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fix(quantization): record job progress without an attached listener (#11874)
A quantization job that runs with no client on its progress stream stays "queued" forever, in the API and in state.json, while the finished artifact sits on disk. state.json was written once by StartJob, and the only code that advanced a job afterwards lived inside the stream callback of StreamProgress, so job state depended on somebody watching it. The backend's progress stream cannot simply gain a second reader: each job owns one queue.Queue and QuantizationProgress pops from it, so two consumers split the updates rather than both seeing them. The stream has to be opened exactly once per job. StartJob now starts watchProgress on the application context (the request context is done as soon as the handler returns). That goroutine is the single reader: it applies each update to the job -- in the cross-replica store and in state.json, terminal statuses still winning over late updates -- and republishes it in-process. StreamProgress becomes a pure reader over that fan-out and no longer loads a backend or opens a stream. A client attaching to a job that has already finished, including one hydrated from disk after a restart, gets a final event built from the stored job instead of blocking. Two paths used to end a client's stream by breaking the gRPC connection and now release it explicitly: StopJob kills the backend, so it publishes the stopped event itself; and a stream that ends without a terminal update means the backend is gone, so the job is recorded as failed rather than left running forever. Signed-off-by: Tai An <antai12232931@outlook.com>
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