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fix spawn
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@@ -1073,7 +1073,10 @@ Performance Tips:
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# Start parallel processing using ProcessPoolExecutor
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# Start parallel processing using ProcessPoolExecutor
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console.print(f"\n[bold cyan]Starting parallel annotation...[/bold cyan]")
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console.print(f"\n[bold cyan]Starting parallel annotation...[/bold cyan]")
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with ProcessPoolExecutor(max_workers=args.num_workers) as executor:
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# Use 'spawn' method for CUDA compatibility (required for multi-GPU)
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mp_context = mp.get_context('spawn')
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with ProcessPoolExecutor(max_workers=args.num_workers, mp_context=mp_context) as executor:
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# Submit all worker jobs
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# Submit all worker jobs
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futures = []
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futures = []
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for worker_id in range(args.num_workers):
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for worker_id in range(args.num_workers):
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