3ed9118397074ff63a79b66b7fec1c84c782eecde35c5bc94e420a971c231", size = 443480, upload-time = "2026-07-06T10:47:10Z" }, - { url = "https://files.pythonhosted.org/packages/26/60/0e0d973be5fe280753ef02fbc89349492ad6e903bf1dcb870b668f94b662/xxhash-3.8.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d247b34bf433c92b41689318fd25d246313cab2275a6a47e2efac178b80d6efe", size = 217657, upload-time = "2026-07-06T10:47:12.196Z" }, - { url = "https://files.pythonhosted.org/packages/ad/68/c9e3ecef4a9a417d464cb5bd200aa12f73192dee677901b9e08e0ad0d1bb/xxhash-3.8.1-cp314-cp314-win32.whl", hash = "sha256:d58ce8b6cfa9c4d2f230557f69caf7c06369e318015d0b19485095bc2c5963ab", size = 32690, upload-time = "2026-07-06T10:47:14.204Z" }, - { url = "https://files.pythonhosted.org/packages/d7/99/e9e44588c0b62837bbec5ba7927816de0afa03406b1a0b6c7a7e1d1a30a0/xxhash-3.8.1-cp314-cp314-win_amd64.whl", hash = "sha256:6cee733fe4ccb1737e0997135283c82341e5cfa9cf214b165f9087fb663aaf4f", size = 33460, upload-time = "2026-07-06T10:47:16.021Z" }, - { url = "https://files.pythonhosted.org/packages/45/2b/64f36d86380b3657ad9031967ab814f3ef31307174650853f69c18932ebc/xxhash-3.8.1-cp314-cp314-win_arm64.whl", hash = "sha256:58346024d47e84f7d8b3e7f5d6faa1d58acbbe49a8771497872059f58c1d8ea5", size = 30092, upload-time = "2026-07-06T10:47:17.81Z" }, - { url = "https://files.pythonhosted.org/packages/92/cb/18b64bff88c58a0ca209dc533e63cf02d7ae5aa6b1b9a9fd14e81b5dbd60/xxhash-3.8.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:01cab782f8a0a05ecad2c63d7ef10f7ab475f660e0d6419d069418c14d88de7c", size = 35024, upload-time = "2026-07-06T10:47:19.821Z" }, - { url = "https://files.pythonhosted.org/packages/af/1d/72d8a70520e5dcddb472ea0486d299da3240745a10658290cd7b5690ede2/xxhash-3.8.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:717b12fdc51819833704e85e6926d76981ffa3f780ef92e33ebb8b26d46bb230", size = 32697, upload-time = "2026-07-06T10:47:21.649Z" }, - { url = "https://files.pythonhosted.org/packages/9c/b8/e041f555903c56db3d0a731b3d72a6575d75e0ed868b1bd2e5176111ca44/xxhash-3.8.1-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:ec55d80e9b8a519d742669e0b49e8ce9e6747be42bf3c138158b6543a9c8e489", size = 226044, upload-time = "2026-07-06T10:47:23.612Z" }, - { url = "https://files.pythonhosted.org/packages/3a/7e/5cdcf06bf6ec4b5d2ac073feb23432ec1d603fd438864cbd2c09c7cb45e1/xxhash-3.8.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:98d8ac1129b4dd39098cffed94d1284aceb61c3aa396757ccc736ac392e4cee5", size = 249899, upload-time = "2026-07-06T10:47:25.812Z" }, - { url = "https://files.pythonhosted.org/packages/c0/c0/eb7e059cb5e1dba11fd30d2fdf882f56e5a417a3eaa43669d43623767f45/xxhash-3.8.1-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3bc0fa90830df1e1277f33cc6e55de9990b83c0319fd8c7412866cfde38b025e", size = 274892, upload-time = "2026-07-06T10:47:27.931Z" }, - { url = "https://files.pythonhosted.org/packages/66/74/a600aaf7cd39957fd1510adeedb1749c1e7eb82bd632a1153d9c664c3135/xxhash-3.8.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c73b6f652f0745425aa6378319c331293b5341756262e9408ed3d45f183375e6", size = 252243, upload-time = "2026-07-06T10:47:30.288Z" }, - { url = "https://files.pythonhosted.org/packages/ad/04/78d88fa75a6763e5d09bf1b947a392a27988903381b219006f92f3c68fc8/xxhash-3.8.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f6114692261eff4266386cdec0f7d87eee24e317ab397c218b7ae6a76b4c6339", size = 482191, upload-time = "2026-07-06T10:47:32.45Z" }, - { url = "https://files.pythonhosted.org/packages/7f/06/07a8aea1108d682de8791ce608cdf367d75ff4e7e57cd3c154bdc6f47b23/xxhash-3.8.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4df57c0b161ec1b3ed0526a67b0db0914b557e86ee8aae51887aec941b261542", size = 226877, upload-time = "2026-07-06T10:47:34.705Z" }, - { url = "https://files.pythonhosted.org/packages/ed/b5/86bade5618a524d2c06c4041aa2fe8e5749ce16e88afba60d67c1684a21f/xxhash-3.8.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9043877a917be88ccf230aa5667c1bd059bce80f4c2727e4defa1b29b7f48b08", size = 319794, upload-time = "2026-07-06T10:47:37.08Z" }, - { url = "https://files.pythonhosted.org/packages/23/69/9b1a2b89b1621bb740fbcb7beb512f60f99480c1bdc680c0c90e1f56ff75/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:559e3cabe522231909f9de98ef06929edbd53782046bd21aae0c72db6f2a0775", size = 246202, upload-time = "2026-07-06T10:47:39.676Z" }, - { url = "https://files.pythonhosted.org/packages/08/ea/662ed6cb49f1d34078b6a3a3e0f3d29ff93fd7b5a03c0bc9ecfd9b2159c3/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:264710bd335016f303763ce1275c6486df30bb57c2245c91b224c983d7ac39b8", size = 275628, upload-time = "2026-07-06T10:47:41.99Z" }, - { url = "https://files.pythonhosted.org/packages/13/f5/49fc9e4c6728a5a3bd8fe639199d2fa67609b3a84f938aff6e8568dd3e4f/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:e14800b9b10bb39d7a60ad4a310e403164d7b8988a27ae933d4e40618a44088e", size = 231390, upload-time = "2026-07-06T10:47:44.233Z" }, - { url = "https://files.pythonhosted.org/packages/64/9d/3acaf8f599c0e0b30e910a3a11ba32929da53c86dc73c7c55fe6a010b4e9/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:ea6a3e734b0fd41b82784a400be946821900daebe610c050a5e0760838a34f99", size = 250600, upload-time = "2026-07-06T10:47:47.611Z" }, - { url = "https://files.pythonhosted.org/packages/23/64/8acab4c5ec60dbe664b5b9858fd44c2413b07e535b09556a0a5022e78aa6/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:cf399fac542a1c7a4734a435b93df2c55e858c7d31abf6c1bdf46f9ae67fbfd0", size = 310032, upload-time = "2026-07-06T10:47:49.88Z" }, - { url = "https://files.pythonhosted.org/packages/56/47/a0288d7329b1fe63e2734a32d19d444a96ae2b4810f545bc61e561224917/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:44c89d915a75c11d2547eaee9098fcd80398987c4bff2974a0497a925bf92c07", size = 448882, upload-time = "2026-07-06T10:47:52.631Z" }, - { url = "https://files.pythonhosted.org/packages/01/e7/3071dfd3beb5c38204ce1cf56bf7749fce08de900fa92714b81d1d8ca1f2/xxhash-3.8.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:358650d5bda9c635da699c53adf4e8134af492ecc79c960f917eebf088bb6799", size = 223728, upload-time = "2026-07-06T10:47:55.093Z" }, - { url = "https://files.pythonhosted.org/packages/12/11/b99949f0ba2b07e9f9ffe83b9c86faa685f9080725dc21a916a607313be5/xxhash-3.8.1-cp314-cp314t-win32.whl", hash = "sha256:c240939e963653054fc7e4a17c382829cda4aa88a7daf0af841715dbded1b497", size = 33150, upload-time = "2026-07-06T10:47:57.274Z" }, - { url = "https://files.pythonhosted.org/packages/54/1c/09703eb341f8416e74e58d6c6732d4b5c46de59c942363203cb237cc95b0/xxhash-3.8.1-cp314-cp314t-win_amd64.whl", hash = "sha256:7258ee276e8772599bc19e14b36f6260306e21b637190cd7cb489a2449d48684", size = 34005, upload-time = "2026-07-06T10:47:59.434Z" }, - { url = "https://files.pythonhosted.org/packages/d6/f9/6ed7251bb6a8af10ac73b1821c60583d2826e5b2064e45a979c935287c98/xxhash-3.8.1-cp314-cp314t-win_arm64.whl", hash = "sha256:8f454166c2ffed45636c8d501741e649851ba2f346c4eb73a64c07ac00428f20", size = 30239, upload-time = "2026-07-06T10:48:01.874Z" }, - { url = "https://files.pythonhosted.org/packages/99/e4/4d8040435aeac814fc69ba63621565fbeb19229a138e2568324a26b2a45c/xxhash-3.8.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:39c9d5b61508b0bb68f29e54546de0ed2a74943c6a18585535a7e37356f1dd12", size = 32687, upload-time = "2026-07-06T10:49:42.803Z" }, - { url = "https://files.pythonhosted.org/packages/da/6a/975f1f2318c760e5bcec109ed379713ae645d8d856c2a3b9ec5d26857087/xxhash-3.8.