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The eval-only tool skipped configuring some of the backend types, that the training did configure. Because of this, the eval is silently fell back to a local endpoint that wasn't actually configured, and all evaluations runs failed. Replicate the backend setup based on the trainer's code, and eval-only can run with the qwen_chat backends. Co-authored-by: Qwen-Coder <noreply@qwen.ai>