Numerous individuals have experimented with artificial intelligence solutions only to find them lacking. This sentiment is understandable—while demonstrations often showcase remarkable capabilities, real-world applications frequently fall short of expectations.
这份务实态度的背后，实则是多重挑战的叠加：
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The script throws an out of memory error on the non-lora model forward pass. I can print GPU memory immediately after loading the model and notice each GPU has 62.7 GB of memory allocated, except GPU 7, which has 120.9 GB (out of 140.) Ideally, the weights should be distributed evenly. We can specify which weights go where with device_map. You might wonder why device_map=’auto’ distributes weights so unevenly. I certainly did, but could not find a satisfactory answer and am convinced it would be trivial to distribute the weights relatively evenly.
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