chore: include previous inference log
This commit is contained in:
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9525725e56
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08/18/2024 17:34:57 - INFO - llamafactory.cli - Initializing distributed tasks at: 127.0.0.1:23898
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08/18/2024 17:35:04 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:04 - INFO - llamafactory.hparams.parser - Process rank: 6, device: cuda:6, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:05 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:05 - INFO - llamafactory.hparams.parser - Process rank: 4, device: cuda:4, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:05 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:05 - INFO - llamafactory.hparams.parser - Process rank: 5, device: cuda:5, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:05 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:05 - INFO - llamafactory.hparams.parser - Process rank: 1, device: cuda:1, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:05 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:05 - INFO - llamafactory.hparams.parser - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:05 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:05 - INFO - llamafactory.hparams.parser - Process rank: 3, device: cuda:3, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:05 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:35:05 - INFO - llamafactory.hparams.parser - Process rank: 2, device: cuda:2, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:35:06 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:35:16 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:35:16 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:35:16 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:35:16 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:35:16 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:35:16 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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eval example:
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input_ids:
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[1, 518, 25580, 29962, 29871, 30982, 31695, 31863, 31577, 30210, 30457, 30502, 31302, 30858, 30267, 518, 29914, 25580, 29962]
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inputs:
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<s> [INST] 保持健康的三个提示。 [/INST]
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:35:34 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:36:13 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:13 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:36:13 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:13 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:36:14 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:14 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:14 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:14 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:14 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:36:14 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:36:14 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:36:14 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:36:14 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:36:14 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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***** predict metrics *****
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predict_bleu-4 = 1.4552
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predict_model_preparation_time = 0.0031
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predict_rouge-1 = 11.0984
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predict_rouge-2 = 3.0446
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predict_rouge-l = 5.0312
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predict_runtime = 0:01:03.50
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predict_samples_per_second = 0.787
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predict_steps_per_second = 0.063
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08/18/2024 17:37:18 - INFO - llamafactory.train.sft.trainer - Saving prediction results to ./results/inference/Llama2-7B/llama2_predict_1/generated_predictions.jsonl
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08/18/2024 17:42:59 - INFO - llamafactory.hparams.parser - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: False, compute dtype: None
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08/18/2024 17:43:00 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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eval example:
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input_ids:
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[1, 518, 25580, 29962, 29871, 30982, 31695, 31863, 31577, 30210, 30457, 30502, 31302, 30858, 30267, 518, 29914, 25580, 29962]
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inputs:
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<s> [INST] 保持健康的三个提示。 [/INST]
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08/18/2024 17:43:05 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:43:34 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:43:34 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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***** predict metrics *****
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predict_bleu-4 = 1.2952
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predict_model_preparation_time = 0.0029
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predict_rouge-1 = 12.8381
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predict_rouge-2 = 3.2551
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predict_rouge-l = 5.1021
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predict_runtime = 0:06:01.55
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predict_samples_per_second = 0.138
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predict_steps_per_second = 0.069
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08/18/2024 17:49:36 - INFO - llamafactory.train.sft.trainer - Saving prediction results to ./results/inference/Llama2-7B/llama2_predict_1_single/generated_predictions.jsonl
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08/18/2024 17:37:25 - INFO - llamafactory.cli - Initializing distributed tasks at: 127.0.0.1:28639
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08/18/2024 17:37:31 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:31 - INFO - llamafactory.hparams.parser - Process rank: 1, device: cuda:1, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:32 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:32 - INFO - llamafactory.hparams.parser - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:32 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:32 - INFO - llamafactory.hparams.parser - Process rank: 6, device: cuda:6, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:33 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:33 - INFO - llamafactory.hparams.parser - Process rank: 2, device: cuda:2, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:33 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:33 - INFO - llamafactory.hparams.parser - Process rank: 3, device: cuda:3, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:33 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:33 - INFO - llamafactory.hparams.parser - Process rank: 4, device: cuda:4, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:33 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:37:33 - INFO - llamafactory.hparams.parser - Process rank: 5, device: cuda:5, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:37:33 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:38:38 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:38:38 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:38:38 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:38:38 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:38:38 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:38:38 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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eval example:
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input_ids:
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[1, 518, 25580, 29962, 29871, 30982, 31695, 31863, 31577, 30210, 30457, 30502, 31302, 30858, 30267, 518, 29914, 25580, 29962]
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inputs:
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<s> [INST] 保持健康的三个提示。 [/INST]
