End of training
Browse files- README.md +69 -0
- adapter_config.json +34 -0
- adapter_model.bin +3 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +5 -0
- config.json +42 -0
- generation_config.json +7 -0
- pytorch_model.bin +3 -0
- runs/May19_04-31-26_cf12d8734474/events.out.tfevents.1747629170.cf12d8734474.104.0 +3 -0
- special_tokens_map.json +35 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +72 -0
- training_args.bin +3 -0
README.md
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---
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+
base_model: berkeley-nest/Starling-LM-7B-alpha
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library_name: transformers
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| 4 |
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model_name: 7a88d66c-3546-40a3-a7cf-6a15907f16d4
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| 5 |
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tags:
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| 6 |
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- generated_from_trainer
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| 7 |
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- axolotl
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| 8 |
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- dpo
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| 9 |
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- trl
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licence: license
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| 11 |
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---
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| 12 |
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| 13 |
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# Model Card for 7a88d66c-3546-40a3-a7cf-6a15907f16d4
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This model is a fine-tuned version of [berkeley-nest/Starling-LM-7B-alpha](https://huggingface.co/berkeley-nest/Starling-LM-7B-alpha).
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It has been trained using [TRL](https://github.com/huggingface/trl).
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| 17 |
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## Quick start
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| 19 |
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```python
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from transformers import pipeline
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question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
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generator = pipeline("text-generation", model="joboffer/7a88d66c-3546-40a3-a7cf-6a15907f16d4", device="cuda")
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output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
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print(output["generated_text"])
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```
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## Training procedure
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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="150" height="24"/>](https://wandb.ai/dedok-yo/s56-28/runs/ex1v2p40)
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This model was trained with DPO, a method introduced in [Direct Preference Optimization: Your Language Model is Secretly a Reward Model](https://huggingface.co/papers/2305.18290).
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### Framework versions
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| 36 |
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- TRL: 0.12.0.dev0
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- Transformers: 4.46.0
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- Pytorch: 2.5.0+cu124
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- Datasets: 3.0.1
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- Tokenizers: 0.20.1
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## Citations
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Cite DPO as:
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| 46 |
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```bibtex
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| 48 |
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@inproceedings{rafailov2023direct,
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| 49 |
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title = {{Direct Preference Optimization: Your Language Model is Secretly a Reward Model}},
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| 50 |
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author = {Rafael Rafailov and Archit Sharma and Eric Mitchell and Christopher D. Manning and Stefano Ermon and Chelsea Finn},
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| 51 |
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year = 2023,
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| 52 |
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booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
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| 53 |
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url = {http://papers.nips.cc/paper_files/paper/2023/hash/a85b405ed65c6477a4fe8302b5e06ce7-Abstract-Conference.html},
|
| 54 |
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editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
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| 55 |
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}
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| 56 |
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```
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| 57 |
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| 58 |
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Cite TRL as:
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| 59 |
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|
| 60 |
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```bibtex
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| 61 |
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@misc{vonwerra2022trl,
|
| 62 |
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title = {{TRL: Transformer Reinforcement Learning}},
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| 63 |
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author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallouédec},
|
| 64 |
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year = 2020,
|
| 65 |
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journal = {GitHub repository},
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| 66 |
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publisher = {GitHub},
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| 67 |
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howpublished = {\url{https://github.com/huggingface/trl}}
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| 68 |
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}
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| 69 |
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```
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adapter_config.json
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{
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"alpha_pattern": {},
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| 3 |
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"auto_mapping": null,
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| 4 |
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"base_model_name_or_path": "berkeley-nest/Starling-LM-7B-alpha",
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| 5 |
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"bias": "none",
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| 6 |
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"fan_in_fan_out": null,
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| 7 |
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"inference_mode": true,
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| 8 |
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"init_lora_weights": true,
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| 9 |
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"layer_replication": null,
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| 10 |
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"layers_pattern": null,
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| 11 |
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"layers_to_transform": null,
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| 12 |
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"loftq_config": {},
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| 13 |
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"lora_alpha": 64,
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| 14 |
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"lora_dropout": 0.1,
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| 15 |
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"megatron_config": null,
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| 16 |
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"megatron_core": "megatron.core",
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| 17 |
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"modules_to_save": null,
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| 18 |
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"peft_type": "LORA",
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| 19 |
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"r": 32,
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| 20 |
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"rank_pattern": {},
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| 21 |
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"revision": null,
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"target_modules": [
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"v_proj",
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"up_proj",
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"down_proj",
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"gate_proj",
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"q_proj",
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"k_proj",
