feat: turn on CUDA unit tests for working kernels and add some CUDA kernels by ManasviGoyal · Pull Request #2930 · scikit-hep/awkward

ManasviGoyal · 2024-01-10T14:32:48Z

Added the following kernels and made some minor fixes.

awkward_ListArray_getitem_next_array_advanced
awkward_ListArray_getitem_next_at
award_IndexedArray_index_of_nulls
awkward_ListArray_min_range

tests-cuda-kernels-explicit
=========== 1981 passed, 1721 skipped in 6.09s ===========
tests-cpu-kernels-explicit
=========== 5403 passed in 2.49s ===========
Also some minor fixes in the parsed python code for some kernels.

codecov · 2024-01-15T09:35:45Z

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (0ed8753) 81.88% compared to head (52eeefb) 81.88%.

Additional details and impacted files

Files	Coverage Δ
src/awkward/_connect/cuda/__init__.py	`0.00% <ø> (ø)`

jpivarski

This looks like a good start. I just checked it out and tested

python dev/generate-tests.py
pytest tests-cuda-kernels/test_cudaawkward_ListArray64_getitem_next_array_advanced_64.py

which failed. (Is it supposed to be working yet?)

ManasviGoyal · 2024-01-19T15:35:07Z

This looks like a good start. I just checked it out and tested
python dev/generate-tests.py
pytest tests-cuda-kernels/test_cudaawkward_ListArray64_getitem_next_array_advanced_64.py
which failed. (Is it supposed to be working yet?)

It does work on my system. Can you share the error?

jpivarski · 2024-01-19T21:35:13Z

I did a fresh reinstallation, completely within this branch, and it does work. There must be something left over if you use the same git repo between branches, but that's okay. (The end state will be stable.)

% python dev/generate-tests.py

Generating Python kernels
Generating files for testing specification
Generating files for testing CPU kernels
Generating Unit Tests
Generating files for testing CUDA kernels

% pytest tests-cuda-kernels

Details

================================================= test session starts ================================================= platform linux -- Python 3.10.13, pytest-7.4.4, pluggy-1.3.0 Matplotlib: 3.8.2 Freetype: 2.12.1 rootdir: /home/jpivarski/irishep/awkward configfile: pyproject.toml plugins: forked-1.6.0, xdist-3.5.0, cov-4.1.0, typeguard-4.1.5, mpl-0.16.1, reverse-1.7.0, mock-3.12.0, asyncio-0.23.3, timeout-2.2.0, anyio-4.2.0 asyncio: mode=strict collected 6178 items

