XueyingJia
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Commit
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Parent(s):
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Model save
Browse files- README.md +66 -0
- adapter_config.json +28 -0
- adapter_model.safetensors +3 -0
- special_tokens_map.json +30 -0
- tokenizer.json +0 -0
- tokenizer_config.json +230 -0
- training_args.bin +3 -0
README.md
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---
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base_model: XueyingJia/pythia-1b-sft-HH-3-merge
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library_name: transformers
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model_name: pythia-1b-online-dpo-HH-merge-rewardmodel-duplicated
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tags:
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- generated_from_trainer
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- trl
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- online-dpo
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licence: license
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---
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# Model Card for pythia-1b-online-dpo-HH-merge-rewardmodel-duplicated
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This model is a fine-tuned version of [XueyingJia/pythia-1b-sft-HH-3-merge](https://huggingface.co/XueyingJia/pythia-1b-sft-HH-3-merge).
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It has been trained using [TRL](https://github.com/huggingface/trl).
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## Quick start
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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="XueyingJia/pythia-1b-online-dpo-HH-merge-rewardmodel-duplicated", 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/yujiagao-carnegie-mellon-university/huggingface/runs/ttdihm90)
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This model was trained with Online DPO, a method introduced in [Direct Language Model Alignment from Online AI Feedback](https://huggingface.co/papers/2402.04792).
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### Framework versions
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- TRL: 0.13.0.dev0
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- Transformers: 4.46.3
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- Pytorch: 2.5.1
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- Datasets: 3.1.0
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- Tokenizers: 0.20.3
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## Citations
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Cite Online DPO as:
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```bibtex
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@article{guo2024direct,
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title = {{Direct Language Model Alignment from Online AI Feedback}},
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author = {Shangmin Guo and Biao Zhang and Tianlin Liu and Tianqi Liu and Misha Khalman and Felipe Llinares and Alexandre Ram{'{e}} and Thomas Mesnard and Yao Zhao and Bilal Piot and Johan Ferret and Mathieu Blondel},
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year = 2024,
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eprint = {arXiv:2402.04792}
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}
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```
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Cite TRL as:
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```bibtex
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@misc{vonwerra2022trl,
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title = {{TRL: Transformer Reinforcement Learning}},
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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},
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year = 2020,
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journal = {GitHub repository},
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publisher = {GitHub},
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howpublished = {\url{https://github.com/huggingface/trl}}
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}
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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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"auto_mapping": null,
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"base_model_name_or_path": "XueyingJia/pythia-1b-sft-HH-3-merge",
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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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"layer_replication": null,
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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": 8,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"query_key_value"
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],
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"task_type": "CAUSAL_LM",
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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 sha256:7e3ad2848b9db440c6ff030c4e0205047513e485fe09c0a898ad0f02e5a41dcb
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size 4198912
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special_tokens_map.json
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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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"normalized": true,
|
178 |
+
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|
179 |
+
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|
180 |
+
"special": false
|
181 |
+
},
|
182 |
+
"50274": {
|
183 |
+
"content": " ",
|
184 |
+
"lstrip": false,
|
185 |
+
"normalized": true,
|
186 |
+
"rstrip": false,
|
187 |
+
"single_word": false,
|
188 |
+
"special": false
|
189 |
+
},
|
190 |
+
"50275": {
|
191 |
+
"content": " ",
|
192 |
+
"lstrip": false,
|
193 |
+
"normalized": true,
|
194 |
+
"rstrip": false,
|
195 |
+
"single_word": false,
|
196 |
+
"special": false
|
197 |
+
},
|
198 |
+
"50276": {
|
199 |
+
"content": " ",
|
200 |
+
"lstrip": false,
|
201 |
+
"normalized": true,
|
202 |
+
"rstrip": false,
|
203 |
+
"single_word": false,
|
204 |
+
"special": false
|
205 |
+
}
|
206 |
+
},
|
207 |
+
"attn_implementation": "flash_attention_2",
|
208 |
+
"bos_token": "<|endoftext|>",
|
209 |
+
"chat_template": "{% for message in messages %}{{message['role'].capitalize() + ': ' + message['content'] + '\n\n'}}{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}",
|
210 |
+
"clean_up_tokenization_spaces": false,
|
211 |
+
"eos_token": "<|endoftext|>",
|
212 |
+
"model_max_length": 1000000000000000019884624838656,
|
213 |
+
"pad_token": "<|endoftext|>",
|
214 |
+
"padding_side": "left",
|
215 |
+
"quantization_config": {
|
216 |
+
"bnb_4bit_compute_dtype": "float32",
|
217 |
+
"bnb_4bit_quant_storage": "uint8",
|
218 |
+
"bnb_4bit_quant_type": "nf4",
|
219 |
+
"bnb_4bit_use_double_quant": false,
|
220 |
+
"llm_int8_enable_fp32_cpu_offload": false,
|
221 |
+
"llm_int8_has_fp16_weight": false,
|
222 |
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"llm_int8_skip_modules": null,
|
223 |
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"llm_int8_threshold": 6.0,
|
224 |
+
"load_in_4bit": true,
|
225 |
+
"load_in_8bit": false
|
226 |
+
},
|
227 |
+
"tokenizer_class": "GPTNeoXTokenizer",
|
228 |
+
"unk_token": "<|endoftext|>",
|
229 |
+
"use_cache": true
|
230 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:cc2d4c51d5b00543f891fcfc9501ee034f8e4ff8341b36d01c3f11676825d0ae
|
3 |
+
size 6072
|