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:83b9130b80b216d56fdf9e87131946b353c9627930c061955a101ea82b09fed9", size = 29879, upload-time = "2026-07-06T10:49:45.172Z" }, - { url = "https://files.pythonhosted.org/packages/08/0b/40a2a55ff52cf635bfdc5eae67a772bec85b4f44c6c737f73f6f528d51d1/xxhash-3.8.1-pp311-pypy311_pp73-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:8304be0982130954b7fd3aad18e2c6f8ee40254bc3d2e635991c16d77c91e2bd", size = 43246, upload-time = "2026-07-06T10:49:47.905Z" }, - { url = "https://files.pythonhosted.org/packages/9c/6d/56ed2b6b200f26fb474f3fd387d95d0601efcd5bb33430c90c68924bdd77/xxhash-3.8.1-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4b512261801b1e5fde7b6ebf2fef7977339c620cbbca88a0040ad9ad134f4d02", size = 38202, upload-time = "2026-07-06T10:49:50.59Z" }, - { url = "https://files.pythonhosted.org/packages/0d/a3/56864d895d1161a9f17502088e9c1fb7c06bde2c2efdde620d22bb7a9c43/xxhash-3.8.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:49aa8692507835dcc1e8ad8021f20c74c2dc13d83b5112e87877faa2a0035b20", size = 34448, upload-time = "2026-07-06T10:49:53.242Z" }, - { url = "https://files.pythonhosted.org/packages/6b/57/5c6e0908a47f61dca96d01c8ee6fce01ed1050611eb779083ba8758fed81/xxhash-3.8.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:345b07b78e2bf583d71682aa34ae5b5fab575f7a1cb31e10263ebbc6f89f8c42", size = 32869, upload-time = "2026-07-06T10:49:55.972Z" }, -] - -[[package]] -name = "zstandard" -version = "0.25.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/fd/aa/3e0508d5a5dd96529cdc5a97011299056e14c6505b678fd58938792794b1/zstandard-0.25.0.tar.gz", hash = "sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b", size = 711513, upload-time = "2025-09-14T22:15:54.002Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/56/7a/28efd1d371f1acd037ac64ed1c5e2b41514a6cc937dd6ab6a13ab9f0702f/zstandard-0.25.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e59fdc271772f6686e01e1b3b74537259800f57e24280be3f29c8a0deb1904dd", size = 795256, upload-time = "2025-09-14T22:15:56.415Z" }, - { url = "https://files.pythonhosted.org/packages/96/34/ef34ef77f1ee38fc8e4f9775217a613b452916e633c4f1d98f31db52c4a5/zstandard-0.25.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4d441506e9b372386a5271c64125f72d5df6d2a8e8a2a45a0ae09b03cb781ef7", size = 640565, upload-time = "2025-09-14T22:15:58.177Z" }, - { url = "https://files.pythonhosted.org/packages/9d/1b/4fdb2c12eb58f31f28c4d28e8dc36611dd7205df8452e63f52fb6261d13e/zstandard-0.25.0-cp310-cp310-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:ab85470ab54c2cb96e176f40342d9ed41e58ca5733be6a893b730e7af9c40550", size = 5345306, upload-time = "2025-09-14T22:16:00.165Z" }, - { url = "https://files.pythonhosted.org/packages/73/28/a44bdece01bca027b079f0e00be3b6bd89a4df180071da59a3dd7381665b/zstandard-0.25.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e05ab82ea7753354bb054b92e2f288afb750e6b439ff6ca78af52939ebbc476d", size = 5055561, upload-time = "2025-09-14T22:16:02.22Z" }, - { url = "https://files.pythonhosted.org/packages/e9/74/68341185a4f32b274e0fc3410d5ad0750497e1acc20bd0f5b5f64ce17785/zstandard-0.25.0-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:78228d8a6a1c177a96b94f7e2e8d012c55f9c760761980da16ae7546a15a8e9b", size = 5402214, upload-time = "2025-09-14T22:16:04.109Z" }, - { url = "https://files.pythonhosted.org/packages/8b/67/f92e64e748fd6aaffe01e2b75a083c0c4fd27abe1c8747fee4555fcee7dd/zstandard-0.25.0-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:2b6bd67528ee8b5c5f10255735abc21aa106931f0dbaf297c7be0c886353c3d0", size = 5449703, upload-time = "2025-09-14T22:16:06.312Z" }, - { url = "https://files.pythonhosted.org/packages/fd/e5/6d36f92a197c3c17729a2125e29c169f460538a7d939a27eaaa6dcfcba8e/zstandard-0.25.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4b6d83057e713ff235a12e73916b6d356e3084fd3d14ced499d84240f3eecee0", size = 5556583, upload-time = "2025-09-14T22:16:08.457Z" }, - { url = "https://files.pythonhosted.org/packages/d7/83/41939e60d8d7ebfe2b747be022d0806953799140a702b90ffe214d557638/zstandard-0.25.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:9174f4ed06f790a6869b41cba05b43eeb9a35f8993c4422ab853b705e8112bbd", size = 5045332, upload-time = "2025-09-14T22:16:10.444Z" }, - { url = "https://files.pythonhosted.org/packages/b3/87/d3ee185e3d1aa0133399893697ae91f221fda79deb61adbe998a7235c43f/zstandard-0.25.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:25f8f3cd45087d089aef5ba3848cd9efe3ad41163d3400862fb42f81a3a46701", size = 5572283, upload-time = "2025-09-14T22:16:12.128Z" }, - { url = "https://files.pythonhosted.org/packages/0a/1d/58635ae6104df96671076ac7d4ae7816838ce7debd94aecf83e30b7121b0/zstandard-0.25.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:3756b3e9da9b83da1796f8809dd57cb024f838b9eeafde28f3cb472012797ac1", size = 4959754, upload-time = "2025-09-14T22:16:14.225Z" }, - { url = "https://files.pythonhosted.org/packages/75/d6/57e9cb0a9983e9a229dd8fd2e6e96593ef2aa82a3907188436f22b111ccd/zstandard-0.25.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:81dad8d145d8fd981b2962b686b2241d3a1ea07733e76a2f15435dfb7fb60150", size = 5266477, upload-time = "2025-09-14T22:16:16.343Z" }, - { url = "https://files.pythonhosted.org/packages/d1/a9/ee891e5edf33a6ebce0a028726f0bbd8567effe20fe3d5808c42323e8542/zstandard-0.25.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:a5a419712cf88862a45a23def0ae063686db3d324cec7edbe40509d1a79a0aab", size = 5440914, upload-time = "2025-09-14T22:16:18.453Z" }, - { url = "https://files.pythonhosted.org/packages/58/08/a8522c28c08031a9521f27abc6f78dbdee7312a7463dd2cfc658b813323b/zstandard-0.25.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:e7360eae90809efd19b886e59a09dad07da4ca9ba096752e61a2e03c8aca188e", size = 5819847, upload-time = "2025-09-14T22:16:20.559Z" }, - { url = "https://files.pythonhosted.org/packages/6f/11/4c91411805c3f7b6f31c60e78ce347ca48f6f16d552fc659af6ec3b73202/zstandard-0.25.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:75ffc32a569fb049499e63ce68c743155477610532da1eb38e7f24bf7cd29e74", size = 5363131, upload-time = "2025-09-14T22:16:22.206Z" }, - { url = "https://files.pythonhosted.org/packages/ef/d6/8c4bd38a3b24c4c7676a7a3d8de85d6ee7a983602a734b9f9cdefb04a5d6/zstandard-0.25.0-cp310-cp310-win32.whl", hash = "sha256:106281ae350e494f4ac8a80470e66d1fe27e497052c8d9c3b95dc4cf1ade81aa", size = 436469, upload-time = "2025-09-14T22:16:25.002Z" }, - { url = "https://files.pythonhosted.org/packages/93/90/96d50ad417a8ace5f841b3228e93d1bb13e6ad356737f42e2dde30d8bd68/zstandard-0.25.0-cp310-cp310-win_amd64.whl", hash = "sha256:ea9d54cc3d8064260114a0bbf3479fc4a98b21dffc89b3459edd506b69262f6e", size = 506100, upload-time = "2025-09-14T22:16:23.569Z" }, - { url = "https://files.pythonhosted.org/packages/2a/83/c3ca27c363d104980f1c9cee1101cc8ba724ac8c28a033ede6aab89585b1/zstandard-0.25.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:933b65d7680ea337180733cf9e87293cc5500cc0eb3fc8769f4d3c88d724ec5c", size = 795254, upload-time = "2025-09-14T22:16:26.137Z" }, - { url = "https://files.pythonhosted.org/packages/ac/4d/e66465c5411a7cf4866aeadc7d108081d8ceba9bc7abe6b14aa21c671ec3/zstandard-0.25.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a3f79487c687b1fc69f19e487cd949bf3aae653d181dfb5fde3bf6d18894706f", size = 640559, upload-time = "2025-09-14T22:16:27.973Z" }, - { url = "https://files.pythonhosted.org/packages/12/56/354fe655905f290d3b147b33fe946b0f27e791e4b50a5f004c802cb3eb7b/zstandard-0.25.0-cp311-cp311-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:0bbc9a0c65ce0eea3c34a691e3c4b6889f5f3909ba4822ab385fab9057099431", size = 5348020, upload-time = "2025-09-14T22:16:29.523Z" }, - { url = "https://files.pythonhosted.org/packages/3b/13/2b7ed68bd85e69a2069bcc72141d378f22cae5a0f3b353a2c8f50ef30c1b/zstandard-0.25.