SciKeras Benchmarks¶

SciKeras wraps Keras Models, but does not alter their performance since all of the heavy lifting still happens within Keras/Tensorflow. In this notebook, we compare the performance and accuracy of a pure-Keras Model to the same model wrapped in SciKeras.

Table of contents¶

1. Setup
2. Dataset
3. Define Keras Model
4. Keras benchmarks
5. SciKeras benchmark

1. Setup¶

[1]:

try:
    import scikeras
except ImportError:
    !python -m pip install scikeras[tensorflow]

Requirement already satisfied: scikeras[tensorflow] in /home/runner/work/scikeras/scikeras/.venv/lib/python3.12/site-packages (0.13.0)
Collecting keras@ git+https://github.com/keras-team/keras.git@master (from scikeras[tensorflow])
  Cloning https://github.com/keras-team/keras.git (to revision master) to /tmp/pip-install-0w2bek3u/keras_54e12500f5b1440f9b43c336b55db983
  Running command git clone --filter=blob:none --quiet https://github.com/keras-team/keras.git /tmp/pip-install-0w2bek3u/keras_54e12500f5b1440f9b43c336b55db983

  Resolved https://github.com/keras-team/keras.git to commit 8961e3f20f6d879ecb2ed2699a6fff14688b4129

  Installing build dependencies ... -

 done

  Getting requirements to build wheel ... - done

  Installing backend dependencies ... -

 done

  Preparing metadata (pyproject.toml) ... -

 done
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Collecting wheel<1.0,>=0.23.0 (from astunparse>=1.6.0->tensorflow>=2.16.1->scikeras[tensorflow])
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textcolor{ansi-red-intense}{━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{31.5/589.9 MB} textcolor{ansi-red}{108.3 MB/s} eta textcolor{ansi-cyan}{0:00:06} textcolor{ansi-red-intense}{━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{35.9/589.9 MB} textcolor{ansi-red}{122.9 MB/s} eta textcolor{ansi-cyan}{0:00:05}

[2K [91m━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m31.5/589.9 MB[0m [31m108.3 MB/s[0m eta [36m0:00:06[0m [2K [91m━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m35.9/589.9 MB[0m [31m122.9 MB/s[0m eta [36m0:00:05[0m

━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 40.8/589.9 MB 127.4 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{40.8/589.9 MB} textcolor{ansi-red}{127.4 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m40.8/589.9 MB[0m [31m127.4 MB/s[0m eta [36m0:00:05[0m

━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 45.3/589.9 MB 129.5 MB/s eta 0:00:05 ━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 49.8/589.9 MB 130.1 MB/s eta 0:00:05

textcolor{ansi-red-intense}{━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{45.3/589.9 MB} textcolor{ansi-red}{129.5 MB/s} eta textcolor{ansi-cyan}{0:00:05} textcolor{ansi-red-intense}{━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{49.8/589.9 MB} textcolor{ansi-red}{130.1 MB/s} eta textcolor{ansi-cyan}{0:00:05}

[2K [91m━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m45.3/589.9 MB[0m [31m129.5 MB/s[0m eta [36m0:00:05[0m [2K [91m━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m49.8/589.9 MB[0m [31m130.1 MB/s[0m eta [36m0:00:05[0m

━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 53.9/589.9 MB 121.5 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{53.9/589.9 MB} textcolor{ansi-red}{121.5 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m53.9/589.9 MB[0m [31m121.5 MB/s[0m eta [36m0:00:05[0m

━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 58.6/589.9 MB 126.4 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{58.6/589.9 MB} textcolor{ansi-red}{126.4 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m58.6/589.9 MB[0m [31m126.4 MB/s[0m eta [36m0:00:05[0m

━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 62.5/589.9 MB 119.7 MB/s eta 0:00:05 ━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 67.3/589.9 MB 126.3 MB/s eta 0:00:05

textcolor{ansi-red-intense}{━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{62.5/589.9 MB} textcolor{ansi-red}{119.7 MB/s} eta textcolor{ansi-cyan}{0:00:05} textcolor{ansi-red-intense}{━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{67.3/589.9 MB} textcolor{ansi-red}{126.3 MB/s} eta textcolor{ansi-cyan}{0:00:05}

