chore: import upstream snapshot with attribution
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This commit is contained in:
@@ -0,0 +1,349 @@
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"""
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Ollama-compatible API serving handlers.
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This module provides handlers that convert Ollama API requests to SGLang's
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internal format and return Ollama-compatible responses.
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"""
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import time
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from datetime import datetime, timezone
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from typing import AsyncIterator, Union
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import orjson
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from fastapi import Request
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from fastapi.responses import StreamingResponse
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from sglang.srt.entrypoints.ollama.protocol import (
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OllamaChatRequest,
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OllamaChatResponse,
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OllamaChatStreamResponse,
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OllamaGenerateRequest,
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OllamaGenerateResponse,
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OllamaGenerateStreamResponse,
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OllamaMessage,
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OllamaModelInfo,
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OllamaShowResponse,
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OllamaTagsResponse,
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)
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from sglang.srt.managers.io_struct import GenerateReqInput
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class OllamaServing:
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"""Handler for Ollama-compatible API endpoints."""
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def __init__(self, tokenizer_manager):
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self.tokenizer_manager = tokenizer_manager
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def _get_timestamp(self) -> str:
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"""Get current timestamp in Ollama format."""
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return datetime.now(timezone.utc).strftime("%Y-%m-%dT%H:%M:%S.%f")[:-3] + "Z"
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def _convert_options_to_sampling_params(self, options: dict = None) -> dict:
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"""Convert Ollama options to SGLang sampling params."""
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sampling_params = {}
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if options:
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# Map Ollama options to SGLang params
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param_mapping = {
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"temperature": "temperature",
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"top_p": "top_p",
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"top_k": "top_k",
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"num_predict": "max_new_tokens",
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"stop": "stop",
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"presence_penalty": "presence_penalty",
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"frequency_penalty": "frequency_penalty",
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"seed": "seed",
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}
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for ollama_param, sglang_param in param_mapping.items():
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if ollama_param in options:
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sampling_params[sglang_param] = options[ollama_param]
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# Set a reasonable default for max_new_tokens if not specified
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# Ollama users typically expect longer responses than SGLang's default (128)
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if "max_new_tokens" not in sampling_params:
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sampling_params["max_new_tokens"] = 2048
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return sampling_params
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async def handle_chat(
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self, request: OllamaChatRequest, raw_request: Request
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) -> Union[OllamaChatResponse, StreamingResponse]:
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"""Handle /api/chat endpoint."""
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model_name = self.tokenizer_manager.served_model_name
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# Convert messages to SGLang format
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messages = [
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{"role": msg.role, "content": msg.content} for msg in request.messages
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]
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# Apply chat template using tokenizer
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prompt_ids = self.tokenizer_manager.tokenizer.apply_chat_template(
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messages,
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tokenize=True,
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add_generation_prompt=True,
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)
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# Convert options to sampling params
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sampling_params = self._convert_options_to_sampling_params(request.options)
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# Create SGLang request with input_ids
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gen_request = GenerateReqInput(
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input_ids=prompt_ids,
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sampling_params=sampling_params,
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stream=request.stream,
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)
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if request.stream:
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return await self._stream_chat_response(
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gen_request, raw_request, model_name
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)
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else:
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return await self._generate_chat_response(
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gen_request, raw_request, model_name
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)
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async def _generate_chat_response(
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self, gen_request: GenerateReqInput, raw_request: Request, model_name: str
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) -> OllamaChatResponse:
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"""Generate non-streaming chat response."""
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start_time = time.time_ns()
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# Get response from tokenizer manager
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response = await self.tokenizer_manager.generate_request(
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gen_request, raw_request
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).__anext__()
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end_time = time.time_ns()
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total_duration = end_time - start_time
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output_text = response.get("text", "")
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return OllamaChatResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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message=OllamaMessage(role="assistant", content=output_text),
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done=True,
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done_reason="stop",
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total_duration=total_duration,
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prompt_eval_count=response.get("meta_info", {}).get("prompt_tokens", None),
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eval_count=response.get("meta_info", {}).get("completion_tokens", None),
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)
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async def _stream_chat_response(
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self, gen_request: GenerateReqInput, raw_request: Request, model_name: str
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) -> StreamingResponse:
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"""Generate streaming chat response."""
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async def generate_stream() -> AsyncIterator[bytes]:
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previous_text = ""
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async for chunk in self.tokenizer_manager.generate_request(
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gen_request, raw_request
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):
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text = chunk.get("text", "")
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is_done = chunk.get("meta_info", {}).get("finish_reason") is not None
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# Calculate delta (new text since last chunk)
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delta = text[len(previous_text) :]
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previous_text = text
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if is_done:
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# Final chunk
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response = OllamaChatStreamResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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message=OllamaMessage(role="assistant", content=""),
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done=True,
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done_reason="stop",
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)
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else:
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response = OllamaChatStreamResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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message=OllamaMessage(role="assistant", content=delta),
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done=False,
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)
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yield orjson.dumps(response.model_dump()) + b"\n"
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return StreamingResponse(
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generate_stream(),
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media_type="application/x-ndjson",
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)
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async def handle_generate(
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self, request: OllamaGenerateRequest, raw_request: Request
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) -> Union[OllamaGenerateResponse, StreamingResponse]:
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"""Handle /api/generate endpoint."""
