[refactor] Make llm.c modular #10
Workflow file for this run
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name: GPU Builds and Tests | |
on: | |
create: | |
workflow_dispatch: | |
push: | |
branches: | |
- master | |
pull_request: | |
branches: | |
- master | |
jobs: | |
build-and-test-gpu: | |
runs-on: ubicloud-gpu-standard-1-latest | |
steps: | |
- name: Checkout code | |
uses: actions/checkout@v4 | |
- name: Install OpenMP | |
run: sudo apt-get update && sudo apt-get install -y libomp-dev | |
- name: Install dependencies | |
run: pip install -r requirements.txt | |
- name: Run preprocessing | |
run: python dev/data/tinyshakespeare.py | |
- name: Train model | |
run: python train_gpt2.py | |
- name: Compile training and testing program | |
run: make test_gpt2cu train_gpt2cu test_gpt2fp32cu train_gpt2fp32cu | |
- name: Train model (With OpenMP) | |
run: OMP_NUM_THREADS=8 ./train_gpt2cu | |
- name: Train model (FP32) with gpt2_124M.bin | |
run: | | |
PRECISION=FP32 make train_gpt2cu | |
./train_gpt2cu -b 4 -t 64 -l 1e-4 -v 200 -s 200 -a 1 -x 10 -e gpt2_124M.bin | |
- name: Build FP32 precision | |
run: PRECISION=FP32 make test_gpt2cu profile_gpt2cu | |
- name: Run default | |
run: ./test_gpt2cu | |
- name: Run no recompute GeLU | |
run: ./test_gpt2cu -r 0 | |
- name: Run recompute LN | |
run: ./test_gpt2cu -r 2 | |
- name: Build BF16 precision | |
run: PRECISION=BF16 make train_gpt2cu test_gpt2cu profile_gpt2cu | |
- name: Run default | |
run: ./test_gpt2cu | |
- name: Run no recompute GeLU | |
run: ./test_gpt2cu -r 0 | |
- name: Run no master weights | |
run: ./test_gpt2cu -w 0 | |
- name: Run recompute LN | |
run: ./test_gpt2cu -r 2 | |
- name: Train model fp32 (With OpenMP) | |
run: OMP_NUM_THREADS=8 ./train_gpt2fp32cu | |
- name: Execute testing program (With OpenMP) | |
run: OMP_NUM_THREADS=8 ./test_gpt2cu | |
- name: Execute testing program fp32 (With OpenMP) | |
run: OMP_NUM_THREADS=8 ./test_gpt2fp32cu | |
- name: Compile training and testing program without OpenMP | |
run: NO_OMP=1 make test_gpt2cu train_gpt2cu test_gpt2fp32cu train_gpt2fp32cu | |
- name: Train model (No OpenMP) | |
run: NO_OMP=1 ./train_gpt2cu | |
- name: Train model fp32 (No OpenMP) | |
run: NO_OMP=1 ./train_gpt2fp32cu | |
- name: Execute testing program (No OpenMP) | |
run: ./test_gpt2cu -b 32 | |
- name: Execute testing program fp32 (No OpenMP) | |
run: ./test_gpt2fp32cu | |
- name: Install cuDNN-frontend | |
run: | |
git clone https://github.com/NVIDIA/cudnn-frontend.git | |
- name: Build with cuDNN | |
run: USE_CUDNN=1 make test_gpt2cu train_gpt2cu test_gpt2fp32cu train_gpt2fp32cu | |
- name: Train model with cuDNN | |
run: ./train_gpt2cu | |
- name: Train model fp32 with cuDNN | |
run: ./train_gpt2fp32cu | |
- name: Execute testing program with cuDNN | |
run: ./test_gpt2cu | |
- name: Execute testing program fp32 with cuDNN | |
run: ./test_gpt2fp32cu | |
unit-tests-gpu: | |
runs-on: ubicloud-gpu-standard-1-latest | |
steps: | |
- name: Checkout code | |
uses: actions/checkout@v4 | |
- name: Test Device<->File IO | |
run: cd dev/test && nvcc -o device_file_io device_file_io.cu && ./device_file_io |