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Merge pull request #2530 from hlohaus/cont
Add Anthropic provider
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Original file line number | Diff line number | Diff line change |
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from __future__ import annotations | ||
|
||
import requests | ||
import json | ||
import base64 | ||
from typing import Optional | ||
|
||
from ..helper import filter_none | ||
from ...typing import AsyncResult, Messages, ImagesType | ||
from ...requests import StreamSession, raise_for_status | ||
from ...providers.response import FinishReason, ToolCalls, Usage | ||
from ...errors import MissingAuthError | ||
from ...image import to_bytes, is_accepted_format | ||
from .OpenaiAPI import OpenaiAPI | ||
|
||
class Anthropic(OpenaiAPI): | ||
label = "Anthropic API" | ||
url = "https://console.anthropic.com" | ||
login_url = "https://console.anthropic.com/settings/keys" | ||
working = True | ||
api_base = "https://api.anthropic.com/v1" | ||
needs_auth = True | ||
supports_stream = True | ||
supports_system_message = True | ||
supports_message_history = True | ||
default_model = "claude-3-5-sonnet-latest" | ||
models = [ | ||
default_model, | ||
"claude-3-5-sonnet-20241022", | ||
"claude-3-5-haiku-latest", | ||
"claude-3-5-haiku-20241022", | ||
"claude-3-opus-latest", | ||
"claude-3-opus-20240229", | ||
"claude-3-sonnet-20240229", | ||
"claude-3-haiku-20240307" | ||
] | ||
models_aliases = { | ||
"claude-3.5-sonnet": default_model, | ||
"claude-3-opus": "claude-3-opus-latest", | ||
"claude-3-sonnet": "claude-3-sonnet-20240229", | ||
"claude-3-haiku": "claude-3-haiku-20240307", | ||
} | ||
|
||
@classmethod | ||
def get_models(cls, api_key: str = None, **kwargs): | ||
if not cls.models: | ||
url = f"https://api.anthropic.com/v1/models" | ||
response = requests.get(url, headers={ | ||
"Content-Type": "application/json", | ||
"x-api-key": api_key, | ||
"anthropic-version": "2023-06-01" | ||
}) | ||
raise_for_status(response) | ||
models = response.json() | ||
cls.models = [model["id"] for model in models["data"]] | ||
return cls.models | ||
|
||
@classmethod | ||
async def create_async_generator( | ||
cls, | ||
model: str, | ||
messages: Messages, | ||
proxy: str = None, | ||
timeout: int = 120, | ||
images: ImagesType = None, | ||
api_key: str = None, | ||
temperature: float = None, | ||
max_tokens: int = 4096, | ||
top_k: int = None, | ||
top_p: float = None, | ||
stop: list[str] = None, | ||
stream: bool = False, | ||
headers: dict = None, | ||
impersonate: str = None, | ||
tools: Optional[list] = None, | ||
extra_data: dict = {}, | ||
**kwargs | ||
) -> AsyncResult: | ||
if api_key is None: | ||
raise MissingAuthError('Add a "api_key"') | ||
|
||
if images is not None: | ||
insert_images = [] | ||
for image, _ in images: | ||
data = to_bytes(image) | ||
insert_images.append({ | ||
"type": "image", | ||
"source": { | ||
"type": "base64", | ||
"media_type": is_accepted_format(data), | ||
"data": base64.b64encode(data).decode(), | ||
} | ||
}) | ||
messages[-1]["content"] = [ | ||
*insert_images, | ||
{ | ||
"type": "text", | ||
"text": messages[-1]["content"] | ||
} | ||
] | ||
system = "\n".join([message for message in messages if message.get("role") == "system"]) | ||
if system: | ||
messages = [message for message in messages if message.get("role") != "system"] | ||
else: | ||
system = None | ||
|
||
async with StreamSession( | ||
proxy=proxy, | ||
headers=cls.get_headers(stream, api_key, headers), | ||
timeout=timeout, | ||
impersonate=impersonate, | ||
) as session: | ||
data = filter_none( | ||
messages=messages, | ||
model=cls.get_model(model, api_key=api_key), | ||
temperature=temperature, | ||
max_tokens=max_tokens, | ||
top_k=top_k, | ||
top_p=top_p, | ||
stop_sequences=stop, | ||
system=system, | ||
stream=stream, | ||
tools=tools, | ||
**extra_data | ||
) | ||
async with session.post(f"{cls.api_base}/messages", json=data) as response: | ||
await raise_for_status(response) | ||
if not stream: | ||
data = await response.json() | ||
cls.raise_error(data) | ||
if "type" in data and data["type"] == "message": | ||
for content in data["content"]: | ||
if content["type"] == "text": | ||
yield content["text"] | ||
elif content["type"] == "tool_use": | ||
tool_calls.append({ | ||
"id": content["id"], | ||
"type": "function", | ||
"function": { "name": content["name"], "arguments": content["input"] } | ||
}) | ||
if data["stop_reason"] == "end_turn": | ||
yield FinishReason("stop") | ||
elif data["stop_reason"] == "max_tokens": | ||
yield FinishReason("length") | ||
yield Usage(**data["usage"]) | ||
else: | ||
content_block = None | ||
partial_json = [] | ||
tool_calls = [] | ||
async for line in response.iter_lines(): | ||
if line.startswith(b"data: "): | ||
chunk = line[6:] | ||
if chunk == b"[DONE]": | ||
break | ||
data = json.loads(chunk) | ||
cls.raise_error(data) | ||
if "type" in data: | ||
if data["type"] == "content_block_start": | ||
content_block = data["content_block"] | ||
if content_block is None: | ||
pass # Message start | ||
elif data["type"] == "content_block_delta": | ||
if content_block["type"] == "text": | ||
yield data["delta"]["text"] | ||
elif content_block["type"] == "tool_use": | ||
partial_json.append(data["delta"]["partial_json"]) | ||
elif data["type"] == "message_delta": | ||
if data["delta"]["stop_reason"] == "end_turn": | ||
yield FinishReason("stop") | ||
elif data["delta"]["stop_reason"] == "max_tokens": | ||
yield FinishReason("length") | ||
yield Usage(**data["usage"]) | ||
elif data["type"] == "content_block_stop": | ||
if content_block["type"] == "tool_use": | ||
tool_calls.append({ | ||
"id": content_block["id"], | ||
"type": "function", | ||
"function": { "name": content_block["name"], "arguments": partial_json.join("") } | ||
}) | ||
partial_json = [] | ||
if tool_calls: | ||
yield ToolCalls(tool_calls) | ||
|
||
@classmethod | ||
def get_headers(cls, stream: bool, api_key: str = None, headers: dict = None) -> dict: | ||
return { | ||
"Accept": "text/event-stream" if stream else "application/json", | ||
"Content-Type": "application/json", | ||
**( | ||
{"x-api-key": api_key} | ||
if api_key is not None else {} | ||
), | ||
"anthropic-version": "2023-06-01", | ||
**({} if headers is None else headers) | ||
} |
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