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Comments (4)

merlintang avatar merlintang commented on July 28, 2024

how about the gpu memory usage comparison?

from mlora.

merlintang avatar merlintang commented on July 28, 2024

how about the gpu utils information?

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LianxinGao avatar LianxinGao commented on July 28, 2024

Test report about: alpaca_data_en_52k dataset on vicuna-7b-v1.1 (GPU: A100)

Method1: Using the same configuration file and data, fine-tune two datasets simultaneously.
Method2: Using the same configuration file and data, fine-tune only one dataset.

Method1: time cost: 12h45min, gpu memory cost: 23.69GB
Method2: time cost: 6h10min, gpu memory cost: 17.54GB

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yezhengmao1 avatar yezhengmao1 commented on July 28, 2024

Test report about: alpaca_data_en_52k dataset on vicuna-7b-v1.1 (GPU: A100)

Method1: Using the same configuration file and data, fine-tune two datasets simultaneously. Method2: Using the same configuration file and data, fine-tune only one dataset.

Method1: time cost: 12h45min, gpu memory cost: 23.69GB Method2: time cost: 6h10min, gpu memory cost: 17.54GB

Does alpaca-lora and multi-lora-fine-tune set the group_by_length = true? Due to the random group of the dataset, the training time may be different, even in alpaca-lora, the training time varies greatly.

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