hybrid_scan.hpp
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1 /*
2  * SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
3  * SPDX-License-Identifier: Apache-2.0
4  */
5 
6 #pragma once
7 
8 #include <cudf/io/parquet.hpp>
11 #include <cudf/io/types.hpp>
12 #include <cudf/types.hpp>
13 #include <cudf/utilities/export.hpp>
14 
15 #include <rmm/cuda_stream_view.hpp>
16 #include <rmm/resource_ref.hpp>
17 
18 #include <memory>
19 #include <span>
20 #include <utility>
21 #include <vector>
22 
28 namespace cudf::io::parquet::experimental::detail {
33 class hybrid_scan_reader_impl;
34 } // namespace cudf::io::parquet::experimental::detail
35 
38 
39 namespace CUDF_EXPORT cudf {
40 namespace io::parquet::experimental {
50 enum class use_data_page_mask : bool {
51  YES = true,
52  NO = false
53 };
54 
282  public:
291  parquet_reader_options const& options);
292 
301  parquet_reader_options const& options);
302 
307 
316  [[nodiscard]] FileMetaData parquet_metadata() const;
317 
323  [[nodiscard]] byte_range_info page_index_byte_range() const;
324 
334  void setup_page_index(cudf::host_span<uint8_t const> page_index_bytes) const;
335 
342  [[nodiscard]] std::vector<size_type> all_row_groups(parquet_reader_options const& options) const;
343 
350  [[nodiscard]] std::size_t total_rows_in_row_groups(
351  std::span<size_type const> row_group_indices) const;
352 
361 
373  [[nodiscard]] std::vector<size_type> filter_row_groups_with_byte_range(
374  std::span<size_type const> row_group_indices, parquet_reader_options const& options) const;
375 
384  [[nodiscard]] std::vector<size_type> filter_row_groups_with_stats(
385  std::span<size_type const> row_group_indices,
386  parquet_reader_options const& options,
387  rmm::cuda_stream_view stream) const;
388 
401  [[nodiscard]] std::pair<std::vector<byte_range_info>, std::vector<byte_range_info>>
402  secondary_filters_byte_ranges(std::span<size_type const> row_group_indices,
403  parquet_reader_options const& options) const;
404 
415  [[nodiscard]] std::vector<size_type> filter_row_groups_with_dictionary_pages(
416  std::span<cudf::device_span<uint8_t const> const> dictionary_page_data,
417  std::span<size_type const> row_group_indices,
418  parquet_reader_options const& options,
419  rmm::cuda_stream_view stream) const;
420 
433  [[nodiscard]] std::vector<size_type> filter_row_groups_with_bloom_filters(
434  std::span<cudf::device_span<uint8_t const> const> bloom_filter_data,
435  std::span<size_type const> row_group_indices,
436  parquet_reader_options const& options,
437  rmm::cuda_stream_view stream) const;
438 
449  [[nodiscard]] std::unique_ptr<cudf::column> build_all_true_row_mask(
450  std::span<size_type const> row_group_indices,
451  rmm::cuda_stream_view stream,
453 
465  [[nodiscard]] std::unique_ptr<cudf::column> build_row_mask_with_page_index_stats(
466  std::span<size_type const> row_group_indices,
467  parquet_reader_options const& options,
468  rmm::cuda_stream_view stream,
470 
478  [[nodiscard]] std::vector<byte_range_info> filter_column_chunks_byte_ranges(
479  std::span<size_type const> row_group_indices, parquet_reader_options const& options) const;
480 
495  std::span<size_type const> row_group_indices,
496  std::span<cudf::device_span<uint8_t const> const> column_chunk_data,
497  cudf::mutable_column_view& row_mask,
498  use_data_page_mask mask_data_pages,
499  parquet_reader_options const& options,
500  rmm::cuda_stream_view stream,
502 
510  [[nodiscard]] std::vector<byte_range_info> payload_column_chunks_byte_ranges(
511  std::span<size_type const> row_group_indices, parquet_reader_options const& options) const;
512 
526  std::span<size_type const> row_group_indices,
527  std::span<cudf::device_span<uint8_t const> const> column_chunk_data,
528  cudf::column_view const& row_mask,
529  use_data_page_mask mask_data_pages,
530  parquet_reader_options const& options,
531  rmm::cuda_stream_view stream,
533 
541  [[nodiscard]] std::vector<byte_range_info> all_column_chunks_byte_ranges(
542  std::span<size_type const> row_group_indices, parquet_reader_options const& options) const;
543 
555  std::span<size_type const> row_group_indices,
556  std::span<cudf::device_span<uint8_t const> const> column_chunk_data,
557  parquet_reader_options const& options,
558  rmm::cuda_stream_view stream,
576  std::size_t chunk_read_limit,
577  std::size_t pass_read_limit,
578  std::span<size_type const> row_group_indices,
579  cudf::column_view const& row_mask,
580  use_data_page_mask mask_data_pages,
581  std::span<cudf::device_span<uint8_t const> const> column_chunk_data,
582  parquet_reader_options const& options,
583  rmm::cuda_stream_view stream,
585 
595  cudf::mutable_column_view& row_mask) const;
