Tech spike: four smoke-test runs and a divergence-stop test
Pipeline works on MPS (~105 s per 300-step run), results are reproducible, and the divergence stop works. Not experimental evidence. Claude-Session: https://claude.ai/code/session_01S8KN7NuUCm8nXLmy6eDuVv
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{
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"run_id": "20261028-180656_spike-qkoff-lr1e-3",
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"name": "spike-qkoff-lr1e-3",
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"note": "tech spike smoke test (not an experiment)",
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"status": "completed",
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"started": "2026-10-28T18:06:56+00:00",
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"command": "/Users/nik/ISE/9.CS6513/thesis/06-experiments/.venv/bin/python /Users/nik/ISE/9.CS6513/thesis/06-experiments/nanogpt/train.py configs/spike.py --out_dir=/Users/nik/ISE/9.CS6513/thesis/06-experiments/runs/20261028-180656_spike-qkoff-lr1e-3 --data_root=/Users/nik/ISE/9.CS6513/thesis/06-experiments/data --qk_norm=False --learning_rate=1e-3",
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"config_file": "configs/spike.py",
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"overrides": [
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"qk_norm=False",
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"learning_rate=1e-3"
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],
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"config_requested": {
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"dataset": "tinystories_spike",
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"device": "mps",
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"dtype": "float32",
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"compile": false,
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"n_layer": 4,
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"n_head": 4,
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"n_embd": 256,
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"block_size": 256,
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"bias": false,
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"dropout": 0.0,
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"qk_norm": false,
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"batch_size": 32,
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"gradient_accumulation_steps": 1,
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"learning_rate": 0.001,
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"max_iters": 300,
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"lr_decay_iters": 300,
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"min_lr": 0.0001,
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"warmup_iters": 30,
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"weight_decay": 0.1,
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"grad_clip": 1.0,
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"eval_interval": 100,
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"eval_iters": 20,
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"log_interval": 10,
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"always_save_checkpoint": false,
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"seed": 1337
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},
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"git": {
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"commit": "55ba128dcca8310f85e99e172fe920a8c53a3a79",
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"branch": "main",
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"dirty": false
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},
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"nanogpt_upstream_commit": "3adf61e154c3fe3fca428ad6bc3818b27a3b8291",
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"data": {
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"dataset": "TinyStories V2 (GPT-4)",
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"source": "https://huggingface.co/datasets/roneneldan/TinyStories/resolve/main/",
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"tokenizer": "tiktoken gpt2",
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"files": {
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"TinyStoriesV2-GPT4-valid.txt": "6874bae9a4c1a4e7edcf0e53b86c17817e9cf881fc75ff2368da457b80c0585d"
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},
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"split": "valid file split 90/10 by story order: 24867 train / 2763 val stories",
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"tokens": {
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"train": 4920360,
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"val": 548664
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},
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"train_bin_bytes": 9840720,
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"val_bin_bytes": 1097328
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},
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"environment": {
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"host": "Cormacs-MacBook-Pro.local",
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"platform": "macOS-15.7.7-arm64-arm-64bit",
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"machine": "arm64",
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"cpu": "Apple M4 Pro",
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"python": "3.12.14",
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"torch": "2.15.0",
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"mps_available": true,
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"cuda_available": false
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},
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"finished": "2026-10-28T18:08:40+00:00",
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"wall_seconds": 102.9,
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"summary": {
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"params_millions_nanogpt_count": 16.03,
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"first_train_loss": 10.9193,
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"last_train_loss": 3.3888,
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"last_eval": {
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"iter": 300,
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"train_loss": 3.3974,
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"val_loss": 3.459
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},
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"best_val_loss": 3.459,
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"diverged_at_iter": null,
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"returncode": 0
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}
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}
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