diff --git a/scripts/e2e_eval/README.md b/scripts/e2e_eval/README.md index 277a0d6f5..7f32a3920 100644 --- a/scripts/e2e_eval/README.md +++ b/scripts/e2e_eval/README.md @@ -41,7 +41,7 @@ uv run python scripts/e2e_eval/build_registry.py --dry-run |---|---|---| | `--top-n` | 10 | Models per task | | `--output` | `testsets/models_all.json` | Output path | -| `--curated-source` / `-s` | `testsets/models_curated.json` | Curated model list (promoted to P0) | +| `--curated-source` / `-s` | `testsets/models_curated.json` | Curated model list — `group`/`priority` fields applied verbatim | | `--no-optimum-filter` | off | Disable Optimum-first soft filter | | `--stats` | off | Print stats and exit | | `--dry-run` | off | Preview without writing | @@ -82,7 +82,7 @@ uv run python scripts/e2e_eval/run_eval.py --retry-failed | `--hf-model` | — | Single model (overrides registry) | | `--output-dir` | `eval_results/{date}` | Output directory | | `--task` | — | Filter by HF task | -| `--priority` | — | Filter: `P0`, `P1`, `P2` | +| `--priority` | `P0 P1 P2` | Filter: one or more of `P0`, `P1`, `P2`, `P3` (e.g. `--priority P0 P1`). Pass `P3` explicitly to include P3 models. | | `--model-type` | — | Filter by model_type (e.g. `bert`) | | `--group` | — | Filter by group (e.g. `Foundry Toolkit`) | | `--device` | `auto` | Target device | @@ -115,10 +115,11 @@ uv run python scripts/e2e_eval/generate_report.py --input-dir eval_results/2026- | Priority | Meaning | |---|---| | **P0** | Must-pass — core models, failures are critical | -| **P1** | Important — tracked closely, regressions flagged | -| **P2** | Extended coverage — best-effort | +| **P1** | Important — ISV models, failures are critical | +| **P2** | Important — tracked closely, regressions flagged | +| **P3** | Extended coverage — best-effort | -Groups (`Foundry Toolkit`, `Benchmark`, `Top200`, etc.) categorize models by source/purpose. +Groups (`Foundry Toolkit`, `Benchmark`, `ISV`, `microsoft`, `Top200`, …) categorize models by source/purpose. ### Failure Classification diff --git a/scripts/e2e_eval/build_registry.py b/scripts/e2e_eval/build_registry.py index 55ad6bd08..3048c0456 100644 --- a/scripts/e2e_eval/build_registry.py +++ b/scripts/e2e_eval/build_registry.py @@ -32,33 +32,24 @@ def safe_print(text: str) -> None: print(text.encode("ascii", errors="replace").decode("ascii")) -NLP_TASKS = [ - "text-classification", - "token-classification", - "question-answering", - "fill-mask", - "text-generation", - "feature-extraction", - "summarization", - "translation", - "zero-shot-classification", - "sentence-similarity", -] - -CV_TASKS = [ - "image-classification", - "object-detection", - "image-segmentation", - "image-feature-extraction", - "zero-shot-image-classification", - "depth-estimation", - "image-to-text", - "visual-question-answering", - "document-question-answering", - "mask-generation", -] - -ALL_TASKS = NLP_TASKS + CV_TASKS +HF_TASKS_URL = "https://huggingface.co/api/tasks" + + +def fetch_all_tasks() -> list[str]: + """Fetch the list of pipeline tasks from the HuggingFace Hub API.""" + try: + import requests + except ImportError: + safe_print(" ERROR: requests not installed (expected as a HF Hub dependency)") + return [] + + try: + resp = requests.get(HF_TASKS_URL, timeout=30) + resp.raise_for_status() + return sorted(resp.json().keys()) + except Exception as exc: + safe_print(f" ERROR fetching tasks from {HF_TASKS_URL}: {exc}") + return [] def get_models_for_task(task: str, top_n: int) -> list[dict]: @@ -136,12 +127,17 @@ def load_optimum_types() -> set[str]: return set() -def load_p0_entries(p0_path: Path) -> list[dict]: - """Load P0 entries (hf_id + task + group) from P0 source JSON.""" - with p0_path.open(encoding="utf-8") as f: +def load_curated_entries(curated_path: