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  • Developed by: ruslandev
  • License: apache-2.0
  • Finetuned from model : unsloth/llama-3-8b-bnb-4bit

This model is finetuned on ruslandev/tagengo-subset-gpt-4o dataset. Please note - this model has been created for educational purposes and it needs further training/fine tuning.

How to use

I recommend using my framework gptchain.

git clone https://github.com/RuslanPeresy/gptchain.git
cd gptchain
pip install -r requirements-train.txt
python gptchain.py chat -m ruslandev/llama-3-8b-gpt-4o \
    --chatml true \
    -q '[{"from": "human", "value": "Из чего состоит нейронная сеть?"}]'

Training

gptchain framework has been used for training.

python gptchain.py train -m unsloth/llama-3-8b-bnb-4bit \
    -dn tagengo_subset_gpt4o \
    -sp checkpoints/llama-3-8b-gpt-4o \
    -hf llama-3-8b-gpt-4o \
    --num-epochs 3

Training hyperparameters

  • learning_rate: 2e-4
  • seed: 3407
  • gradient_accumulation_steps: 4
  • per_device_train_batch_size: 2
  • optimizer: adamw_8bit
  • lr_scheduler_type: linear
  • warmup_steps: 5
  • num_train_epochs: 3
  • weight_decay: 0.01

Training results

wandb report

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Dataset used to train ruslandev/llama-3-8b-gpt-4o