| # GmNet Journal Experiments |
|
|
| This directory is isolated from the historical GmNet code under |
| **/nfs/ywang29/GmNet/Effnet-main3**, **release**, and **py-cifar**. |
|
|
| ## Storage contract |
|
|
| - Persistent code/configs/results: **/nfs/ywang29/GmNet**. |
| - Dataset source: **s3://snap-research-cv-code/ywang29/datasets/**. |
| - Launch-job source: **s3://snap-research-cv-code/ywang29/datasets/**. |
| - Local data/cache/logs: **/tmp/gmnet_***. |
| - ETA over 12 hours: launch YAML in **/nfs/ywang29/GmNet/depoly/**. |
| |
| ## Local preparation |
| |
| cd /nfs/ywang29/GmNet/journal_exp |
| bash scripts/setup_env.sh |
| bash scripts/run_local_smoke.sh |
| |
| The smoke script downloads/stages CIFAR-10 from the required S3 prefix into |
| **/tmp/gmnet_data**, runs a single-GPU model/training check, and then runs an |
| 8-GPU NCCL/DDP check. |
|
|
| ## Staged ImageNet-v2 run |
|
|
| Long runs first stage the canonical ImageNet archive to node-local scratch and |
| then train exclusively from `/tmp/gmnet_data/imagenet-1k`: |
|
|
| cd /nfs/ywang29/GmNet/journal_exp |
| KEEP_ARCHIVE=0 bash scripts/stage_imagenet.sh full |
| RUN_NAME=imv2_e0_s3_relu6_seed0 \ |
| CONFIG_PATH=configs/e0_baseline/imagenet_gmnet_s3.yaml \ |
| DATA_ROOT=/tmp/gmnet_data/imagenet-1k \ |
| OUTPUT_DIR=/nfs/ywang29/GmNet/runs/imagenet_v2/imv2_e0_s3_relu6_seed0 \ |
| SEED=0 NPROC_PER_NODE=8 \ |
| CODE_MANIFEST_PATH=configs/imagenet_v2_code_manifest.json \ |
| bash scripts/init_run.sh |
| |
| **scripts/init_run.sh** carries the export block requested from |
| **/nfs/ywang29/LongLive/scripts/init_run.sh** unchanged. |
| It checks the frozen code/config manifest before training and again before |
| official evaluation; the resulting code SHA-256 is part of the checkpoint's |
| resolved-config fingerprint. ImageNet data is independently checked against |
| the canonical index and sampled-content manifest. Generated launch YAMLs run |
| the staging command automatically in `pre_run_event` after environment setup. |
|
|
| This is the only task initially marked `submission_allowed: true`. The revised |
| 21-task protocol prepares held and conditional YAMLs as well; their existence |
| does not authorize submission. See |
| [docs/IMAGENET_V2_PROTOCOL.md](docs/IMAGENET_V2_PROTOCOL.md). |
|
|
| See [docs/EXPERIMENT_TASKS.md](docs/EXPERIMENT_TASKS.md) for the task split, |
| ETA class, dependencies, and launch policy. |
|
|
| The exact environment/run commands and completed validation evidence are in |
| [docs/LOCAL_ENV_AND_LAUNCH.md](docs/LOCAL_ENV_AND_LAUNCH.md) and |
| [docs/PREPARATION_STATUS.md](docs/PREPARATION_STATUS.md). |
|
|
| Completed local results and their claim boundaries are consolidated in |
| [docs/LOCAL_EXPERIMENT_CONCLUSIONS.md](docs/LOCAL_EXPERIMENT_CONCLUSIONS.md). |
| Persistent, data-free result tables are archived under |
| `/nfs/ywang29/GmNet/local_results/20260712/` and the revised local pre-gate is |
| under `/nfs/ywang29/GmNet/local_results/imagenet_v2_pregate/`. |
|
|