Path) -> list[dict]: + """Load curated entries (hf_id + task + group + priority) from source JSON.""" + with curated_path.open(encoding="utf-8") as f: entries = json.load(f) return [ - {"hf_id": e["hf_id"], "task": e.get("task") or "", "group": e.get("group", "P0")} + { + "hf_id": e["hf_id"], + "task": e.get("task") or "", + "group": e.get("group", "P0"), + "priority": e.get("priority", "P0"), + } for e in entries if "hf_id" in e ] @@ -191,31 +187,51 @@ def print_stats(registry_path: Path) -> None: def build_registry( + tasks: list[str], top_n: int = 10, - p0_models: set[str] | None = None, - p0_entries: list[dict] | None = None, + curated_models: set[str] | None = None, + curated_entries: list[dict] | None = None, optimum_types: set[str] | None = None, + existing_entries: list[dict] | None = None, ) -> list[dict]: """Build the registry by querying HF Hub for top models per task. - After HF query, explicitly merges ALL P0 entries to ensure none are missed - (P0 models may not appear in top-N results for their task). + Phase 1: HF top-N query per task. + Phase 1.5: preserve hf_ids from existing registry not in new top-N + (refreshed from HF, task = current pipeline_tag). + Phase 2: merge curated entries (group/priority applied verbatim). + Phase 3: assign per-task ``order`` field by downloads descending. """ all_entries: list[dict] = [] seen: set[tuple[str, str]] = set() entry_lookup: dict[tuple[str, str], dict] = {} - # Build lookups from P0 source - p0_group_lookup: dict[tuple[str, str], str] = {} - p0_model_group: dict[str, str] = {} - if p0_entries: - for p0 in p0_entries: - p0_group_lookup[(p0["hf_id"], p0["task"])] = p0["group"] - p0_model_group[p0["hf_id"]] = p0["group"] + # Build lookups from curated source + curated_group_lookup: dict[tuple[str, str], str] = {} + curated_model_group: dict[str, str] = {} + curated_priority_lookup: dict[tuple[str, str], str] = {} + curated_model_priority: dict[str, str] = {} + if curated_entries: + for c in curated_entries: + curated_group_lookup[(c["hf_id"], c["task"])] = c["group"] + curated_model_group[c["hf_id"]] = c["group"] + curated_priority_lookup[(c["hf_id"], c["task"])] = c["priority"] + curated_model_priority[c["hf_id"]] = c["priority"] + + # Build (hf_id, task) lookup from the previous registry. Phase 1 inherits + # priority/group from this when re-picking a known entry, so labels are stable + # across runs. Curated still wins over this; this wins over the new-rule defaults. + existing_lookup_pt: dict[tuple[str, str], dict] = {} + if existing_entries: + for e in existing_entries: + hf = e.get("hf_id") + tk = e.get("task") + if hf and tk is not None: + existing_lookup_pt[(hf, tk)] = e # Phase 1: Query HF Hub for top models per task # Soft filter: prioritize Optimum-supported models, then fill remaining slots - for task in ALL_TASKS: + for task in tasks: safe_print(f"\n Task: {task}") # Fetch extra candidates to allow Optimum-first selection candidates = get_models_for_task(task, top_n * 3) @@ -253,17 +269,27 @@ def build_registry( if key in seen: continue - is_p0 = p0_models and model_id in p0_models - if is_p0: - priority = "P0" - group = p0_group_lookup.get((model_id, task)) or p0_model_group.get( + is_optimum = bool(optimum_types and model_type in optimum_types) + is_curated = curated_models and model_id in curated_models + existing_pt = existing_lookup_pt.get(key) + if is_curated: + priority = curated_priority_lookup.get( + (model_id, task) + ) or curated_model_priority.get(model_id, "P0") + group = curated_group_lookup.get((model_id, task)) or curated_model_group.get( model_id, "Foundry Toolkit" ) + elif existing_pt and "priority" in existing_pt and "group" in existing_pt: + priority = existing_pt["priority"] + group = existing_pt["group"] + elif model_id.startswith("microsoft/"): + # New non-curated, non-existing Microsoft entry → P2. + priority = "P2" + group = "microsoft" else: - priority = "P1" + # New non-curated, non-existing, non-Microsoft entry → P3. + priority = "P3" group = "Top200" - - is_optimum = bool(optimum_types and model_type in optimum_types) # list_models() may not populate last_modified; fall back to per-model API last_modified = m.get("last_modified") if not last_modified: @@ -287,14 +313,49 @@ def build_registry( dl = m["downloads"] safe_print(f" [{priority}] {model_id} ({model_type}, {opt_tag}) - {dl} downloads") - # Phase 2: Merge ALL P0 entries that were not already found via HF query - # If an entry already exists from Phase 1, promote it to P0 with correct group. - if p0_entries: - safe_print("\n Merging P0 models...") - for p0 in p0_entries: - model_id = p0["hf_id"] - task = p0["task"] - group = p0["group"] + # Phase 1.5: Preserve existing (hf_id, task) entries that Phase 1 did not re-add. + # All fields are kept verbatim; only ``downloads`` is refreshed so Phase 3 ranking + # reflects current popularity. Curated Phase 2 can still override group/priority later. + if existing_entries: + download_cache: dict[str, int] = {} + preserved_count = 0 + for e in existing_entries: + hf_id = e.get("hf_id") + task = e.get("task", "") + if not hf_id: + continue + key = (hf_id, task) + if key in seen: + continue + if hf_id not in download_cache: + download_cache[hf_id] = get_model_metadata(hf_id).get("downloads", 0) + preserved_entry = dict(e) + preserved_entry["downloads"] = download_cache[hf_id] + if optimum_types: + model_type = preserved_entry.get("model_type") + preserved_entry["optimum_supported"] = bool( + model_type and model_type in optimum_types + ) + preserved_entry.pop("order", None) # Phase 3 will reassign + seen.add(key) + entry_lookup[key] = preserved_entry + all_entries.append(preserved_entry) + preserved_count += 1 + if preserved_count: + safe_print( + f"\n Preserved {preserved_count} existing entries not in new top-N" + f" (downloads refreshed)" + ) + + # Phase 2: Merge ALL curated entries that were not already found via HF query. + # If an entry already exists from Phase 1, update it with curated group/priority. + if curated_entries: + safe_print("\n Merging curated models...") + for c in curated_entries: + model_id = c["hf_id"] + task = c["task"] + group = c["group"] + priority = c["priority"] # Resolve empty task from HF pipeline_tag (requires API call) metadata: dict | None = None @@ -308,15 +369,15 @@ def build_registry( key = (model_id, task) if key in seen: - # Promote existing entry to P0 with correct group + # Update existing entry with curated group/priority existing = entry_lookup[key] - if existing["priority"] != "P0" or existing["group"] != group: - existing["priority"] = "P0" + if existing["priority"] != priority or existing["group"] != group: + existing["priority"] = priority existing["group"] = group - safe_print(f" [P0] {model_id} / {task} — promoted (group={group})") + safe_print(f" [{priority}] {model_id} / {task} — updated (group={group})") continue - # New P0 entry — fetch metadata if not already loaded + # New curated entry — fetch metadata if not already loaded if metadata is None: metadata = get_model_metadata(model_id) @@ -328,7 +389,7 @@ def build_registry( "task": task, "model_type": model_type, "group": group, - "priority": "P0", + "priority": priority, "downloads": metadata["downloads"], "last_update_time": metadata["last_modified"], "optimum_supported": is_optimum, @@ -337,7 +398,18 @@ def build_registry( seen.add(key) entry_lookup[key] = entry all_entries.append(entry) - safe_print(f" [P0] {model_id} / {task} ({model_type}) - merged from P0 