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2023-12-18T15:39:21Z
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CI errors are unrelated to the changes, so I'm merging.
2023-12-19T17:58:30Z
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<details>
<summary>Show benchmarks</summary>

PyArrow==8.0.0

<details>
<summary>Show updated benchmarks!</summary>

### 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 / old (diff) | 0.005161 / 0.011353 (-0.006192) | 0.003494 / 0.011008 (-0.007515) | 0.062601 / 0.038508 (0.024093) | 0.052876 / 0.023109 (0.029767) | 0.255595 / 0.275898 (-0.020303) | 0.283108 / 0.323480 (-0.040371) | 0.003856 / 0.007986 (-0.004130) | 0.002686 / 0.004328 (-0.001642) | 0.048604 / 0.004250 (0.044353) | 0.037886 / 0.037052 (0.000834) | 0.252902 / 0.258489 (-0.005587) | 0.286906 / 0.293841 (-0.006935) | 0.028570 / 0.128546 (-0.099976) | 0.010684 / 0.075646 (-0.064962) | 0.208154 / 0.419271 (-0.211118) | 0.036169 / 0.043533 (-0.007364) | 0.276026 / 0.255139 (0.020887) | 0.272274 / 0.283200 (-0.010925) | 0.017690 / 0.141683 (-0.123993) | 1.202400 / 1.452155 (-0.249755) | 1.231223 / 1.492716 (-0.261494) |

### Benchmark: benchmark_getitem\_100B.json

| metric | get_batch_of\_1024\_random_rows | get_batch_of\_1024\_rows | get_first_row | get_last_row |
|--------|---|---|---|---|
| new / old (diff) | 0.095229 / 0.018006 (0.077222) | 0.302205 / 0.000490 (0.301716) | 0.000226 / 0.000200 (0.000026) | 0.000045 / 0.000054 (-0.000010) |

### Benchmark: benchmark_indices_mapping.json

| metric | select | shard | shuffle | sort | train_test_split |
|--------|---|---|---|---|---|
| new / old (diff) | 0.018877 / 0.037411 (-0.018534) | 0.062286 / 0.014526 (0.047760) | 0.075191 / 0.176557 (-0.101366) | 0.121419 / 0.737135 (-0.615716) | 0.075641 / 0.296338 (-0.220697) |

### Benchmark: benchmark_iterating.json

| metric | read 5000 | read 50000 | read_batch 50000 10 | read_batch 50000 100 | read_batch 50000 1000 | read_formatted numpy 5000 | read_formatted pandas 5000 | read_formatted tensorflow 5000 | read_formatted torch 5000 | read_formatted_batch numpy 5000 10 | read_formatted_batch numpy 5000 1000 | shuffled read 5000 | shuffled read 50000 | shuffled read_batch 50000 10 | shuffled read_batch 50000 100 | shuffled read_batch 50000 1000 | shuffled read_formatted numpy 5000 | shuffled read_formatted_batch numpy 5000 10 | shuffled read_formatted_batch numpy 5000 1000 |
|--------|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new / old (diff) | 0.282914 / 0.215209 (0.067705) | 2.769156 / 2.077655 (0.691501) | 1.480219 / 1.504120 (-0.023901) | 1.355742 / 1.541195 (-0.185453) | 1.399740 / 1.468490 (-0.068750) | 0.556365 / 4.584777 (-4.028412) | 2.399679 / 3.745712 (-1.346033) | 2.850510 / 5.269862 (-2.419351) | 1.781428 / 4.565676 (-2.784249) | 0.063045 / 0.424275 (-0.361230) | 0.004931 / 0.007607 (-0.002676) | 0.343743 / 0.226044 (0.117698) | 3.374907 / 2.268929 (1.105978) | 1.857774 / 55.444624 (-53.586851) | 1.577154 / 6.876477 (-5.299323) | 1.626597 / 2.142072 (-0.515475) | 0.653991 / 4.805227 (-4.151236) | 0.121306 / 6.500664 (-6.379358) | 0.042131 / 0.075469 (-0.033339) |

### Benchmark: benchmark_map_filter.json

| metric | filter | map fast-tokenizer batched | map identity | map identity batched | map no-op batched | map no-op batched numpy | map no-op batched pandas | map no-op batched pytorch | map no-op batched tensorflow |
|--------|---|---|---|---|---|---|---|---|---|
| new / old (diff) | 0.948826 / 1.841788 (-0.892962) | 11.922497 / 8.074308 (3.848188) | 10.592334 / 10.191392 (0.400942) | 0.129145 / 0.680424 (-0.551279) | 0.014652 / 0.534201 (-0.519549) | 0.286074 / 0.579283 (-0.293210) | 0.265338 / 0.434364 (-0.169026) | 0.346872 / 0.540337 (-0.193466) | 0.450480 / 1.386936 (-0.936456) |