596 
613  std::size_t chunk_read_limit,
614  std::size_t pass_read_limit,
615  std::span<size_type const> row_group_indices,
616  cudf::column_view const& row_mask,
617  use_data_page_mask mask_data_pages,
618  std::span<cudf::device_span<uint8_t const> const> column_chunk_data,
619  parquet_reader_options const& options,
620  rmm::cuda_stream_view stream,
622 
632  cudf::column_view const& row_mask) const;
633 
649  std::size_t chunk_read_limit,
650  std::size_t pass_read_limit,
651  std::span<size_type const> row_group_indices,
652  std::span<cudf::device_span<uint8_t const> const> column_chunk_data,
653  parquet_reader_options const& options,
654  rmm::cuda_stream_view stream,
656 
663 
681  [[nodiscard]] std::vector<std::vector<cudf::size_type>> construct_row_group_passes(
682  std::span<cudf::size_type const> row_group_indices, std::size_t pass_read_limit) const;
683 
689  [[nodiscard]] bool has_next_table_chunk() const;
690 
691  private:
692  std::unique_ptr<detail::hybrid_scan_reader_impl> _impl;
693 };
694  // end of group
696 
697 } // namespace io::parquet::experimental
698 } // namespace CUDF_EXPORT cudf
Class and helper functions for specifying a byte range within a data source.
A non-owning, immutable view of device data as a column of elements, some of which may be null as ind...
The experimental parquet reader class to optimally read parquet files subject to highly selective fil...
std::vector< std::vector< cudf::size_type > > construct_row_group_passes(std::span< cudf::size_type const > row_group_indices, std::size_t pass_read_limit) const
Partition row groups into passes such that the amount of GPU memory required to read,...
void setup_page_index(cudf::host_span< uint8_t const > page_index_bytes) const
Setup the page index within the Parquet file metadata (FileMetaData)
void setup_chunking_for_all_columns(std::size_t chunk_read_limit, std::size_t pass_read_limit, std::span< size_type const > row_group_indices, std::span< cudf::device_span< uint8_t const > const > column_chunk_data, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Setup chunking information for all (or selected) columns and preprocess the input data pages.
byte_range_info page_index_byte_range() const
Get the byte range of the page index in the Parquet file.
table_with_metadata materialize_all_columns(std::span< size_type const > row_group_indices, std::span< cudf::device_span< uint8_t const > const > column_chunk_data, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Materializes all (or selected) columns and returns the final output table.
table_with_metadata materialize_payload_columns(std::span< size_type const > row_group_indices, std::span< cudf::device_span< uint8_t const > const > column_chunk_data, cudf::column_view const &row_mask, use_data_page_mask mask_data_pages, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Materialize payload columns and applies the row mask to the output table.
hybrid_scan_reader(cudf::host_span< uint8_t const > footer_bytes, parquet_reader_options const &options)
Constructor for the experimental parquet reader class to optimally read Parquet files subject to high...
table_with_metadata materialize_filter_columns_chunk(cudf::mutable_column_view &row_mask) const
Materializes a chunk of filter columns and updates the corresponding range of input row mask to only ...
void setup_chunking_for_payload_columns(std::size_t chunk_read_limit, std::size_t pass_read_limit, std::span< size_type const > row_group_indices, cudf::column_view const &row_mask, use_data_page_mask mask_data_pages, std::span< cudf::device_span< uint8_t const > const > column_chunk_data, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Setup chunking information for payload columns and preprocess the input data pages.
table_with_metadata materialize_payload_columns_chunk(cudf::column_view const &row_mask) const
Materializes a chunk of payload columns and applies the corresponding range of input row mask to the ...
std::vector< byte_range_info > payload_column_chunks_byte_ranges(std::span< size_type const > row_group_indices, parquet_reader_options const &options) const
Get byte ranges of column chunks of payload columns.
std::unique_ptr< cudf::column > build_all_true_row_mask(std::span< size_type const > row_group_indices, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Builds a boolean (survival) column of size equal to the total number of rows in the row groups contai...
hybrid_scan_reader(FileMetaData const &parquet_metadata, parquet_reader_options const &options)
Constructor for the experimental parquet reader class to optimally read Parquet files subject to high...
void reset_column_selection() const
Resets the current column selection.
