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Add the flat nz map producer and its DELTA_BINARY consumer - #24501

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Oct 15, 2026
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vyasr:nz-map/02-flat-producer-delta-binary

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Description

This PR adds a producer/consumer kernel pair for the nz map hidden behind the LIBCUDF_PARQUET_NZ_MAP environment variable. The nz map is a per-page array where nz_idx[rank] holds the input position of the rank-th valid value, plus its length nz_count. The new producer kernel walks a page's definition levels once and records where the valid values are so that subsequent decode kernels can use the whole thread block on values instead of dedicating a warp to level decoding.

The producer is precompute_flat_nz_map, which reads a page's already-decoded definition levels and writes both the leaf column's null mask and the map. The consumer is decode_delta_binary_kernel_with_nz_map, which reads the map and places values without touching levels. It is a two-warp version of the preexisting decode_delta_binary_kernel that drops the level-decoding third warp. The current approach dedicates one warp to decoding delta blocks and one to writing values, with the writer trailing by a batch so the two overlap. Future optimizations can study how to widen the kernel even further by replacing the current two warp-specialized approach with something wider.

Both only handle DELTA_BINARY_PACKED pages of flat columns, i.e. max_level[REPETITION] == 0 && max_nesting_depth <= 1, so values line up one-to-one with output rows. Nullable and non-nullable pages both qualify. A non-nullable page's map would just be the identity, so we skip allocating one and let the consumer synthesize it. Other encodings and column shapes come in later PRs in this series.

Routing between the two kernels is a single bool. The host computes has_flat_nz_map for the subpass and uses it both to launch the consumer and to tell decode_delta_binary_kernel to skip the pages the consumer is taking; each kernel then checks page.has_nz_map(DELTA_FLAT) per page. Deriving both decisions from one flag means they can't disagree and leave a page decoded by neither kernel. The existing kernel is otherwise unchanged, and when every DELTA_BINARY page in a subpass has a map we skip launching it altogether.

Contributes to #23965.

Checklist

  • I am familiar with the Contributing Guidelines.
  • New or existing tests cover these changes.
  • The documentation is up to date with these changes.

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@github-actions github-actions Bot added the libcudf Affects libcudf (C++/CUDA) code. label Oct 8, 2026
@vyasr vyasr added feature request New feature or request non-breaking Non-breaking change cuIO cuIO issue Performance Performance related issue labels Oct 8, 2026
…umer

Second of the nz map series. This one makes the feature do something, but
only under `LIBCUDF_PARQUET_NZ_MAP=1`; unset, nothing below runs and no
scratch is allocated.

The nz map is `nz_idx[rank] = input position of the rank-th valid value`, plus
its length `nz_count`. Naming it for the fields it holds keeps it clear of the
reader's own `pass` / `subpass`, which an earlier "prepass" spelling collided
with -- this file already has an unrelated string-size prepass.

Producer -- `precompute_nz_map` (decode_preprocess.cu) walks a claimed page's
already-decoded definition levels once, writing the leaf column's null mask and
the map, then records `nz_count`. A required page needs no map -- its map is the
identity -- and a null `nz_idx` is what tells the consumer to synthesize it.

The block-wide rank is taken from the ballot the loop already computes, rather
than from a `cub::BlockScan` over the same predicate, and the map pointer is
hoisted out of the loop: `PageInfo*` is not restrict-qualified, so each
iteration otherwise re-chased two dependent global loads to set up one 4-byte
store. Shared memory drops from 2708 to 2048 bytes per block and the kernel no
longer spills. At 40 registers and 128 threads it runs 12 blocks per SM, or 48
warps; the block scan was not what bounded that.

Consumer -- `decode_delta_binary_kernel_with_nz_map` reads that map and places
values without decoding levels, so it runs two warps rather than the
level-decoding kernel's three: a delta producer and a value writer. The writer trails the
producer by one batch, gated on `next_pass_start_idx()`. That lag is what lets
the two warps run concurrently in one phase instead of two phases split by a
barrier. The loop therefore exits only when neither side can advance: gating the
writer means a malformed page can leave `nz_count` permanently above anything
the delta stream can supply.