source") + safe_print( + f" [{priority}] {model_id} / {task} ({model_type}) - merged from curated source" + ) + + # Phase 3: Rank within each task by downloads (descending). + task_groups: dict[str, list[dict]] = {} + for e in all_entries: + task_groups.setdefault(e["task"], []).append(e) + for entries_in_task in task_groups.values(): + entries_in_task.sort(key=lambda x: x.get("downloads", 0), reverse=True) + for idx, e in enumerate(entries_in_task, start=1): + e["order"] = idx return all_entries @@ -394,7 +466,7 @@ def main() -> None: "-s", type=Path, default=Path(__file__).parent / "testsets" / "models_curated.json", - help="Curated model list for priority assignment (promoted to P0)", + help="Curated model list — group/priority fields are applied verbatim", ) parser.add_argument( "--no-optimum-filter", @@ -412,15 +484,15 @@ def main() -> None: print_stats(args.output) sys.exit(0) - # Load P0 models - p0_entries: list[dict] = [] - p0_models: set[str] = set() + # Load curated models + curated_entries: list[dict] = [] + curated_models: set[str] = set() if args.curated_source.exists(): - p0_entries = load_p0_entries(args.curated_source) - p0_models = {e["hf_id"] for e in p0_entries} + curated_entries = load_curated_entries(args.curated_source) + curated_models = {e["hf_id"] for e in curated_entries} safe_print( - f"Loaded {len(p0_models)} P0 model IDs" - f" ({len(p0_entries)} entries) from {args.curated_source}" + f"Loaded {len(curated_models)} curated model IDs" + f" ({len(curated_entries)} entries) from {args.curated_source}" ) # Load Optimum types via code @@ -435,9 +507,35 @@ def main() -> None: else: safe_print("WARNING: Could not load Optimum types. Soft filter disabled.") - safe_print(f"Building registry: top {args.top_n} models per task, {len(ALL_TASKS)} tasks") - - entries = build_registry(args.top_n, p0_models, p0_entries, optimum_types) + tasks = fetch_all_tasks() + if not tasks: + safe_print("ERROR: failed to fetch task list from HuggingFace Hub") + sys.exit(1) + safe_print(f"Loaded {len(tasks)} pipeline tasks from {HF_TASKS_URL}") + + # Load existing registry (if present) — entries not in new top-N will be preserved + existing_entries: list[dict] = [] + if args.output.exists(): + try: + with args.output.open(encoding="utf-8") as f: + existing_entries = json.load(f) + safe_print( + f"Loaded {len(existing_entries)} existing entries from {args.output.name}" + " (non-top-N will be preserved)" + ) + except Exception as exc: + safe_print(f"WARNING: could not load existing registry at {args.output}: {exc}") + + safe_print(f"Building registry: top {args.top_n} models per task, {len(tasks)} tasks") + + entries = build_registry( + tasks, + args.top_n, + curated_models, + curated_entries, + optimum_types, + existing_entries, + ) entries.sort(key=lambda e: (e["hf_id"], e.get("task", ""))) safe_print(f"\n{'=' * 60}") diff --git a/scripts/e2e_eval/run_eval.py b/scripts/e2e_eval/run_eval.py index c3b732325..8d7f20453 100644 --- a/scripts/e2e_eval/run_eval.py +++ b/scripts/e2e_eval/run_eval.py @@ -1020,7 +1020,17 @@ def parse_args() -> argparse.Namespace: ), ) parser.add_argument("--task", help="Filter by HF task") - parser.add_argument("--priority", choices=["P0", "P1", "P2"], help="Filter by priority") + parser.add_argument( + "--priority", + nargs="+", + choices=["P0", "P1", "P2", "P3"], + default=["P0", "P1", "P2"], + metavar="{P0,P1,P2,P3}", + help=( + "Filter by priority. Pass one or more, e.g. --priority P0 P1. " + "Default: P0 P1 P2 (P3 excluded from default runs)." + ), + ) parser.add_argument("--model-type", help="Filter by model_type") parser.add_argument("--group", help="Filter by group") parser.add_argument("--device", default="auto", help="Target device (default: auto)") diff --git a/scripts/e2e_eval/testsets/models_all.json