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name: Compile-dtype main | ||
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on: | ||
push: | ||
branches: | ||
- main | ||
pull_request: | ||
workflow_dispatch: | ||
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jobs: | ||
run-tinystories: | ||
strategy: | ||
matrix: | ||
runner: [macos-12] | ||
runs-on: ${{matrix.runner}} | ||
steps: | ||
- name: Checkout repo | ||
uses: actions/checkout@v2 | ||
- name: Setup Python | ||
uses: actions/setup-python@v2 | ||
with: | ||
python-version: 3.11 | ||
- name: Print machine info | ||
run: | | ||
uname -a | ||
if [ $(uname -s) == Darwin ]; then | ||
sysctl machdep.cpu.brand_string | ||
sysctl machdep.cpu.core_count | ||
fi | ||
- name: Install requirements | ||
run: | | ||
pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu | ||
pip install -r requirements.txt | ||
- name: Download checkpoints | ||
run: | | ||
mkdir -p checkpoints/stories15M | ||
pushd checkpoints/stories15M | ||
wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories15M.pt | ||
wget https://github.com/karpathy/llama2.c/raw/master/tokenizer.model | ||
popd | ||
- name: Run inference | ||
run: | | ||
export MODEL_PATH=checkpoints/stories15M/stories15M.pt | ||
export MODEL_NAME=stories15M | ||
export MODEL_DIR=/tmp | ||
for DTYPE in bfloat16 float16 float32; do | ||
# if [ $(uname -s) == Darwin ]; then | ||
# export DTYPE=float16 | ||
# fi | ||
python generate.py --dtype ${DTYPE} --checkpoint-path ${MODEL_PATH} --temperature 0 > ./output_eager | ||
cat ./output_eager | ||
echo "******************************************" | ||
echo "******* Emb: channel-wise quantized ******" | ||
echo "******************************************" | ||
python generate.py --dtype ${DTYPE} --quant '{"embedding" : {"bitwidth": 8, "groupsize": 0}}' --checkpoint-path ${MODEL_PATH} --temperature 0 > ./output_eager | ||
cat ./output_eager | ||
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echo "******************************************" | ||
echo "******** Emb: group-wise quantized *******" | ||
echo "******************************************" | ||
python generate.py --dtype ${DTYPE} --quant '{"embedding" : {"bitwidth": 8, "groupsize": 8}}' --checkpoint-path ${MODEL_PATH} --temperature 0 > ./output_eager | ||
cat ./output_eager | ||
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echo "******************************************" | ||
echo "******* INT8 channel-wise quantized ******" | ||
echo "******************************************" | ||
python generate.py --dtype ${DTYPE} --quant '{"linear:int8" : {"bitwidth": 8, "groupsize": 0}}' --checkpoint-path ${MODEL_PATH} --temperature 0 > ./output_eager | ||
cat ./output_eager | ||
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echo "******************************************" | ||
echo "******** INT8 group-wise quantized *******" | ||
echo "******************************************" | ||
python generate.py --dtype ${DTYPE} --quant '{"linear:int8" : {"bitwidth": 8, "groupsize": 8}}' --checkpoint-path ${MODEL_PATH} --temperature 0 > ./output_eager | ||
cat ./output_eager | ||
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echo "******************************************" | ||
echo "******** INT4 group-wise quantized *******" | ||
echo "******************************************" | ||
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python generate.py --dtype ${DTYPE} --quant '{"linear:int4" : {"groupsize": 32}}' --checkpoint-path ${MODEL_PATH} --temperature 0 > ./output_eager | ||
cat ./output_eager | ||
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echo "tests complete for ${DTYPE}" | ||
done | ||
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echo "tests complete for all dtypes!" |