`decode_delta_binary_kernel` is untouched, including its name. Routing happens
through `non_nz_map_page_mask`, seeded on the host with the caller's page mask
and then cleared by the producer for every page it claims. The two kernels
therefore partition the pages because the producer's claim *is* the routing
decision, not because a second kernel re-derives it -- had it been re-derived,
the two could disagree and a page would be decoded twice or not at all. The
buffer is shared, so the further producers in this series clear their own claims
into it; a page has exactly one map kind, so the writes are disjoint.

For that partition to hold the consumer must not silently skip a page for any
*additional* reason, so the conditions the host already decides are documented
rather than re-tested. The one that cannot be decided on the host -- a claimed
page the producer wrote no count for -- is a `cudf_assert`, which catches it in
a debug build and compiles out in release. It is unreachable today: the producer
runs over a superset of the pages this kernel decodes.

`classify_nz_map_kind` names the encodings a consumer has been written for,
which is DELTA_BINARY_PACKED alone, and widens by one enumerator as each
remaining consumer lands. Claiming a page is what moves it off the
level-decoding kernel -- a claimed page carries a non-null `nz_map`, and that is
what routes it -- so the classifier names only the encodings that have somewhere
to go. A flat DELTA_BYTE_ARRAY page is equally decodable from a rank map and is
claimed once its consumer lands.

Stating that in the classifier rather than in a separate encoding mask keeps one
rule instead of two that have to agree.

The page mask is kept, rather than testing `has_nz_map()` inside
`decode_delta_binary_kernel` directly, so that kernel stays byte-identical while
the feature is opt-in -- turning the env var off is then a true rollback. Both
forms would read the same host-set fields, so this is not about the two
disagreeing. The in-code TODO records when to collapse it.

The producer gets its own stream and its own `cuda::event` rather than riding
`fork_streams`' shared one, so that only the kernel that reads its output waits
on it. The intent is that in a mixed file the PLAIN and dictionary decoders
overlap with it rather than queueing behind it; that overlap is not measured
here, since every benchmark below sets a single kernel mask.

Measured on `parquet_read_delta_binary_nullable_page_sizes` and
`parquet_read_delta_binary` (H100, clocks locked, feature off -> on):

  50% nulls          -25%
  required columns   -4.8%
  1% nulls           break-even

The win scales with how much level-decoding work the map removes. At 50% nulls
the bit-packed level walk it replaces is expensive; on required columns no map
is allocated at all and the gain is the narrower block alone. At 1% nulls the
levels are a cheap RLE run, so the map's own traffic -- 4 bytes per value
written, 4 per valid value read, against levels at 1-2 bytes per value -- costs
about what it saves. Narrowing the map's indices is the fix for that, and is
tracked for before the default flips.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on. This is the first PR in the series
where the enabled arm decodes anything, so it is also the first real exercise of
the nz map under hybrid scan.

The test's env-var guard now restores any pre-existing value instead of unsetting
it. Unsetting meant that running the suite with `LIBCUDF_PARQUET_NZ_MAP=1`
-- which is how this feature is validated -- silently disabled it for every test
after this one, the second of 129 in the file. Measured over a full run: 758 of
1723 subpasses saw the feature enabled before the fix, 1721 after.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
@vyasr
vyasr force-pushed the nz-map/02-flat-producer-delta-binary branch from 4499d99 to cf796a2 Compare October 8, 2026 04:16
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vyasr commented Oct 8, 2026

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/ok to test

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vyasr marked this pull request as ready for review October 8, 2026 05:27
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vyasr requested a review from a team as a code owner October 8, 2026 05:27
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vyasr requested review from lamarrr and shrshi October 8, 2026 05:27
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📒 Files selected for processing (4)
  • cpp/src/io/parquet/decode_preprocess.cu
  • cpp/src/io/parquet/parquet_gpu.hpp
  • cpp/src/io/parquet/reader_impl.cpp
  • cpp/tests/io/parquet_reader_test.cpp

