Benchmarks #535
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Benchmarks #535
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| Path | Metric | Value | Change |
|---|---|---|---|
| benchmarks/results/benchmark_array_xd.json | read_batch_formatted_as_numpy after write_array2d | 0.02028 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_batch_formatted_as_numpy after write_flattened_sequence | 0.01713 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_batch_formatted_as_numpy after write_nested_sequence | 0.05165 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_batch_unformated after write_array2d | 0.03896 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_batch_unformated after write_flattened_sequence | 0.4111 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_batch_unformated after write_nested_sequence | 0.50053 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_col_formatted_as_numpy after write_array2d | 0.0081 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_col_formatted_as_numpy after write_flattened_sequence | 0.00373 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_col_formatted_as_numpy after write_nested_sequence | 0.00643 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_col_unformated after write_array2d | 0.03772 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_col_unformated after write_flattened_sequence | 0.40853 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_col_unformated after write_nested_sequence | 0.43381 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_formatted_as_numpy after write_array2d | 0.18192 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_formatted_as_numpy after write_flattened_sequence | 0.14279 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_formatted_as_numpy after write_nested_sequence | 0.53453 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_unformated after write_array2d | 0.04543 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_unformated after write_flattened_sequence | 0.38055 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | read_unformated after write_nested_sequence | 0.39166 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | write_array2d | 0.11773 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | write_flattened_sequence | 1.95853 | diff not supported |
| benchmarks/results/benchmark_array_xd.json | write_nested_sequence | 2.03393 | diff not supported |
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Benchmark: benchmark_array_xd.json
| metric | read_batch_formatted_as_numpy after write_array2d | read_unformated after write_nested_sequence | read_formatted_as_numpy after write_flattened_sequence | read_col_unformated after write_nested_sequence | read_unformated after write_array2d | read_formatted_as_numpy after write_nested_sequence | write_array2d | read_col_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_col_unformated after write_array2d | read_batch_unformated after write_nested_sequence | write_nested_sequence | write_flattened_sequence | read_col_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_as_numpy after write_nested_sequence | read_col_unformated after write_flattened_sequence | read_batch_unformated after write_array2d | read_unformated after write_flattened_sequence | read_batch_unformated after write_flattened_sequence | read_formatted_as_numpy after write_array2d | read_col_formatted_as_numpy after write_nested_sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new | 0.015843 | 0.420557 | 0.120379 | 0.440375 | 0.052844 | 0.440510 | 0.133248 | 0.006893 | 0.016099 | 0.031535 | 0.540828 | 1.901576 | 1.742698 | 0.004162 | 0.049559 | 0.375369 | 0.029470 | 0.375827 | 0.380684 | 0.166508 | 0.006616 |
| old | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| diff | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
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Benchmark: benchmark_array_xd.json
| metric | write_array2d | read_unformated after write_flattened_sequence | read_col_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_formatted_as_numpy after write_nested_sequence | read_unformated after write_array2d | read_batch_unformated after write_nested_sequence | read_formatted_as_numpy after write_flattened_sequence | read_batch_unformated after write_flattened_sequence | read_col_unformated after write_flattened_sequence | read_col_unformated after write_array2d | read_unformated after write_nested_sequence | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_nested_sequence | write_nested_sequence | read_formatted_as_numpy after write_array2d | read_batch_unformated after write_array2d | read_col_formatted_as_numpy after write_nested_sequence | write_flattened_sequence | read_col_unformated after write_nested_sequence | read_col_formatted_as_numpy after write_flattened_sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new | 0.112083 | 0.324461 | 0.006592 | 0.013271 | 0.435596 | 0.037740 | 0.451111 | 0.114933 | 0.335022 | 0.354036 | 0.032292 | 0.356591 | 0.016453 | 0.048334 | 1.912305 | 0.142521 | 0.028766 | 0.007722 | 1.856903 | 0.376145 | 0.004819 |
| old | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| diff | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
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Benchmark: benchmark_array_xd.json
