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Add support for multiple loss functions in AADForest
#267
Comparing
aad_loss_function
(
8a6c272
) with
master
(
c78dece
)
CodSpeed Performance Gauge
×18
Improvement
46
Untouched
5
No successful run was found on
master
(
b9ba72e
) during the generation of this report, so
c78dece
was used instead as the comparison base. There might be some changes unrelated to this pull request in this report.
Benchmarks
Mode
CPU Simulation
Wall Time
Memory
Status
Improvement
Untouched
51 total
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-64-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×18
5,268.4 µs
290.9 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-128-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×6.4
2,930.5 µs
457.2 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-256-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×4.4
3,379.9 µs
770.8 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[2-128-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
×3
1,388.7 µs
457.5 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[1-128-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2.1
264.8 µs
125.2 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[2-64-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2.1
223.8 µs
109 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[1-64-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2
223.6 µs
109.2 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-64-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
×2
222 µs
109 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[2-64-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+92%
558.6 µs
291.1 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[2-128-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+90%
241.2 µs
126.8 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-128-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+90%
240.7 µs
126.6 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[2-256-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+81%
1,398.5 µs
771.2 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[1-256-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+75%
276.2 µs
157.6 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-256-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+75%
276.3 µs
158.2 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[2-256-1]
tests/test_isoforest.py
CodSpeed Performance Gauge
+74%
276.1 µs
158.6 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-64-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+57%
7.5 ms
4.8 ms
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_sklearn[1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+51%
37 ms
24.5 ms
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[1-64-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+47%
428.6 µs
291.8 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_feature_signature[2]
tests/test_isoforest.py
CodSpeed Performance Gauge
+36%
563.4 µs
414.4 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_feature_signature[128]
tests/test_isoforest.py
CodSpeed Performance Gauge
+36%
555.7 µs
409.3 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[1-128-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+35%
614.1 µs
456 µs
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-128-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+32%
11 ms
8.3 ms
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[4-256-1024]
tests/test_isoforest.py
CodSpeed Performance Gauge
+31%
19.7 ms
15 ms
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_fit_known
tests/test_aadforest.py
CodSpeed Performance Gauge
+30%
266.8 ms
205.6 ms
Uses the
CPU Simulation instrument
to collect CPU performance metrics.
test_benchmark_score_samples[1-256-32]
tests/test_isoforest.py
CodSpeed Performance Gauge
+27%
978.7 µs
771.3 µs
1
2
3
Commits
Click on a commit to change the comparison range
Base
master
c78dece
×18
[WIP] Initial implementation for AADCrossEntropyEvaluator
2b74f34
7 months ago
by matwey
+2.26%
[pre-commit.ci] auto fixes from pre-commit.com hooks
8a6c272
7 months ago
by pre-commit-ci[bot]
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