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📝 Summary

Summary by CodeRabbit

  • Performance
    • Improved Parquet reading for eligible flat columns encoded with DELTA_BINARY_PACKED, including nullable and required columns. Bounded reads that skip rows are also supported by this decoding path; other column types and encodings continue to use the standard path.
  • Tests
    • Added checks confirming that optimized and standard decoding return matching results for full reads and bounded reads that skip rows, for nullable and required columns.

The Parquet reader now supports an opt-in flat nonzero-map path for eligible DELTA_BINARY pages. It builds maps before decoding and uses them to place decoded values. Other pages retain the existing level-decoding path.

Changes: Parquet nonzero-map decoding

Layer / File(s) Summary
Map metadata and allocation
cpp/src/io/parquet/parquet_gpu.hpp, cpp/src/io/parquet/reader_impl_preprocess.cu, cpp/src/io/parquet/reader_impl_chunking.*, cpp/src/io/parquet/reader_impl.hpp
Page metadata and subpass storage now use nz-map state. Preprocessing selects flat, non-repeated DELTA_BINARY pages and allocates map storage for eligible pages. The reader captures LIBCUDF_PARQUET_NZ_MAP, which defaults to disabled.
Flat map preprocessing
cpp/src/io/parquet/decode_preprocess.cu, cpp/src/io/parquet/parquet_gpu.hpp
A preprocessing kernel builds valid-rank maps and validity bits for selected pages. Required pages store the range count without an identity map. Optional pages without definition levels receive a zero count.
DELTA_BINARY map decoding
cpp/src/io/parquet/page_delta_decode.cu, cpp/src/io/parquet/parquet_gpu.hpp
The decoder uses nz-map positions for mapped pages and applies level decoding to pages in the complementary mask. The map-based kernel handles sliced pages and resumed decoding, and reports unsupported parameters or a data-stream overrun.
Reader scheduling and validation
cpp/src/io/parquet/reader_impl.cpp, cpp/tests/io/parquet_reader_test.cpp
When eligible pages exist, the reader runs map preprocessing on a separate stream and makes the delta-binary decoder wait for completion. The regression test compares enabled and disabled full and bounded reads.

Priority: ➖ Normal

Estimated code review effort: 4 (Complex) | ~45 minutes

Change: Feature

Merge Risk: ⚪ Minimal · up to e9079

No merge-blocking issue was established for the opt-in Parquet decoding path; it is ready for normal checks.

Pre-merge checks: Passed 4 · Failed 1

Failed Failed checks: 1 warning

Check name Status Explanation Resolution
Docstring Coverage Warning Docstring coverage is 46.67% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 15 functions across 9 files. Write docstrings for the functions missing them to satisfy the coverage threshold.
Passed Passed checks: 4 passed
Check name Status Explanation
Linked Issues check Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check Passed Check skipped because no linked issues were found for this pull request.
Title check Passed The title clearly and concisely describes the main change: adding the flat NZ-map producer and its DELTA_BINARY consumer.
Description check Passed The description directly explains the producer/consumer kernels, supported page types, opt-in configuration, routing, behavior, testing, and deferred scope.
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🧹 Nitpick comments (1)
cpp/tests/io/parquet_reader_test.cpp (1)

103-114: 📐 Maintainability & Code Quality | 🔵 Trivial | ⚡ Quick win

Add a required column and a chunked read to NzMapMatchesLevelDecoder.

The comment on Line 104-105 says that the test claims a required column. The table has only one column, and that column is nullable. The test therefore does not run the identity-map path. On that path nz_idx is null, the producer sets nz_count = value_limit, and the consumer computes dst_pos = sp - first_row.