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:01582723b3ccd6939ab7b3a78622c573799d5d8737b534b86d0e06ac18dbde4a", size = 5058126, upload-time = "2025-09-14T22:16:31.811Z" }, - { url = "https://files.pythonhosted.org/packages/c9/dd/fdaf0674f4b10d92cb120ccff58bbb6626bf8368f00ebfd2a41ba4a0dc99/zstandard-0.25.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:5f1ad7bf88535edcf30038f6919abe087f606f62c00a87d7e33e7fc57cb69fcc", size = 5405390, upload-time = "2025-09-14T22:16:33.486Z" }, - { url = "https://files.pythonhosted.org/packages/0f/67/354d1555575bc2490435f90d67ca4dd65238ff2f119f30f72d5cde09c2ad/zstandard-0.25.0-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:06acb75eebeedb77b69048031282737717a63e71e4ae3f77cc0c3b9508320df6", size = 5452914, upload-time = "2025-09-14T22:16:35.277Z" }, - { url = "https://files.pythonhosted.org/packages/bb/1f/e9cfd801a3f9190bf3e759c422bbfd2247db9d7f3d54a56ecde70137791a/zstandard-0.25.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9300d02ea7c6506f00e627e287e0492a5eb0371ec1670ae852fefffa6164b072", size = 5559635, upload-time = "2025-09-14T22:16:37.141Z" }, - { url = "https://files.pythonhosted.org/packages/21/88/5ba550f797ca953a52d708c8e4f380959e7e3280af029e38fbf47b55916e/zstandard-0.25.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:bfd06b1c5584b657a2892a6014c2f4c20e0db0208c159148fa78c65f7e0b0277", size = 5048277, upload-time = "2025-09-14T22:16:38.807Z" }, - { url = "https://files.pythonhosted.org/packages/46/c0/ca3e533b4fa03112facbe7fbe7779cb1ebec215688e5df576fe5429172e0/zstandard-0.25.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:f373da2c1757bb7f1acaf09369cdc1d51d84131e50d5fa9863982fd626466313", size = 5574377, upload-time = "2025-09-14T22:16:40.523Z" }, - { url = "https://files.pythonhosted.org/packages/12/9b/3fb626390113f272abd0799fd677ea33d5fc3ec185e62e6be534493c4b60/zstandard-0.25.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:6c0e5a65158a7946e7a7affa6418878ef97ab66636f13353b8502d7ea03c8097", size = 4961493, upload-time = "2025-09-14T22:16:43.3Z" }, - { url = "https://files.pythonhosted.org/packages/cb/d3/23094a6b6a4b1343b27ae68249daa17ae0651fcfec9ed4de09d14b940285/zstandard-0.25.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:c8e167d5adf59476fa3e37bee730890e389410c354771a62e3c076c86f9f7778", size = 5269018, upload-time = "2025-09-14T22:16:45.292Z" }, - { url = "https://files.pythonhosted.org/packages/8c/a7/bb5a0c1c0f3f4b5e9d5b55198e39de91e04ba7c205cc46fcb0f95f0383c1/zstandard-0.25.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:98750a309eb2f020da61e727de7d7ba3c57c97cf6213f6f6277bb7fb42a8e065", size = 5443672, upload-time = "2025-09-14T22:16:47.076Z" }, - { url = "https://files.pythonhosted.org/packages/27/22/503347aa08d073993f25109c36c8d9f029c7d5949198050962cb568dfa5e/zstandard-0.25.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:22a086cff1b6ceca18a8dd6096ec631e430e93a8e70a9ca5efa7561a00f826fa", size = 5822753, upload-time = "2025-09-14T22:16:49.316Z" }, - { url = "https://files.pythonhosted.org/packages/e2/be/94267dc6ee64f0f8ba2b2ae7c7a2df934a816baaa7291db9e1aa77394c3c/zstandard-0.25.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:72d35d7aa0bba323965da807a462b0966c91608ef3a48ba761678cb20ce5d8b7", size = 5366047, upload-time = "2025-09-14T22:16:51.328Z" }, - { url = "https://files.pythonhosted.org/packages/7b/a3/732893eab0a3a7aecff8b99052fecf9f605cf0fb5fb6d0290e36beee47a4/zstandard-0.25.0-cp311-cp311-win32.whl", hash = "sha256:f5aeea11ded7320a84dcdd62a3d95b5186834224a9e55b92ccae35d21a8b63d4", size = 436484, upload-time = "2025-09-14T22:16:55.005Z" }, - { url = "https://files.pythonhosted.org/packages/43/a3/c6155f5c1cce691cb80dfd38627046e50af3ee9ddc5d0b45b9b063bfb8c9/zstandard-0.25.0-cp311-cp311-win_amd64.whl", hash = "sha256:daab68faadb847063d0c56f361a289c4f268706b598afbf9ad113cbe5c38b6b2", size = 506183, upload-time = "2025-09-14T22:16:52.753Z" }, - { url = "https://files.pythonhosted.org/packages/8c/3e/8945ab86a0820cc0e0cdbf38086a92868a9172020fdab8a03ac19662b0e5/zstandard-0.25.0-cp311-cp311-win_arm64.whl", hash = "sha256:22a06c5df3751bb7dc67406f5374734ccee8ed37fc5981bf1ad7041831fa1137", size = 462533, upload-time = "2025-09-14T22:16:53.878Z" }, - { url = "https://files.pythonhosted.org/packages/82/fc/f26eb6ef91ae723a03e16eddb198abcfce2bc5a42e224d44cc8b6765e57e/zstandard-0.25.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7b3c3a3ab9daa3eed242d6ecceead93aebbb8f5f84318d82cee643e019c4b73b", size = 795738, upload-time = "2025-09-14T22:16:56.237Z" }, - { url = "https://files.pythonhosted.org/packages/aa/1c/d920d64b22f8dd028a8b90e2d756e431a5d86194caa78e3819c7bf53b4b3/zstandard-0.25.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:913cbd31a400febff93b564a23e17c3ed2d56c064006f54efec210d586171c00", size = 640436, upload-time = "2025-09-14T22:16:57.774Z" }, - { url = "https://files.pythonhosted.org/packages/53/6c/288c3f0bd9fcfe9ca41e2c2fbfd17b2097f6af57b62a81161941f09afa76/zstandard-0.25.0-cp312-cp312-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64", size = 5343019, upload-time = "2025-09-14T22:16:59.302Z" }, - { url = "https://files.pythonhosted.org/packages/1e/15/efef5a2f204a64bdb5571e6161d49f7ef0fffdbca953a615efbec045f60f/zstandard-0.25.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6dffecc361d079bb48d7caef5d673c88c8988d3d33fb74ab95b7ee6da42652ea", size = 5063012, upload-time = "2025-09-14T22:17:01.156Z" }, - { url = "https://files.pythonhosted.org/packages/b7/37/a6ce629ffdb43959e92e87ebdaeebb5ac81c944b6a75c9c47e300f85abdf/zstandard-0.25.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:7149623bba7fdf7e7f24312953bcf73cae103db8cae49f8154dd1eadc8a29ecb", size = 5394148, upload-time = "2025-09-14T22:17:03.091Z" }, - { url = "https://files.pythonhosted.org/packages/e3/79/2bf870b3abeb5c070fe2d670a5a8d1057a8270f125ef7676d29ea900f496/zstandard-0.25.0-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:6a573a35693e03cf1d67799fd01b50ff578515a8aeadd4595d2a7fa9f3ec002a", size = 5451652, upload-time = "2025-09-14T22:17:04.979Z" }, - { url = "https://files.pythonhosted.org/packages/53/60/7be26e610767316c028a2cbedb9a3beabdbe33e2182c373f71a1c0b88f36/zstandard-0.25.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5a56ba0db2d244117ed744dfa8f6f5b366e14148e00de44723413b2f3938a902", size = 5546993, upload-time = "2025-09-14T22:17:06.781Z" }, - { url = "https://files.pythonhosted.org/packages/85/c7/3483ad9ff0662623f3648479b0380d2de5510abf00990468c286c6b04017/zstandard-0.25.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:10ef2a79ab8e2974e2075fb984e5b9806c64134810fac21576f0668e7ea19f8f", size = 5046806, upload-time = "2025-09-14T22:17:08.415Z" }, - { url = "https://files.pythonhosted.org/packages/08/b3/206883dd25b8d1591a1caa44b54c2aad84badccf2f1de9e2d60a446f9a25/zstandard-0.25.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:aaf21ba8fb76d102b696781bddaa0954b782536446083ae3fdaa6f16b25a1c4b", size = 5576659, upload-time = "2025-09-14T22:17:10.164Z" }, - { url = "https://files.pythonhosted.org/packages/9d/31/76c0779101453e6c117b0ff22565865c54f48f8bd807df2b00c2c404b8e0/zstandard-0.25.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1869da9571d5e94a85a5e8d57e4e8807b175c9e4a6294e3b66fa4efb074d90f6", size = 4953933, upload-time = "2025-09-14T22:17:11.857Z" }, - { url = "https://files.pythonhosted.org/packages/18/e1/97680c664a1bf9a247a280a053d98e251424af51f1b196c6d52f117c9720/zstandard-0.25.