[2K [91m━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m62.5/589.9 MB[0m [31m119.7 MB/s[0m eta [36m0:00:05[0m [2K [91m━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m67.3/589.9 MB[0m [31m126.3 MB/s[0m eta [36m0:00:05[0m

━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 72.9/589.9 MB 148.2 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{72.9/589.9 MB} textcolor{ansi-red}{148.2 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

[2K [91m━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m72.9/589.9 MB[0m [31m148.2 MB/s[0m eta [36m0:00:04[0m

━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 77.8/589.9 MB 149.5 MB/s eta 0:00:04 ━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 81.7/589.9 MB 126.9 MB/s eta 0:00:05

textcolor{ansi-red-intense}{━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{77.8/589.9 MB} textcolor{ansi-red}{149.5 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{81.7/589.9 MB} textcolor{ansi-red}{126.9 MB/s} eta textcolor{ansi-cyan}{0:00:05}

[2K [91m━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m77.8/589.9 MB[0m [31m149.5 MB/s[0m eta [36m0:00:04[0m [2K [91m━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m81.7/589.9 MB[0m [31m126.9 MB/s[0m eta [36m0:00:05[0m

━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 86.1/589.9 MB 115.3 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{86.1/589.9 MB} textcolor{ansi-red}{115.3 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m86.1/589.9 MB[0m [31m115.3 MB/s[0m eta [36m0:00:05[0m

━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 90.9/589.9 MB 128.1 MB/s eta 0:00:04 ━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 93.9/589.9 MB 113.5 MB/s eta 0:00:05

textcolor{ansi-red-intense}{━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{90.9/589.9 MB} textcolor{ansi-red}{128.1 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{93.9/589.9 MB} textcolor{ansi-red}{113.5 MB/s} eta textcolor{ansi-cyan}{0:00:05}

[2K [91m━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m90.9/589.9 MB[0m [31m128.1 MB/s[0m eta [36m0:00:04[0m [2K [91m━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m93.9/589.9 MB[0m [31m113.5 MB/s[0m eta [36m0:00:05[0m

━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 97.6/589.9 MB 107.7 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{97.6/589.9 MB} textcolor{ansi-red}{107.7 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m97.6/589.9 MB[0m [31m107.7 MB/s[0m eta [36m0:00:05[0m

━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 102.3/589.9 MB 121.0 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{102.3/589.9 MB} textcolor{ansi-red}{121.0 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m102.3/589.9 MB[0m [31m121.0 MB/s[0m eta [36m0:00:05[0m

━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 107.2/589.9 MB 138.4 MB/s eta 0:00:04 ━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 112.4/589.9 MB 141.6 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{107.2/589.9 MB} textcolor{ansi-red}{138.4 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{112.4/589.9 MB} textcolor{ansi-red}{141.6 MB/s} eta textcolor{ansi-cyan}{0:00:04}

[2K [91m━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m107.2/589.9 MB[0m [31m138.4 MB/s[0m eta [36m0:00:04[0m [2K [91m━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m112.4/589.9 MB[0m [31m141.6 MB/s[0m eta [36m0:00:04[0m

━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 117.9/589.9 MB 154.0 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{117.9/589.9 MB} textcolor{ansi-red}{154.0 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

[2K [91m━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m117.9/589.9 MB[0m [31m154.0 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 123.1/589.9 MB 152.2 MB/s eta 0:00:04 ━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 128.8/589.9 MB 155.6 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{123.1/589.9 MB} textcolor{ansi-red}{152.2 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{128.8/589.9 MB} textcolor{ansi-red}{155.6 MB/s} eta textcolor{ansi-cyan}{0:00:03}

[2K [91m━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m123.1/589.9 MB[0m [31m152.2 MB/s[0m eta [36m0:00:04[0m [2K [91m━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m128.8/589.9 MB[0m [31m155.6 MB/s[0m eta [36m0:00:03[0m

━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 134.2/589.9 MB 159.2 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{134.2/589.9 MB} textcolor{ansi-red}{159.2 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

[2K [91m━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m134.2/589.9 MB[0m [31m159.2 MB/s[0m eta [36m0:00:03[0m

