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--- |
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license: apache-2.0 |
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base_model: mistralai/Mistral-7B-v0.3 |
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tags: |
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- alignment-handbook |
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- trl |
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- sft |
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- generated_from_trainer |
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- trl |
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- sft |
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- generated_from_trainer |
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datasets: |
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- ReBatch/ultrachat_400k_nl |
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- BramVanroy/stackoverflow-chat-dutch |
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- vandeju/no_robots_dutch |
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model-index: |
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- name: Reynaerde-7B-Instruct |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# Reynaerde-7B-v3 |
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This model is a fine-tuned version of [mistralai/Mistral-7B-v0.3-Instruct](https://huggingface.co/mistralai/Mistral-7B-v0.3-Instruct) on the [ReBatch/ultrachat_400k_nl](https://huggingface.co/datasets/ReBatch/ultrachat_400k_nl), the [BramVanroy/stackoverflow-chat-dutch](https://huggingface.co/datasets/BramVanroy/stackoverflow-chat-dutch) and the [BramVanroy/no_robots_dutch](https://huggingface.co/datasets/BramVanroy/no_robots_dutch) datasets. |
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## Model description |
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This model is a Dutch chat model, originally developed from Mistral 7B v0.3 Instruct and further finetuned first with SFT on multiple datasets. |
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## Intended uses & limitations |
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The model could generate wrong, misleading, and potentially even offensive content. Use at your own risk. |
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Use with mistrals chat template. |
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## Training and evaluation data |
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It achieves the following results on the evaluation set: |
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- Loss: 0.8596 |
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## Training procedure |
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This model was trained with QLoRa in bfloat16 with Flash Attention 2 on one A100 PCIe, using the sft script from the [alignment handbook](https://github.com/huggingface/alignment-handbook/) on [RunPod](https://www.runpod.io/). |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 0.0002 |
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- train_batch_size: 3 |
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- eval_batch_size: 6 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- gradient_accumulation_steps: 2 |
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- total_train_batch_size: 6 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: cosine |
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- lr_scheduler_warmup_ratio: 0.1 |
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- num_epochs: 1 |
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### Framework versions |
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- PEFT 0.11.1 |
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- Transformers 4.41.2 |
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- Pytorch 2.2.0+cu121 |
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- Datasets 2.19.1 |
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- Tokenizers 0.19.1 |
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### Model Developer |
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The Mistral-7B-v0.3-Instruct model, on which this model is based, was created by [Mistral AI](https://huggingface.co/mistralai). |
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The finetuning was done by [Julien Van den Avenne](https://huggingface.co/vandeju). |
