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LMFlow-distill

Setup

Generate

Distill

Linear Normalization

CUDA_VISIBLE_DEVICES=0 accelerate launch --config_file configs/default_config.yaml distill.py \
    --teacher_generation_dataset_path /path/to/teacher/dataset \
    --student_name /path/to/model \
    --output_dir /path/to/output/dir/ \
    --method forward_kl_text2text \
    --use_norm linear \
    --norm_epsilon 1e-6 \

Softmax Normalization

CUDA_VISIBLE_DEVICES=0 accelerate launch --config_file configs/default_config.yaml distill.py \
    --teacher_generation_dataset_path /path/to/teacher/dataset \
    --student_name /path/to/model \
    --output_dir /path/to/output/dir/ \
    --method forward_kl_text2text \
    --use_norm softmax \
    --student_temp 1.0 \
    --teacher_temp 1.0 \

Label Smoothing

CUDA_VISIBLE_DEVICES=0 accelerate launch --config_file configs/default_config.yaml distill.py \
    --teacher_generation_dataset_path /path/to/teacher/dataset \
    --student_name /path/to/model \
    --output_dir /path/to/output/dir/ \
    --method forward_kl_text2text \
    --use_norm linear \
    --norm_epsilon 1e-6 \
    --user_label_smoothing yes \
    --smoothing_factor 0.1 \

Other Token

CUDA_VISIBLE_DEVICES=0 accelerate launch --config_file configs/default_config.yaml distill.py \
    --teacher_generation_dataset_path /path/to/teacher/dataset \
    --student_name /path/to/model \
    --output_dir /path/to/output/dir/ \
    --method forward_kl_text2text \
    --use_other_token yes \

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Contributors

rolandminrui avatar shumkashun avatar

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