━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 139.9/589.9 MB 159.5 MB/s eta 0:00:03 ━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 144.8/589.9 MB 152.2 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{139.9/589.9 MB} textcolor{ansi-red}{159.5 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{144.8/589.9 MB} textcolor{ansi-red}{152.2 MB/s} eta textcolor{ansi-cyan}{0:00:03}

[2K [91m━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m139.9/589.9 MB[0m [31m159.5 MB/s[0m eta [36m0:00:03[0m [2K [91m━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m144.8/589.9 MB[0m [31m152.2 MB/s[0m eta [36m0:00:03[0m

━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 147.7/589.9 MB 118.1 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{147.7/589.9 MB} textcolor{ansi-red}{118.1 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m147.7/589.9 MB[0m [31m118.1 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 150.8/589.9 MB 100.5 MB/s eta 0:00:05: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{150.8/589.9 MB} textcolor{ansi-red}{100.5 MB/s} eta textcolor{ansi-cyan}{0:00:05}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m150.8/589.9 MB[0m [31m100.5 MB/s[0m eta [36m0:00:05[0m

━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 153.9/589.9 MB 85.8 MB/s eta 0:00:06 ━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 159.4/589.9 MB 117.5 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{153.9/589.9 MB} textcolor{ansi-red}{85.8 MB/s} eta textcolor{ansi-cyan}{0:00:06} textcolor{ansi-red-intense}{━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{159.4/589.9 MB} textcolor{ansi-red}{117.5 MB/s} eta textcolor{ansi-cyan}{0:00:04}

[2K [91m━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m153.9/589.9 MB[0m [31m85.8 MB/s[0m eta [36m0:00:06[0m [2K [91m━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m159.4/589.9 MB[0m [31m117.5 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 163.9/589.9 MB 138.7 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{163.9/589.9 MB} textcolor{ansi-red}{138.7 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m163.9/589.9 MB[0m [31m138.7 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━ 167.3/589.9 MB 119.1 MB/s eta 0:00:04 ━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━ 171.7/589.9 MB 110.0 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{167.3/589.9 MB} textcolor{ansi-red}{119.1 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{171.7/589.9 MB} textcolor{ansi-red}{110.0 MB/s} eta textcolor{ansi-cyan}{0:00:04}

[2K [91m━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m167.3/589.9 MB[0m [31m119.1 MB/s[0m eta [36m0:00:04[0m [2K [91m━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m171.7/589.9 MB[0m [31m110.0 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━ 176.6/589.9 MB 123.0 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{176.6/589.9 MB} textcolor{ansi-red}{123.0 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m176.6/589.9 MB[0m [31m123.0 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━ 181.4/589.9 MB 136.0 MB/s eta 0:00:04 ━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━ 184.8/589.9 MB 119.8 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{181.4/589.9 MB} textcolor{ansi-red}{136.0 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{184.8/589.9 MB} textcolor{ansi-red}{119.8 MB/s} eta textcolor{ansi-cyan}{0:00:04}

[2K [91m━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m181.4/589.9 MB[0m [31m136.0 MB/s[0m eta [36m0:00:04[0m [2K [91m━━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m184.8/589.9 MB[0m [31m119.8 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━ 188.1/589.9 MB 104.4 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{188.1/589.9 MB} textcolor{ansi-red}{104.4 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m188.1/589.9 MB[0m [31m104.4 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━ 191.6/589.9 MB 96.1 MB/s eta 0:00:05 ━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━ 195.8/589.9 MB 105.8 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{191.6/589.9 MB} textcolor{ansi-red}{96.1 MB/s} eta textcolor{ansi-cyan}{0:00:05} textcolor{ansi-red-intense}{━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{195.8/589.9 MB} textcolor{ansi-red}{105.8 MB/s} eta textcolor{ansi-cyan}{0:00:04}

[2K [91m━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m191.6/589.9 MB[0m [31m96.1 MB/s[0m eta [36m0:00:05[0m [2K [91m━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━━━━━━[0m [32m195.8/589.9 MB[0m [31m105.8 MB/s[0m eta [36m0:00:04[0m

━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━ 200.2/589.9 MB 120.2 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{200.2/589.9 MB} textcolor{ansi-red}{120.2 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