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:809c5bcb2c67cd0ed81e9229d227d4ca28f82d0f778fc5fea624a9def3963f91", size = 5268008, upload-time = "2025-09-14T22:17:13.627Z" }, - { url = "https://files.pythonhosted.org/packages/1e/73/316e4010de585ac798e154e88fd81bb16afc5c5cb1a72eeb16dd37e8024a/zstandard-0.25.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:f27662e4f7dbf9f9c12391cb37b4c4c3cb90ffbd3b1fb9284dadbbb8935fa708", size = 5433517, upload-time = "2025-09-14T22:17:16.103Z" }, - { url = "https://files.pythonhosted.org/packages/5b/60/dd0f8cfa8129c5a0ce3ea6b7f70be5b33d2618013a161e1ff26c2b39787c/zstandard-0.25.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:99c0c846e6e61718715a3c9437ccc625de26593fea60189567f0118dc9db7512", size = 5814292, upload-time = "2025-09-14T22:17:17.827Z" }, - { url = "https://files.pythonhosted.org/packages/fc/5f/75aafd4b9d11b5407b641b8e41a57864097663699f23e9ad4dbb91dc6bfe/zstandard-0.25.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:474d2596a2dbc241a556e965fb76002c1ce655445e4e3bf38e5477d413165ffa", size = 5360237, upload-time = "2025-09-14T22:17:19.954Z" }, - { url = "https://files.pythonhosted.org/packages/ff/8d/0309daffea4fcac7981021dbf21cdb2e3427a9e76bafbcdbdf5392ff99a4/zstandard-0.25.0-cp312-cp312-win32.whl", hash = "sha256:23ebc8f17a03133b4426bcc04aabd68f8236eb78c3760f12783385171b0fd8bd", size = 436922, upload-time = "2025-09-14T22:17:24.398Z" }, - { url = "https://files.pythonhosted.org/packages/79/3b/fa54d9015f945330510cb5d0b0501e8253c127cca7ebe8ba46a965df18c5/zstandard-0.25.0-cp312-cp312-win_amd64.whl", hash = "sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01", size = 506276, upload-time = "2025-09-14T22:17:21.429Z" }, - { url = "https://files.pythonhosted.org/packages/ea/6b/8b51697e5319b1f9ac71087b0af9a40d8a6288ff8025c36486e0c12abcc4/zstandard-0.25.0-cp312-cp312-win_arm64.whl", hash = "sha256:181eb40e0b6a29b3cd2849f825e0fa34397f649170673d385f3598ae17cca2e9", size = 462679, upload-time = "2025-09-14T22:17:23.147Z" }, - { url = "https://files.pythonhosted.org/packages/35/0b/8df9c4ad06af91d39e94fa96cc010a24ac4ef1378d3efab9223cc8593d40/zstandard-0.25.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ec996f12524f88e151c339688c3897194821d7f03081ab35d31d1e12ec975e94", size = 795735, upload-time = "2025-09-14T22:17:26.042Z" }, - { url = "https://files.pythonhosted.org/packages/3f/06/9ae96a3e5dcfd119377ba33d4c42a7d89da1efabd5cb3e366b156c45ff4d/zstandard-0.25.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a1a4ae2dec3993a32247995bdfe367fc3266da832d82f8438c8570f989753de1", size = 640440, upload-time = "2025-09-14T22:17:27.366Z" }, - { url = "https://files.pythonhosted.org/packages/d9/14/933d27204c2bd404229c69f445862454dcc101cd69ef8c6068f15aaec12c/zstandard-0.25.0-cp313-cp313-manylinux2010_i686.manylinux2014_i686.manylinux_2_12_i686.manylinux_2_17_i686.whl", hash = "sha256:e96594a5537722fdfb79951672a2a63aec5ebfb823e7560586f7484819f2a08f", size = 5343070, upload-time = "2025-09-14T22:17:28.896Z" }, - { url = "https://files.pythonhosted.org/packages/6d/db/ddb11011826ed7db9d0e485d13df79b58586bfdec56e5c84a928a9a78c1c/zstandard-0.25.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:bfc4e20784722098822e3eee42b8e576b379ed72cca4a7cb856ae733e62192ea", size = 5063001, upload-time = "2025-09-14T22:17:31.044Z" }, - { url = "https://files.pythonhosted.org/packages/db/00/87466ea3f99599d02a5238498b87bf84a6348290c19571051839ca943777/zstandard-0.25.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:457ed498fc58cdc12fc48f7950e02740d4f7ae9493dd4ab2168a47c93c31298e", size = 5394120, upload-time = "2025-09-14T22:17:32.711Z" }, - { url = "https://files.pythonhosted.org/packages/2b/95/fc5531d9c618a679a20ff6c29e2b3ef1d1f4ad66c5e161ae6ff847d102a9/zstandard-0.25.0-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551", size = 5451230, upload-time = "2025-09-14T22:17:34.41Z" }, - { url = "https://files.pythonhosted.org/packages/63/4b/e3678b4e776db00f9f7b2fe58e547e8928ef32727d7a1ff01dea010f3f13/zstandard-0.25.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8e735494da3db08694d26480f1493ad2cf86e99bdd53e8e9771b2752a5c0246a", size = 5547173, upload-time = "2025-09-14T22:17:36.084Z" }, - { url = "https://files.pythonhosted.org/packages/4e/d5/ba05ed95c6b8ec30bd468dfeab20589f2cf709b5c940483e31d991f2ca58/zstandard-0.25.0-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:3a39c94ad7866160a4a46d772e43311a743c316942037671beb264e395bdd611", size = 5046736, upload-time = "2025-09-14T22:17:37.891Z" }, - { url = "https://files.pythonhosted.org/packages/50/d5/870aa06b3a76c73eced65c044b92286a3c4e00554005ff51962deef28e28/zstandard-0.25.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:172de1f06947577d3a3005416977cce6168f2261284c02080e7ad0185faeced3", size = 5576368, upload-time = "2025-09-14T22:17:40.206Z" }, - { url = "https://files.pythonhosted.org/packages/5d/35/398dc2ffc89d304d59bc12f0fdd931b4ce455bddf7038a0a67733a25f550/zstandard-0.25.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3c83b0188c852a47cd13ef3bf9209fb0a77fa5374958b8c53aaa699398c6bd7b", size = 4954022, upload-time = "2025-09-14T22:17:41.879Z" }, - { url = "https://files.pythonhosted.org/packages/9a/5c/36ba1e5507d56d2213202ec2b05e8541734af5f2ce378c5d1ceaf4d88dc4/zstandard-0.25.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:1673b7199bbe763365b81a4f3252b8e80f44c9e323fc42940dc8843bfeaf9851", size = 5267889, upload-time = "2025-09-14T22:17:43.577Z" }, - { url = "https://files.pythonhosted.org/packages/70/e8/2ec6b6fb7358b2ec0113ae202647ca7c0e9d15b61c005ae5225ad0995df5/zstandard-0.25.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:0be7622c37c183406f3dbf0cba104118eb16a4ea7359eeb5752f0794882fc250", size = 5433952, upload-time = "2025-09-14T22:17:45.271Z" }, - { url = "https://files.pythonhosted.org/packages/7b/01/b5f4d4dbc59ef193e870495c6f1275f5b2928e01ff5a81fecb22a06e22fb/zstandard-0.25.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:5f5e4c2a23ca271c218ac025bd7d635597048b366d6f31f420aaeb715239fc98", size = 5814054, upload-time = "2025-09-14T22:17:47.08Z" }, - { url = "https://files.pythonhosted.org/packages/b2/e5/fbd822d5c6f427cf158316d012c5a12f233473c2f9c5fe5ab1ae5d21f3d8/zstandard-0.25.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4f187a0bb61b35119d1926aee039524d1f93aaf38a9916b8c4b78ac8514a0aaf", size = 5360113, upload-time = "2025-09-14T22:17:48.893Z" }, - { url = "https://files.pythonhosted.org/packages/8e/e0/69a553d2047f9a2c7347caa225bb3a63b6d7704ad74610cb7823baa08ed7/zstandard-0.25.0-cp313-cp313-win32.whl", hash = "sha256:7030defa83eef3e51ff26f0b7bfb229f0204b66fe18e04359ce3474ac33cbc09", size = 436936, upload-time = "2025-09-14T22:17:52.658Z" }, - { url = "https://files.pythonhosted.org/packages/d9/82/b9c06c870f3bd8767c201f1edbdf9e8dc34be5b0fbc5682c4f80fe948475/zstandard-0.25.0-cp313-cp313-win_amd64.whl", hash = "sha256:1f830a0dac88719af0ae43b8b2d6aef487d437036468ef3c2ea59c51f9d55fd5", size = 506232, upload-time = "2025-09-14T22:17:50.402Z" }, - { url = "https://files.pythonhosted.org/packages/d4/57/60c3c01243bb81d381c9916e2a6d9e149ab8627c0c7d7abb2d73384b3c0c/zstandard-0.25.0-cp313-cp313-win_arm64.whl", hash = "sha256:85304a43f4d513f5464ceb938aa02c1e78c2943b29f44a750b48b25ac999a049", size = 462671, upload-time = "2025-09-14T22:17:51.533Z" }, - { url = "https://files.pythonhosted.org/packages/3d/5c/f8923b595b55fe49e30612987ad8bf053aef555c14f05bb659dd5dbe3e8a/zstandard-0.25.