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"o_proj"
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],
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"task_type": "CAUSAL_LM",
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| 32 |
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"use_dora": false,
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| 33 |
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"use_rslora": false
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| 34 |
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}
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adapter_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:da11fa57abf81f7d07ec1550e22ec6d390d569c347967d3808950b0ec0fb750a
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size 860044050
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:8230badb2116bb70eac83eb602a6e491dff92fbbb31016dc519aa815f6864647
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size 859942080
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added_tokens.json
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{
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"<sep>": 32002,
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"<|end_of_turn|>": 32000,
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"<|pad_0|>": 32001
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}
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config.json
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{
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"_name_or_path": "berkeley-nest/Starling-LM-7B-alpha",
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| 3 |
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"architectures": [
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| 4 |
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"MistralForCausalLM"
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| 5 |
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],
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| 6 |
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"attention_dropout": 0.0,
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| 7 |
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"bos_token_id": 1,
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| 8 |
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"eos_token_id": 32000,
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| 9 |
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"head_dim": 128,
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| 10 |
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"hidden_act": "silu",
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| 11 |
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"hidden_size": 4096,
|
| 12 |
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"initializer_range": 0.02,
|
| 13 |
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"intermediate_size": 14336,
|
| 14 |
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"max_position_embeddings": 8192,
|
| 15 |
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"model_type": "mistral",
|
| 16 |
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"num_attention_heads": 32,
|
| 17 |
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"num_hidden_layers": 32,
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| 18 |
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"num_key_value_heads": 8,
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| 19 |
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"quantization_config": {
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| 20 |
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"_load_in_4bit": true,
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| 21 |
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"_load_in_8bit": false,
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"bnb_4bit_compute_dtype": "float32",
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| 23 |
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"bnb_4bit_quant_storage": "uint8",
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| 24 |
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"bnb_4bit_quant_type": "fp4",
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| 25 |
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"bnb_4bit_use_double_quant": false,
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| 26 |
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"llm_int8_enable_fp32_cpu_offload": false,
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| 27 |
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"llm_int8_has_fp16_weight": false,
|
| 28 |
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"llm_int8_skip_modules": null,
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| 29 |
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"llm_int8_threshold": 6.0,
|
| 30 |
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"load_in_4bit": true,
|
| 31 |
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"load_in_8bit": false,
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| 32 |
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"quant_method": "bitsandbytes"
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| 33 |
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},
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| 34 |
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"rms_norm_eps": 1e-05,
|
| 35 |
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"rope_theta": 10000.0,
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| 36 |
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"sliding_window": 4096,
|
| 37 |
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"tie_word_embeddings": false,
|
| 38 |
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"torch_dtype": "bfloat16",
|
| 39 |
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"transformers_version": "4.46.0",
|
| 40 |
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"use_cache": false,
|
| 41 |
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"vocab_size": 32003
|
| 42 |
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}
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generation_config.json
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{
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| 2 |
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"_from_model_config": true,
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| 3 |
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"bos_token_id": 1,
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| 4 |
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"do_sample": true,
|
| 5 |
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"eos_token_id": 32000,
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| 6 |
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"transformers_version": "4.46.0"
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| 7 |
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 4787342553
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runs/May19_04-31-26_cf12d8734474/events.out.tfevents.1747629170.cf12d8734474.104.0
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version https://git-lfs.github.com/spec/v1
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|end_of_turn|>",
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"<|pad_0|>"
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| 5 |
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],
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"bos_token": {
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"normalized": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|end_of_turn|>",
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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": {
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"content": "<|end_of_turn|>",
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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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"sep_token": "<sep>",
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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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The diff for this file is too large to render.
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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size 493443
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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+
"lstrip": false,
|
| 9 |
+
"normalized": false,
|
| 10 |
+
"rstrip": false,
|
| 11 |
+
"single_word": false,
|
| 12 |
+
"special": true
|
| 13 |
+
},
|
| 14 |
+
"1": {
|
| 15 |
+
"content": "<s>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": false,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"2": {
|
| 23 |
+
"content": "</s>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": false,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": true
|
| 29 |
+
},
|
| 30 |
+
"32000": {
|
| 31 |
+
"content": "<|end_of_turn|>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false,
|
| 36 |
+
"special": true
|
| 37 |
+
},
|
| 38 |
+
"32001": {
|
| 39 |
+
"content": "<|pad_0|>",
|
| 40 |
+
"lstrip": false,
|
| 41 |
+
"normalized": false,
|
| 42 |
+
"rstrip": false,
|
| 43 |
+
"single_word": false,
|
| 44 |
+
"special": true
|
| 45 |
+
},
|
| 46 |
+
"32002": {
|
| 47 |
+
"content": "<sep>",
|
| 48 |
+
"lstrip": false,
|
| 49 |
+
"normalized": false,
|
| 50 |
+
"rstrip": false,
|
| 51 |
+
"single_word": false,
|
| 52 |
+
"special": true
|
| 53 |
+
}
|
| 54 |
+
},
|
| 55 |
+
"additional_special_tokens": [
|
| 56 |
+
"<|end_of_turn|>",
|
| 57 |
+
"<|pad_0|>"
|
| 58 |
+
],
|
| 59 |
+
"bos_token": "<s>",
|
| 60 |
+
"chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}{% endif %}",
|
| 61 |
+
"clean_up_tokenization_spaces": false,
|
| 62 |
+
"eos_token": "<|end_of_turn|>",
|
| 63 |
+
"legacy": true,
|
| 64 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 65 |
+
"pad_token": "<|end_of_turn|>",
|
| 66 |
+
"sep_token": "<sep>",
|
| 67 |
+
"sp_model_kwargs": {},
|
| 68 |
+
"spaces_between_special_tokens": false,
|
| 69 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 70 |
+
"unk_token": "<unk>",
|
| 71 |
+
"use_default_system_prompt": true
|
| 72 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c962706b3b0a6e898c1045e57a90a9a2b1d00294dce226775078d6f72bd67b6d
|
| 3 |
+
size 7160
|