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━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━ 204.5/589.9 MB 120.9 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{204.5/589.9 MB} textcolor{ansi-red}{120.9 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

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━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━ 208.9/589.9 MB 120.6 MB/s eta 0:00:04 ━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━ 213.1/589.9 MB 119.5 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{208.9/589.9 MB} textcolor{ansi-red}{120.6 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{213.1/589.9 MB} textcolor{ansi-red}{119.5 MB/s} eta textcolor{ansi-cyan}{0:00:04}

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━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━ 216.8/589.9 MB 112.3 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{216.8/589.9 MB} textcolor{ansi-red}{112.3 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━ 221.1/589.9 MB 110.6 MB/s eta 0:00:04 ━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━ 226.6/589.9 MB 131.4 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{221.1/589.9 MB} textcolor{ansi-red}{110.6 MB/s} eta textcolor{ansi-cyan}{0:00:04} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{226.6/589.9 MB} textcolor{ansi-red}{131.4 MB/s} eta textcolor{ansi-cyan}{0:00:03}

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━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━ 232.2/589.9 MB 162.6 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{232.2/589.9 MB} textcolor{ansi-red}{162.6 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━ 237.5/589.9 MB 158.4 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━ 242.6/589.9 MB 151.8 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{237.5/589.9 MB} textcolor{ansi-red}{158.4 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{242.6/589.9 MB} textcolor{ansi-red}{151.8 MB/s} eta textcolor{ansi-cyan}{0:00:03}

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━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━ 247.7/589.9 MB 146.1 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{247.7/589.9 MB} textcolor{ansi-red}{146.1 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━ 251.5/589.9 MB 127.8 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{251.5/589.9 MB} textcolor{ansi-red}{127.8 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━ 255.4/589.9 MB 115.7 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━ 258.9/589.9 MB 103.1 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{255.4/589.9 MB} textcolor{ansi-red}{115.7 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{258.9/589.9 MB} textcolor{ansi-red}{103.1 MB/s} eta textcolor{ansi-cyan}{0:00:04}

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━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━ 262.4/589.9 MB 105.1 MB/s eta 0:00:04: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{262.4/589.9 MB} textcolor{ansi-red}{105.1 MB/s} eta textcolor{ansi-cyan}{0:00:04}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━ 268.2/589.9 MB 130.0 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━ 272.5/589.9 MB 140.6 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{268.2/589.9 MB} textcolor{ansi-red}{130.0 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{272.5/589.9 MB} textcolor{ansi-red}{140.6 MB/s} eta textcolor{ansi-cyan}{0:00:03}

[2K [91m━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━━[0m [32m268.2/589.9 MB[0m [31m130.0 MB/s[0m eta [36m0:00:03[0m [2K [91m━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━━━[0m [32m272.5/589.9 MB[0m [31m140.6 MB/s[0m eta [36m0:00:03[0m

━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━ 275.4/589.9 MB 111.4 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{275.4/589.9 MB} textcolor{ansi-red}{111.4 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━ 279.9/589.9 MB 109.7 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━ 284.7/589.9 MB 127.7 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{279.9/589.9 MB} textcolor{ansi-red}{109.7 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{284.7/589.9 MB} textcolor{ansi-red}{127.7 MB/s} eta textcolor{ansi-cyan}{0:00:03}

[2K [91m━━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━[0m [32m279.9/589.9 MB[0m [31m109.7 MB/s[0m eta [36m0:00:03[0m [2K [91m━━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━━━━━[0m [32m284.7/589.9 MB[0m [31m127.7 MB/s[0m eta [36m0:00:03[0m

━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━ 290.1/589.9 MB 146.0 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{290.1/589.9 MB} textcolor{ansi-red}{146.0 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━ 295.5/589.9 MB 158.8 MB/s eta 0:00:02 ━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━ 300.9/589.9 MB 158.4 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{295.5/589.9 MB} textcolor{ansi-red}{158.8 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{300.9/589.9 MB} textcolor{ansi-red}{158.4 MB/s} eta textcolor{ansi-cyan}{0:00:02}

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━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━ 305.0/589.9 MB 138.0 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{305.0/589.9 MB} textcolor{ansi-red}{138.0 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━━━━[0m [32m305.0/589.9 MB[0m [31m138.0 MB/s[0m eta [36m0:00:03[0m