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:e29f0cf06974c899b2c188ef7f783607dbef36da4c242eb6c82dcd8b512855e3", size = 795887, upload-time = "2025-09-14T22:17:54.198Z" }, - { url = "https://files.pythonhosted.org/packages/8d/09/d0a2a14fc3439c5f874042dca72a79c70a532090b7ba0003be73fee37ae2/zstandard-0.25.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:05df5136bc5a011f33cd25bc9f506e7426c0c9b3f9954f056831ce68f3b6689f", size = 640658, upload-time = "2025-09-14T22:17:55.423Z" }, - { url = "https://files.pythonhosted.org/packages/5d/7c/8b6b71b1ddd517f68ffb55e10834388d4f793c49c6b83effaaa05785b0b4/zstandard-0.25.0-cp314-cp314-manylinux2010_i686.manylinux_2_12_i686.manylinux_2_28_i686.whl", hash = "sha256:f604efd28f239cc21b3adb53eb061e2a205dc164be408e553b41ba2ffe0ca15c", size = 5379849, upload-time = "2025-09-14T22:17:57.372Z" }, - { url = "https://files.pythonhosted.org/packages/a4/86/a48e56320d0a17189ab7a42645387334fba2200e904ee47fc5a26c1fd8ca/zstandard-0.25.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:223415140608d0f0da010499eaa8ccdb9af210a543fac54bce15babbcfc78439", size = 5058095, upload-time = "2025-09-14T22:17:59.498Z" }, - { url = "https://files.pythonhosted.org/packages/f8/ad/eb659984ee2c0a779f9d06dbfe45e2dc39d99ff40a319895df2d3d9a48e5/zstandard-0.25.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2e54296a283f3ab5a26fc9b8b5d4978ea0532f37b231644f367aa588930aa043", size = 5551751, upload-time = "2025-09-14T22:18:01.618Z" }, - { url = "https://files.pythonhosted.org/packages/61/b3/b637faea43677eb7bd42ab204dfb7053bd5c4582bfe6b1baefa80ac0c47b/zstandard-0.25.0-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ca54090275939dc8ec5dea2d2afb400e0f83444b2fc24e07df7fdef677110859", size = 6364818, upload-time = "2025-09-14T22:18:03.769Z" }, - { url = "https://files.pythonhosted.org/packages/31/dc/cc50210e11e465c975462439a492516a73300ab8caa8f5e0902544fd748b/zstandard-0.25.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e09bb6252b6476d8d56100e8147b803befa9a12cea144bbe629dd508800d1ad0", size = 5560402, upload-time = "2025-09-14T22:18:05.954Z" }, - { url = "https://files.pythonhosted.org/packages/c9/ae/56523ae9c142f0c08efd5e868a6da613ae76614eca1305259c3bf6a0ed43/zstandard-0.25.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a9ec8c642d1ec73287ae3e726792dd86c96f5681eb8df274a757bf62b750eae7", size = 4955108, upload-time = "2025-09-14T22:18:07.68Z" }, - { url = "https://files.pythonhosted.org/packages/98/cf/c899f2d6df0840d5e384cf4c4121458c72802e8bda19691f3b16619f51e9/zstandard-0.25.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:a4089a10e598eae6393756b036e0f419e8c1d60f44a831520f9af41c14216cf2", size = 5269248, upload-time = "2025-09-14T22:18:09.753Z" }, - { url = "https://files.pythonhosted.org/packages/1b/c0/59e912a531d91e1c192d3085fc0f6fb2852753c301a812d856d857ea03c6/zstandard-0.25.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:f67e8f1a324a900e75b5e28ffb152bcac9fbed1cc7b43f99cd90f395c4375344", size = 5430330, upload-time = "2025-09-14T22:18:11.966Z" }, - { url = "https://files.pythonhosted.org/packages/a0/1d/7e31db1240de2df22a58e2ea9a93fc6e38cc29353e660c0272b6735d6669/zstandard-0.25.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:9654dbc012d8b06fc3d19cc825af3f7bf8ae242226df5f83936cb39f5fdc846c", size = 5811123, upload-time = "2025-09-14T22:18:13.907Z" }, - { url = "https://files.pythonhosted.org/packages/f6/49/fac46df5ad353d50535e118d6983069df68ca5908d4d65b8c466150a4ff1/zstandard-0.25.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:4203ce3b31aec23012d3a4cf4a2ed64d12fea5269c49aed5e4c3611b938e4088", size = 5359591, upload-time = "2025-09-14T22:18:16.465Z" }, - { url = "https://files.pythonhosted.org/packages/c2/38/f249a2050ad1eea0bb364046153942e34abba95dd5520af199aed86fbb49/zstandard-0.25.0-cp314-cp314-win32.whl", hash = "sha256:da469dc041701583e34de852d8634703550348d5822e66a0c827d39b05365b12", size = 444513, upload-time = "2025-09-14T22:18:20.61Z" }, - { url = "https://files.pythonhosted.org/packages/3a/43/241f9615bcf8ba8903b3f0432da069e857fc4fd1783bd26183db53c4804b/zstandard-0.25.0-cp314-cp314-win_amd64.whl", hash = "sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2", size = 516118, upload-time = "2025-09-14T22:18:17.849Z" }, - { url = "https://files.pythonhosted.org/packages/f0/ef/da163ce2450ed4febf6467d77ccb4cd52c4c30ab45624bad26ca0a27260c/zstandard-0.25.0-cp314-cp314-win_arm64.whl", hash = "sha256:d7541afd73985c630bafcd6338d2518ae96060075f9463d7dc14cfb33514383d", size = 476940, upload-time = "2025-09-14T22:18:19.088Z" }, -] From 1930eabddb1d2c98a45bfbc80753ca7038477961 Mon Sep 17 00:00:00 2001 From: PakitoSec Date: Thu, 6 Aug 2026 21:20:53 +0200 Subject: [PATCH 4/5] fix(score): make subtree scores path-local and compositional The visited set was shared across the branches of a single traversal, so an observable reachable from two branches was expanded by the first one and truncated to its own threat intel by the second. The parent score then broke composition, and which branch won depended on dictionary insertion order. visited becomes a frozenset copied on descent, so it only cuts cycles and never deduplicates sibling branches. An observable reached through two independent deduction chains now contributes to both, which is corroboration. A cycle-free subtree score no longer depends on the entry path, so it is memoized. Only subtrees computed without cutting a cycle are cached, since a truncated one is entry-dependent. A chain of 22 diamonds, 2^22 distinct paths, recalculates in 0.03s. BIDIRECTIONAL relationships stay outside the hierarchy, so RELATED_TO keeps its exact previous behaviour when no explicit direction is given. BREAKING CHANGE: in SUM mode, an observable reachable from several branches now counts in each of them. Persisted scores computed with an earlier version can differ; recalculation is automatic on load. MAX mode is unaffected. --- src/cyvest/score.py | 68 ++++++++++++++++++++++++++--------- tests/test_score_algorithm.py | 58 ++++++++++++++++++++++++++++++ 2 files changed, 109 insertions(+), 17 deletions(-) diff --git a/src/cyvest/score.py b/src/cyvest/score.py index ad9c89e..c4b7d1f 100644 --- a/src/cyvest/score.py +++ b/src/cyvest/score.py @@ -222,7 +222,7 @@ def propagate_threat_intel_to_observable(self, ti: ThreatIntel, observable: Obse # Propagate to linked findings self._propagate_observable_to_findings(observable.key) - def _calculate_observable_score(self, observable: Observable, visited: set[str] | None = None) -> Decimal: + def _calculate_observable_score(self, observable: Observable) -> Decimal: """ Calculate the complete observable score based on threat intel and hierarchical relationships. @@ -231,6 +231,11 @@ def _calculate_observable_score(self, observable: Observable, visited: set[str] - INBOUND relationships: source has inbound to this observable (source is child) - BIDIRECTIONAL relationships: excluded from hierarchy + The score is compositional: it depends only on the observable's own threat + intel and on its subtree, never on the traversal order. An observable + reachable through several independent deduction chains contributes to each + of them, which is corroboration rather than double counting. + Root Barrier in Calculation: When collecting child scores, observables with value="root" (root) are SKIPPED. This prevents: @@ -244,28 +249,50 @@ def _calculate_observable_score(self, observable: Observable, visited: set[str] Args: observable: The observable to calculate score for - visited: Set of visited observable keys to prevent cycles Returns: Calculated score based on score_mode: - MAX mode: max(all TI scores, all child scores) - SUM mode: max(TI scores) + sum(child