this repo has no description
Add TensorBoard logging; backfill script for stdout logs
- report_to=["tensorboard"] for live training run metrics
- Add tensorboard>=2.20.0 and setuptools==81.0.0 deps (setuptools 82
removed pkg_resources which tensorboard 2.20 still imports)
- src/backfill_tb.py: parse stdout training log and write TB events
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
+193
-4
+5
pyproject.toml
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pyproject.toml
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src/backfill_tb.py
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src/backfill_tb.py
···
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"""
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Backfill TensorBoard events from training stdout.
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Usage:
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# Save your terminal output to a file, then:
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uv run python -m src.backfill_tb training.log checkpoints/deepseek/runs/backfill
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The log file should contain lines like:
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{'loss': 9.56, 'grad_norm': 11.6, 'learning_rate': 9.99e-05, 'epoch': 0.04}
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{'eval_loss': 2.72, 'eval_runtime': 542.7, ..., 'epoch': 0.04}
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Train entries are assumed to occur every logging_steps=50 steps.
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Eval entries are assumed to occur every eval_steps=500 steps.
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Adjust LOGGING_STEPS / EVAL_STEPS below if different.
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"""
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import ast
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import re
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import sys
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from pathlib import Path
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LOGGING_STEPS = 50
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EVAL_STEPS = 500
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def parse_log(path: str) -> tuple[list[dict], list[dict]]:
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train_entries: list[dict] = []
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eval_entries: list[dict] = []
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dict_re = re.compile(r"^\{.*\}$")
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for line in Path(path).read_text().splitlines():
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line = line.strip()
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if not dict_re.match(line):
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continue
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try:
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d = ast.literal_eval(line)
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except Exception:
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continue
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if not isinstance(d, dict):
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continue
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if "eval_loss" in d:
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eval_entries.append(d)
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elif "loss" in d:
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train_entries.append(d)
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return train_entries, eval_entries
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def write_events(train_entries, eval_entries, out_dir: str) -> None:
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from torch.utils.tensorboard import SummaryWriter
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writer = SummaryWriter(log_dir=out_dir)
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for i, d in enumerate(train_entries):
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step = (i + 1) * LOGGING_STEPS
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writer.add_scalar("train/loss", d["loss"], step)
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writer.add_scalar("train/grad_norm", d["grad_norm"], step)
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writer.add_scalar("train/lr", d["learning_rate"], step)
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for i, d in enumerate(eval_entries):
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step = (i + 1) * EVAL_STEPS
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writer.add_scalar("eval/loss", d["eval_loss"], step)
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writer.close()
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print(f"Wrote {len(train_entries)} train + {len(eval_entries)} eval entries to {out_dir}")
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def main() -> None:
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if len(sys.argv) < 3:
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print("Usage: python -m src.backfill_tb <log_file> <out_dir>")
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sys.exit(1)
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log_file, out_dir = sys.argv[1], sys.argv[2]
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train_entries, eval_entries = parse_log(log_file)
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print(f"Parsed {len(train_entries)} train entries, {len(eval_entries)} eval entries")
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write_events(train_entries, eval_entries, out_dir)
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if __name__ == "__main__":
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main()
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src/train_deepseek.py
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-1
src/train_deepseek.py
···
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save_total_limit=5,
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load_best_model_at_end=False,
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remove_unused_columns=False, # collator uses non-standard keys
