初始化项目，由ModelHub XC社区提供模型
Model: ReBatch/Llama-3-8B-dutch Source: Original Platform
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README.md
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README.md
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---
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license: llama3
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base_model: meta-llama/Meta-Llama-3-8B
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tags:
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- ORPO
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- llama 3 8B
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- conversational
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datasets:
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- BramVanroy/ultra_feedback_dutch
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model-index:
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- name: ReBatch/Llama-3-8B-dutch
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results: []
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language:
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- nl
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pipeline_tag: text-generation
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---
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<p align="center" style="margin:0;padding:0">
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<img src="llama3-8b-dutch-banner.jpeg" alt="Llama 3 dutch banner" width="400" height="400"/>
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</p>
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<div style="margin:auto; text-align:center">
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<h1 style="margin-bottom: 0">Llama 3 8B - Dutch</h1>
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<em>A conversational model for Dutch, based on Llama 3 8B</em>
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<p><em><a href="https://huggingface.co/spaces/ReBatch/Llama-3-Dutch">Try chatting with the model!</a></em></p>
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</div>
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This model is a [QLORA](https://huggingface.co/blog/4bit-transformers-bitsandbytes) and [ORPO](https://huggingface.co/docs/trl/main/en/orpo_trainer) fine-tuned version of [meta-llama/Meta-Llama-3-8B](https://huggingface.co/meta-llama/Meta-Llama-3-8B) on the synthetic feedback dataset [BramVanroy/ultra_feedback_dutch](https://huggingface.co/datasets/BramVanroy/ultra_feedback_dutch)
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## Model description
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This model is a Dutch chat model, originally developed from Llama 3 8B and further refined through a feedback dataset with [ORPO](https://huggingface.co/docs/trl/main/en/orpo_trainer) and trained on [BramVanroy/ultra_feedback_dutch](https://huggingface.co/datasets/BramVanroy/ultra_feedback_dutch)
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## Intended uses & limitations
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Although the model has been aligned with gpt-4-turbo output, which has strong content filters, the model could still generate wrong, misleading, and potentially even offensive content. Use at your own risk.
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## Training procedure
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The model was trained in bfloat16 with QLORA with flash attention 2 on one GPU - H100 80GB SXM5 for around 24 hours on RunPod.
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## Evaluation Results
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The model was evaluated using [scandeval](https://scandeval.com/dutch-nlg/)
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The model showed mixed results across different benchmarks; it exhibited slight improvements on some while experiencing a decrease in scores on others. This occurred despite being trained on only 200,000 samples for a single epoch. We are curious to see whether its performance could be enhanced by training with more data or additional epochs.
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| Model| conll_nl | dutch_social | scala_nl | squad_nl | wiki_lingua_nl | mmlu_nl | hellaswag_nl |
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|:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:
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meta-llama/Meta-Llama-3-8B-Instruct | 68.72 | 14.67 | 32.91 | 45.36 | 67.62 | 36.18 | 33.91
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ReBatch/Llama-3-8B-dutch | 58.85 | 11.14 | 15.58 | 59.96 | 64.51 | 36.27 | 28.34
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meta-llama/Meta-Llama-3-8B | 62.26 | 10.45| 30.3| 62.99| 65.17 | 36.38| 28.33
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 8e-06
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- train_batch_size: 2
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- eval_batch_size: 2
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- num_devices: 1
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- gradient_accumulation_steps: 4
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- optimizer: paged_adamw_8bit
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- lr_scheduler_type: linear
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- warmup_steps: 10
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- num_epochs: 1.0
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- r: 16
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- lora_alpha: 32
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- lora_dropout: 0.05
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config.json
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"_name_or_path": "meta-llama/Meta-Llama-3-8B",
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"architectures": [
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"LlamaForCausalLM"
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],
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"model_type": "llama",
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.40.0",
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"use_cache": true,
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"vocab_size": 128258
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}
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21
special_tokens_map.json
Normal file
21
special_tokens_map.json
Normal file
@@ -0,0 +1,21 @@
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|
||||
"additional_special_tokens": [
|
||||
{
|
||||
"content": "<|im_start|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
{
|
||||
"content": "<|im_end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
],
|
||||
"bos_token": "<|im_start|>",
|
||||
"eos_token": "<|im_end|>",
|
||||
"pad_token": "<|im_end|>"
|
||||
}
|
||||
410522
tokenizer.json
Normal file
410522
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2082
tokenizer_config.json
Normal file
2082
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user