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model_name = self.tokenizer_manager.served_model_name
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# Build prompt
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prompt = request.prompt
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if request.system:
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prompt = f"{request.system}\n\n{prompt}"
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# Handle empty prompt - Ollama CLI sends empty requests on initialization
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if not prompt or not prompt.strip():
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empty_response = OllamaGenerateResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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response="",
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done=True,
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done_reason="stop",
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)
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if request.stream:
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# Return streaming response with done=True
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async def empty_stream() -> AsyncIterator[bytes]:
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yield orjson.dumps(empty_response.model_dump()) + b"\n"
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return StreamingResponse(
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empty_stream(),
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media_type="application/x-ndjson",
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)
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return empty_response
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# Convert options to sampling params
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sampling_params = self._convert_options_to_sampling_params(request.options)
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# Create SGLang request
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gen_request = GenerateReqInput(
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text=prompt,
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sampling_params=sampling_params,
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stream=request.stream,
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)
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if request.stream:
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return await self._stream_generate_response(
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gen_request, raw_request, model_name
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)
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else:
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return await self._generate_generate_response(
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gen_request, raw_request, model_name
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)
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async def _generate_generate_response(
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self, gen_request: GenerateReqInput, raw_request: Request, model_name: str
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) -> OllamaGenerateResponse:
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"""Generate non-streaming generate response."""
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start_time = time.time_ns()
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response = await self.tokenizer_manager.generate_request(
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gen_request, raw_request
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).__anext__()
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end_time = time.time_ns()
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total_duration = end_time - start_time
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output_text = response.get("text", "")
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return OllamaGenerateResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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response=output_text,
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done=True,
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done_reason="stop",
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total_duration=total_duration,
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prompt_eval_count=response.get("meta_info", {}).get("prompt_tokens", None),
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eval_count=response.get("meta_info", {}).get("completion_tokens", None),
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)
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async def _stream_generate_response(
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self, gen_request: GenerateReqInput, raw_request: Request, model_name: str
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) -> StreamingResponse:
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"""Generate streaming generate response."""
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async def generate_stream() -> AsyncIterator[bytes]:
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previous_text = ""
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async for chunk in self.tokenizer_manager.generate_request(
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gen_request, raw_request
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):
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text = chunk.get("text", "")
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is_done = chunk.get("meta_info", {}).get("finish_reason") is not None
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# Calculate delta (new text since last chunk)
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delta = text[len(previous_text) :]
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previous_text = text
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if is_done:
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response = OllamaGenerateStreamResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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response="",
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done=True,
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done_reason="stop",
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)
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else:
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response = OllamaGenerateStreamResponse(
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model=model_name,
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created_at=self._get_timestamp(),
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response=delta,
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done=False,
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)
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yield orjson.dumps(response.model_dump()) + b"\n"
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||||
return StreamingResponse(
|
||||
generate_stream(),
|
||||
media_type="application/x-ndjson",
|
||||
)
|
||||
|
||||
def get_tags(self) -> OllamaTagsResponse:
|
||||
"""Handle /api/tags endpoint - list available models."""
|
||||
model_name = self.tokenizer_manager.served_model_name
|
||||
|
||||
model_info = OllamaModelInfo(
|
||||
name=model_name,
|
||||
model=model_name,
|
||||
modified_at=self._get_timestamp(),
|
||||
size=0, # We don't track model size
|
||||
digest="sha256:sglang0000000000000000000000000000000000000000000000000000000000",
|
||||
details={
|
||||
"format": "sglang",
|
||||
"family": (
|
||||
model_name.split("/")[-1] if "/" in model_name else model_name
|
||||
),
|
||||
"parameter_size": "unknown",
|
||||
},
|
||||
)
|
||||
|
||||
return OllamaTagsResponse(models=[model_info])
|
||||
|
||||
def get_show(self, model: str) -> OllamaShowResponse:
|
||||
"""Handle /api/show endpoint - show model information."""
|
||||
model_config = self.tokenizer_manager.model_config
|
||||
|
||||
# Extract model family from model name
|
||||
model_family = model.split("/")[-1] if "/" in model else model
|
||||
# Remove common suffixes to get base family
|
||||
for suffix in ["-Instruct", "-Chat", "-Base"]:
|
||||
if model_family.endswith(suffix):
|
||||
model_family = model_family[: -len(suffix)]
|
||||
break
|
||||
|
||||
# Build context length info
|
||||
context_len = model_config.context_len if model_config else 4096
|
||||
|
||||
return OllamaShowResponse(
|
||||
license="", # License info not available from SGLang
|
||||
modelfile=f"FROM {model}\nPARAMETER num_ctx {context_len}\n",
|
||||
parameters=f"num_ctx {context_len}",
|
||||
template="", # Template info not easily accessible
|
||||
modified_at=self._get_timestamp(),
|
||||
details={
|
||||
"parent_model": "",
|
||||
"format": "sglang",
|
||||
"family": model_family,
|
||||
"families": [model_family],
|
||||
"parameter_size": "unknown",
|
||||
"quantization_level": "",
|
||||
},
|
||||
model_info={
|
||||
"general.architecture": model_family,
|
||||
"general.name": model,
|
||||
"general.parameter_count": 0,
|
||||
f"{model_family}.context_length": context_len,
|
||||
f"{model_family}.block_count": 0,
|
||||
f"{model_family}.embedding_length": 0,
|
||||
f"{model_family}.attention.head_count": 0,
|
||||
},
|
||||
capabilities=["completion"],
|
||||
)
|
||||
Reference in New Issue
Block a user