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Model: YuchenLi01/ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs256_lr5e-06_0 Source: Original Platform
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README.md
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---
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base_model: alignment-handbook/zephyr-7b-sft-full
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library_name: transformers
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model_name: ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs256_lr5e-06_0
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tags:
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- generated_from_trainer
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- trl
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- dpo
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licence: license
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---
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# Model Card for ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs256_lr5e-06_0
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This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full).
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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="YuchenLi01/ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs256_lr5e-06_0", 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/yuchenl4/lmpref/runs/ultrafeedbackSkyworkAgree_alignmentZephyr7BSftFull_sdpo_score_ebs256_lr5e-06_0try1BkYpU9eF8GSJTrDxIJzrzwSUTgp6NKZMTBRNCcZDnwFFf)
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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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- TRL: 0.12.0
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- Transformers: 4.46.2
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- Pytorch: 2.3.0
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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 DPO as:
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```bibtex
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@inproceedings{rafailov2023direct,
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title = {{Direct Preference Optimization: Your Language Model is Secretly a Reward Model}},
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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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year = 2023,
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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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url = {http://papers.nips.cc/paper_files/paper/2023/hash/a85b405ed65c6477a4fe8302b5e06ce7-Abstract-Conference.html},
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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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}
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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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config.json
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2025-03-02 06:12:28,166:amlt-code-runner:INFO - SINGULARITY_LOCATION: eastus
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2025-03-02 06:12:29,444:amlt-code-runner:WARNING - Installing amlt runtime dependencies: ['wrapt', 'azure-identity', 'python-dateutil', 'pytz'] into /tmp/amlt-user-base
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2025-03-02 06:12:30,543:amlt-code-runner:INFO - Setting WANDB_RUN_ID to 'kind_onion_8sfvnlnwfk_11'
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2025-03-02 06:12:30,543:amlt-code-runner:INFO - Expanding HyperDrive arguments into /tmp/amlt_run_hd.sh
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2025-03-02 06:12:30,879:amlt-code-runner:INFO - Tracking uri /mlflow/v1.0/subscriptions/2aac527a-de5a-4fe3-95e9-5c8b9d48ed62/resourceGroups/cyrilzhang/providers/Microsoft.MachineLearningServices/workspaces/cyrilzhangws has sub id 2aac527a-de5a-4fe3-95e9-5c8b9d48ed62, resource group cyrilzhang, and workspace cyrilzhangws
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2025-03-02 06:12:30,879:aml_token_auth:WARNING - The AzureMLTokenAuthentication created will not be updated due to missing params. The token expires on 2025-03-20 19:29:14.
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2025-03-02 06:12:30,881:urllib3.connectionpool:DEBUG - Starting new HTTPS connection (1): eastus.api.azureml.ms:443
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2025-03-02 06:12:31,056:urllib3.connectionpool:DEBUG - https://eastus.api.azureml.ms:443 "POST /mlflow/v1.0/subscriptions/2aac527a-de5a-4fe3-95e9-5c8b9d48ed62/resourceGroups/cyrilzhang/providers/Microsoft.MachineLearningServices/workspaces/cyrilzhangws/api/2.0/mlflow/runs/set-tag HTTP/11" 403 0
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2025-03-02 06:12:31,057:amlt-code-runner:WARNING - Failed to rename job according to the amulet job name template. Run 'amlt list' client side to set the display name according to the amulet job template name. The error we encountered was: Failed to update display name:
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2025-03-02 06:12:31,079:amlt-code-runner:INFO - Executing ./amlt_setup.sh, /tmp/amlt_run_hd.sh
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||||
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||||
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||||
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||||
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||||
"model.layers.8.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.input_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||
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|
||||
"model.layers.9.mlp.gate_proj.weight": "model-00001-of-00003.safetensors",
|
||||
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|
||||
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||||
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|
||||
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|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.norm.weight": "model-00003-of-00003.safetensors"
|
||||
}
|
||||
}
|
||||
30
special_tokens_map.json
Normal file
30
special_tokens_map.json
Normal file
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
268063
tokenizer.json
Normal file
268063
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
44
tokenizer_config.json
Normal file
44
tokenizer_config.json
Normal file
@@ -0,0 +1,44 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"add_prefix_space": null,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [],
|
||||
"bos_token": "<s>",
|
||||
"chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n' + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 2048,
|
||||
"pad_token": "</s>",
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
9
train_results.json
Normal file
9
train_results.json
Normal file
@@ -0,0 +1,9 @@
|
||||
{
|
||||
"epoch": 0.9971988795518207,
|
||||
"total_flos": 0.0,
|
||||
"train_loss": 0.5297158916344803,
|
||||
"train_runtime": 36666.0128,
|
||||
"train_samples": 45608,
|
||||
"train_samples_per_second": 1.244,
|
||||
"train_steps_per_second": 0.005
|
||||
}
|
||||
1736
trainer_state.json
Normal file
1736
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:0e0d0e24d784d24ed4f7b6556a383aeeabd497ce6f4c0d57f14f417bd2e3b612
|
||||
size 7736
|
||||
Reference in New Issue
Block a user