scores) """ - # Initialize visited set for cycle detection - if visited is None: - visited = set() + score, _ = self._calculate_subtree_score(observable, frozenset(), {}) + return score + + def _calculate_subtree_score( + self, + observable: Observable, + path: frozenset[str], + memo: dict[str, Decimal], + ) -> tuple[Decimal, bool]: + """ + Compute the subtree score of an observable along one traversal path. - # Prevent infinite recursion - if observable.key in visited: - # Return only the observable's own TI score (don't recurse) - return max((ti.score for ti in observable.threat_intels), default=Decimal("0")) + `path` holds the ancestors of the current traversal only, so it cuts cycles + without deduplicating observables shared by sibling branches. Because an + acyclic subtree score is path-independent, it is memoized in `memo` and the + traversal stays linear on directed acyclic hierarchies. - # Mark this observable as visited - visited.add(observable.key) + Args: + observable: The observable to score + path: Keys of the ancestors on the current traversal path + memo: Cache of subtree scores that were computed without cutting a cycle + Returns: + The subtree score, and whether it was computed without cutting a cycle + """ # Get max threat intel score for this observable max_ti_score = max((ti.score for ti in observable.threat_intels), default=Decimal("0")) + # Cycle barrier: an ancestor is revisited, stop at its own TI score + if observable.key in path: + return max_ti_score, False + + cached = memo.get(observable.key) + if cached is not None: + return cached, True + + child_path = path | {observable.key} + # Collect child observable scores recursively # Children are defined two ways: # 1. Targets of this observable's OUTBOUND relationships (source → target) @@ -274,6 +301,7 @@ def _calculate_observable_score(self, observable: Observable, visited: set[str] # Root Barrier Note: Root (value="root") is SKIPPED when appearing as a child # to prevent cross-contamination between observables linked through root child_scores = [] + cycle_free = True # Method 1: OUTBOUND relationships from this observable for rel in observable.relationships: @@ -285,8 +313,9 @@ def _calculate_observable_score(self, observable: Observable, visited: set[str] if child.value == "root": continue # Recursively calculate child's complete score - child_score = self._calculate_observable_score(child, visited) + child_score, child_cycle_free = self._calculate_subtree_score(child, child_path, memo) child_scores.append(child_score) + cycle_free = cycle_free and child_cycle_free # Method 2: Other observables with INBOUND relationships pointing to this observable # If obs_x has INBOUND to this observable, then obs_x is a child @@ -299,18 +328,23 @@ def _calculate_observable_score(self, observable: Observable, visited: set[str] for rel in other_obs.relationships: if rel.direction == RelationshipDirection.INBOUND and rel.target_key == observable.key: # other_obs has INBOUND to this observable, so other_obs is a child - child_score = self._calculate_observable_score(other_obs, visited) + child_score, child_cycle_free = self._calculate_subtree_score(other_obs, child_path, memo) child_scores.append(child_score) + cycle_free = cycle_free and child_cycle_free # Calculate final score based on mode if self._score_mode_obs == ScoreMode.MAX: # MAX mode: take maximum of all scores (TI + children) - all_scores = [max_ti_score] + child_scores - return max(all_scores, default=Decimal("0")) + score = max([max_ti_score] + child_scores, default=Decimal("0")) else: # SUM mode: max TI score + sum of child scores - sum_children = sum(child_scores, Decimal("0")) - return max_ti_score + sum_children + score = max_ti_score + sum(child_scores, Decimal("0")) + + # Only a cycle-free subtree has a path-independent score, so only it is cacheable + if cycle_free: + memo[observable.key] = score + + return score, cycle_free def _propagate_to_parent_observables(self, observable: Observable) -> None: """ diff --git a/tests/test_score_algorithm.py b/tests/test_score_algorithm.py index e7b3f29..a6fc360 100644 --- a/tests/test_score_algorithm.py +++ b/tests/test_score_algorithm.py @@ -1010,3 +1010,61 @@ def test_root_propagates_to_findings_not_parents() -> None: # Finding should now get max of both observables (root=8.0, ip=5.0) assert finding.score == Decimal("8.0") assert finding.level == Cyvest.LVL.MALICIOUS + + +def _build_shared_subtree(cv: Cyvest, reversed_branches: bool) -> tuple[Decimal, Decimal, Decimal]: + """Build parent → (branch_a, branch_b) → shared → leaf and return the three upper scores.""" + parent = cv.observable_create(Cyvest.OBS.FILE, "report.eml") + branch_a = cv.observable_create(Cyvest.OBS.DOMAIN, "a.example") + cv.observable_add_threat_intel(branch_a.key, source="vt", score=Decimal("1.0")) + branch_b = cv.observable_create(Cyvest.OBS.DOMAIN, "b.example") + cv.observable_add_threat_intel(branch_b.key, source="vt", score=Decimal("2.0")) + shared = cv.observable_create(Cyvest.OBS.IPV4, "192.0.2.9") + cv.observable_add_threat_intel(shared.key, source="vt", score=Decimal("1.0")) + leaf = cv.observable_create(Cyvest.OBS.HASH, "MD5:deadbeef") + cv.observable_add_threat_intel(leaf.key, source="vt", score=Decimal("10.0")) + + cv.observable_add_relationship(shared.key, leaf.key, "pivot", Cyvest.DIR.OUTBOUND) + for branch in ([branch_b, branch_a] if reversed_branches else [branch_a, branch_b]): + cv.observable_add_relationship(parent.key, branch.key, "extraction", Cyvest.DIR.OUTBOUND) + cv.observable_add_relationship(branch.key, shared.key, "pivot", Cyvest.DIR.OUTBOUND) + + return parent.score, branch_a.score, branch_b.score + + +def test_shared_subtree_counts_in_every_branch() -> None: + """An observable reachable from two branches expands fully in each of them.""" + cv = Cyvest(score_mode_obs=ScoreMode.SUM) + + parent_score, branch_a_score, branch_b_score = _build_shared_subtree(cv, reversed_branches=False) + + # shared subtree = 1.0 + 10.0, so each branch carries it entirely + assert branch_a_score == Decimal("12.0") + assert branch_b_score == Decimal("13.0") + # The parent score stays compositional: max(TI) + sum(children) + assert parent_score == branch_a_score + branch_b_score + + +def test_shared_subtree_score_is_independent_of_branch_order() -> None: + """Score must not depend on the order observables and relationships were inserted.""" + direct = _build_shared_subtree(Cyvest(score_mode_obs=ScoreMode.SUM), reversed_branches=False) + reversed_order = _build_shared_subtree(Cyvest(score_mode_obs=ScoreMode.SUM), reversed_branches=True) + + assert direct == reversed_order + + +def test_relationship_cycle_is_cut_without_infinite_recursion() -> None: + """A cycle stops at the revisited ancestor, which keeps only its own threat intel.""" + cv = Cyvest(score_mode_obs=ScoreMode.SUM) + + first = cv.observable_create(Cyvest.OBS.DOMAIN, "x.example") + cv.observable_add_threat_intel(first.key, source="vt", score=Decimal("1.0")) + second = cv.observable_create(Cyvest.OBS.DOMAIN, "y.example") + cv.observable_add_threat_intel(second.key, source="vt", score=Decimal("2.0")) + + cv.observable_add_relationship(first.key, second.key, "pivot", Cyvest.DIR.OUTBOUND) + cv.observable_add_relationship(second.key, first.key, "pivot", Cyvest.DIR.OUTBOUND) + + # first = 1.0 + (2.0 + first truncated to its own TI 1.0) + assert first.score == Decimal("4.0") + assert second.score == Decimal("5.0") From 03ea1733285d85ab78b83a447b6e19a2f4c96fb0 Mon Sep 17 00:00:00 2001 From: PakitoSec Date: Thu, 6 Aug 2026 21:21:04 +0200 Subject: [PATCH 5/5] fix(cyvest-js): typecheck tests and refresh stale fixtures The package tsconfig only included src, so no configuration covered tests/ and their fixtures had silently drifted from the generated schema. VS Code fell back to an inferred configuration, which reported node:fs as an unknown name. Include tests/ in the tsconfig, declare @types/node, and resync the fixtures: containers and total_containers are leftovers from a rename to tags and evidences, evidence_links became required on Finding, and total_evidences is required on StatisticsSchema. The relationship type used by the parallel edge test is aligned with the pivot vocabulary. tsc --noEmit is now clean on both cyvest-js and cyvest-vis, so any future drift between the Python schema and the fixtures surfaces in the editor. --- js/packages/cyvest-js/package.json | 1 + .../cyvest-js/tests/getters-finders.test.ts | 4 ++ js/packages/cyvest-js/tests/graph.test.ts | 9 +-- js/packages/cyvest-js/tsconfig.json | 5 +- js/pnpm-lock.yaml | 71 ++++++++----------- 5 files changed, 44 insertions(+), 46 deletions(-) diff --git a/js/packages/cyvest-js/package.json b/js/packages/cyvest-js/package.json index e11dd0d..e1df85b 100644 --- a/js/packages/cyvest-js/package.json +++ b/js/packages/cyvest-js/package.json @@ -32,6 +32,7 @@ "ajv-formats": "^3.0.1" }, "devDependencies": { + "@types/node": "^26.1.1", "json-schema-to-typescript": "^15.0.4", "tsup": "^8.5.1", "typescript": "^6.0.3", diff --git a/js/packages/cyvest-js/tests/getters-finders.test.ts b/js/packages/cyvest-js/tests/getters-finders.test.ts index c513ab4..5a7b8ae 100644 --- a/js/packages/cyvest-js/tests/getters-finders.test.ts +++ b/js/packages/cyvest-js/tests/getters-finders.test.ts @@ -151,6 +151,7 @@ function createTestInvestigation(): CyvestInvestigation { observable_key: "obs:ipv4:192.168.1.1", }, ], + evidence_links: [], }, "fnd:domain_finding": { key: "fnd:domain_finding", @@ -167,6 +168,7 @@ function createTestInvestigation(): CyvestInvestigation { observable_key: "obs:domain:example.com", }, ], + evidence_links: [], }, "fnd:dns_lookup": { key: "fnd:dns_lookup", @@ -179,6 +181,7 @@ function createTestInvestigation(): CyvestInvestigation { level: "INFO", origin_investigation_id: "01HXYZTESTINVESTIGATION", observable_links: [], + evidence_links: [], }, }, evidences: {}, @@ -248,6 +251,7 @@ function createTestInvestigation(): CyvestInvestigation { total_findings: 3, applied_findings: 2, findings_by_level: { INFO: ["fnd:ip_finding", "fnd:dns_lookup"], MALICIOUS: ["fnd:domain_finding"] }, + total_evidences: 0, total_threat_intel: 1, threat_intel_by_source: { virustotal: 1 }, threat_intel_by_level: { MALICIOUS: 1 }, diff --git a/js/packages/cyvest-js/tests/graph.test.ts b/js/packages/cyvest-js/tests/graph.test.ts index 6d7ec10..ccb5768 100644 --- a/js/packages/cyvest-js/tests/graph.test.ts +++ b/js/packages/cyvest-js/tests/graph.test.ts @@ -134,7 +134,7 @@ function createGraphTestInvestigation(): CyvestInvestigation { evidences: {}, threat_intels: {}, enrichments: {}, - containers: {}, + tags: {}, stats: { total_observables: 5, internal_observables: 1, @@ -146,10 +146,11 @@ function createGraphTestInvestigation(): CyvestInvestigation { total_findings: 0, applied_findings: 0, findings_by_level: {}, + total_evidences: 0, total_threat_intel: 0, threat_intel_by_source: {}, threat_intel_by_level: {}, - total_containers: 0, + total_tags: 0, }, data_extraction: { root_type: "file", @@ -261,7 +262,7 @@ describe("getObservableGraph", () => { it("preserves distinct semantic relationships between the same nodes", () => { inv.observables["obs:file:msg1"].relationships.push({ target_key: "obs:email:sender@example.com", - relationship_type: "contains", + relationship_type: "extraction", direction: "outbound", }); @@ -273,7 +274,7 @@ describe("getObservableGraph", () => { ); expect(parallelEdges.map((edge) => edge.type).sort()).toEqual([ - "contains", + "extraction", "from", ]); }); diff --git a/js/packages/cyvest-js/tsconfig.json b/js/packages/cyvest-js/tsconfig.json index 564a599..822a105 100644 --- a/js/packages/cyvest-js/tsconfig.json +++ b/js/packages/cyvest-js/tsconfig.json @@ -1,4 +1,7 @@ { "extends": "../../tsconfig.base.json", - "include": ["src"] + "compilerOptions": { + "types": ["node"] + }, + "include": ["src", "tests"] } diff --git a/js/pnpm-lock.yaml b/js/pnpm-lock.yaml index e835f59..78da68a 100644 --- a/js/pnpm-lock.yaml +++ b/js/pnpm-lock.yaml @@ -38,13 +38,13 @@ importers: version: 19.2.3(@types/react@19.2.17) '@vitejs/plugin-react-swc': specifier: ^4.3.1 - version: 4.3.1(vite@8.0.16(esbuild@0.27.7)) + version: 4.3.1(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7)) typescript: specifier: ^6.0.3 version: 6.0.3 vite: specifier: ^8.0.16 - version: 8.0.16(esbuild@0.27.7) + version: 8.0.16(@types/node@26.1.1)(esbuild@0.27.7) packages/cyvest-js: dependencies: @@ -55,6 +55,9 @@ importers: specifier: ^3.0.1 version: 3.0.1(ajv@8.20.0) devDependencies: + '@types/node': + specifier: ^26.1.1 + version: 26.1.1 json-schema-to-typescript: specifier: ^15.0.4 version: 15.0.4 @@ -66,7 +69,7 @@ importers: version: 6.0.3 vitest: specifier: ^4.1.9 - version: 4.1.9(vite@8.0.16(esbuild@0.27.7)) + version: 4.1.9(@types/node@26.1.1)(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7)) packages/cyvest-vis: dependencies: @@ -103,7 +106,7 @@ importers: version: 6.0.3 vitest: specifier: ^4.1.9 - version: 4.1.9(vite@8.0.16(esbuild@0.27.7)) + version: 4.1.9(@types/node@26.1.1)(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7)) packages: @@ -336,42 +339,36 @@ packages: engines: {node: ^20.19.0 || >=22.12.0} cpu: [arm64] os: [linux] - libc: [glibc] '@rolldown/binding-linux-arm64-musl@1.0.3': resolution: {integrity: sha512-VWkUHwWriDciit80wleYwKILoR/KMvxh/IdwS/paX+ZgpuRpCrKLUdadJbc0NpBEiyhpYawsJ73j9aCvOH+f7Q==} engines: {node: ^20.19.0 || >=22.12.0} cpu: [arm64] os: [linux] - libc: [musl] '@rolldown/binding-linux-ppc64-gnu@1.0.3': resolution: {integrity: sha512-5f1laC0SlIR0yDbFCd8acUhvJIag6N3zC5P7oUPN6wX0aOma+uKJ0wBDH5aq7I1PVI2ttTlhJwzwRIBnLiSGEg==} engines: {node: ^20.19.0 || >=22.12.0} cpu: [ppc64] os: [linux] - libc: [glibc] '@rolldown/binding-linux-s390x-gnu@1.0.3': resolution: {integrity: sha512-Iq4ko0r4XsgbrF/LunNgHtAGLRRVE2kXonAXQ/MV0mC6jQpMOhW1SvtZja2EhC/kd05++bP78dsqBeIQyYJ6Yg==} engines: {node: ^20.19.0 || >=22.12.0} cpu: [s390x] os: [linux] - libc: [glibc] '@rolldown/binding-linux-x64-gnu@1.0.3': resolution: {integrity: sha512-B8m6tD5+/N5FeNQFbKlLA/2yVq9ycQP1SeedyEYYKWBNR3ZQbkvIUcNnDNM03lO1l5F2roiiFJGgvoLLyZXtSg==} engines: {node: ^20.19.0 || >=22.12.0} cpu: [x64] os: [linux] - libc: [glibc] '@rolldown/binding-linux-x64-musl@1.0.3': resolution: {integrity: sha512-pSdpdUJHkuCxun9LE7jvgUB9qsRgaiyNNCX7m/AvHTcq67AiT/Yhoxvw5zPfhrM8k/BfP8ce/hMOpthKDpEUow==} engines: {node: ^20.19.0 || >=22.12.0} cpu: [x64] os: [linux] - libc: [musl] '@rolldown/binding-openharmony-arm64@1.0.3': resolution: {integrity: sha512-OXXS3RKJgX2uLwM+gYyuH5omcH8fL1LJs96pZGgtetVCahON57+d4SJHzTgZiOjxgGkSnpXpOsWuPDGAKAigEg==} @@ -433,79 +430,66 @@ packages: resolution: {integrity: sha512-T1dMEQhXA/jkJ/jyMIw9IovK8bSUq7A8kLIlvZTb/6YIVsp2zLavr4F3oyllHWo7eIVJRyE5n3tUjQJEbE1IuQ==} cpu: [arm] os: [linux] - libc: [glibc] '@rollup/rollup-linux-arm-musleabihf@4.62.0': resolution: {integrity: sha512-2as0LgT7qQpyceQq6VUJYnumUMUrgGQCWIiDIN9DE0/tglsk6o66uCB4f3djRawAltvfCNLyZZrsqbPA6inCsA==} cpu: [arm] os: [linux] - libc: [musl] '@rollup/rollup-linux-arm64-gnu@4.62.0': resolution: {integrity: sha512-bVURMg+6eNN9C/yc0aVjooZcwTTtYF4YW3xta5pP0//r3o1V8gXEHXWCndj47w/HhwsFroZrFhR+6uQP5T0n0g==} cpu: [arm64] os: [linux] - libc: [glibc] '@rollup/rollup-linux-arm64-musl@4.62.0': resolution: {integrity: sha512-Ful8pM/2yYI83PViWdFdpZhdI8HJ5qsXANe5atypbHDf+KIBBDsZsbyy8hbXnULVvW9NsTh5DHwbcBftyLTfiw==} cpu: [arm64] os: [linux] - libc: [musl] '@rollup/rollup-linux-loong64-gnu@4.62.0': resolution: {integrity: sha512-9Gp/DgrkzfUBmNPVTyPTvay+4xEP7M/clXpj3efXBcm6uTIVIgDg4rqUpqKXvLEuFRVuEpSAOkhgNeecvaZ4Cg==} cpu: [loong64] os: [linux] - libc: [glibc] '@rollup/rollup-linux-loong64-musl@4.62.0': resolution: {integrity: sha512-m9tsJz54LUXkSYM8+8PG81B9IKK5r+2T0clMq4QrS16xFosufU7firBDAZEsDheDs7wTlP7h3++S7lMsU955HA==} cpu: [loong64] os: [linux] - libc: [musl] '@rollup/rollup-linux-ppc64-gnu@4.62.0': resolution: {integrity: sha512-3UvJ5PNVU16aJf6M3tFI24pWzAl2/ynfbyRN3ICyQajK1lSkrnVYNnLz3v04J32qKa0FczJc22zeToc0lr2A3w==} cpu: [ppc64] os: [linux] - libc: [glibc] '@rollup/rollup-linux-ppc64-musl@4.62.0': resolution: {integrity: sha512-vRWUAbYLGHBZS6Q8Msb2sfnf1fvJf+47t8l/TwOerM2qArzy+IeNMTHrYLHXh95h8MoatPHI5hhSZNs+mGXKPg==} cpu: [ppc64] os: [linux] - libc: [musl] '@rollup/rollup-linux-riscv64-gnu@4.62.0': resolution: {integrity: sha512-c00T5SYENHAt86cfW47URaP3Us5vLC/4QO7GYud1G5VNRffCwwCuBspwqYrriuJB+5m0WFzClCn9wed0FBjKvg==} cpu: [riscv64] os: [linux] - libc: [glibc] '@rollup/rollup-linux-riscv64-musl@4.62.0': resolution: {integrity: sha512-krrCDilhXOwFkSkO3Wm9I/f9H0L92XHHwy2fwxjukxIbh0dem8gZqOW5Y8BsHrpJv5qwlRBV+Wl4ZFyRWhUpwg==} cpu: [riscv64] os: [linux] - libc: [musl] '@rollup/rollup-linux-s390x-gnu@4.62.0': resolution: {integrity: sha512-7pfYFSTc4/rUC/FtAI0Qp6QthDBCIi6/AuP1xYqFk5vanI6KnL5dWKP60OM/05LOsbwTmIcvr6eXC4CJuJ75IA==} cpu: [s390x] os: [linux] - libc: [glibc] '@rollup/rollup-linux-x64-gnu@4.62.0': resolution: {integrity: sha512-7SDIalKeIpG0Ifogbbdn58HmSotYMlf23K3dCJEmiVd9Fg36Vmni82iPQec27N3wY4Bvbxftkxz6vSx9OcouTg==} cpu: [x64] os: [linux] - libc: [glibc] '@rollup/rollup-linux-x64-musl@4.62.0': resolution: {integrity: sha512-eRZevouTH2i1HeAVLqJuLnt256krQkGY0TN6WsTmsIhuzbh457HuWDMakKwmi0Cjadux983CoSr8Lim2QhUIFw==} cpu: [x64] os: [linux] - libc: [musl] '@rollup/rollup-openbsd-x64@4.62.0': resolution: {integrity: sha512-3oVS7FLGa4U1qcvao9ylGxrjXZyUQqR8UwxEcnUEyPX53O/C/mKDZegNXTdHCP+h3e6ta/f1EN38Yif1mmZHYg==} @@ -563,42 +547,36 @@ packages: engines: {node: '>=10'} cpu: [arm64] os: [linux] - libc: [glibc] '@swc/core-linux-arm64-musl@1.15.41': resolution: {integrity: sha512-dXu/5vd4gh8symyhRF+4G7gOPkjmb4pONhh7sl+6GSiW0LOKZlfu5kXmyFbTz9smOT7jgr002qY9b1nujjXt2A==} engines: {node: '>=10'} cpu: [arm64] os: [linux] - libc: [musl] '@swc/core-linux-ppc64-gnu@1.15.41': resolution: {integrity: sha512-XGO6zVPXoPE0gf/XnI4jBbafNT13AYgoh6ns0JCSdOetI/kqVf0vhpz7NuNgAzZrMVCsmieqjPoTwViDgh4mOQ==} engines: {node: '>=10'} cpu: [ppc64] os: [linux] - libc: [glibc] '@swc/core-linux-s390x-gnu@1.15.41': resolution: {integrity: sha512-0WUglRwyZtW+iMi7J3iFdrCxreZZIKf4egTwEQfIYRsqFax69A0OrFj+NIoFSE03xBT/IFRrg+S8K6f9Ky+4hA==} engines: {node: '>=10'} cpu: [s390x] os: [linux] - libc: [glibc] '@swc/core-linux-x64-gnu@1.15.41': resolution: {integrity: sha512-VxkuQK59c0tHm6uJZCUrS3cyA2JhGGfdU6e41SZz0x/JS+4Sm7C1mIc97In14vkZJopEt7yXA2TouCqZDSygEA==} engines: {node: '>=10'} cpu: [x64] os: [linux] - libc: [glibc] '@swc/core-linux-x64-musl@1.15.41': resolution: {integrity: sha512-/0qXIu1ZxggLuovLb22vFfKHq2AA4n6Whw5UwmVCHk4pkw7KWnPIQpMCEqUMPsNkFJig7PPp/TSYFu8ZEb2rtQ==} engines: {node: '>=10'} cpu: [x64] os: [linux] - libc: [musl] '@swc/core-win32-arm64-msvc@1.15.41': resolution: {integrity: sha512-Y481sMNZM6rECh9VO4+y26N1lWEDAyxnBZskUf37fl90uHE946VHfmiVQWT0uMFOhyJJFovGTRuF4W82dwewUg==} @@ -654,6 +632,9 @@ packages: '@types/lodash@4.17.24': resolution: {integrity: sha512-gIW7lQLZbue7lRSWEFql49QJJWThrTFFeIMJdp3eH4tKoxm1OvEPg02rm4wCCSHS0cL3/Fizimb35b7k8atwsQ==} + '@types/node@26.1.1': + resolution: {integrity: sha512-nxAkRSVkN1Y0JC1W8ky/fTfkGsMmcrRsbx+3XoZE+rMOX71kLYTV7fLXpqud1GpbpP5TuffXFqfX7fH2GgZREw==} + '@types/react-dom@19.2.3': resolution: {integrity: sha512-jp2L/eY6fn+KgVVQAOqYItbF0VY/YApe5Mz2F0aykSO8gx31bYCZyvSeYxCHKvzHG5eZjc+zyaS5BrBWya2+kQ==} peerDependencies: @@ -888,28 +869,24 @@ packages: engines: {node: '>= 12.0.0'} cpu: [arm64] os: [linux] - libc: [glibc] lightningcss-linux-arm64-musl@1.32.0: resolution: {integrity: sha512-UpQkoenr4UJEzgVIYpI80lDFvRmPVg6oqboNHfoH4CQIfNA+HOrZ7Mo7KZP02dC6LjghPQJeBsvXhJod/wnIBg==} engines: {node: '>= 12.0.0'} cpu: [arm64] os: [linux] - libc: [musl] lightningcss-linux-x64-gnu@1.32.0: resolution: {integrity: sha512-V7Qr52IhZmdKPVr+Vtw8o+WLsQJYCTd8loIfpDaMRWGUZfBOYEJeyJIkqGIDMZPwPx24pUMfwSxxI8phr/MbOA==} engines: {node: '>= 12.0.0'} cpu: [x64] os: [linux] - libc: [glibc] lightningcss-linux-x64-musl@1.32.0: resolution: {integrity: sha512-bYcLp+Vb0awsiXg/80uCRezCYHNg1/l3mt0gzHnWV9XP1W5sKa5/TCdGWaR/zBM2PeF/HbsQv/j2URNOiVuxWg==} engines: {node: '>= 12.0.0'} cpu: [x64] os: [linux] - libc: [musl] lightningcss-win32-arm64-msvc@1.32.0: resolution: {integrity: sha512-8SbC8BR40pS6baCM8sbtYDSwEVQd4JlFTOlaD3gWGHfThTcABnNDBda6eTZeqbofalIJhFx0qKzgHJmcPTnGdw==} @@ -1131,6 +1108,9 @@ packages: ufo@1.6.4: resolution: {integrity: sha512-JFNbkD1Svwe0KvGi8GOeLcP4kAWQ609twvCdcHxq1oSL8svv39ZuSvajcD8B+5D0eL4+s1Is2D/O6KN3qcTeRA==} + undici-types@8.3.0: + resolution: {integrity: sha512-j375ScV60dom+YkPFIfTLcOiPxkN/buHz5GobjLhixFuANaNs3C9l4GmrWqejgXWJ7BbJcFYpTEUkS1Ge8bpZQ==} + vite@8.0.16: resolution: {integrity: sha512-h9bXPmJichP5fLmVQo3PyaGSDE2n3aPuomeAlVRm0JLmt4rY6zmPKd59HYI4LNW8oTK7tlTsuC7l/m7awx9Jcw==} engines: {node: ^20.19.0 || >=22.12.0} @@ -1555,6 +1535,10 @@ snapshots: '@types/lodash@4.17.24': {} + '@types/node@26.1.1': + dependencies: + undici-types: 8.3.0 + '@types/react-dom@19.2.3(@types/react@19.2.17)': dependencies: '@types/react': 19.2.17 @@ -1563,11 +1547,11 @@ snapshots: dependencies: csstype: 3.2.3 - '@vitejs/plugin-react-swc@4.3.1(vite@8.0.16(esbuild@0.27.7))': + '@vitejs/plugin-react-swc@4.3.1(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7))': dependencies: '@rolldown/pluginutils': 1.0.1 '@swc/core': 1.15.41 - vite: 8.0.16(esbuild@0.27.7) + vite: 8.0.16(@types/node@26.1.1)(esbuild@0.27.7) transitivePeerDependencies: - '@swc/helpers' @@ -1580,13 +1564,13 @@ snapshots: chai: 6.2.2 tinyrainbow: 3.1.0 - '@vitest/mocker@4.1.9(vite@8.0.16(esbuild@0.27.7))': + '@vitest/mocker@4.1.9(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7))': dependencies: '@vitest/spy': 4.1.9 estree-walker: 3.0.3 magic-string: 0.30.21 optionalDependencies: - vite: 8.0.16(esbuild@0.27.7) + vite: 8.0.16(@types/node@26.1.1)(esbuild@0.27.7) '@vitest/pretty-format@4.1.9': dependencies: @@ -2014,7 +1998,9 @@ snapshots: ufo@1.6.4: {} - vite@8.0.16(esbuild@0.27.7): + undici-types@8.3.0: {} + + vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7): dependencies: lightningcss: 1.32.0 picomatch: 4.0.4 @@ -2022,13 +2008,14 @@ snapshots: rolldown: 1.0.3 tinyglobby: 0.2.17 optionalDependencies: + '@types/node': 26.1.1 esbuild: 0.27.7 fsevents: 2.3.3 - vitest@4.1.9(vite@8.0.16(esbuild@0.27.7)): + vitest@4.1.9(@types/node@26.1.1)(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7)): dependencies: '@vitest/expect': 4.1.9 - '@vitest/mocker': 4.1.9(vite@8.0.16(esbuild@0.27.7)) + '@vitest/mocker': 4.1.9(vite@8.0.16(@types/node@26.1.1)(esbuild@0.27.7)) '@vitest/pretty-format': 4.1.9 '@vitest/runner': 4.1.9 '@vitest/snapshot': 4.1.9 @@ -2045,8 +2032,10 @@ snapshots: tinyexec: 1.2.4 tinyglobby: 0.2.17 tinyrainbow: 3.1.0 - vite: 8.0.16(esbuild@0.27.7) + vite: 8.0.16(@types/node@26.1.1)(esbuild@0.27.7) why-is-node-running: 2.3.0 + optionalDependencies: + '@types/node': 26.1.1 transitivePeerDependencies: - msw