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--- |
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license: other |
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language: |
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- en |
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pipeline_tag: text-generation |
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inference: false |
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tags: |
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- transformers |
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- gguf |
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- imatrix |
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- gemma-2-Ifable-9B |
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--- |
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Quantizations of https://huggingface.co/ifable/gemma-2-Ifable-9B |
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### Inference Clients/UIs |
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* [llama.cpp](https://github.com/ggerganov/llama.cpp) |
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* [KoboldCPP](https://github.com/LostRuins/koboldcpp) |
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* [ollama](https://github.com/ollama/ollama) |
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* [text-generation-webui](https://github.com/oobabooga/text-generation-webui) |
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* [jan](https://github.com/janhq/jan) |
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* [GPT4All](https://github.com/nomic-ai/gpt4all) |
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--- |
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# From original readme |
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This model ranked first on the Creative Writing Benchmark (https://eqbench.com/creative_writing.html) on September 10, 2024 |
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## Training and evaluation data |
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- Gutenberg: https://huggingface.co/datasets/jondurbin/gutenberg-dpo-v0.1 |
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- Carefully curated proprietary creative writing dataset |
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## Training procedure |
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Training method: SimPO (GitHub - princeton-nlp/SimPO: SimPO: Simple Preference Optimization with a Reference-Free Reward) |
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It achieves the following results on the evaluation set: |
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- Loss: 1.0163 |
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- Rewards/chosen: -21.6822 |
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- Rewards/rejected: -47.8754 |
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- Rewards/accuracies: 0.9167 |
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- Rewards/margins: 26.1931 |
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- Logps/rejected: -4.7875 |
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- Logps/chosen: -2.1682 |
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- Logits/rejected: -17.0475 |
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- Logits/chosen: -12.0041 |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 8e-07 |
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- train_batch_size: 1 |
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- eval_batch_size: 1 |
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- seed: 42 |
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- distributed_type: multi-GPU |
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- num_devices: 8 |
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- gradient_accumulation_steps: 16 |
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- total_train_batch_size: 128 |
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- total_eval_batch_size: 8 |
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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: 1.0 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen | Sft Loss | |
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|:-------------:|:------:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|:--------:| |
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| 1.4444 | 0.9807 | 35 | 1.0163 | -21.6822 | -47.8754 | 0.9167 | 26.1931 | -4.7875 | -2.1682 | -17.0475 | -12.0041 | 0.0184 | |
