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metadata
library_name: peft
tags:
  - code
  - instruct
  - code-llama
datasets:
  - ehartford/dolphin-2.5-mixtral-8x7b
base_model: codellama/CodeLlama-7b-hf
license: apache-2.0

Finetuning Overview:

Model Used: codellama/CodeLlama-7b-hf

Dataset: ehartford/dolphin-2.5-mixtral-8x7b

Dataset Insights:

No Robots is a high-quality dataset of 10,000 instructions and demonstrations created by skilled human annotators. This data can be used for supervised fine-tuning (SFT) to make language models follow instructions better.

Finetuning Details:

With the utilization of MonsterAPI's no-code LLM finetuner, this finetuning:

  • Was achieved with great cost-effectiveness.
  • Completed in a total duration of 1h 15m 3s for 2 epochs using an A6000 48GB GPU.
  • Costed $2.525 for the entire 2 epochs.

Hyperparameters & Additional Details:

  • Epochs: 2
  • Cost Per Epoch: $1.26
  • Total Finetuning Cost: $2.525
  • Model Path: codellama/CodeLlama-7b-hf
  • Learning Rate: 0.0002
  • Data Split: 100% train
  • Gradient Accumulation Steps: 64
  • lora r: 64
  • lora alpha: 16

license: apache-2.0