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Model: MiniLLM/MiniPLM-Qwen-200M Source: Original Platform
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README.md
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README.md
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---
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library_name: transformers
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license: apache-2.0
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datasets:
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- monology/pile-uncopyrighted
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- MiniLLM/pile-diff_samp-qwen_1.8B-qwen_104M-r0.5
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language:
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- en
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metrics:
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- accuracy
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pipeline_tag: text-generation
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---
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# MinPLM-Qwen-200M
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[paper](https://arxiv.org/abs/2410.17215) | [code](https://github.com/thu-coai/MiniPLM)
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**MiniPLM-Qwen-200M** is a 200M model with Qwen achitecture pre-trained from scratch on [the Pile](https://huggingface.co/datasets/monology/pile-uncopyrighted) using the MiniPLM knowledge distillation framework with the [offcial Qwen1.5-1.8B](https://huggingface.co/Qwen/Qwen1.5-1.8B) as the teacher model.
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We also open-source the [pre-training corpus](https://huggingface.co/datasets/MiniLLM/pile-diff_samp-qwen_1.8B-qwen_104M-r0.5) refined by Difference Sampling in MiniPLM for reproducibility.
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<p align='left'>
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<img src="https://cdn-uploads.huggingface.co/production/uploads/624ac662102fcdff87be51b9/2BqT0NgkmIXYlktovw9kG.png" width="1000">
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</p>
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## Evaluation
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MiniPLM models achieves better performance given the same computation and scales well across model sizes:
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<p align='left'>
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<img src="https://cdn-uploads.huggingface.co/production/uploads/624ac662102fcdff87be51b9/EOYzajQcwQFT5PobqL3j0.png" width="1000">
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</p>
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## Baseline Models
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+ [Conventional Pre-Training](https://huggingface.co/MiniLLM/Pretrain-Qwen-200M)
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+ [VanillaKD](https://huggingface.co/MiniLLM/VanillaKD-Pretrain-Qwen-200M)
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## Citation
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```bibtex
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@article{miniplm,
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title={MiniPLM: Knowledge Distillation for Pre-Training Language Models},
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author={Yuxian Gu and Hao Zhou and Fandong Meng and Jie Zhou and Minlie Huang},
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journal={arXiv preprint arXiv:2410.17215},
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year={2024}
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}
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```
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added_tokens.json
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{
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"<|im_start|>": 151644
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}
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config.json
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config.json
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{
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"_name_or_path": "/Users/guyuxian/miniplm/200M/0",
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"architectures": [
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"Qwen2ForCausalLM"
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],
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"attention_dropout": 0.0,
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"hidden_act": "silu",
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 2112,
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"is_model_parallel": false,
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"max_position_embeddings": 32768,
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"max_window_layers": 10,
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"model_type": "qwen2",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"num_key_value_heads": 12,
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"rms_norm_eps": 1e-06,
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"tie_word_embeddings": true,
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"torch_dtype": "float32",
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"vocab_size": 151936
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}
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generation_config.json
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generation_config.json
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merges.txt
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merges.txt
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model.safetensors
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model.safetensors
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special_tokens_map.json
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special_tokens_map.json
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tokenizer.json
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tokenizer.json
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tokenizer_config.json
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"chat_template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
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vocab.json
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