File size: 7,722 Bytes
dcc1b9b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
05/20/2024 22:06:08 - INFO - transformers.tokenization_utils_base - loading file vocab.json from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/vocab.json

05/20/2024 22:06:08 - INFO - transformers.tokenization_utils_base - loading file merges.txt from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/merges.txt

05/20/2024 22:06:08 - INFO - transformers.tokenization_utils_base - loading file tokenizer.json from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/tokenizer.json

05/20/2024 22:06:08 - INFO - transformers.tokenization_utils_base - loading file added_tokens.json from cache at None

05/20/2024 22:06:08 - INFO - transformers.tokenization_utils_base - loading file special_tokens_map.json from cache at None

05/20/2024 22:06:08 - INFO - transformers.tokenization_utils_base - loading file tokenizer_config.json from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/tokenizer_config.json

05/20/2024 22:06:08 - WARNING - transformers.tokenization_utils_base - Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.

05/20/2024 22:06:08 - INFO - llamafactory.data.template - Replace eos token: <|im_end|>

05/20/2024 22:06:08 - INFO - llamafactory.data.loader - Loading dataset identity.json...

05/20/2024 22:06:20 - INFO - transformers.configuration_utils - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/config.json

05/20/2024 22:06:20 - INFO - transformers.configuration_utils - Model config Qwen2Config {
  "_name_or_path": "Qwen/Qwen1.5-0.5B-Chat",
  "architectures": [
    "Qwen2ForCausalLM"
  ],
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "eos_token_id": 151645,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 2816,
  "max_position_embeddings": 32768,
  "max_window_layers": 21,
  "model_type": "qwen2",
  "num_attention_heads": 16,
  "num_hidden_layers": 24,
  "num_key_value_heads": 16,
  "rms_norm_eps": 1e-06,
  "rope_theta": 1000000.0,
  "sliding_window": 32768,
  "tie_word_embeddings": true,
  "torch_dtype": "bfloat16",
  "transformers_version": "4.40.2",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 151936
}


05/20/2024 22:06:26 - INFO - transformers.modeling_utils - loading weights file model.safetensors from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/model.safetensors

05/20/2024 22:06:26 - INFO - transformers.modeling_utils - Instantiating Qwen2ForCausalLM model under default dtype torch.float16.

05/20/2024 22:06:26 - INFO - transformers.generation.configuration_utils - Generate config GenerationConfig {
  "bos_token_id": 151643,
  "eos_token_id": 151645
}


05/20/2024 22:06:29 - INFO - transformers.modeling_utils - All model checkpoint weights were used when initializing Qwen2ForCausalLM.


05/20/2024 22:06:29 - INFO - transformers.modeling_utils - All the weights of Qwen2ForCausalLM were initialized from the model checkpoint at Qwen/Qwen1.5-0.5B-Chat.
If your task is similar to the task the model of the checkpoint was trained on, you can already use Qwen2ForCausalLM for predictions without further training.

05/20/2024 22:06:29 - INFO - transformers.generation.configuration_utils - loading configuration file generation_config.json from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/generation_config.json

05/20/2024 22:06:29 - INFO - transformers.generation.configuration_utils - Generate config GenerationConfig {
  "bos_token_id": 151643,
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "repetition_penalty": 1.1,
  "top_p": 0.8
}


05/20/2024 22:06:29 - INFO - llamafactory.model.utils.checkpointing - Gradient checkpointing enabled.

05/20/2024 22:06:29 - INFO - llamafactory.model.utils.attention - Using torch SDPA for faster training and inference.

05/20/2024 22:06:29 - INFO - llamafactory.model.adapter - Upcasting trainable params to float32.

05/20/2024 22:06:29 - INFO - llamafactory.model.adapter - Fine-tuning method: LoRA

05/20/2024 22:06:30 - INFO - llamafactory.model.loader - trainable params: 786432 || all params: 464774144 || trainable%: 0.1692

05/20/2024 22:06:30 - INFO - transformers.trainer - Using auto half precision backend

05/20/2024 22:06:30 - INFO - transformers.trainer - ***** Running training *****

05/20/2024 22:06:30 - INFO - transformers.trainer -   Num examples = 91

05/20/2024 22:06:30 - INFO - transformers.trainer -   Num Epochs = 3

05/20/2024 22:06:30 - INFO - transformers.trainer -   Instantaneous batch size per device = 2

05/20/2024 22:06:30 - INFO - transformers.trainer -   Total train batch size (w. parallel, distributed & accumulation) = 16

05/20/2024 22:06:30 - INFO - transformers.trainer -   Gradient Accumulation steps = 8

05/20/2024 22:06:30 - INFO - transformers.trainer -   Total optimization steps = 15

05/20/2024 22:06:30 - INFO - transformers.trainer -   Number of trainable parameters = 786,432

05/20/2024 22:06:39 - INFO - llamafactory.extras.callbacks - {'loss': 3.4077, 'learning_rate': 3.7500e-05, 'epoch': 0.87}

05/20/2024 22:06:46 - INFO - llamafactory.extras.callbacks - {'loss': 3.3417, 'learning_rate': 1.2500e-05, 'epoch': 1.74}

05/20/2024 22:06:53 - INFO - llamafactory.extras.callbacks - {'loss': 3.2838, 'learning_rate': 0.0000e+00, 'epoch': 2.61}

05/20/2024 22:06:53 - INFO - transformers.trainer - 

Training completed. Do not forget to share your model on huggingface.co/models =)



05/20/2024 22:06:53 - INFO - transformers.trainer - Saving model checkpoint to saves/Qwen1.5-0.5B-Chat/lora/QwenTT

05/20/2024 22:06:54 - INFO - transformers.configuration_utils - loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--Qwen--Qwen1.5-0.5B-Chat/snapshots/4d14e384a4b037942bb3f3016665157c8bcb70ea/config.json

05/20/2024 22:06:54 - INFO - transformers.configuration_utils - Model config Qwen2Config {
  "architectures": [
    "Qwen2ForCausalLM"
  ],
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "eos_token_id": 151645,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 2816,
  "max_position_embeddings": 32768,
  "max_window_layers": 21,
  "model_type": "qwen2",
  "num_attention_heads": 16,
  "num_hidden_layers": 24,
  "num_key_value_heads": 16,
  "rms_norm_eps": 1e-06,
  "rope_theta": 1000000.0,
  "sliding_window": 32768,
  "tie_word_embeddings": true,
  "torch_dtype": "bfloat16",
  "transformers_version": "4.40.2",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 151936
}


05/20/2024 22:06:54 - INFO - transformers.tokenization_utils_base - tokenizer config file saved in saves/Qwen1.5-0.5B-Chat/lora/QwenTT/tokenizer_config.json

05/20/2024 22:06:54 - INFO - transformers.tokenization_utils_base - Special tokens file saved in saves/Qwen1.5-0.5B-Chat/lora/QwenTT/special_tokens_map.json

05/20/2024 22:06:54 - WARNING - llamafactory.extras.ploting - No metric eval_loss to plot.

05/20/2024 22:06:54 - INFO - transformers.modelcard - Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}