b/scripts/e2e_eval/testsets/models_all.json index 5a7e749bd..47864c820 100644 --- a/scripts/e2e_eval/testsets/models_all.json +++ b/scripts/e2e_eval/testsets/models_all.json @@ -1,2082 +1,4831 @@ -[ - { - "hf_id": "AdamCodd/vit-base-nsfw-detector", - "task": "image-classification", - "model_type": "vit", - "group": "Top200", - "priority": "P1", - "downloads": 380961, - "last_update_time": "2024-12-03T14:14:31+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-base-en-v1.5", - "task": "feature-extraction", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 4709619, - "last_update_time": "2024-02-21T03:00:19+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-base-en-v1.5", - "task": "sentence-similarity", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 4709619, - "last_update_time": "2024-02-21T03:00:19+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-large-en-v1.5", - "task": "feature-extraction", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 5387120, - "last_update_time": "2024-02-21T02:51:44+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-large-en-v1.5", - "task": "sentence-similarity", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 5387120, - "last_update_time": "2024-02-21T02:51:44+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-m3", - "task": "feature-extraction", - "model_type": "xlm-roberta", - "group": "Top200", - "priority": "P1", - "downloads": 16573109, - "last_update_time": "2024-07-03T14:50:10+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-m3", - "task": "sentence-similarity", - "model_type": "xlm-roberta", - "group": "Top200", - "priority": "P1", - "downloads": 16573109, - "last_update_time": "2024-07-03T14:50:10+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-reranker-base", - "task": "text-classification", - "model_type": "xlm-roberta", - "group": "Top200", - "priority": "P1", - "downloads": 1737344, - "last_update_time": "2024-06-24T14:10:03+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-reranker-v2-m3", - "task": "text-classification", - "model_type": "xlm-roberta", - "group": "Top200", - "priority": "P1", - "downloads": 3652807, - "last_update_time": "2024-06-24T14:08:45+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-small-en-v1.5", - "task": "feature-extraction", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 5466706, - "last_update_time": "2024-02-22T03:36:23+00:00", - "optimum_supported": true - }, - { - "hf_id": "BAAI/bge-small-en-v1.5", - "task": "sentence-similarity", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 5466706, - "last_update_time": "2024-02-22T03:36:23+00:00", - "optimum_supported": true - }, - { - "hf_id": "Babelscape/wikineural-multilingual-ner", - "task": "token-classification", - "model_type": "bert", - "group": "Top200", - "priority": "P1", - "downloads": 409916, - "last_update_time": "2023-05-23T08:47:23+00:00", - "optimum_supported": true - }, - { - "hf_id": "FacebookAI/roberta-base", - "task": "fill-mask", - "model_type": "roberta", - "group": "Top200", - "priority": "P1", - "downloads": 8760799, - "last_update_time": "2024-02-19T12:39:28+00:00", - "optimum_supported": true - }, - { - "hf_id": "FacebookAI/roberta-large", - "task": "fill-mask", - "model_type": "roberta", - "group": "Top200", - "priority": "P1", - "downloads": 19917580, - "last_update_time": "2024-02-19T12:47:04+00:00", - "optimum_supported": true - }, - { - "hf_id": "FacebookAI/xlm-roberta-base", - "task": "fill-mask", - "model_type": "xlm-roberta", - "group": "Top200", - "priority": "P1", - "downloads": 23055328, - "last_update_time": "2024-02-19T12:48:21+00:00", - "optimum_supported": true - }, - { - "hf_id": "FacebookAI/xlm-roberta-large", - "task": "fill-mask", - "model_type": "xlm-roberta", - "group": "Top200", - "priority": "P1", - "downloads": 