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This commit is contained in:
@@ -0,0 +1,252 @@
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import time
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from typing import Any, List, Optional, Union
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from fastapi import APIRouter, Body, HTTPException
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from pydantic import BaseModel, Field
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from sglang.multimodal_gen.registry import get_model_info
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from sglang.multimodal_gen.runtime.entrypoints.utils import (
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ListLorasReq,
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MergeLoraWeightsReq,
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SetLoraReq,
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UnmergeLoraWeightsReq,
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format_lora_message,
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)
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from sglang.multimodal_gen.runtime.pipelines_core.schedule_batch import OutputBatch
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from sglang.multimodal_gen.runtime.scheduler_client import async_scheduler_client
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from sglang.multimodal_gen.runtime.server_args import get_global_server_args
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from sglang.multimodal_gen.runtime.utils.logging_utils import init_logger
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from sglang.srt.utils.json_response import orjson_response
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router = APIRouter(prefix="/v1")
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logger = init_logger(__name__)
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class ModelCard(BaseModel):
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"""Model cards."""
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id: str
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object: str = "model"
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created: int = Field(default_factory=lambda: int(time.time()))
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owned_by: str = "sglang"
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root: Optional[str] = None
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parent: Optional[str] = None
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max_model_len: Optional[int] = None
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class DiffusionModelCard(ModelCard):
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"""Extended ModelCard with diffusion-specific fields."""
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num_gpus: Optional[int] = None
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task_type: Optional[str] = None
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dit_precision: Optional[str] = None
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vae_precision: Optional[str] = None
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pipeline_name: Optional[str] = None
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pipeline_class: Optional[str] = None
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async def _handle_lora_request(req: Any, success_msg: str, failure_msg: str):
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try:
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output: OutputBatch = await async_scheduler_client.forward(req)
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if output.error is None:
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return {"status": "ok", "message": success_msg}
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else:
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error_msg = output.error
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raise HTTPException(status_code=500, detail=f"{failure_msg}: {error_msg}")
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except Exception as e:
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if isinstance(e, HTTPException):
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raise
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logger.error(f"Error during '{failure_msg}': {e}", exc_info=True)
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raise HTTPException(status_code=500, detail=str(e))
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@router.post("/set_lora")
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async def set_lora(
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lora_nickname: Union[str, List[str]] = Body(..., embed=True),
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lora_path: Optional[Union[str, List[Optional[str]]]] = Body(None, embed=True),
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target: Union[str, List[str]] = Body("all", embed=True),
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strength: Union[float, List[float]] = Body(1.0, embed=True),
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merge_mode: Optional[str] = Body(None, embed=True),
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):
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"""
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Set LoRA adapter(s) for the specified transformer(s).
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Supports both single LoRA (backward compatible) and multiple LoRA adapters.
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Args:
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lora_nickname: The nickname(s) of the adapter(s). Can be a string or a list of strings.
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lora_path: Path(s) to the LoRA adapter(s) (local path or HF repo id).
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Can be a string, None, or a list of strings/None. Must match the length of lora_nickname.
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target: Which transformer(s) to apply the LoRA to. Can be a string or a list of strings.
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If a list, must match the length of lora_nickname. Valid values:
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- "all": Apply to all transformers (default)
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- "transformer": Apply only to the primary transformer (high noise for Wan2.2)
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- "transformer_2": Apply only to transformer_2 (low noise for Wan2.2)
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- "critic": Apply only to the critic model
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strength: LoRA strength(s) for merge, default 1.0. Can be a float or a list of floats.
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If a list, must match the length of lora_nickname. Values < 1.0 reduce the effect,
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values > 1.0 amplify the effect.
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merge_mode: Optional LoRA merge mode: "auto", "merge", or "dynamic".
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"""
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req = SetLoraReq(
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lora_nickname=lora_nickname,
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lora_path=lora_path,
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target=target,
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strength=strength,
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merge_mode=merge_mode,
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)
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nickname_str, target_str, strength_str = format_lora_message(
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lora_nickname, target, strength
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)
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return await _handle_lora_request(
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req,
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f"Successfully set LoRA adapter(s): {nickname_str} (target: {target_str}, strength: {strength_str})",
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"Failed to set LoRA adapter",
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)
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@router.post("/merge_lora_weights")
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async def merge_lora_weights(
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target: str = Body("all", embed=True),
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strength: float = Body(1.0, embed=True),
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):
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"""
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Merge LoRA weights into the base model.