tests-cuda-kernels/test_cudaawkward_BitMaskedArray_to_ByteMaskedArray.py ..... tests-cuda-kernels/test_cudaawkward_BitMaskedArray_to_IndexedOptionArray64.py ..... tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_getitem_nextcarry_64.py .... tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_getitem_nextcarry_outindex_64.py tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_overlay_mask8.py tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_reduce_next_64.py s tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_reduce_next_nonlocal_n tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_reduce_next_nonlocal_n tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_toIndexedOptionArray64.py ..... tests-cuda-kernels/test_cudaawkward_Content_getitem_next_missing_jagged_ge ...... tests-cuda-kernels/test_cudaawkward_IndexedArray32_flatten_nextcarry_64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray32_getitem_nextcarry_64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray32_getitem_nextcarry_outindex_64.py tests-cuda-kernels/test_cudaawkward_IndexedArray32_overlay_mask8_to64.py s tests-cuda-kernels/test_cudaawkward_IndexedArray32_reduce_next_64.py s tests-cuda-kernels/test_cudaawkward_IndexedArray32_reduce_next_nonlocal_ne tests-cuda-kernels/test_cudaawkward_IndexedArray32_reduce_next_nonlocal_ne tests-cuda-kernels/test_cudaawkward_IndexedArray32_simplify32_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArray32_simplify64_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArray32_simplifyU32_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArray32_validity.py ........... tests-cuda-kernels/test_cudaawkward_IndexedArray64_flatten_nextcarry_64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray64_getitem_nextcarry_64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray64_getitem_nextcarry_outindex_64.py tests-cuda-kernels/test_cudaawkward_IndexedArray64_overlay_mask8_to64.py s tests-cuda-kernels/test_cudaawkward_IndexedArray64_reduce_next_64.py s tests-cuda-kernels/test_cudaawkward_IndexedArray64_reduce_next_nonlocal_ne tests-cuda-kernels/test_cudaawkward_IndexedArray64_reduce_next_nonlocal_ne tests-cuda-kernels/test_cudaawkward_IndexedArray64_simplify32_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArray64_simplify64_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArray64_simplifyU32_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArray64_validity.py ........... tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_flatten_nextcarry_64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_getitem_nextcarry_64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_getitem_nextcarry_outindex_64.py tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_overlay_mask8_to64.py s tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_reduce_next_64.py s tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_reduce_next_nonlocal_n tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_reduce_next_nonlocal_n tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_simplify32_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_simplify64_to64.py ............... tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_simplifyU32_to64.py tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_validity.py .......... tests-cuda-kernels/test_cudaawkward_IndexedArray_fill_to64_count.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray_fill_to64_from32.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray_fill_to64_from64.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray_fill_to64_fromU32.py ..... tests-cuda-kernels/test_cudaawkward_IndexedArray_numnull_unique_64.py s tests-cuda-kernels/test_cudaawkward_IndexedArray_reduce_next_fix_offsets_64.py s tests-cuda-kernels/test_cudaawkward_IndexedOptionArray_rpad_and_clip_mask_axis1_64.py tests-cuda-kernels/test_cudaawkward_ListArray32_compact_offsets_64.py ..... tests-cuda-kernels/test_cudaawkward_ListArray32_getitem_jagged_expand_64.py ..... tests-cuda-kernels/test_cudaawkward_ListArray32_getitem_next_array_64.py ....... tests-cuda-kernels/test_cudaawkward_ListArray32_getitem_next_array_advanced_64.py .............. tests-cuda-kernels/test_cudaawkward_ListArray32_getitem_next_at_64.py .. tests-cuda-kernels/test_cudaawkward_ListArray32_validity.py ..... tests-cuda-kernels/test_cudaawkward_ListArray64_compact_offsets_64.py ..... tests-cuda-kernels/test_cudaawkward_ListArray64_getitem_jagged_expand_64.py ..... tests-cuda-kernels/test_cudaawkward_ListArray64_getitem_next_array_64.py ....... tests-cuda-kernels/test_cudaawkward_ListArray64_getitem_next_array_advanced_64.py .............. tests-cuda-kernels/test_cudaawkward_ListArray64_getitem_next_at_64.py .. tests-cuda-kernels/test_cudaawkward_ListArray64_validity.py ..... tests-cuda-kernels/test_cudaawkward_ListArrayU32_compact_offsets_64.py ..... tests-cuda-kernels/test_cudaawkward_ListArrayU32_getitem_jagged_expand_64.py ..... tests-cuda-kernels/test_cudaawkward_ListArrayU32_getitem_next_array_64.py ....... tests-cuda-kernels/test_cudaawkward_ListArrayU32_getitem_next_array_advanced_64.py ............... tests-cuda-kernels/test_cudaawkward_ListArrayU32_getitem_next_at_64.py .. tests-cuda-kernels/test_cudaawkward_ListArrayU32_validity.py ..... tests-cuda-kernels/test_cudaawkward_ListArray_fill_to64_from32.py ..... tests-cuda-kernels/test_cudaawkward_ListArray_fill_to64_from64.py ..... tests-cuda-kernels/test_cudaawkward_ListArray_fill_to64_fromU32.py ..... tests-cuda-kernels/test_cudaawkward_ListOffsetArray32_flatten_offsets_64.py tests-cuda-kernels/test_cudaawkward_ListOffsetArray32_rpad_and_clip_axis1_64.py s tests-cuda-kernels/test_cudaawkward_ListOffsetArray64_flatten_offsets_64.py tests-cuda-kernels/test_cudaawkward_ListOffsetArray64_rpad_and_clip_axis1_64.py s tests-cuda-kernels/test_cudaawkward_ListOffsetArrayU32_flatten_offsets_64.py tests-cuda-kernels/test_cudaawkward_ListOffsetArrayU32_rpad_and_clip_axis1_64.py s tests-cuda-kernels/test_cudaawkward_MaskedArray32_getitem_next_jagged_project.py tests-cuda-kernels/test_cudaawkward_MaskedArray64_getitem_next_jagged_project.py tests-cuda-kernels/test_cudaawkward_MaskedArrayU32_getitem_next_jagged_project.py tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint64_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint8_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint16_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint32_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint64_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromfloat32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromfloat64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromuint16.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromuint32.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromuint64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_touint8_fromuint8.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_reduce_adjust_starts_64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_reduce_adjust_starts_shifts_64.py s tests-cuda-kernels/test_cudaawkward_NumpyArray_reduce_mask_ByteMaskedArray_64.py s tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_carry_64.py tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_jagged_expand_64.py tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_next_array_64.py tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_next_array_advanced_64.py .......................................................................... tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_next_at_64.py .... tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_next_range_64.py . tests-cuda-kernels/test_cudaawkward_RegularArray_getitem_next_range_spread tests-cuda-kernels/test_cudaawkward_RegularArray_localindex_64.py .... tests-cuda-kernels/test_cudaawkward_RegularArray_rpad_and_clip_axis1_64.py . tests-cuda-kernels/test_cudaawkward_UnionArray8_32_project_64.py ............... tests-cuda-kernels/test_cudaawkward_UnionArray8_32_simplify8_32_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... ................... tests-cuda-kernels/test_cudaawkward_UnionArray8_32_simplify8_64_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... ................... tests-cuda-kernels/test_cudaawkward_UnionArray8_32_simplify8_U32_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... .................... tests-cuda-kernels/test_cudaawkward_UnionArray8_32_simplify_one_to8_64.py tests-cuda-kernels/test_cudaawkward_UnionArray8_32_validity.py ........... ............................................................................. tests-cuda-kernels/test_cudaawkward_UnionArray8_64_project_64.py ............... tests-cuda-kernels/test_cudaawkward_UnionArray8_64_simplify8_32_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... ................... tests-cuda-kernels/test_cudaawkward_UnionArray8_64_simplify8_64_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... ................... tests-cuda-kernels/test_cudaawkward_UnionArray8_64_simplify8_U32_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... .................... tests-cuda-kernels/test_cudaawkward_UnionArray8_64_simplify_one_to8_64.py tests-cuda-kernels/test_cudaawkward_UnionArray8_64_validity.py ........... ............................................................................. tests-cuda-kernels/test_cudaawkward_UnionArray8_U32_project_64.py ............... tests-cuda-kernels/test_cudaawkward_UnionArray8_U32_simplify8_32_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... .................... tests-cuda-kernels/test_cudaawkward_UnionArray8_U32_simplify8_64_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... .................... tests-cuda-kernels/test_cudaawkward_UnionArray8_U32_simplify8_U32_to8_64.py .......................................................................... .......................................................................... .......................................................................... .......................................................................... ..................... tests-cuda-kernels/test_cudaawkward_UnionArray8_U32_simplify_one_to8_64.py tests-cuda-kernels/test_cudaawkward_UnionArray8_U32_validity.py .......... .............................................................................. tests-cuda-kernels/test_cudaawkward_UnionArray_fillindex_to64_count.py . tests-cuda-kernels/test_cudaawkward_UnionArray_fillindex_to64_from32.py ..... tests-cuda-kernels/test_cudaawkward_UnionArray_fillindex_to64_from64.py ..... tests-cuda-kernels/test_cudaawkward_UnionArray_fillindex_to64_fromU32.py ..... tests-cuda-kernels/test_cudaawkward_UnionArray_fillna_from32_to64.py ..... tests-cuda-kernels/test_cudaawkward_UnionArray_fillna_from64_to64.py ..... tests-cuda-kernels/test_cudaawkward_UnionArray_fillna_fromU32_to64.py ..... tests-cuda-kernels/test_cudaawkward_UnionArray_filltags_to8_const.py . tests-cuda-kernels/test_cudaawkward_UnionArray_filltags_to8_from8.py ..... tests-cuda-kernels/test_cudaawkward_index_rpad_and_clip_axis0_64.py . tests-cuda-kernels/test_cudaawkward_index_rpad_and_clip_axis1_64.py . tests-cuda-kernels/test_cudaawkward_localindex_64.py . tests-cuda-kernels/test_cudaawkward_missing_repeat_64.py ......................... tests-cuda-kernels/test_cudaawkward_reduce_argmax_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_uint32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_uint64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmax_uint8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_uint32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_uint64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_argmin_uint8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_count_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_bool_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_uint32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_uint64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_countnonzero_uint8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_float32_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_float64_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_int16_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_int32_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_int64_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_int8_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_uint16_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_uint32_uint32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_uint64_uint64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_max_uint8_uint8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_float32_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_float64_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_int16_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_int32_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_int64_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_int8_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_uint16_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_uint32_uint32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_uint64_uint64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_min_uint8_uint8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_bool_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_uint32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_uint64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_prod_bool_uint8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_bool_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_float32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_float64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_int16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_int32_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_int64_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_int8_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_uint16_64.py s tests-cuda-kernels/test_cudaawkward_reduce_sum_bool_uint32_64.py 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=============================================== short test summary info ===============================================
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_reduce_next_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_reduce_next_nonlocal_nextshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_ByteMaskedArray_reduce_next_nonlocal_nextshifts_fromshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray32_overlay_mask8_to64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray32_reduce_next_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray32_reduce_next_nonlocal_nextshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray32_reduce_next_nonlocal_nextshifts_fromshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray64_overlay_mask8_to64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray64_reduce_next_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray64_reduce_next_nonlocal_nextshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray64_reduce_next_nonlocal_nextshifts_fromshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_overlay_mask8_to64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_reduce_next_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_reduce_next_nonlocal_nextshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArrayU32_reduce_next_nonlocal_nextshifts_fromshifts_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray_numnull_unique_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_IndexedArray_reduce_next_fix_offsets_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_ListOffsetArray32_rpad_and_clip_axis1_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_ListOffsetArray64_rpad_and_clip_axis1_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_ListOffsetArrayU32_rpad_and_clip_axis1_64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromfloat32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromfloat64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint16.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromint8.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint16.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat32_fromuint8.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromfloat32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromfloat64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint16.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromint8.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint16.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_tofloat64_fromuint8.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromfloat32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromfloat64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint16.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromint8.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint16.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint16_fromuint8.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromfloat32.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromfloat64.py:20: Unable to generate any tests for kernel
SKIPPED [1] tests-cuda-kernels/test_cudaawkward_NumpyArray_fill_toint32_fromint16.py:20: Unable to generate any tests for kernel
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========================================= 5963 passed, 215 skipped in 22.88s ==========================================

