Create inference.py
Browse files- inference.py +53 -0
inference.py
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# inference.py
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from typing import List, Dict, Generator, Optional
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from hf_client import get_inference_client
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def chat_completion(
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model_id: str,
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messages: List[Dict[str, str]],
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provider: Optional[str] = None,
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max_tokens: int = 4096
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) -> str:
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"""
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Send a chat completion request to the appropriate inference provider.
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Args:
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model_id: The model identifier to use.
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messages: A list of OpenAI‑style {'role':'...', 'content':'...'} messages.
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provider: Optional override for provider; uses model default if None.
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max_tokens: Maximum tokens to generate.
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Returns:
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The assistant's response content.
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"""
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client = get_inference_client(model_id, provider or "auto")
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response = client.chat.completions.create(
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model=model_id,
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messages=messages,
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max_tokens=max_tokens
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)
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return response.choices[0].message.content
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def stream_chat_completion(
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model_id: str,
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messages: List[Dict[str, str]],
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provider: Optional[str] = None,
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max_tokens: int = 4096
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) -> Generator[str, None, None]:
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"""
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Generator for streaming chat completions.
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Yields partial message chunks as strings.
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"""
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client = get_inference_client(model_id, provider or "auto")
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stream = client.chat.completions.create(
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model=model_id,
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messages=messages,
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max_tokens=max_tokens,
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stream=True
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)
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for chunk in stream:
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delta = getattr(chunk.choices[0].delta, "content", None)
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if delta:
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yield delta
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