| # Sanity Checks | |
| When configuring the slurm script must ensure the following is strictly exact: | |
| 1. | |
| players: | |
| - NHIDDEN | |
| - NHEADS | |
| ``` | |
| NHIDDEN % NHEADS == 0 | |
| ``` | |
| 2. | |
| players: | |
| - GLOBAL_BATCH_SIZE | |
| - MICRO_BATCH_SIZE | |
| - DP_SIZE | |
| ``` | |
| GLOBAL_BATCH_SIZE % (MICRO_BATCH_SIZE * DP_SIZE) == 0 | |
| ``` | |
| 3. | |
| players: | |
| - NLAYERS | |
| - PP_SIZE | |
| ``` | |
| NLAYERS % PP_SIZE == 0 | |
| ``` | |
| 4. | |
| 5. Curriculum Learning Constraints | |
| - min_difficulty % 8 = 0 (to enable Tensor Core acceleration) | |
| - json ds config can't have numbers with '_' in them - invalid json - careful with substitutions. | |
| ## Restaring from existing checkpoint constraints | |
| XXX: quite a few of these - need to start collecting them all | |
| - can't change TP-size (But ok to change PP) | |
| - can't change max-lr or will get: | |
| ``` | |
| AnnealingLR: class input value 1e-05 and checkpointvalue 3e-05 for learning rate do not match | |
| ``` | |