WIP: devnet notebook

[hombit]

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[review-notebook-app]

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[codspeed-hq]

CodSpeed Performance Report

Merging #182 will improve performances by ×18

_{Comparing devnet-notebook (6e740b5) with master (c78dece)}

🎉 Hooray! pytest-codspeed just leveled up to 4.0.0!

A heads-up, this is a breaking change and it might affect your current performance baseline a bit. But here's the exciting part - it's packed with new, cool features and promises improved result stability 🥳!
Curious about what's new? Visit our releases page to delve into all the awesome details about this new version.

Summary

⚡ 44 improvements
✅ 7 untouched benchmarks

Benchmarks breakdown

	Benchmark	BASE	HEAD	Change
⚡	test_benchmark_fit_known	266.8 ms	205.8 ms	+29.63%
⚡	test_benchmark_loss_gradient[1024-1024]	4.4 ms	3.9 ms	+13.83%
⚡	test_benchmark_loss_gradient[1024-65536]	4.4 ms	3.9 ms	+13.81%
⚡	test_benchmark_feature_signature[128]	555.7 µs	407.9 µs	+36.24%
⚡	test_benchmark_feature_signature[2]	563.4 µs	411.9 µs	+36.77%
⚡	test_benchmark_fit_sklearn[1024]	5.3 s	4.5 s	+17.49%
⚡	test_benchmark_fit_sklearn[128]	668.1 ms	568.9 ms	+17.42%
⚡	test_benchmark_score[1024]	8.5 ms	7 ms	+22.18%
⚡	test_benchmark_score[1048576]	8.4 s	6.9 s	+21.17%
⚡	test_benchmark_score_samples[1-128-1024]	9.8 ms	8.3 ms	+18.56%
⚡	test_benchmark_score_samples[1-128-1048576]	9.7 s	8.3 s	+17.57%
⚡	test_benchmark_score_samples[1-128-1]	264.8 µs	127.1 µs	×2.1
⚡	test_benchmark_score_samples[1-128-32]	614.1 µs	456.7 µs	+34.47%
⚡	test_benchmark_score_samples[1-256-1024]	18 ms	15.1 ms	+19.5%
⚡	test_benchmark_score_samples[1-256-1048576]	17.9 s	15 s	+19.17%
⚡	test_benchmark_score_samples[1-256-1]	276.2 µs	160.7 µs	+71.83%
⚡	test_benchmark_score_samples[1-256-32]	978.7 µs	773.4 µs	+26.54%
⚡	test_benchmark_score_samples[1-64-1024]	5.6 ms	4.8 ms	+17.47%
⚡	test_benchmark_score_samples[1-64-1048576]	5.5 s	4.7 s	+15.41%
⚡	test_benchmark_score_samples[1-64-1]	223.6 µs	111.5 µs	×2
...	...	...	...	...

ℹ️ Only the first 20 benchmarks are displayed. Go to the app to view all benchmarks.

[matwey]

@hombit devnet.ipynb cannot be open due to corrupted format, can you handle it?

[matwey]

What is going on here? Why this is rebased on top of rust?

[hombit]

@matwey because I want to run it faster on mac

[matwey]

@hombit devnet.ipynb is still broken. I don't know how did you run it:

Unreadable Notebook: /home/matwey/lab/coniferest/docs/notebooks/devnet.ipynb NotJSONError('Notebook does not appear to be JSON: \'{\\n "cells": [\\n {\\n "cell_type": "c...')

[matwey]

Can we please rebase this on master? I guess we need this notebook to be merged for the Pineforest paper release.