| To get identical reproducible results set, you | |
| will need to fix the seed: | |
| thon | |
| seed = 42 | |
| python RNG | |
| import random | |
| random.seed(seed) | |
| pytorch RNGs | |
| import torch | |
| torch.manual_seed(seed) | |
| torch.backends.cudnn.deterministic = True | |
| if torch.cuda.is_available(): | |
| torch.cuda.manual_seed_all(seed) | |
| numpy RNG | |
| import numpy as np | |
| np.random.seed(seed) | |
| tf RNG | |
| tf.random.set_seed(seed) | |
| Debugging tests | |
| To start a debugger at the point of the warning, do this: | |
| pytest tests/utils/test_logging.py -W error::UserWarning --pdb | |
| Working with github actions workflows | |
| To trigger a self-push workflow CI job, you must: | |
| Create a new branch on transformers origin (not a fork!). |