━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━ 307.6/589.9 MB 108.9 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{307.6/589.9 MB} textcolor{ansi-red}{108.9 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━ 310.6/589.9 MB 93.6 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━ 314.2/589.9 MB 89.7 MB/s eta 0:00:04

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{310.6/589.9 MB} textcolor{ansi-red}{93.6 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{314.2/589.9 MB} textcolor{ansi-red}{89.7 MB/s} eta textcolor{ansi-cyan}{0:00:04}

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━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━ 318.2/589.9 MB 101.8 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{318.2/589.9 MB} textcolor{ansi-red}{101.8 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━ 321.6/589.9 MB 103.2 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━ 324.7/589.9 MB 99.3 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{321.6/589.9 MB} textcolor{ansi-red}{103.2 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{324.7/589.9 MB} textcolor{ansi-red}{99.3 MB/s} eta textcolor{ansi-cyan}{0:00:03}

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━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━ 328.2/589.9 MB 93.0 MB/s eta 0:00:03: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{328.2/589.9 MB} textcolor{ansi-red}{93.0 MB/s} eta textcolor{ansi-cyan}{0:00:03}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━ 332.5/589.9 MB 101.5 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━ 337.4/589.9 MB 125.7 MB/s eta 0:00:03

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━━} textcolor{ansi-green}{332.5/589.9 MB} textcolor{ansi-red}{101.5 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━} textcolor{ansi-green}{337.4/589.9 MB} textcolor{ansi-red}{125.7 MB/s} eta textcolor{ansi-cyan}{0:00:03}

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━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━ 341.2/589.9 MB 128.8 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━} textcolor{ansi-green}{341.2/589.9 MB} textcolor{ansi-red}{128.8 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━ 345.4/589.9 MB 115.3 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━ 351.2/589.9 MB 138.9 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━━} textcolor{ansi-green}{345.4/589.9 MB} textcolor{ansi-red}{115.3 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━} textcolor{ansi-green}{351.2/589.9 MB} textcolor{ansi-red}{138.9 MB/s} eta textcolor{ansi-cyan}{0:00:02}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━━━━━━━[0m [32m345.4/589.9 MB[0m [31m115.3 MB/s[0m eta [36m0:00:03[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━━━━━━━[0m [32m351.2/589.9 MB[0m [31m138.9 MB/s[0m eta [36m0:00:02[0m

━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━ 356.4/589.9 MB 161.2 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━} textcolor{ansi-green}{356.4/589.9 MB} textcolor{ansi-red}{161.2 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━ 360.9/589.9 MB 140.7 MB/s eta 0:00:02 ━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━━ 366.6/589.9 MB 144.9 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━━} textcolor{ansi-green}{360.9/589.9 MB} textcolor{ansi-red}{140.7 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━} textcolor{ansi-green}{366.6/589.9 MB} textcolor{ansi-red}{144.9 MB/s} eta textcolor{ansi-cyan}{0:00:02}

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━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━ 371.7/589.9 MB 156.1 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━} textcolor{ansi-green}{371.7/589.9 MB} textcolor{ansi-red}{156.1 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━ 376.7/589.9 MB 145.6 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━━} textcolor{ansi-green}{376.7/589.9 MB} textcolor{ansi-red}{145.6 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━ 382.1/589.9 MB 152.8 MB/s eta 0:00:02 ━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━ 385.4/589.9 MB 127.8 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━} textcolor{ansi-green}{382.1/589.9 MB} textcolor{ansi-red}{152.8 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━━} textcolor{ansi-green}{385.4/589.9 MB} textcolor{ansi-red}{127.8 MB/s} eta textcolor{ansi-cyan}{0:00:02}

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━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━ 389.1/589.9 MB 111.4 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━} textcolor{ansi-green}{389.1/589.9 MB} textcolor{ansi-red}{111.4 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━ 392.0/589.9 MB 95.0 MB/s eta 0:00:03 ━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━ 396.2/589.9 MB 104.3 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━━} textcolor{ansi-green}{392.0/589.9 MB} textcolor{ansi-red}{95.0 MB/s} eta textcolor{ansi-cyan}{0:00:03} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━} textcolor{ansi-green}{396.2/589.9 MB} textcolor{ansi-red}{104.3 MB/s} eta textcolor{ansi-cyan}{0:00:02}