6304291, - "last_update_time": "2024-02-19T12:48:30+00:00", - "optimum_supported": true - }, - { - "hf_id": "Falconsai/nsfw_image_detection", - "task": "image-classification", - "model_type": "vit", - "group": "Top200", - "priority": "P1", - "downloads": 37147963, - "last_update_time": "2025-04-06T13:42:07+00:00", - "optimum_supported": true - }, - { - "hf_id": "Helsinki-NLP/opus-mt-en-ru", - "task": "translation", - "model_type": "marian", - "group": "Top200", - "priority": "P1", - "downloads": 903369, - "last_update_time": "2023-08-16T11:30:58+00:00", - "optimum_supported": true - }, - { - "hf_id": "Helsinki-NLP/opus-mt-es-en", - "task": "translation", - "model_type": "marian", - "group": "Top200", - "priority": "P1", - "downloads": 465856, - "last_update_time": "2023-08-16T11:32:34+00:00", - "optimum_supported": true - }, - { - "hf_id": "Helsinki-NLP/opus-mt-fr-en", - "task": "translation", - "model_type": "marian", - "group": "Top200", - "priority": "P1", - "downloads": 716938, - "last_update_time": "2025-11-15T22:57:50+00:00", - "optimum_supported": true - }, - { - "hf_id": "Helsinki-NLP/opus-mt-nl-en", - "task": "translation", - "model_type": "marian", - "group": "Top200", - "priority": "P1", - "downloads": 915844, - "last_update_time": "2023-08-16T12:01:39+00:00", - "optimum_supported": true - }, - { - "hf_id": "Helsinki-NLP/opus-mt-tr-en", - "task": "translation", - "model_type": "marian", - "group": "Top200", - "priority": "P1", - "downloads": 653928, - "last_update_time": "2023-08-16T12:07:23+00:00", - "optimum_supported": 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"group": "Benchmark", "priority": "P0"}, {"hf_id": "Salesforce/blip-image-captioning-base", "task": "image-to-text", "model_type": "blip", "group": "Benchmark", "priority": "P0"}, - {"hf_id": "ai-forever/Real-ESRGAN", "task": "", "model_type": "unknown", "group": "Benchmark", "priority": "P0"} + {"hf_id": "ai-forever/Real-ESRGAN", "task": "", "model_type": "unknown", "group": "Benchmark", "priority": "P0"}, + + {"hf_id": "microsoft/trocr-large-printed", "group": "ISV", "priority": "P1"}, + {"hf_id": "microsoft/trocr-base-printed", "group": "ISV", "priority": "P1"}, + {"hf_id": "naver-clova-ix/donut-base-finetuned-cord-v2", "group": "ISV", "priority": "P1"}, + {"hf_id": "google/flan-t5-base", "group": "ISV", "priority": "P1"} ] diff --git a/scripts/e2e_eval/utils/registry.py b/scripts/e2e_eval/utils/registry.py index 40952949c..3a79756f9 100644 --- a/scripts/e2e_eval/utils/registry.py +++ b/scripts/e2e_eval/utils/registry.py @@ -8,6 +8,7 @@ from __future__ import annotations import json +from collections.abc import Sequence # noqa: TC003 from dataclasses import dataclass, field from pathlib import Path # noqa: TC003 @@ -30,7 +31,7 @@ class ModelEntry: _REQUIRED_FIELDS = {"hf_id", "task", "model_type", "group", "priority"} -_VALID_PRIORITIES = {"P0", "P1", "P2"} +_VALID_PRIORITIES = {"P0", "P1", "P2", "P3"} def load_registry(path: Path) -> list[ModelEntry]: @@ -82,16 +83,17 @@ def filter_registry( entries: list[ModelEntry], *, task: str | None = None, - priority: str | None = None, + priority: str | Sequence[str] | None = None, model_type: str | None = None, group: str | None = None, ) -> list[ModelEntry]: - """Apply AND-combined filters.""" + """Apply AND-combined filters. ``priority`` may be a single value or a sequence.""" result = entries if task: result = [e for e in result if e.task == task] if priority: - result = [e for e in result if e.priority == priority] + priorities = {priority} if isinstance(priority, str) else set(priority) + result = [e for e in result if e.priority in priorities] if model_type: result = [e for e in result if e.model_type == model_type] if group: