from app.clients.llm.base import LLMClient from app.core.logging import get_logger from app.models.finetune_models import ( FinetuneStartRequest, FinetuneStartResponse, FinetuneStatusResponse, ) logger = get_logger(__name__) _STATUS_MAP = { "running": "RUNNING", "succeeded": "SUCCESS", "failed": "FAILED", } async def submit_finetune(req: FinetuneStartRequest, llm: LLMClient) -> FinetuneStartResponse: """Submit a fine-tune job via the LLMClient interface and return the job ID.""" job_id = await llm.submit_finetune(req.jsonl_url, req.base_model, req.hyperparams or {}) logger.info("finetune_submit", extra={"job_id": job_id, "model": req.base_model}) return FinetuneStartResponse(job_id=job_id) async def get_finetune_status(job_id: str, llm: LLMClient) -> FinetuneStatusResponse: """Retrieve fine-tune job status via the LLMClient interface.""" raw = await llm.get_finetune_status(job_id) status = _STATUS_MAP.get(raw["status"], "RUNNING") logger.info("finetune_status", extra={"job_id": job_id, "status": status}) return FinetuneStatusResponse( job_id=raw["job_id"], status=status, progress=raw["progress"], error_message=raw["error_message"], )