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━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━ 399.8/589.9 MB 103.2 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━━} textcolor{ansi-green}{399.8/589.9 MB} textcolor{ansi-red}{103.2 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━ 403.8/589.9 MB 109.8 MB/s eta 0:00:02 ━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━ 409.4/589.9 MB 129.7 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━━} textcolor{ansi-green}{403.8/589.9 MB} textcolor{ansi-red}{109.8 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━} textcolor{ansi-green}{409.4/589.9 MB} textcolor{ansi-red}{129.7 MB/s} eta textcolor{ansi-cyan}{0:00:02}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━ 414.5/589.9 MB 151.0 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━━} textcolor{ansi-green}{414.5/589.9 MB} textcolor{ansi-red}{151.0 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━ 418.3/589.9 MB 122.4 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━} textcolor{ansi-green}{418.3/589.9 MB} textcolor{ansi-red}{122.4 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━ 423.4/589.9 MB 123.9 MB/s eta 0:00:02 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━ 426.6/589.9 MB 114.1 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━━} textcolor{ansi-green}{423.4/589.9 MB} textcolor{ansi-red}{123.9 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━━} textcolor{ansi-green}{426.6/589.9 MB} textcolor{ansi-red}{114.1 MB/s} eta textcolor{ansi-cyan}{0:00:02}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━ 431.7/589.9 MB 115.4 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━} textcolor{ansi-green}{431.7/589.9 MB} textcolor{ansi-red}{115.4 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━ 436.5/589.9 MB 139.1 MB/s eta 0:00:02 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━ 441.2/589.9 MB 138.4 MB/s eta 0:00:02

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━━} textcolor{ansi-green}{436.5/589.9 MB} textcolor{ansi-red}{139.1 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━} textcolor{ansi-green}{441.2/589.9 MB} textcolor{ansi-red}{138.4 MB/s} eta textcolor{ansi-cyan}{0:00:02}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━━━━━━━━━━[0m [32m436.5/589.9 MB[0m [31m139.1 MB/s[0m eta [36m0:00:02[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━━━━━━━━━[0m [32m441.2/589.9 MB[0m [31m138.4 MB/s[0m eta [36m0:00:02[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━ 445.5/589.9 MB 124.5 MB/s eta 0:00:02: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━━} textcolor{ansi-green}{445.5/589.9 MB} textcolor{ansi-red}{124.5 MB/s} eta textcolor{ansi-cyan}{0:00:02}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━━} textcolor{ansi-green}{450.9/589.9 MB} textcolor{ansi-red}{135.3 MB/s} eta textcolor{ansi-cyan}{0:00:02} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━━} textcolor{ansi-green}{456.2/589.9 MB} textcolor{ansi-red}{156.3 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━ 461.7/589.9 MB 158.0 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━} textcolor{ansi-green}{461.7/589.9 MB} textcolor{ansi-red}{158.0 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━ 467.2/589.9 MB 161.5 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━━} textcolor{ansi-green}{467.2/589.9 MB} textcolor{ansi-red}{161.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━━} textcolor{ansi-green}{472.7/589.9 MB} textcolor{ansi-red}{160.1 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━} textcolor{ansi-green}{478.2/589.9 MB} textcolor{ansi-red}{162.6 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━ 481.9/589.9 MB 134.8 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━━} textcolor{ansi-green}{481.9/589.9 MB} textcolor{ansi-red}{134.8 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━━} textcolor{ansi-green}{487.1/589.9 MB} textcolor{ansi-red}{130.3 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━} textcolor{ansi-green}{492.7/589.9 MB} textcolor{ansi-red}{152.1 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━ 497.1/589.9 MB 135.3 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━━} textcolor{ansi-green}{497.1/589.9 MB} textcolor{ansi-red}{135.3 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━} textcolor{ansi-green}{501.3/589.9 MB} textcolor{ansi-red}{124.7 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━━} textcolor{ansi-green}{505.2/589.9 MB} textcolor{ansi-red}{121.4 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━ 510.0/589.9 MB 124.8 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━━} textcolor{ansi-green}{510.0/589.9 MB} textcolor{ansi-red}{124.8 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━} textcolor{ansi-green}{515.2/589.9 MB} textcolor{ansi-red}{139.7 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━━} textcolor{ansi-green}{519.9/589.9 MB} textcolor{ansi-red}{139.2 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━ 524.1/589.9 MB 127.9 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━━} textcolor{ansi-green}{524.1/589.9 MB} textcolor{ansi-red}{127.9 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━━} textcolor{ansi-green}{535.2/589.9 MB} textcolor{ansi-red}{162.8 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━━} textcolor{ansi-green}{540.8/589.9 MB} textcolor{ansi-red}{165.6 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━ 546.4/589.9 MB 165.2 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━} textcolor{ansi-green}{546.4/589.9 MB} textcolor{ansi-red}{165.2 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━━[0m [32m546.4/589.9 MB[0m [31m165.2 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━ 552.0/589.9 MB 167.0 MB/s eta 0:00:01 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━ 557.6/589.9 MB 164.3 MB/s eta 0:00:01

