kwang123/llama2-7B-ReqORNot
Browse files- README.md +71 -0
- adapter_config.json +33 -0
- adapter_model.safetensors +3 -0
- runs/Mar05_23-55-36_1be7571c5275/events.out.tfevents.1709682936.1be7571c5275.79128.0 +3 -0
- runs/Mar05_23-55-36_1be7571c5275/events.out.tfevents.1709692803.1be7571c5275.79128.1 +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +41 -0
- training_args.bin +3 -0
README.md
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---
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library_name: peft
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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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base_model: meta-llama/Llama-2-7b-hf
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model-index:
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- name: llama2-7B-ReqORNot
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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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# llama2-7B-ReqORNot
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This model is a fine-tuned version of [meta-llama/Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2597
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- Accuracy: 0.8970
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- Weighted precision: 0.8971
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- Weighted recall: 0.8970
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- Weighted f1: 0.8971
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- Macro precision: 0.8969
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- Macro recall: 0.8971
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- Macro f1: 0.8970
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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: 2e-05
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- train_batch_size: 24
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- eval_batch_size: 24
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Weighted precision | Weighted recall | Weighted f1 | Macro precision | Macro recall | Macro f1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------------------:|:---------------:|:-----------:|:---------------:|:------------:|:--------:|
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| No log | 1.0 | 237 | 0.4807 | 0.7896 | 0.7895 | 0.7896 | 0.7895 | 0.7894 | 0.7891 | 0.7892 |
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| No log | 2.0 | 474 | 0.3167 | 0.8605 | 0.8605 | 0.8605 | 0.8605 | 0.8604 | 0.8604 | 0.8604 |
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| 0.5108 | 3.0 | 711 | 0.2709 | 0.8860 | 0.8869 | 0.8860 | 0.8860 | 0.8862 | 0.8866 | 0.8860 |
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| 0.5108 | 4.0 | 948 | 0.2704 | 0.8880 | 0.8889 | 0.8880 | 0.8879 | 0.8894 | 0.8871 | 0.8876 |
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| 0.1829 | 5.0 | 1185 | 0.2597 | 0.8970 | 0.8971 | 0.8970 | 0.8971 | 0.8969 | 0.8971 | 0.8970 |
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### Framework versions
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- PEFT 0.9.0
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- Transformers 4.38.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "meta-llama/Llama-2-7b-hf",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 64,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"o_proj",
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"gate_proj",
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"v_proj",
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"q_proj",
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"up_proj",
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"down_proj",
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"k_proj"
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],
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"task_type": "SEQ_CLS",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:631141c099f92608e937daa0ec9b707ef0281b30f28a02fbd12932d05b06f94c
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size 639724744
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runs/Mar05_23-55-36_1be7571c5275/events.out.tfevents.1709682936.1be7571c5275.79128.0
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version https://git-lfs.github.com/spec/v1
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runs/Mar05_23-55-36_1be7571c5275/events.out.tfevents.1709692803.1be7571c5275.79128.1
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version https://git-lfs.github.com/spec/v1
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size 754
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "</s>",
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
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size 499723
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tokenizer_config.json
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{
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"add_bos_token": true,
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"add_eos_token": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "</s>",
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"padding_side": "right",
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"sp_model_kwargs": {},
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:69f6337d23eebadf061f56dd8fedc68c249382216dc47b4ba6ef045291c79af7
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size 4920
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