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license:
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license: cc-by-nc-4.0
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base_model: bigcode/starcoder2-7b
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language:
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- en
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- code
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- starcoder
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- bigcode
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- sft
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- 7b
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# Starcoder-2-chat
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<!-- Provide a quick summary of what the model is/does. -->
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Starcoder-2-chat is an instruction fine-tuned of [bigcode/starcoder2-7b](https://huggingface.co/bigcode/starcoder2-7b) using the [glaiveai/glaive-code-assistant-v2](https://huggingface.co/datasets/glaiveai/glaive-code-assistant-v2) dataset using LoRA.
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## 🏆 Evaluation results
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### HUMANEVAL
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0.3231707317073171
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### HUMANEVALPLUS
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0.25609756097560976
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### INSTRUCT-HUMANEVAL
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0.3231707317073171
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-7
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- train_batch_size: 2
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- eval_batch_size: Not specified
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- seed: Not specified
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- gradient_accumulation_steps: 8
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- total_train_batch_size: Not specified
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- optimizer: PagedAdamW with 32-bit precision
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- lr_scheduler_type: Cosine
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- lr_scheduler_warmup_steps: 100
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- training_epoch: 1
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### Framework versions
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- Transformers 4.39.0.dev0
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- Peft 0.9.1.dev0
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- Datasets 2.18.0
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- torch 2.2.0
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- accelerate 0.27.2
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