vasugupta0607
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Commit
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Parent(s):
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MyfirstawesomeLoraModel
Browse files- README.md +87 -0
- adapter_config.json +26 -0
- adapter_model.safetensors +3 -0
- runs/Jan29_23-22-58_79dfbbbcbc83/events.out.tfevents.1706570697.79dfbbbcbc83.611.0 +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer_config.json +40 -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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- trl
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- sft
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- generated_from_trainer
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datasets:
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- generator
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base_model: NousResearch/Llama-2-7b-hf
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model-index:
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- name: llama2_instruct_generation
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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_instruct_generation
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This model is a fine-tuned version of [NousResearch/Llama-2-7b-hf](https://huggingface.co/NousResearch/Llama-2-7b-hf) on the generator dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.6734
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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: 0.0002
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- train_batch_size: 4
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- eval_batch_size: 8
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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: constant
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- lr_scheduler_warmup_steps: 0.03
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- training_steps: 500
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 1.9364 | 0.0 | 20 | 1.8092 |
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| 1.9198 | 0.01 | 40 | 1.7826 |
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| 1.8451 | 0.01 | 60 | 1.7675 |
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| 1.8487 | 0.01 | 80 | 1.7573 |
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| 1.8667 | 0.01 | 100 | 1.7435 |
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| 1.7463 | 0.02 | 120 | 1.7132 |
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| 1.7789 | 0.02 | 140 | 1.7038 |
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| 1.8167 | 0.02 | 160 | 1.7008 |
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| 1.8654 | 0.02 | 180 | 1.6944 |
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| 1.9158 | 0.03 | 200 | 1.6939 |
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| 1.6581 | 0.03 | 220 | 1.6909 |
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| 1.793 | 0.03 | 240 | 1.6896 |
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| 1.7878 | 0.04 | 260 | 1.6872 |
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| 1.7542 | 0.04 | 280 | 1.6862 |
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| 1.7723 | 0.04 | 300 | 1.6863 |
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| 1.7606 | 0.04 | 320 | 1.6832 |
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| 1.8054 | 0.05 | 340 | 1.6802 |
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| 1.7307 | 0.05 | 360 | 1.6803 |
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| 1.8278 | 0.05 | 380 | 1.6790 |
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| 1.7912 | 0.05 | 400 | 1.6768 |
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| 1.7826 | 0.06 | 420 | 1.6749 |
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| 1.8975 | 0.06 | 440 | 1.6756 |
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| 1.8395 | 0.06 | 460 | 1.6763 |
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| 1.8319 | 0.07 | 480 | 1.6749 |
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| 1.7879 | 0.07 | 500 | 1.6734 |
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### Framework versions
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- PEFT 0.7.1
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- Transformers 4.37.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.1
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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": "NousResearch/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": 0.1,
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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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"q_proj",
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"v_proj"
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],
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"task_type": "CAUSAL_LM"
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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 sha256:1842572390fa5580d0d5b776ea90dc7a87272aea68073573303f0b630931e15f
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size 134235048
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runs/Jan29_23-22-58_79dfbbbcbc83/events.out.tfevents.1706570697.79dfbbbcbc83.611.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:80b57f9a80a012634254cdd574b9410c6bb7c8842f756b3fdeea6e8c25838b69
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size 19749
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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": true,
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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": true,
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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": true,
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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_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": true,
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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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"1": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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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": true,
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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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},
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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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"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 sha256:56a8e5a94624e3cd4af7477d0f21172d5e5874a9b976dddb85edc98128c6dfeb
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size 4728
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