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report_to=[],
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report_to=["tensorboard"],
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)
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has_checkpoint = any(Path(out_dir).glob("checkpoint-*")) if Path(out_dir).exists() else False
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-3
uv.lock
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uv.lock
···
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962
1021
source = { registry = "https://pypi.org/simple" }
···
2145
2204
2146
2205
[[package]]
2147
2206
name = "setuptools"
2148
-
version = "82.0.1"
2207
+
version = "81.0.0"
2149
2208
source = { registry = "https://pypi.org/simple" }
2150
-
sdist = { url = "https://files.pythonhosted.org/packages/4f/db/cfac1baf10650ab4d1c111714410d2fbb77ac5a616db26775db562c8fab2/setuptools-82.0.1.tar.gz", hash = "sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9", size = 1152316, upload-time = "2026-03-09T12:47:17.221Z" }
2209
+
sdist = { url = "https://files.pythonhosted.org/packages/0d/1c/73e719955c59b8e424d015ab450f51c0af856ae46ea2da83eba51cc88de1/setuptools-81.0.0.tar.gz", hash = "sha256:487b53915f52501f0a79ccfd0c02c165ffe06631443a886740b91af4b7a5845a", size = 1198299, upload-time = "2026-02-06T21:10:39.601Z" }
2151
2210
wheels = [
2152
-
{ url = "https://files.pythonhosted.org/packages/9d/76/f789f7a86709c6b087c5a2f52f911838cad707cc613162401badc665acfe/setuptools-82.0.1-py3-none-any.whl", hash = "sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb", size = 1006223, upload-time = "2026-03-09T12:47:15.026Z" },
2211
+
{ url = "https://files.pythonhosted.org/packages/e1/e3/c164c88b2e5ce7b24d667b9bd83589cf4f3520d97cad01534cd3c4f55fdb/setuptools-81.0.0-py3-none-any.whl", hash = "sha256:fdd925d5c5d9f62e4b74b30d6dd7828ce236fd6ed998a08d81de62ce5a6310d6", size = 1062021, upload-time = "2026-02-06T21:10:37.175Z" },
2153
2212
]
2154
2213
2155
2214
[[package]]
···
2187
2246
]
2188
2247
2189
2248
[[package]]
2249
+
name = "tensorboard"
2250
+
version = "2.20.0"
2251
+
source = { registry = "https://pypi.org/simple" }
2252
+
dependencies = [
2253
+
{ name = "absl-py" },
2254
+
{ name = "grpcio" },
2255
+
{ name = "markdown" },
2256
+
{ name = "numpy" },
2257
+
{ name = "packaging" },
2258
+
{ name = "pillow" },
2259
+
{ name = "protobuf" },
2260
+
{ name = "setuptools" },
2261
+
{ name = "tensorboard-data-server" },
2262
+
{ name = "werkzeug" },
2263
+
]
2264
+
wheels = [
2265
+
{ url = "https://files.pythonhosted.org/packages/9c/d9/a5db55f88f258ac669a92858b70a714bbbd5acd993820b41ec4a96a4d77f/tensorboard-2.20.0-py3-none-any.whl", hash = "sha256:9dc9f978cb84c0723acf9a345d96c184f0293d18f166bb8d59ee098e6cfaaba6", size = 5525680, upload-time = "2025-07-17T19:20:49.638Z" },
2266
+
]
2267
+
2268
+
[[package]]
2269
+
name = "tensorboard-data-server"
2270
+
version = "0.7.2"
2271
+
source = { registry = "https://pypi.org/simple" }
2272
+
wheels = [
2273
+
{ url = "https://files.pythonhosted.org/packages/7a/13/e503968fefabd4c6b2650af21e110aa8466fe21432cd7c43a84577a89438/tensorboard_data_server-0.7.2-py3-none-any.whl", hash = "sha256:7e0610d205889588983836ec05dc098e80f97b7e7bbff7e994ebb78f578d0ddb", size = 2356, upload-time = "2023-10-23T21:23:32.16Z" },
2274
+
{ url = "https://files.pythonhosted.org/packages/b7/85/dabeaf902892922777492e1d253bb7e1264cadce3cea932f7ff599e53fea/tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60", size = 4823598, upload-time = "2023-10-23T21:23:33.714Z" },
2275
+
{ url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363, upload-time = "2023-10-23T21:23:35.583Z" },
2276
+
]
2277
+
2278
+
[[package]]
2190
2279
name = "tokenizers"
2191
2280
version = "0.21.4"
2192
2281
source = { registry = "https://pypi.org/simple" }
···
2426
2515
{ name = "numpy" },
2427
2516
{ name = "pillow" },
2428
2517
{ name = "python-multipart" },
2518
+
{ name = "setuptools" },
2519
+
{ name = "tensorboard" },
2429
2520
{ name = "torch" },
2430
2521
{ name = "torchvision" },
2431
2522
{ name = "tqdm" },
···
2447
2538
{ name = "numpy" },
2448
2539
{ name = "pillow", specifier = ">=10" },
2449
2540
{ name = "python-multipart", specifier = ">=0.0.9" },
2541
+
{ name = "setuptools", specifier = "==81.0.0" },
2542
+
{ name = "tensorboard", specifier = ">=2.20.0" },
2450
2543
{ name = "torch", specifier = ">=2.3" },
2451
2544
{ name = "torchvision", specifier = ">=0.18" },
2452
2545
{ name = "tqdm" },
···
2456
2549
{ name = "uvicorn", extras = ["standard"], specifier = ">=0.29" },
2457
2550
]
2458
2551
2552
+
[package.metadata.requires-dev]
2553
+
dev = []
2554
+
2459
2555
[[package]]
2460
2556
name = "tyro"
2461
2557
version = "1.0.12"
···
2742
2838
{ url = "https://files.pythonhosted.org/packages/c2/b6/b9afed2afadddaf5ebb2afa801abf4b0868f42f8539bfe4b071b5266c9fe/websockets-16.0-cp314-cp314t-win32.whl", hash = "sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6", size = 178085, upload-time = "2026-01-10T09:23:33.816Z" },
2743
2839
{ url = "https://files.pythonhosted.org/packages/9f/3e/28135a24e384493fa804216b79a6a6759a38cc4ff59118787b9fb693df93/websockets-16.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd", size = 178531, upload-time = "2026-01-10T09:23:35.016Z" },
2744
2840
{ url = "https://files.pythonhosted.org/packages/6f/28/258ebab549c2bf3e64d2b0217b973467394a9cea8c42f70418ca2c5d0d2e/websockets-16.0-py3-none-any.whl", hash = "sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec", size = 171598, upload-time = "2026-01-10T09:23:45.395Z" },
2841
+
]
2842
+
2843
+
[[package]]
2844
+
name = "werkzeug"
2845
+
version = "3.1.8"
2846
+
source = { registry = "https://pypi.org/simple" }
2847
+
dependencies = [
2848
+
{ name = "markupsafe" },
2849
+
]
2850
+
sdist = { url = "https://files.pythonhosted.org/packages/dd/b2/381be8cfdee792dd117872481b6e378f85c957dd7c5bca38897b08f765fd/werkzeug-3.1.8.tar.gz", hash = "sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44", size = 875852, upload-time = "2026-04-02T18:49:14.268Z" }
2851
+
wheels = [
2852
+
{ url = "https://files.pythonhosted.org/packages/93/8c/2e650f2afeb7ee576912636c23ddb621c91ac6a98e66dc8d29c3c69446e1/werkzeug-3.1.8-py3-none-any.whl", hash = "sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50", size = 226459, upload-time = "2026-04-02T18:49:12.72Z" },
2745
2853
]
2746
2854
2747
2855
[[package]]