初始化项目，由ModelHub XC社区提供模型
Model: IntelLabs/sqft-mistral-7b-v0.3-50-base Source: Original Platform
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---
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language: en
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license: apache-2.0
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library_name: transformers
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---
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# SQFT Base Model: sqft-mistral-7b-v0.3-50-base
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- Source Model: [mistralai/Mistral-7B-v0.3](https://huggingface.co/mistralai/Mistral-7B-v0.3)
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- Sparse Method: [Wanda](https://github.com/locuslab/wanda)
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- Sparsity: 50%
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- Quantization: No
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## Model Sources
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**Repository:** [https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning/tree/main/SQFT](https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning/tree/main/SQFT)
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**Paper:**
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- [SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models](https://arxiv.org/abs/2410.03750)
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- [Low-Rank Adapters Meet Neural Architecture Search for LLM Compression](https://arxiv.org/abs/2501.16372)
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## How to get this model
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Refer to the command in [SQFT/run_command/mistral-7b-v0.3/sparse_quantization.sh#11](https://github.com/IntelLabs/Hardware-Aware-Automated-Machine-Learning/tree/main/SQFT/legacy/run_command/mistral-7b-v0.3/sparse_quantization.sh#11).
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## Citation
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```bash
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@inproceedings{munoz-etal-2024-sqft,
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title = "{SQFT}: Low-cost Model Adaptation in Low-precision Sparse Foundation Models",
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author = "Munoz, Juan Pablo and
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Yuan, Jinjie and
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Jain, Nilesh",
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editor = "Al-Onaizan, Yaser and
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Bansal, Mohit and
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Chen, Yun-Nung",
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booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
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month = nov,
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year = "2024",
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address = "Miami, Florida, USA",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2024.findings-emnlp.749",
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pages = "12817--12832",
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}
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```
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## Acknowledgement
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Thanks to the work Wanda ([paper](https://arxiv.org/abs/2306.11695), [code](https://github.com/locuslab/wanda)), which provides a simple but effective pruning approach.
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## License
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Apache-2.0
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config.json
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{
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"_name_or_path": "mistralai/Mistral-7B-v0.3",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 1000000.0,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.39.1",
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"vocab_size": 32768
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}
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23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
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||||
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3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
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6186
tokenizer_config.json
Normal file
6186
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user