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:38:44 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:39:22 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:22 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:39:23 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:23 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:39:25 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:25 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:39:25 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:25 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:25 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:39:25 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:39:25 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:25 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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08/18/2024 17:39:25 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:39:25 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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***** predict metrics *****
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predict_bleu-4 = 1.4552
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predict_model_preparation_time = 0.003
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predict_rouge-1 = 11.0984
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predict_rouge-2 = 3.0446
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predict_rouge-l = 5.0312
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predict_runtime = 0:01:03.40
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predict_samples_per_second = 0.789
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predict_steps_per_second = 0.063
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08/18/2024 17:40:28 - INFO - llamafactory.train.sft.trainer - Saving prediction results to ./results/inference/Llama2-7B/llama2_predict_2/generated_predictions.jsonl
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08/18/2024 17:49:41 - INFO - llamafactory.hparams.parser - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: False, compute dtype: None
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08/18/2024 17:49:42 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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eval example:
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input_ids:
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[1, 518, 25580, 29962, 29871, 30982, 31695, 31863, 31577, 30210, 30457, 30502, 31302, 30858, 30267, 518, 29914, 25580, 29962]
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inputs:
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<s> [INST] 保持健康的三个提示。 [/INST]
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08/18/2024 17:49:47 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
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08/18/2024 17:50:16 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
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08/18/2024 17:50:16 - INFO - llamafactory.model.loader - all params: 6,738,415,616
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***** predict metrics *****
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predict_bleu-4 = 1.2952
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predict_model_preparation_time = 0.003
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predict_rouge-1 = 12.8381
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predict_rouge-2 = 3.2551
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predict_rouge-l = 5.1021
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predict_runtime = 0:06:01.42
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predict_samples_per_second = 0.138
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predict_steps_per_second = 0.069
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08/18/2024 17:56:18 - INFO - llamafactory.train.sft.trainer - Saving prediction results to ./results/inference/Llama2-7B/llama2_predict_2_single/generated_predictions.jsonl
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08/18/2024 17:40:35 - INFO - llamafactory.cli - Initializing distributed tasks at: 127.0.0.1:24151
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08/18/2024 17:40:42 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:42 - INFO - llamafactory.hparams.parser - Process rank: 2, device: cuda:2, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:43 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:43 - INFO - llamafactory.hparams.parser - Process rank: 5, device: cuda:5, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:43 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:43 - INFO - llamafactory.hparams.parser - Process rank: 6, device: cuda:6, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:43 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:43 - INFO - llamafactory.hparams.parser - Process rank: 4, device: cuda:4, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:43 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:43 - INFO - llamafactory.hparams.parser - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:43 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:43 - INFO - llamafactory.hparams.parser - Process rank: 1, device: cuda:1, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:43 - WARNING - llamafactory.hparams.parser - `ddp_find_unused_parameters` needs to be set as False for LoRA in DDP training.
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08/18/2024 17:40:43 - INFO - llamafactory.hparams.parser - Process rank: 3, device: cuda:3, n_gpu: 1, distributed training: True, compute dtype: None
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08/18/2024 17:40:44 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:40:54 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:40:54 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:40:54 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:40:54 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:40:54 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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08/18/2024 17:40:54 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
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eval example:
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input_ids:
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||||||
|
[1, 518, 25580, 29962, 29871, 30982, 31695, 31863, 31577, 30210, 30457, 30502, 31302, 30858, 30267, 518, 29914, 25580, 29962]
|
||||||
|
inputs:
|
||||||
|
<s> [INST] 保持健康的三个提示。 [/INST]
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:09 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:48 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
08/18/2024 17:41:49 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:41:49 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
***** predict metrics *****
|
||||||
|
predict_bleu-4 = 1.4552
|
||||||
|
predict_model_preparation_time = 0.0031
|
||||||
|
predict_rouge-1 = 11.0984
|
||||||
|
predict_rouge-2 = 3.0446
|
||||||
|
predict_rouge-l = 5.0312
|
||||||
|
predict_runtime = 0:01:03.96
|
||||||
|
predict_samples_per_second = 0.782
|
||||||
|
predict_steps_per_second = 0.063
|
||||||
|
08/18/2024 17:42:52 - INFO - llamafactory.train.sft.trainer - Saving prediction results to ./results/inference/Llama2-7B/llama2_predict_3/generated_predictions.jsonl
|
|
@ -0,0 +1,20 @@
|
||||||
|
08/18/2024 17:56:23 - INFO - llamafactory.hparams.parser - Process rank: 0, device: cuda:0, n_gpu: 1, distributed training: False, compute dtype: None
|
||||||
|
08/18/2024 17:56:24 - INFO - llamafactory.data.loader - Loading dataset llamafactory/alpaca_gpt4_zh...
|
||||||
|
eval example:
|
||||||
|
input_ids:
|
||||||
|
[1, 518, 25580, 29962, 29871, 30982, 31695, 31863, 31577, 30210, 30457, 30502, 31302, 30858, 30267, 518, 29914, 25580, 29962]
|
||||||
|
inputs:
|
||||||
|
<s> [INST] 保持健康的三个提示。 [/INST]
|
||||||
|
08/18/2024 17:56:29 - INFO - llamafactory.model.patcher - Using KV cache for faster generation.
|
||||||
|
08/18/2024 17:56:58 - INFO - llamafactory.model.model_utils.attention - Using torch SDPA for faster training and inference.
|
||||||
|
08/18/2024 17:56:58 - INFO - llamafactory.model.loader - all params: 6,738,415,616
|
||||||
|
***** predict metrics *****
|
||||||
|
predict_bleu-4 = 1.2952
|
||||||
|
predict_model_preparation_time = 0.003
|
||||||
|
predict_rouge-1 = 12.8381
|
||||||
|
predict_rouge-2 = 3.2551
|
||||||
|
predict_rouge-l = 5.1021
|
||||||
|
predict_runtime = 0:06:01.71
|
||||||
|
predict_samples_per_second = 0.138
|
||||||
|
predict_steps_per_second = 0.069
|
||||||
|
08/18/2024 18:03:00 - INFO - llamafactory.train.sft.trainer - Saving prediction results to ./results/inference/Llama2-7B/llama2_predict_3_single/generated_predictions.jsonl
|
Loading…
Reference in New Issue