The test also does not use chunked_parquet_reader. In a chunked read, the producer runs again for each output chunk. Each run uses that chunk's skip_rows/num_rows, while the level buffers are sized from the pass range. A non-zero first_row is then possible on pages after the first page of the read. This path is new, and no test covers it.

Add these cases while the feature is opt-in:

  • A non-nullable DELTA_BINARY_PACKED column in the same table.
  • A chunked_parquet_reader read with a small chunk_read_limit and pass_read_limit. Concatenate the chunks and compare them with expected, once with LIBCUDF_PARQUET_NZ_MAP set to "0" and once with it set to "1".
♻️ Sketch for the required column
   cudf::test::fixed_width_column_wrapper<int32_t> const col{values, values + num_rows, valids};
-  auto const expected = table_view({col});
+  cudf::test::fixed_width_column_wrapper<int32_t> const req_col(values, values + num_rows);
+  auto const expected = table_view({col, req_col});
 
   auto input_metadata = cudf::io::table_input_metadata{expected};
   input_metadata.column_metadata[0].set_encoding(cudf::io::column_encoding::DELTA_BINARY_PACKED);
+  input_metadata.column_metadata[1].set_encoding(cudf::io::column_encoding::DELTA_BINARY_PACKED);
+  input_metadata.column_metadata[1].set_nullability(false);
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Review comment at @cpp/tests/io/parquet_reader_test.cpp around lines 103 - 114:
Update NzMapMatchesLevelDecoder to include a non-nullable DELTA_BINARY_PACKED
column alongside the nullable column, marking its metadata non-nullable. Add a
chunked_parquet_reader case with small chunk_read_limit and pass_read_limit,
concatenate the returned chunks, and compare with expected under both
LIBCUDF_PARQUET_NZ_MAP values "0" and "1".

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Nitpick comments:
Review comments at @cpp/tests/io/parquet_reader_test.cpp:
- Around line 103-114: Update NzMapMatchesLevelDecoder to include a non-nullable
DELTA_BINARY_PACKED column alongside the nullable column, marking its metadata
non-nullable. Add a chunked_parquet_reader case with small chunk_read_limit and
pass_read_limit, concatenate the returned chunks, and compare with expected
under both LIBCUDF_PARQUET_NZ_MAP values "0" and "1".

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📒 Files selected for processing (9)
  • cpp/src/io/parquet/decode_preprocess.cu
  • cpp/src/io/parquet/page_delta_decode.cu
  • cpp/src/io/parquet/parquet_gpu.hpp
  • cpp/src/io/parquet/reader_impl.cpp
  • cpp/src/io/parquet/reader_impl.hpp
  • cpp/src/io/parquet/reader_impl_chunking.cu
  • cpp/src/io/parquet/reader_impl_chunking.hpp
  • cpp/src/io/parquet/reader_impl_preprocess.cu
  • cpp/tests/io/parquet_reader_test.cpp

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vyasr and others added 2 commits October 8, 2026 17:18
"Claimed" was standing in for a plain fact the code already names: a page either
has an nz map or it does not, and `has_nz_map()` is the predicate. The word also
framed a selection rule as if pages were being contended for, when nothing
competes for them -- `classify_nz_map_kind` names the encodings a consumer has
been written for, and that is the whole decision.

Comments and doxygen only; no behaviour change. The unrelated uses elsewhere in
the reader are a different sense of the word and are left alone: a length that
"claims more bytes than remain in the page", `reader_impl_dict_transcode`
claiming ownership of a column, and the dictionary slot claims in chunk_dict.cu.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Conflict in page_delta_decode.cu's include block, against NVIDIA#24356's removal of
redundant CUB and Thrust device includes. Kept <cuda/std/algorithm>, which this
branch added for `cuda::std::lower_bound` in the nz map consumer's sliced-page
prefix count, and dropped <thrust/transform_scan.h> with upstream -- the file has
no thrust:: use.