ManasviGoyal · 2024-01-25T11:31:00Z

@jpivarski For the nested loop, I was taking about cases like awkward_ListArray_getitem_next_range_spreadadvanced and awkward_ListArray_broadcast_tooffsets. Since, the inner loop will vary with each iteration of outer loop we can't use something like this to use threads for both loops.

jpivarski

This is good! Let's merge it!

I ran all tests locally (to make up for the fact that CI doesn't run the CUDA tests; at least we have two different machines testing it).

@jpivarski For the nested loop, I was taking about cases like awkward_ListArray_getitem_next_range_spreadadvanced and awkward_ListArray_broadcast_tooffsets. Since, the inner loop will vary with each iteration of outer loop we can't use something like this to use threads for both loops.

That's true, and the RegularArray kernels are a good example of cases that can be done in a straightforward way in CUDA. The straightforward implementation of the ListArray kernels' nested loops is non-optimal, but if it comes to it, you can temporarily implement them that way to ensure that all kernels exist before making them optimal.

I made issue #2987 so that you're free to write non-optimal kernels and get full coverage before optimizing them. (So that we don't have to worry about forgetting to go back and make them better.) If you can't think of a way to do the ListArray kernels well, make sure they work and add them to the list. You'll probably find that the list has only a few different "reasons for not being optimal," and recognize that you only have a few algorithmic problems to solve.

But on this PR right now, when you think it's ready, update to main and squash-and-merge when the tests pass again.

…ced CUDA kernel

ManasviGoyal added the gpu Concerns the GPU implementation (backend = "cuda') label Jan 10, 2024

ManasviGoyal had a problem deploying to docs January 10, 2024 14:46 — with GitHub Actions Failure

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Comment thread src/awkward/_connect/cuda/cuda_kernels/awkward_ListArray_getitem_next_array_advanced.cu

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ManasviGoyal changed the title ~~feat: add more cuda kernels~~ feat: turn on CUDA unit tests for working kernels and add some CUDA kernels Jan 25, 2024

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Comment thread src/awkward/_connect/cuda/cuda_kernels/awkward_ListArray_min_range.cu

ManasviGoyal added 5 commits January 26, 2024 09:08

feat: add more cuda kernels

e7e34f7

fix: parsed python code in CUDA kernels

f3cdfe2

tests: turn on the tests for correctly working CUDA kernels

c55ec27

feat: add awkward_IndexedArray_index_of_nulls CUDA kernel

c937d99

refactor: fix indentation

8505e37

ManasviGoyal added 2 commits January 26, 2024 09:08

feat: add awkward_ListArray_min_range CUDA kernel

294d4ec

test: add unit tests awkward_ListArray_getitem_next_range_spreadadvan…

52eeefb

…ced CUDA kernel

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ManasviGoyal merged commit 28007e9 into main Jan 26, 2024

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feat: turn on CUDA unit tests for working kernels and add some CUDA kernels#2930

feat: turn on CUDA unit tests for working kernels and add some CUDA kernels#2930
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ManasviGoyal commented Jan 10, 2024 •

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