Training Workflow #123
Workflow file for this run
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name: NVIDIA PyTorch Job | |
on: | |
workflow_dispatch: | |
inputs: | |
script_content: | |
description: 'Content of train.py' | |
required: true | |
type: string | |
jobs: | |
train: | |
runs-on: [gpumode-nvidia-arc] | |
container: | |
image: nvidia/cuda:12.4.0-devel-ubuntu22.04 | |
steps: | |
- name: Setup Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: '3.10' | |
- name: Create training script | |
shell: python | |
run: | | |
with open('train.py', 'w') as f: | |
f.write('''${{ github.event.inputs.script_content }}''') | |
- name: Install dependencies | |
run: | | |
if grep -rE "(import numpy|from numpy)" train.py; then | |
echo "Numpy detected, installing numpy" | |
pip install numpy | |
fi | |
# Check if 'import torch' is in any Python file | |
if grep -rE "(import torch|from torch)" train.py; then | |
echo "PyTorch detected, installing torch" | |
pip install torch | |
fi | |
# Check if 'import triton' is in any Python file | |
if grep -rE "(import triton|from triton)" train.py; then | |
echo "Triton detected, installing triton" | |
pip install triton | |
fi | |
- name: Run training script | |
run: | | |
python train.py > training.log 2>&1 | |
- name: Upload artifacts | |
uses: actions/upload-artifact@v3 | |
if: always() | |
with: | |
name: training-artifacts | |
path: | | |
training.log | |
train.py | |
env: | |
CUDA_VISIBLE_DEVICES: 0 # Make sure only one GPU is used for testing |