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Actionable comments posted: 1


  • 🪄 Fix CodeRabbit comments on this PR
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Inline comments:
Review comments at @cpp/src/io/parquet/page_delta_decode.cu:
- Around line 661-668: After the trailing block.sync() in the loop, check
whether s->progress.src_pos is less than s->progress.nz_count; if so, set the
DATA_STREAM_OVERRUN error on s->setup.error from one block thread. Preserve the
existing error_code propagation so the caller reports the malformed page.

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  • cpp/src/io/parquet/page_delta_decode.cu
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Comment thread cpp/src/io/parquet/page_delta_decode.cu
`decode_delta_binary_kernel_with_nz_map` stops once neither of its two warps can
advance, which is what keeps a malformed page from spinning forever. But it then
returned without an error, and the producer has already written the validity bits
for the rows it had counted -- so a page whose delta stream holds fewer values
than its definition levels call for read back as valid rows over output slots
nothing ever wrote.

The stopping condition already knows this happened, so reporting it is one
comparison on thread 0 after the loop. It cannot fire on a well-formed page: the
only other way out of the loop is the `while` condition, which requires
`src_pos >= nz_count`.

This does not make a malformed page decode correctly, which is not something the
reader can do. It moves the failure from silently wrong data to a reported error.

`decode_delta_binary_kernel` has the same gap by a different route -- its writer
warp advances `src_pos` by a full batch whether or not the producer supplied
those values, so it runs to completion and writes stale rolling-buffer entries.
That is pre-existing and is left alone here, so the level-decoding path stays
byte-identical while the nz map is opt-in. Worth closing separately.

Raised by CodeRabbit on NVIDIA#24501.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
@mhaseeb123
mhaseeb123 self-requested a review October 9, 2026 03:57
Comment thread cpp/src/io/parquet/decode_preprocess.cu Outdated
Comment thread cpp/src/io/parquet/page_delta_decode.cu Outdated
Comment thread cpp/src/io/parquet/parquet_gpu.hpp Outdated
Comment thread cpp/tests/io/parquet_reader_test.cpp Outdated
Comment thread cpp/tests/io/parquet_reader_test.cpp
Comment thread cpp/src/io/parquet/decode_preprocess.cu
Comment thread cpp/src/io/parquet/decode_preprocess.cu
Comment thread cpp/src/io/parquet/decode_preprocess.cu Outdated
Comment thread cpp/src/io/parquet/decode_preprocess.cu Outdated
Comment thread cpp/src/io/parquet/decode_preprocess.cu Outdated
Comment thread cpp/src/io/parquet/reader_impl_preprocess.cu
vyasr and others added 3 commits October 10, 2026 22:43
Four points from review on NVIDIA#24501, with the intrinsic modernization held back so
it can be measured on its own.

Drop `null_count_back_copier` from `precompute_flat_nz_map_kernel`. The producer
never writes a null count -- the only mention of one in the file was the copier's
own declaration -- so it copied back the value `setup_local_page_info`
initialized, which the consumer then overwrote.

`precompute_flat_nz_map` takes `cudf::memory_resources` and seeds the page mask
from `mr.get_temporary_mr()`. Behaviour is unchanged: the single-argument
constructor captures the current device resource for temporaries, which is what
the explicit `get_current_device_resource_ref()` was passing. What it buys is
that the temporary resource is now the caller's to choose.

`NzMapMatchesLevelDecoder` gains a required column. On that path the producer
writes no `nz_idx` and the consumer synthesizes the identity map from the rank
alone -- the test's comment claimed to cover it while the table held one nullable
column, so it never ran.

The same fixture now pins its page geometry through `max_page_fragment_size` and
`max_page_size_rows` rather than inheriting the writer's defaults, so what it
exercises does not move when those change.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Replaces `__ffs`, `__clz` and `__popc` in `precompute_flat_nz_map_kernel` with
`cuda::std::countr_zero`, `bit_width` and `popcount`, per review on NVIDIA#24501. The
same file already called `cuda::std::countr_zero` for the list-lane scan, so it
was inconsistent with itself.