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━━} textcolor{ansi-green}{552.0/589.9 MB} textcolor{ansi-red}{167.0 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━━} textcolor{ansi-green}{557.6/589.9 MB} textcolor{ansi-red}{164.3 MB/s} eta textcolor{ansi-cyan}{0:00:01}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━━[0m [32m552.0/589.9 MB[0m [31m167.0 MB/s[0m eta [36m0:00:01[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━━[0m [32m557.6/589.9 MB[0m [31m164.3 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━ 561.6/589.9 MB 138.3 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━} textcolor{ansi-green}{561.6/589.9 MB} textcolor{ansi-red}{138.3 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━[0m [32m561.6/589.9 MB[0m [31m138.3 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━ 566.5/589.9 MB 132.2 MB/s eta 0:00:01 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━ 571.9/589.9 MB 151.1 MB/s eta 0:00:01

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺}textcolor{ansi-black-intense}{━} textcolor{ansi-green}{566.5/589.9 MB} textcolor{ansi-red}{132.2 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸}textcolor{ansi-black-intense}{━} textcolor{ansi-green}{571.9/589.9 MB} textcolor{ansi-red}{151.1 MB/s} eta textcolor{ansi-cyan}{0:00:01}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m[90m━[0m [32m566.5/589.9 MB[0m [31m132.2 MB/s[0m eta [36m0:00:01[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m[90m━[0m [32m571.9/589.9 MB[0m [31m151.1 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺ 577.2/589.9 MB 155.8 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-black-intense}{╺} textcolor{ansi-green}{577.2/589.9 MB} textcolor{ansi-red}{155.8 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[90m╺[0m [32m577.2/589.9 MB[0m [31m155.8 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 582.4/589.9 MB 155.5 MB/s eta 0:00:01 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 585.0/589.9 MB 151.4 MB/s eta 0:00:01

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{582.4/589.9 MB} textcolor{ansi-red}{155.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{585.0/589.9 MB} textcolor{ansi-red}{151.4 MB/s} eta textcolor{ansi-cyan}{0:00:01}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m582.4/589.9 MB[0m [31m155.5 MB/s[0m eta [36m0:00:01[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m585.0/589.9 MB[0m [31m151.4 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 585.0/589.9 MB 151.4 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{585.0/589.9 MB} textcolor{ansi-red}{151.4 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m585.0/589.9 MB[0m [31m151.4 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 585.5/589.9 MB 67.5 MB/s eta 0:00:01 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{585.5/589.9 MB} textcolor{ansi-red}{67.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m585.5/589.9 MB[0m [31m67.5 MB/s[0m eta [36m0:00:01[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m589.9/589.9 MB[0m [31m69.5 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m589.9/589.9 MB[0m [31m69.5 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m589.9/589.9 MB[0m [31m69.5 MB/s[0m eta [36m0:00:01[0m [2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m589.9/589.9 MB[0m [31m69.5 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m589.9/589.9 MB[0m [31m69.5 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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[2K [91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[0m[91m╸[0m [32m589.9/589.9 MB[0m [31m69.5 MB/s[0m eta [36m0:00:01[0m

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01

textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}: end{sphinxVerbatim}

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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 589.9/589.9 MB 69.5 MB/s eta 0:00:01: </pre>
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textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01} textcolor{ansi-red-intense}{━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━}textcolor{ansi-red-intense}{╸} textcolor{ansi-green}{589.9/589.9 MB} textcolor{ansi-red}{69.5 MB/s} eta textcolor{ansi-cyan}{0:00:01}

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━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━ 17.1/24.5 MB 126.2 MB/s eta 0:00:01: </pre>
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Installing collected packages: libclang, flatbuffers, wrapt, wheel, werkzeug, termcolor, tensorboard-data-server, protobuf, opt-einsum, markdown, grpcio, google-pasta, gast, tensorboard, astunparse, tensorflow

Successfully installed astunparse-1.6.3 flatbuffers-24.3.25 gast-0.5.4 google-pasta-0.2.0 grpcio-1.62.1 libclang-18.1.1 markdown-3.6 opt-einsum-3.3.0 protobuf-4.25.3 tensorboard-2.16.2 tensorboard-data-server-0.7.2 tensorflow-2.16.1 termcolor-2.4.0 werkzeug-3.0.2 wheel-0.43.0 wrapt-1.16.0

Silence TensorFlow logging to keep output succinct.

[2]:

import warnings
from tensorflow import get_logger
get_logger().setLevel('ERROR')
warnings.filterwarnings("ignore", message="Setting the random state for TF")

[3]:

import numpy as np
from scikeras.wrappers import KerasClassifier, KerasRegressor
import keras

2. Dataset¶

We will be using the MNIST dataset available within Keras.

[4]:

(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()
# Scale images to the [0, 1] range
x_train = x_train.astype("float32") / 255
x_test = x_test.astype("float32") / 255
# Make sure images have shape (28, 28, 1)
x_train = np.expand_dims(x_train, -1)
x_test = np.expand_dims(x_test, -1)
# Reduce dataset size for faster benchmarks
x_train, y_train = x_train[:2000], y_train[:2000]
x_test, y_test = x_test[:500], y_test[:500]

Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz

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3. Define Keras Model¶

Next we will define our Keras model (adapted from keras.io):

[5]:

num_classes = 10
input_shape = (28, 28, 1)


def get_model():
    model = keras.Sequential(
        [
            keras.Input(input_shape),
            keras.layers.Conv2D(32, kernel_size=(3, 3), activation="relu"),
            keras.layers.MaxPooling2D(pool_size=(2, 2)),
            keras.layers.Conv2D(64, kernel_size=(3, 3), activation="relu"),
            keras.layers.MaxPooling2D(pool_size=(2, 2)),
            keras.layers.Flatten(),
            keras.layers.Dropout(0.5),
            keras.layers.Dense(num_classes, activation="softmax"),
        ]
    )
    model.compile(
        loss="sparse_categorical_crossentropy", optimizer="adam"
    )
    return model

4. Keras benchmarks¶

[6]:

fit_kwargs = {"batch_size": 128, "validation_split": 0.1, "verbose": 0, "epochs": 5}

[7]:

from sklearn.metrics import accuracy_score
from scikeras.utils.random_state import tensorflow_random_state

[8]:

from time import time

with tensorflow_random_state(seed=0):  # we force a TF random state to be able to compare accuracy
    model = get_model()
    start = time()
    model.fit(x_train, y_train, **fit_kwargs)
    print(f"Training time: {time()-start:.2f}")
    y_pred = np.argmax(model.predict(x_test), axis=1)
print(f"Accuracy: {accuracy_score(y_test, y_pred)}")

Training time: 3.82

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Accuracy: 0.89

5. SciKeras benchmark¶

[9]:

clf = KerasClassifier(
    model=get_model,
    random_state=0,
    **fit_kwargs
)

[10]:

start = time()
clf.fit(x_train, y_train)
print(f"Training time: {time()-start:.2f}")
y_pred = clf.predict(x_test)
print(f"Accuracy: {accuracy_score(y_test, y_pred)}")

Training time: 3.93
Accuracy: 0.89

As you can see, the overhead for SciKeras is <1 sec, and the accuracy is identical.