WUT_Computer_Science/Programming/twm_4/twm.py
Krzysztof kuhy Rudnicki 1fd1de2f82
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twm_4: zero findings, with the notebook's outputs proved untouched
228 ruff findings to 0 across the notebook, its partial export and twm.py, and
mypy --strict is clean on both .py files.

A notebook is a deliverable that happens to contain code, so the check that
mattered was not "does it still run" -- it needs a GPU, MNIST, CIFAR-10 and a
slice of Quick, Draw! to run at all -- but "is anything except the code still
exactly as submitted". Hashing every key of the .ipynb EXCEPT cell `source`
gives 60242e116d12549d11c93f7f before the first edit and after the last one,
across four passes and a `ruff format`. The file also round-trips byte-for-byte
through json.dumps(indent=1, ensure_ascii=False), which is what made editing
cells programmatically safe rather than a reformat of all 141 of them; the
diff touches 38.

print() became sys.stdout.write() rather than logging. In a notebook the print
IS the output, and a logger with no handler configured would have silently
emptied every cell -- the exact regression scripts/check_refactor_safety.py
was written for. matprint's `print(x, end="  ")` and bare `print()` are
preserved as writes with and without a trailing newline.

Both `show_samples` and `show_samples_rgb` took (indices, preds, images,
labels, count, names), which is six arguments and a mutable default. They now
take a frozen `Samples` holding the last four, which also removed the same
four-value tuple from seven call sites. Reviewing that diff is how I caught
that I had transcribed `real_score = preds[sample][real_id]` as
`samples.labels[sample]` -- a bug I introduced and then fixed before commit.

Other real things, not just rule satisfaction: `np.in1d` is removed in NumPy 2
(NPY201) and is now `np.isin(...).ravel()`; `test_model` computed
correct_indices and incorrect_indices and used neither; two cells grew `img`
inside a loop so it was only bound by the `else` branch; and the Quick, Draw!
downloader now builds a URL whose https scheme is a literal, which is what
S310 was asking for.

The README claimed the .py was "an nbconvert export of that notebook". It is
an export of the CIFAR-10 section only -- 28 of 81 code cells -- and has been
edited since. It says that now, and says the two are separate artifacts rather
than one being regenerable from the other.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-29 08:10:31 +02:00

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Python
Executable File

#!/usr/bin/env python3
"""Smoke check: report which TensorFlow the notebook will actually run against."""
import sys
import tensorflow as tf
sys.stdout.write(f"{tf.__version__}\n")