FileMetaData parquet_metadata() const
Get the Parquet file footer metadata.
std::size_t total_rows_in_row_groups(std::span< size_type const > row_group_indices) const
Get the total number of top-level rows in the row groups.
std::vector< size_type > filter_row_groups_with_bloom_filters(std::span< cudf::device_span< uint8_t const > const > bloom_filter_data, std::span< size_type const > row_group_indices, parquet_reader_options const &options, rmm::cuda_stream_view stream) const
Filter the row groups using column chunk bloom filters.
std::unique_ptr< cudf::column > build_row_mask_with_page_index_stats(std::span< size_type const > row_group_indices, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Builds a boolean column indicating surviving rows using page-level statistics in the page index.
std::vector< size_type > filter_row_groups_with_stats(std::span< size_type const > row_group_indices, parquet_reader_options const &options, rmm::cuda_stream_view stream) const
Filter the input row groups using column chunk statistics.
std::vector< byte_range_info > all_column_chunks_byte_ranges(std::span< size_type const > row_group_indices, parquet_reader_options const &options) const
Get byte ranges of column chunks of all (or selected) columns.
std::vector< size_type > all_row_groups(parquet_reader_options const &options) const
Get all available row groups from the parquet file.
std::vector< size_type > filter_row_groups_with_dictionary_pages(std::span< cudf::device_span< uint8_t const > const > dictionary_page_data, std::span< size_type const > row_group_indices, parquet_reader_options const &options, rmm::cuda_stream_view stream) const
Filter the row groups using column chunk dictionary pages.
table_with_metadata materialize_filter_columns(std::span< size_type const > row_group_indices, std::span< cudf::device_span< uint8_t const > const > column_chunk_data, cudf::mutable_column_view &row_mask, use_data_page_mask mask_data_pages, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Materializes filter columns and updates the input row mask to only the rows that exist in the output ...
bool has_next_table_chunk() const
Check if there is any parquet data left to read for the current setup.
std::pair< std::vector< byte_range_info >, std::vector< byte_range_info > > secondary_filters_byte_ranges(std::span< size_type const > row_group_indices, parquet_reader_options const &options) const
Get byte ranges of bloom filters and dictionary pages (secondary filters) for row group pruning.
~hybrid_scan_reader()
Destructor for the experimental parquet reader class.
void setup_chunking_for_filter_columns(std::size_t chunk_read_limit, std::size_t pass_read_limit, std::span< size_type const > row_group_indices, cudf::column_view const &row_mask, use_data_page_mask mask_data_pages, std::span< cudf::device_span< uint8_t const > const > column_chunk_data, parquet_reader_options const &options, rmm::cuda_stream_view stream, rmm::device_async_resource_ref mr) const
Setup chunking information for filter columns and preprocess the input data pages.
std::vector< byte_range_info > filter_column_chunks_byte_ranges(std::span< size_type const > row_group_indices, parquet_reader_options const &options) const
Get byte ranges of column chunks of filter columns.
std::vector< size_type > filter_row_groups_with_byte_range(std::span< size_type const > row_group_indices, parquet_reader_options const &options) const
Filter the row groups using the specified byte range specified by [bytes_to_skip, bytes_to_skip + byt...
table_with_metadata materialize_all_columns_chunk() const
Materializes all (or selected) columns and returns the final output table.
Information about content of a parquet file.
Settings for read_parquet().
Definition: parquet.hpp:70
stores offset and size used to indicate a byte range
A non-owning, mutable view of device data as a column of elements, some of which may be null as indic...
use_data_page_mask
Whether to compute and use a page mask using the row mask to skip decompression and decoding of the m...
Definition: hybrid_scan.hpp:50
@ YES
Compute and use a data page mask.
@ NO
Do not compute or use a data page mask.
cuda::mr::resource_ref< cuda::mr::device_accessible > device_async_resource_ref
cuda::std::span< T, Extent > device_span
Device span is an alias of cuda::std::span.
Definition: span.hpp:296
Type definitions for the cuDF-IO API.
cuDF interfaces
Definition: host_udf.hpp:26
APIs for reading and writing Parquet files.
Parquet footer schema structs.
Host span, a non-owning view over a contiguous sequence of host-accessible elements.
Definition: span.hpp:65
Thrift-derived struct describing file-level metadata.
Table with table metadata used by io readers to return the metadata by value.
Definition: types.hpp:271
Type declarations for libcudf.