| metric | read_col_unformated after write_nested_sequence | read_formatted_as_numpy after write_flattened_sequence | read_col_formatted_as_numpy after write_nested_sequence | read_col_formatted_as_numpy after write_array2d | read_batch_unformated after write_flattened_sequence | read_batch_formatted_as_numpy after write_nested_sequence | read_unformated after write_array2d | write_nested_sequence | write_flattened_sequence | read_batch_formatted_as_numpy after write_array2d | read_batch_unformated after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_unformated after write_nested_sequence | read_col_unformated after write_array2d | read_formatted_as_numpy after write_array2d | read_unformated after write_flattened_sequence | read_formatted_as_numpy after write_nested_sequence | write_array2d | read_col_unformated after write_flattened_sequence | read_unformated after write_nested_sequence | read_col_formatted_as_numpy after write_flattened_sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new | 0.405741 | 0.109036 | 0.008678 | 0.004623 | 0.344870 | 0.047032 | 0.048535 | 1.867043 | 1.839632 | 0.015776 | 0.028840 | 0.013365 | 0.496086 | 0.032345 | 0.144169 | 0.338251 | 0.452199 | 0.113647 | 0.353510 | 0.394501 | 0.003315 |
| old | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
| diff | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None | None |
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Benchmark: benchmark_indices_mapping.json
| metric | select | shard | shuffle | sort | train_test_split |
|---|---|---|---|---|---|
| new | 2.165722 | 4.315449 | 4.794725 | 5.004330 | 4.784939 |
Benchmark: benchmark_array_xd.json
| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_as_numpy after write_nested_sequence | read_batch_unformated after write_array2d | read_batch_unformated after write_flattened_sequence | read_batch_unformated after write_nested_sequence | read_col_formatted_as_numpy after write_array2d | read_col_formatted_as_numpy after write_flattened_sequence | read_col_formatted_as_numpy after write_nested_sequence | read_col_unformated after write_array2d | read_col_unformated after write_flattened_sequence | read_col_unformated after write_nested_sequence | read_formatted_as_numpy after write_array2d | read_formatted_as_numpy after write_flattened_sequence | read_formatted_as_numpy after write_nested_sequence | read_unformated after write_array2d | read_unformated after write_flattened_sequence | read_unformated after write_nested_sequence | write_array2d | write_flattened_sequence | write_nested_sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new | 0.019596 | 0.014151 | 0.050607 | 0.033170 | 0.429964 | 0.525586 | 0.004999 | 0.004152 | 0.006640 | 0.035762 | 0.440961 | 0.466149 | 0.148929 | 0.114383 | 0.492467 | 0.040082 | 0.409890 | 0.415031 | 0.121587 | 1.917372 | 2.006842 |
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Benchmark: benchmark_array_xd.json
| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_as_numpy after write_nested_sequence | read_batch_unformated after write_array2d | read_batch_unformated after write_flattened_sequence | read_batch_unformated after write_nested_sequence | read_col_formatted_as_numpy after write_array2d | read_col_formatted_as_numpy after write_flattened_sequence | read_col_formatted_as_numpy after write_nested_sequence | read_col_unformated after write_array2d | read_col_unformated after write_flattened_sequence | read_col_unformated after write_nested_sequence | read_formatted_as_numpy after write_array2d | read_formatted_as_numpy after write_flattened_sequence | read_formatted_as_numpy after write_nested_sequence | read_unformated after write_array2d | read_unformated after write_flattened_sequence | read_unformated after write_nested_sequence | write_array2d | write_flattened_sequence | write_nested_sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new | 0.016454 | 0.014436 | 0.050274 | 0.029738 | 0.367386 | 0.492249 | 0.006601 | 0.003421 | 0.008121 | 0.033053 | 0.359951 | 0.404901 | 0.149146 | 0.108415 | 0.500373 | 0.037859 | 0.345045 | 0.371243 | 0.111501 | 1.898830 | 2.008218 |
Benchmark: benchmark_indices_mapping.json
| metric | select | shard | shuffle | sort | train_test_split |
|---|---|---|---|---|---|
| new | 2.150440 | 4.372631 | 4.661105 | 4.731103 | 4.883732 |
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Benchmark: benchmark_indices_mapping.json
| metric | select | shard | shuffle | sort | train_test_split |
|---|---|---|---|---|---|
| new | 2.196049 | 4.292400 | 4.817259 | 4.550962 | 4.881731 |
Benchmark: benchmark_array_xd.json
| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_as_numpy after write_nested_sequence | read_batch_unformated after write_array2d | read_batch_unformated after write_flattened_sequence | read_batch_unformated after write_nested_sequence | read_col_formatted_as_numpy after write_array2d | read_col_formatted_as_numpy after write_flattened_sequence | read_col_formatted_as_numpy after write_nested_sequence | read_col_unformated after write_array2d | read_col_unformated after write_flattened_sequence | read_col_unformated after write_nested_sequence | read_formatted_as_numpy after write_array2d | read_formatted_as_numpy after write_flattened_sequence | read_formatted_as_numpy after write_nested_sequence | read_unformated after write_array2d | read_unformated after write_flattened_sequence | read_unformated after write_nested_sequence | write_array2d | write_flattened_sequence | write_nested_sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new | 0.015546 | 0.013859 | 0.050551 | 0.031996 | 0.384817 | 0.487362 | 0.007239 | 0.003579 | 0.008220 | 0.034057 | 0.378443 | 0.422653 | 0.146439 | 0.122786 | 0.489544 | 0.041093 | 0.377722 | 0.410560 | 0.116973 | 1.864543 | 1.881439 |
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Adding some benchmarks with DVC/CML
To add a new tracked benchmark:
./benchmarks/. The script can use the utilities in./benchmarks/utils.pyand should output a JSON file with results in./benchmarks/results/.That's it