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Args:
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target: Which transformer(s) to merge. One of "all", "transformer",
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"transformer_2", "critic".
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strength: LoRA strength for merge, default 1.0. Values < 1.0 reduce the effect,
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values > 1.0 amplify the effect.
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"""
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req = MergeLoraWeightsReq(target=target, strength=strength)
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return await _handle_lora_request(
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req,
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f"Successfully merged LoRA weights (target: {target}, strength: {strength})",
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"Failed to merge LoRA weights",
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)
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@router.post("/unmerge_lora_weights")
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async def unmerge_lora_weights(
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target: str = Body("all", embed=True),
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):
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"""
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Unmerge LoRA weights from the base model.
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Args:
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target: Which transformer(s) to unmerge. One of "all", "transformer",
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"transformer_2", "critic".
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"""
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req = UnmergeLoraWeightsReq(target=target)
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return await _handle_lora_request(
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req,
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f"Successfully unmerged LoRA weights (target: {target})",
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"Failed to unmerge LoRA weights",
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)
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@router.get("/model_info")
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async def model_info():
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"""Get the model information."""
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server_args = get_global_server_args()
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if not server_args:
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raise HTTPException(status_code=500, detail="Server args not initialized")
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result = {
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"model_path": server_args.model_path,
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}
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return result
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@router.get("/list_loras")
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async def list_loras():
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"""List loaded LoRA adapters and current application status per module."""
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try:
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req = ListLorasReq()
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output: OutputBatch = await async_scheduler_client.forward(req)
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if output.error is None:
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return output.output or {}
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else:
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raise HTTPException(status_code=500, detail=output.error)
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except Exception as e:
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if isinstance(e, HTTPException):
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raise
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logger.error(f"Error during 'list_loras': {e}", exc_info=True)
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raise HTTPException(status_code=500, detail=str(e))
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@router.get("/models")
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async def available_models():
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"""Show available models. OpenAI-compatible endpoint with extended diffusion info."""
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server_args = get_global_server_args()
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if not server_args:
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raise HTTPException(status_code=500, detail="Server args not initialized")
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model_info = get_model_info(
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server_args.model_path,
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backend=server_args.backend,
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model_id=server_args.model_id,
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)
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card_kwargs = {
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"id": server_args.model_path,
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"root": server_args.model_path,
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# Extended diffusion-specific fields
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"num_gpus": server_args.num_gpus,
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"task_type": server_args.pipeline_config.task_type.name,
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"dit_precision": server_args.pipeline_config.dit_precision,
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"vae_precision": server_args.pipeline_config.vae_precision,
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}
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if model_info:
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card_kwargs["pipeline_name"] = model_info.pipeline_cls.pipeline_name
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card_kwargs["pipeline_class"] = model_info.pipeline_cls.__name__
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model_card = DiffusionModelCard(**card_kwargs)
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# Return dict directly to preserve extended fields (ModelList strips them)
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return {"object": "list", "data": [model_card.model_dump()]}
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@router.get("/models/{model:path}")
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async def retrieve_model(model: str):
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"""Retrieve a model instance. OpenAI-compatible endpoint with extended diffusion info."""
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server_args = get_global_server_args()
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if not server_args:
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raise HTTPException(status_code=500, detail="Server args not initialized")
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if model != server_args.model_path:
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return orjson_response(
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{
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"error": {
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"message": f"The model '{model}' does not exist",
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"type": "invalid_request_error",
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"param": "model",
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"code": "model_not_found",
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}
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},
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status_code=404,
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)
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model_info = get_model_info(
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server_args.model_path,
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backend=server_args.backend,
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model_id=server_args.model_id,
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)
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card_kwargs = {
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"id": model,
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"root": model,
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"num_gpus": server_args.num_gpus,
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"task_type": server_args.pipeline_config.task_type.name,
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"dit_precision": server_args.pipeline_config.dit_precision,
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"vae_precision": server_args.pipeline_config.vae_precision,
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}
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if model_info:
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card_kwargs["pipeline_name"] = model_info.pipeline_cls.pipeline_name
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card_kwargs["pipeline_class"] = model_info.pipeline_cls.__name__
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# Return dict to preserve extended fields
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return DiffusionModelCard(**card_kwargs).model_dump()
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