初始化项目，由ModelHub XC社区提供模型
Model: layai/syn-youtube-dict Source: Original Platform
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README.md
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README.md
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---
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library_name: transformers
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base_model: meta-llama/Meta-Llama-3-8B
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: dict
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# dict
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This model is a fine-tuned version of [meta-llama/Meta-Llama-3-8B](https://huggingface.co//meta-llama/Meta-Llama-3-8B) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 3.6060
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- Accuracy: 0.4585
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 40
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- eval_batch_size: 40
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 160
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- num_epochs: 3.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:------:|:----:|:---------------:|:--------:|
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| 0.7536 | 0.6439 | 500 | 3.6060 | 0.4585 |
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| 0.3454 | 1.2878 | 1000 | 3.9088 | 0.4632 |
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| 0.2247 | 1.9317 | 1500 | 3.9477 | 0.4596 |
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| 0.1506 | 2.5757 | 2000 | 4.0823 | 0.4569 |
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### Framework versions
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- Transformers 4.45.0.dev0
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- Pytorch 2.3.1+cu121
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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all_results.json
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{
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"epoch": 2.5756600128783003,
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"eval_accuracy": 0.45848246241947027,
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"eval_loss": 3.606008291244507,
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"eval_runtime": 2.3056,
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"eval_samples": 352,
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"eval_samples_per_second": 152.673,
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"eval_steps_per_second": 3.904,
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"perplexity": 36.818789210393405,
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"total_flos": 4.747627355386675e+16,
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"train_loss": 0.36860907363891604,
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"train_runtime": 2762.5839,
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"train_samples": 3106,
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"train_samples_per_second": 3.373,
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"train_steps_per_second": 0.843
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}
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config.json
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config.json
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{
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"_name_or_path": "/juice2/scr2/laya/Meta-Llama-3-8B",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"hidden_act": "silu",
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"vocab_size": 128256
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}
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eval_results.json
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"eval_steps_per_second": 3.904,
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"perplexity": 36.818789210393405
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}
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"temperature": 0.6,
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16
special_tokens_map.json
Normal file
16
special_tokens_map.json
Normal file
@@ -0,0 +1,16 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|end_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
410563
tokenizer.json
Normal file
410563
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2061
tokenizer_config.json
Normal file
2061
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
9
train_results.json
Normal file
9
train_results.json
Normal file
@@ -0,0 +1,9 @@
|
||||
{
|
||||
"epoch": 2.5756600128783003,
|
||||
"total_flos": 4.747627355386675e+16,
|
||||
"train_loss": 0.36860907363891604,
|
||||
"train_runtime": 2762.5839,
|
||||
"train_samples": 3106,
|
||||
"train_samples_per_second": 3.373,
|
||||
"train_steps_per_second": 0.843
|
||||
}
|
||||
115
trainer_state.json
Normal file
115
trainer_state.json
Normal file
@@ -0,0 +1,115 @@
|
||||
{
|
||||
"best_metric": 3.606008291244507,
|
||||
"best_model_checkpoint": "./youtube/dict/checkpoint-500",
|
||||
"epoch": 2.5756600128783003,
|
||||
"eval_steps": 500,
|
||||
"global_step": 2000,
|
||||
"is_hyper_param_search": false,
|
||||
"is_local_process_zero": true,
|
||||
"is_world_process_zero": true,
|
||||
"log_history": [
|
||||
{
|
||||
"epoch": 0.6439150032195751,
|
||||
"grad_norm": 3.328125,
|
||||
"learning_rate": 4.452172417195941e-05,
|
||||
"loss": 0.7536,
|
||||
"step": 500
|
||||
},
|
||||
{
|
||||
"epoch": 0.6439150032195751,
|
||||
"eval_accuracy": 0.45848246241947027,
|
||||
"eval_loss": 3.606008291244507,
|
||||
"eval_runtime": 3.6685,
|
||||
"eval_samples_per_second": 95.953,
|
||||
"eval_steps_per_second": 2.453,
|
||||
"step": 500
|
||||
},
|
||||
{
|
||||
"epoch": 1.2878300064391501,
|
||||
"grad_norm": 2.25,
|
||||
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|
||||
"loss": 0.3454,
|
||||
"step": 1000
|
||||
},
|
||||
{
|
||||
"epoch": 1.2878300064391501,
|
||||
"eval_accuracy": 0.463157659269864,
|
||||
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|
||||
"eval_runtime": 2.2647,
|
||||
"eval_samples_per_second": 155.431,
|
||||
"eval_steps_per_second": 3.974,
|
||||
"step": 1000
|
||||
},
|
||||
{
|
||||
"epoch": 1.9317450096587252,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
},
|
||||
{
|
||||
"epoch": 1.9317450096587252,
|
||||
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|
||||
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|
||||
"eval_runtime": 2.3811,
|
||||
"eval_samples_per_second": 147.829,
|
||||
"eval_steps_per_second": 3.78,
|
||||
"step": 1500
|
||||
},
|
||||
{
|
||||
"epoch": 2.5756600128783003,
|
||||
"grad_norm": 2.59375,
|
||||
"learning_rate": 2.409290984787371e-06,
|
||||
"loss": 0.1506,
|
||||
"step": 2000
|
||||
},
|
||||
{
|
||||
"epoch": 2.5756600128783003,
|
||||
"eval_accuracy": 0.45691660701503223,
|
||||
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|
||||
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|
||||
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|
||||
"eval_steps_per_second": 3.991,
|
||||
"step": 2000
|
||||
},
|
||||
{
|
||||
"epoch": 2.5756600128783003,
|
||||
"step": 2000,
|
||||
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|
||||
"train_loss": 0.36860907363891604,
|
||||
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|
||||
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|
||||
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|
||||
}
|
||||
],
|
||||
"logging_steps": 500,
|
||||
"max_steps": 2328,
|
||||
"num_input_tokens_seen": 0,
|
||||
"num_train_epochs": 3,
|
||||
"save_steps": 500,
|
||||
"stateful_callbacks": {
|
||||
"EarlyStoppingCallback": {
|
||||
"args": {
|
||||
"early_stopping_patience": 3,
|
||||
"early_stopping_threshold": 0.0
|
||||
},
|
||||
"attributes": {
|
||||
"early_stopping_patience_counter": 0
|
||||
}
|
||||
},
|
||||
"TrainerControl": {
|
||||
"args": {
|
||||
"should_epoch_stop": false,
|
||||
"should_evaluate": false,
|
||||
"should_log": false,
|
||||
"should_save": true,
|
||||
"should_training_stop": true
|
||||
},
|
||||
"attributes": {}
|
||||
}
|
||||
},
|
||||
"total_flos": 4.747627355386675e+16,
|
||||
"train_batch_size": 1,
|
||||
"trial_name": null,
|
||||
"trial_params": null
|
||||
}
|
||||
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:916b8c6696e557b1af967857005d6e34fcd5547b1c64380ab2190410ca2ea9c1
|
||||
size 5176
|
||||
Reference in New Issue
Block a user