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Merge pull request #33 from jepler/anthropic-claude
Add an anthropic back-end
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# SPDX-FileCopyrightText: 2024 Jeff Epler <[email protected]> | ||
# | ||
# SPDX-License-Identifier: MIT | ||
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import json | ||
from dataclasses import dataclass | ||
from typing import AsyncGenerator, Any | ||
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import httpx | ||
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from ..core import AutoAskMixin, Backend | ||
from ..key import get_key | ||
from ..session import Assistant, Role, Session, User | ||
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class Anthropic(AutoAskMixin): | ||
@dataclass | ||
class Parameters: | ||
url: str = "https://api.anthropic.com" | ||
model: str = "claude-3-sonnet-20240229" | ||
max_new_tokens: int = 1000 | ||
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def __init__(self) -> None: | ||
super().__init__() | ||
self.parameters = self.Parameters() | ||
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system_message = """\ | ||
Answer each question accurately and thoroughly. | ||
""" | ||
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def make_full_query(self, messages: Session, max_query_size: int) -> dict[str, Any]: | ||
system = [m.content for m in messages if m.role == Role.SYSTEM] | ||
messages = [m for m in messages if m.role != Role.SYSTEM and m.content] | ||
del messages[:-max_query_size] | ||
result = dict( | ||
model=self.parameters.model, | ||
max_tokens=self.parameters.max_new_tokens, | ||
messages=[dict(role=str(m.role), content=m.content) for m in messages], | ||
stream=True, | ||
) | ||
if system and system[0]: | ||
result["system"] = system[0] | ||
return result | ||
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async def aask( | ||
self, | ||
session: Session, | ||
query: str, | ||
*, | ||
max_query_size: int = 5, | ||
timeout: float = 180, | ||
) -> AsyncGenerator[str, None]: | ||
new_content: list[str] = [] | ||
params = self.make_full_query(session + [User(query)], max_query_size) | ||
try: | ||
async with httpx.AsyncClient(timeout=timeout) as client: | ||
async with client.stream( | ||
"POST", | ||
f"{self.parameters.url}/v1/messages", | ||
json=params, | ||
headers={ | ||
"x-api-key": self.get_key(), | ||
"content-type": "application/json", | ||
"anthropic-version": "2023-06-01", | ||
"anthropic-beta": "messages-2023-12-15", | ||
}, | ||
) as response: | ||
if response.status_code == 200: | ||
async for line in response.aiter_lines(): | ||
if line.startswith("data:"): | ||
data = line.removeprefix("data:").strip() | ||
j = json.loads(data) | ||
content = j.get("delta", {}).get("text", "") | ||
if content: | ||
new_content.append(content) | ||
yield content | ||
else: | ||
content = f"\nFailed with {response=!r}" | ||
new_content.append(content) | ||
yield content | ||
async for line in response.aiter_lines(): | ||
new_content.append(line) | ||
yield line | ||
except httpx.HTTPError as e: | ||
content = f"\nException: {e!r}" | ||
new_content.append(content) | ||
yield content | ||
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session.extend([User(query), Assistant("".join(new_content))]) | ||
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@classmethod | ||
def get_key(cls) -> str: | ||
return get_key("anthropic_api_key") | ||
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def factory() -> Backend: | ||
"""Uses the huggingface text-generation-interface web API""" | ||
return Anthropic() |