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Browse files- README.md +69 -1
- added_tokens.json +3 -0
- all_results.json +15 -0
- config.json +27 -0
- eval_results.json +10 -0
- generation_config.json +10 -0
- model-00001-of-00006.safetensors +3 -0
- model-00002-of-00006.safetensors +3 -0
- model-00003-of-00006.safetensors +3 -0
- model-00004-of-00006.safetensors +3 -0
- model-00005-of-00006.safetensors +3 -0
- model-00006-of-00006.safetensors +3 -0
- model.safetensors.index.json +370 -0
- special_tokens_map.json +18 -0
- tokenizer.model +3 -0
- tokenizer_config.json +50 -0
- train_results.json +8 -0
- trainer_state.json +586 -0
- training_args.bin +3 -0
README.md
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---
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-
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---
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---
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base_model: meta-llama/Llama-2-13b-hf
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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: Llama-2-13b-lr-5e-5
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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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# Llama-2-13b-lr-5e-5
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This model is a fine-tuned version of [meta-llama/Llama-2-13b-hf](https://huggingface.co/meta-llama/Llama-2-13b-hf) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1454
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- Accuracy: 0.2150
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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: 2
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- eval_batch_size: 2
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 16
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- total_train_batch_size: 32
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- total_eval_batch_size: 32
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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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- lr_scheduler_warmup_ratio: 0.03
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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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| 0.955 | 0.37 | 10 | 0.9061 | 0.2182 |
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| 0.8899 | 0.74 | 20 | 0.8734 | 0.2196 |
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| 0.879 | 1.11 | 30 | 0.9091 | 0.2174 |
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| 0.3295 | 1.48 | 40 | 0.9803 | 0.2173 |
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| 0.3711 | 1.85 | 50 | 0.9820 | 0.2174 |
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| 0.2927 | 2.22 | 60 | 1.0270 | 0.2153 |
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| 0.1703 | 2.59 | 70 | 1.0966 | 0.2131 |
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| 0.2011 | 2.96 | 80 | 1.1488 | 0.2145 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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added_tokens.json
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{
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"<PAD>": 32000
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}
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all_results.json
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{
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"epoch": 3.0,
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"eval_accuracy": 0.21497912092642818,
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"eval_loss": 1.145392894744873,
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"eval_runtime": 45.4464,
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"eval_samples": 36,
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"eval_samples_per_second": 0.792,
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"eval_steps_per_second": 0.044,
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"perplexity": 3.1436762481096006,
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"train_loss": 0.5814771251178082,
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"train_runtime": 6697.7067,
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"train_samples": 841,
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"train_samples_per_second": 0.377,
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"train_steps_per_second": 0.012
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}
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config.json
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{
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"_name_or_path": "meta-llama/Llama-2-13b-hf",
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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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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 13824,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 40,
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"num_hidden_layers": 40,
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"num_key_value_heads": 40,
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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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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.35.2",
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"use_cache": true,
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"vocab_size": 32008
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}
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eval_results.json
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"perplexity": 3.1436762481096006
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}
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generation_config.json
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}
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model-00001-of-00006.safetensors
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model.safetensors.index.json
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