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Kidney_Anatomy_Trained_Model

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metadata
license: apache-2.0
base_model: tiiuae/falcon-7b
tags:
  - generated_from_trainer
model-index:
  - name: Kidney_Anatomy_Trained_Model
    results: []
library_name: peft

Kidney_Anatomy_Trained_Model

This model is a fine-tuned version of tiiuae/falcon-7b on an unknown dataset.

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

The following bitsandbytes quantization config was used during training:

  • quant_method: bitsandbytes
  • _load_in_8bit: False
  • _load_in_4bit: True
  • llm_int8_threshold: 6.0
  • llm_int8_skip_modules: None
  • llm_int8_enable_fp32_cpu_offload: False
  • llm_int8_has_fp16_weight: False
  • bnb_4bit_quant_type: nf4
  • bnb_4bit_use_double_quant: True
  • bnb_4bit_compute_dtype: bfloat16
  • load_in_4bit: True
  • load_in_8bit: False

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0002
  • train_batch_size: 1
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.05
  • training_steps: 80
  • mixed_precision_training: Native AMP

Training results

Framework versions

  • PEFT 0.5.0
  • Transformers 4.38.2
  • Pytorch 2.3.0+cu121
  • Datasets 2.13.1
  • Tokenizers 0.15.2