</details>
PyArrow==latest

<details>
<summary>Show updated benchmarks!</summary>

### 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 / old (diff) | 0.005305 / 0.011353 (-0.006048) | 0.003583 / 0.011008 (-0.007426) | 0.049855 / 0.038508 (0.011347) | 0.052882 / 0.023109 (0.029773) | 0.268429 / 0.275898 (-0.007469) | 0.293375 / 0.323480 (-0.030105) | 0.004052 / 0.007986 (-0.003934) | 0.002685 / 0.004328 (-0.001644) | 0.049206 / 0.004250 (0.044955) | 0.040187 / 0.037052 (0.003135) | 0.270112 / 0.258489 (0.011623) | 0.306380 / 0.293841 (0.012539) | 0.029161 / 0.128546 (-0.099386) | 0.010948 / 0.075646 (-0.064698) | 0.057721 / 0.419271 (-0.361550) | 0.032628 / 0.043533 (-0.010905) | 0.267458 / 0.255139 (0.012319) | 0.291905 / 0.283200 (0.008705) | 0.018096 / 0.141683 (-0.123587) | 1.112744 / 1.452155 (-0.339410) | 1.161962 / 1.492716 (-0.330754) |

### Benchmark: benchmark_getitem\_100B.json

| metric | get_batch_of\_1024\_random_rows | get_batch_of\_1024\_rows | get_first_row | get_last_row |
|--------|---|---|---|---|
| new / old (diff) | 0.097449 / 0.018006 (0.079443) | 0.304270 / 0.000490 (0.303780) | 0.000235 / 0.000200 (0.000035) | 0.000060 / 0.000054 (0.000006) |

### Benchmark: benchmark_indices_mapping.json

| metric | select | shard | shuffle | sort | train_test_split |
|--------|---|---|---|---|---|
| new / old (diff) | 0.023550 / 0.037411 (-0.013861) | 0.078246 / 0.014526 (0.063720) | 0.091229 / 0.176557 (-0.085327) | 0.130624 / 0.737135 (-0.606511) | 0.092767 / 0.296338 (-0.203571) |

### Benchmark: benchmark_iterating.json

| metric | read 5000 | read 50000 | read_batch 50000 10 | read_batch 50000 100 | read_batch 50000 1000 | read_formatted numpy 5000 | read_formatted pandas 5000 | read_formatted tensorflow 5000 | read_formatted torch 5000 | read_formatted_batch numpy 5000 10 | read_formatted_batch numpy 5000 1000 | shuffled read 5000 | shuffled read 50000 | shuffled read_batch 50000 10 | shuffled read_batch 50000 100 | shuffled read_batch 50000 1000 | shuffled read_formatted numpy 5000 | shuffled read_formatted_batch numpy 5000 10 | shuffled read_formatted_batch numpy 5000 1000 |
|--------|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| new / old (diff) | 0.284962 / 0.215209 (0.069753) | 2.761090 / 2.077655 (0.683435) | 1.545409 / 1.504120 (0.041289) | 1.424573 / 1.541195 (-0.116622) | 1.438869 / 1.468490 (-0.029621) | 0.571281 / 4.584777 (-4.013496) | 2.419493 / 3.745712 (-1.326219) | 2.802611 / 5.269862 (-2.467251) | 1.749880 / 4.565676 (-2.815796) | 0.062566 / 0.424275 (-0.361709) | 0.005243 / 0.007607 (-0.002364) | 0.344653 / 0.226044 (0.118608) | 3.367488 / 2.268929 (1.098559) | 1.925871 / 55.444624 (-53.518754) | 1.624258 / 6.876477 (-5.252219) | 1.663742 / 2.142072 (-0.478330) | 0.634553 / 4.805227 (-4.170675) | 0.116745 / 6.500664 (-6.383919) | 0.041734 / 0.075469 (-0.033735) |

### Benchmark: benchmark_map_filter.json

| metric | filter | map fast-tokenizer batched | map identity | map identity batched | map no-op batched | map no-op batched numpy | map no-op batched pandas | map no-op batched pytorch | map no-op batched tensorflow |
|--------|---|---|---|---|---|---|---|---|---|
| new / old (diff) | 1.006808 / 1.841788 (-0.834980) | 12.499711 / 8.074308 (4.425403) | 10.956260 / 10.191392 (0.764868) | 0.132393 / 0.680424 (-0.548031) | 0.015924 / 0.534201 (-0.518277) | 0.289837 / 0.579283 (-0.289446) | 0.281565 / 0.434364 (-0.152799) | 0.337393 / 0.540337 (-0.202945) | 0.560385 / 1.386936 (-0.826551) |

</details>
</details>

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