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abideen
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starcoder2-chat

Text Generation
Transformers
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English
starcoder2
code
starcoder
bigcode
sft
7b
text-generation-inference
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Starcoder-2-chat

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Starcoder-2-chat is an instruction fine-tuned of bigcode/starcoder2-7b using the glaiveai/glaive-code-assistant-v2 dataset using LoRA.

🏆 Evaluation results

Thanks to Muhammad Bin Usman for running evals on Starcoder2-chat.

HUMANEVAL 

0.3231707317073171

HUMANEVALPLUS 

0.25609756097560976

INSTRUCT-HUMANEVAL 

0.3231707317073171

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-7
  • train_batch_size: 2
  • eval_batch_size: Not specified
  • seed: Not specified
  • gradient_accumulation_steps: 8
  • total_train_batch_size: Not specified
  • optimizer: PagedAdamW with 32-bit precision
  • lr_scheduler_type: Cosine
  • lr_scheduler_warmup_steps: 100
  • training_epoch: 1

Framework versions

  • Transformers 4.39.0.dev0
  • Peft 0.9.1.dev0
  • Datasets 2.18.0
  • torch 2.2.0
  • accelerate 0.27.2
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