snad-space
coniferest
BlogDocsChangelog

Add support for multiple loss functions in AADForest

#267
Comparing
aad_loss_function
(
8a6c272
) with
master
(
c78dece
)
CodSpeed Performance Gauge
×18
Improvements
46
Untouched
5

Benchmarks

Improved

test_benchmark_score_samples[4-64-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×18
5,268.4 µs290.9 µs
test_benchmark_score_samples[4-128-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×6.4
2,930.5 µs457.2 µs
test_benchmark_score_samples[4-256-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×4.4
3,379.9 µs770.8 µs
test_benchmark_score_samples[2-128-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×3
1,388.7 µs457.5 µs
test_benchmark_score_samples[1-128-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2.1
264.8 µs125.2 µs
test_benchmark_score_samples[2-64-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2.1
223.8 µs109 µs
test_benchmark_score_samples[1-64-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2
223.6 µs109.2 µs
test_benchmark_score_samples[4-64-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2
222 µs109 µs
test_benchmark_score_samples[2-64-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+92%
558.6 µs291.1 µs
test_benchmark_score_samples[2-128-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+90%
241.2 µs126.8 µs
test_benchmark_score_samples[4-128-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+90%
240.7 µs126.6 µs
test_benchmark_score_samples[2-256-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+81%
1,398.5 µs771.2 µs
test_benchmark_score_samples[1-256-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+75%
276.2 µs157.6 µs
test_benchmark_score_samples[4-256-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+75%
276.3 µs158.2 µs
test_benchmark_score_samples[2-256-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+74%
276.1 µs158.6 µs
test_benchmark_score_samples[4-64-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+57%
7.5 ms4.8 ms
test_benchmark_score_sklearn[1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+51%
37 ms24.5 ms
test_benchmark_score_samples[1-64-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+47%
428.6 µs291.8 µs
test_benchmark_feature_signature[2]
tests/test_isoforest.py
CodSpeed Performance Gauge
+36%
563.4 µs414.4 µs
test_benchmark_feature_signature[128]
tests/test_isoforest.py
CodSpeed Performance Gauge
+36%
555.7 µs409.3 µs
test_benchmark_score_samples[1-128-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+35%
614.1 µs456 µs
test_benchmark_score_samples[4-128-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+32%
11 ms8.3 ms
test_benchmark_score_samples[4-256-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+31%
19.7 ms15 ms
test_benchmark_fit_known
tests/test_aadforest.py
CodSpeed Performance Gauge
+30%
266.8 ms205.6 ms
test_benchmark_score_samples[1-256-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+27%
978.7 µs771.3 µs
test_benchmark_score_samples[2-64-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+25%
6 ms4.8 ms
test_benchmark_score_samples[2-256-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+23%
18.5 ms15 ms
test_benchmark_score[1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+22%
8.5 ms7 ms
test_benchmark_score_samples[2-128-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+22%
10.1 ms8.3 ms
test_benchmark_score[1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+21%
8.4 s6.9 s
test_benchmark_score_samples[1-256-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+20%
18 ms15 ms
test_benchmark_score_samples[1-256-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+20%
17.9 s15 s
test_benchmark_score_samples[1-128-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+18%
9.8 ms8.3 ms
test_benchmark_score_samples[1-64-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+18%
5.6 ms4.8 ms
test_benchmark_fit_sklearn[1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+18%
5.3 s4.5 s
test_benchmark_fit_sklearn[128]
tests/test_isoforest.py
CodSpeed Performance Gauge
+17%
668.1 ms568.7 ms
test_benchmark_score_samples[1-128-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+17%
9.7 s8.3 s
test_benchmark_score_samples[1-64-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+16%
5.5 s4.7 s
test_benchmark_loss_gradient[1024-1024]
tests/test_aadforest.py
CodSpeed Performance Gauge
+14%
4.4 ms3.9 ms
test_benchmark_loss_gradient[1024-65536]
tests/test_aadforest.py
CodSpeed Performance Gauge
+14%
4.4 ms3.9 ms
test_benchmark_score_samples[4-256-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+12%
17.9 s16 s
test_benchmark_score_samples[2-256-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+12%
17.9 s16 s
test_benchmark_score_samples[4-128-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+11%
9.7 s8.8 s
test_benchmark_score_samples[2-128-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+11%
9.7 s8.8 s
test_benchmark_score_samples[4-64-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+10%
5.5 s5 s
test_benchmark_score_samples[2-64-1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
+10%
5.5 s5 s

Passed

test_benchmark_fit[1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+9%
4 s3.6 s
test_benchmark_fit[128]
tests/test_isoforest.py
CodSpeed Performance Gauge
+9%
491.1 ms451 ms
test_benchmark_loss_gradient[16384-1024]
tests/test_aadforest.py
CodSpeed Performance Gauge
+7%
125.9 ms117.8 ms
test_benchmark_loss_gradient[16384-65536]
tests/test_aadforest.py
CodSpeed Performance Gauge
+7%
126.9 ms118.8 ms
test_benchmark_score_sklearn[1048576]
tests/test_isoforest.py
CodSpeed Performance Gauge
-4%
18.3 s19.1 s

Commits

Click on a commit to change the comparison range
Base
master
c78dece
×18
[WIP] Initial implementation for AADCrossEntropyEvaluator
2b74f34
4 months ago
by matwey
+2.26%
[pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci
8a6c272
4 months ago
by pre-commit-ci[bot]
© 2025 CodSpeed Technology
Home Terms Privacy Docs