The guard had to change with it. `__ffs(mask) - 1` yields -1 on an empty mask,
which `write_start >= 0` relied on; `countr_zero` yields `warp_size` instead, so
the test is now `write_start < warp_size`. Keeping the old comparison would have
sent every warp with no lane in range into the store with `write_start == 32`.
`warp_size - __clz(mask)` is exactly `bit_width(mask)`.

Separate from the review commit before it because it changes generated code and
so needed its own measurement. The SASS is not identical -- normalized over both
`level_t` instantiations it goes from 3878 to 3829 instructions, with `FLO.U32.SH`
becoming `FLO.U32` plus a negate -- but that does not reach the clock:

  interleaved A/B, 3 rounds, H100 GPU 2 locked at 1755 MHz,
  parquet_read_delta_binary_nullable_page_sizes with the nz map enabled

    nullable_1,  page_rows 256    1.003
    nullable_1,  page_rows 32     1.005
    nullable_50, page_rows 256    1.007
    nullable_50, page_rows 32     1.007
    geomean                       1.005

Within-arm spread is 0.3-3.1%, so a 0.5% geomean is a wash rather than a
regression -- and the 49 instructions it removes buy nothing either, which says
the producer's loop is not issue-bound. Measured on the nullable benchmark
because `parquet_read_delta_binary` builds required columns, where the producer
returns before reaching the loop these intrinsics are in.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
…d mask

Both delta kernels now test the page's own nz map, so `non_nz_map_page_mask` and
everything that fed it are gone: the per-subpass `device_uvector<bool>`, the
thrust fill/copy that seeded it from the caller's page mask, the producer's
store clearing each entry, the span threaded through two signatures, and the
page-mask swap in the launcher. What replaces all of it is one line in
`decode_delta_binary_kernel`:

  if (pages[page_idx].has_nz_map(nz_map_kind::DELTA_FLAT)) { return; }

The consumer already routed this way. The mask existed only so the
level-decoding kernel could be left untouched, and the page mask it already
consults was the one channel available for telling it which pages another kernel
had taken. That made `page_mask` carry two unrelated meanings -- pruned by hybrid
scan, and claimed by the consumer -- which is the interaction review called
confusing. It means pruned again, and the map alone decides routing.

The launcher keeps a `bool has_flat_nz_map` where the span was, since it still
has to decide whether the consumer has any work; both kernels now receive the
caller's page mask unmodified.

`decode_delta_binary_kernel` is therefore no longer byte-identical, which the
previous commit in this branch leaned on. It gains one branch, and the rollback
it was protecting is unaffected: with the feature off no page carries a map, so
`has_nz_map()` is false everywhere and the branch is never taken.

The mask seeding was the only allocation in `precompute_flat_nz_map`, so the
`cudf::memory_resources` parameter added for it earlier in this branch has
nothing left to serve and is removed, along with the thrust and rmm includes it
needed.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on. An nsys trace over a LIST delta page
and a flat one confirms the partition still holds with no mask: the
level-decoding kernel runs for the pages the classifier declines, the consumer
for the pages it selects.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
@vyasr
vyasr requested a review from mhaseeb123 October 11, 2026 01:25
Two defects found reviewing the branch as a whole.

The truncated-stream report added earlier on this branch ORs its code onto
`s->setup.error` without checking whether that is already set. A page that fails
`setup_local_page_info` never enters the value loop, so `src_pos` stays 0 and the
test fires: the reader returns `EMPTY_PAGE | DATA_STREAM_OVERRUN` with the nz map
on and `EMPTY_PAGE` with it off, for the same file. Now reported only when
nothing else is.

