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[RL] add version to the key of cache storage && refine raising error (#6160)
* Waiting for cache transfer manager inited * up * up * up * up * up * fix according comments * fix unittest * fix * fix unittest * fix error * pass storage_backend to worker
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@@ -44,6 +44,7 @@ class Args:
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default_dtype = "bfloat16"
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kvcache_storage_backend = None
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write_policy = "write_through"
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model_path = "test_model"
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# ==========================
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