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Add mistral backend
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jepler committed Mar 10, 2024
1 parent 9eef316 commit ddc5214
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99 changes: 99 additions & 0 deletions src/chap/backends/mistral.py
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# SPDX-FileCopyrightText: 2024 Jeff Epler <[email protected]>
#
# SPDX-License-Identifier: MIT

import json
from dataclasses import dataclass
from typing import AsyncGenerator, Any

import httpx

from ..core import AutoAskMixin
from ..key import get_key
from ..session import Assistant, Session, User


class Mistral(AutoAskMixin):
@dataclass
class Parameters:
url: str = "https://api.mistral.ai"
model: str = "open-mistral-7b"
max_new_tokens: int = 1000

def __init__(self) -> None:
super().__init__()
self.parameters = self.Parameters()

system_message = """\
Answer each question accurately and thoroughly.
"""

def make_full_query(self, messages: Session, max_query_size: int) -> dict[str, Any]:
messages = [m for m in messages if m.content]
del messages[1:-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,
)
return result

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/chat/completions",
json=params,
headers={
"Authorization": f"Bearer {self.get_key()}",
"content-type": "application/json",
"accept": "application/json",
"model": "application/json",
},
) as response:
if response.status_code == 200:
async for line in response.aiter_lines():
if line.startswith("data:"):
data = line.removeprefix("data:").strip()
if data == "[DONE]":
break
j = json.loads(data)
content = (
j.get("choices", [{}])[0]
.get("delta", {})
.get("content", "")
)
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

session.extend([User(query), Assistant("".join(new_content))])

@classmethod
def get_key(cls) -> str:
return get_key("mistral_api_key")


factory = Mistral

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