mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-15 23:45:54 +00:00
64 lines
1.7 KiB
Markdown
64 lines
1.7 KiB
Markdown
[](https://codecov.io/gh/Doctorado-ML/benchmark)
|
|
|
|
|
|
# benchmark
|
|
|
|
Benchmarking Python models
|
|
|
|
## Experimentation
|
|
|
|
```python
|
|
# 5 Fold 10 seeds with STree with default hyperparameters and report
|
|
be_main -m STree -P iMac27 -r 1
|
|
# Setting number of folds, in this case 7
|
|
be_main -m STree -P iMac27 -n 7
|
|
# 5 Fold 10 seeds with STree and best results hyperparams
|
|
be_main -m STree -P iMac27 -f 1
|
|
# 5 Fold 10 seeds with STree and same hyperparameters
|
|
be_main -m STree -P iMac27 -p '{"kernel": "rbf", "gamma": 0.1}'
|
|
```
|
|
|
|
## Best Results
|
|
|
|
```python
|
|
# Build best results of STree model and print report
|
|
be_build_best -m STree -r 1
|
|
# Report of STree best results
|
|
be_report -b STree
|
|
```
|
|
|
|
## Reports
|
|
|
|
```python
|
|
# Datasets list
|
|
be_report datasets
|
|
# Report of given experiment
|
|
be_report -f results/results_STree_iMac27_2021-09-22_17:13:02.json
|
|
# Report of given experiment building excel file and compare with best results
|
|
be_report -f results/results_STree_iMac27_2021-09-22_17:13:02.json -x 1 -c 1
|
|
# Report of given experiment building sql file
|
|
be_report -f results/results_STree_iMac27_2021-09-22_17:13:02.json -q 1
|
|
```
|
|
|
|
## Benchmark
|
|
|
|
```python
|
|
# Do benchmark and print report
|
|
be_benchmark
|
|
# Do benchmark, print report and build excel file with data
|
|
be_benchmark -x 1
|
|
# Do benchmark, print report and build tex table with results
|
|
be_benchmark -t 1
|
|
```
|
|
|
|
## List
|
|
|
|
```python
|
|
# List of results of given model
|
|
be_list -m ODTE
|
|
# List of results of given model and score
|
|
be_list -m STree -s f1-macro
|
|
# List all results
|
|
be_list
|
|
```
|