`decode_delta_binary_kernel_with_nz_map` carried `skipped_leaf_values` handling
copied from the level-decoding kernel, where it is already dead --
`setup_local_page_info` zeroes it for any page without repetition, which is what
`classify_nz_map_kind` requires. It is also wrong for this kernel's data model:
`nz_count` counts from page position 0, so a rank already spans the prefix below
`first_row`, and `value_at(sp + skipped_leaf_values)` would have asked for that
prefix twice. The resume branch, the batch-size special case, the `target_pos`
subtraction and the index offset are gone, with the invariant stated where the
decode index is set up.

Also removed: a comment claiming the producer clears this page from a mask, which
described machinery deleted in the previous commit; a comment asserting the
level-decoding path "stays untouched", which stopped being true when it gained
its routing branch; a `__popc` the earlier modernization missed, one line below
its replaced sibling; an include left unused when the memory resource parameter
went away; and three `block.sync()` calls that each follow a thread-0 write to
global memory with nothing after them in the block.

`num_claimed` becomes `num_mapped`, which the prose sweep had already done
everywhere except this identifier.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
vyasr and others added 5 commits October 11, 2026 04:46
… reach

`NzMapMatchesLevelDecoder` read one nullable and one required flat column, which
left four paths unexercised.

An optional column with no null in it. `maybe_has_nulls` short-circuits on a
definition-level stream that is one repeated run at the max level, so the
producer takes its `!should_process_nulls` return with `nz_idx` allocated and the
null mask left to the all-valid fill. The previous validity pattern put a null in
every page, so this never ran.

A nested column, which `classify_nz_map_kind` declines. Its pages stay on the
level-decoding kernel while the flat columns go to the consumer, so the two
kernels now partition the pages of one file inside a test rather than only in an
nsys trace.

A chunked read. The producer runs once per output chunk over the same scratch,
each time with that chunk's row range rather than the pass's.

A slice landing mid-page. The bounded read skipped 1001 rows against 1000-row
pages, leaving `first_row` at 1, so the consumer's prefix search had a single
value below it; at 1500 it has 500.

The chunked comparison uses TABLES_EQUIVALENT because `cudf::concatenate` drops
an all-true validity mask, so the all-valid column comes back non-nullable while
the expected table is nullable. The values are identical.

Not covered: `level_type_size == 2`, which needs a max definition or repetition
level of 256 and so around that many levels of nesting. The `uint16_t`
instantiation of the producer is unreachable in practice for the same reason.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on. An nsys trace of the test confirms the
producer, the consumer and the level-decoding kernel all run.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
…ter loop

`ni.data_out` reaches the output through a `PageNestingDecodeInfo*` that may
point at the shared nesting cache or at global memory, and the store it feeds
writes through that same pointer, so the compiler cannot prove the store does not
alias `ni` and reloads it on every value. In SASS that is a generic `LD.E.64`
per value, plus shared loads of `first_row` and `dtype_len` and a switch
dispatching on a value it has just reloaded. The producer already hoists
`valid_map` and `valid_map_offset` for the same reason; this brings the consumer
in line.

Performance-neutral, which is the claim being made here -- not a speedup.
Interleaved A/B on `parquet_read_delta_binary_nullable_page_sizes` with the nz
map enabled, H100 clock-locked at 1755 MHz, 6 rounds with the arm order
alternating per round: geomean 0.9954, with the hoist faster in 14 of 24 paired
rounds. Register count is unchanged at 40 and neither arm spills, so occupancy is
not involved either way.

The ordering mattered more than the change did. An earlier run of the same
comparison put the hoist 1.9% behind, but it ran the arms in a fixed order every
round, and re-running with the order alternating shows the sign following the
order rather than the code: 1.0032 when the unhoisted arm ran first, 0.9877 when
the hoisted arm did. Whichever arm runs second measures worse by about 1.5% on
this benchmark. The apparent regression was an artifact of the harness.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
`decode_delta_binary_kernel` skipped any page carrying an nz map, while the
kernel that picks those pages up was launched only when the host's
`has_flat_nz_map` was also true. Two derivations of the same decision: the host
scan requires the env var and `classify_nz_map_kind` requires
`kernel_mask & DELTA_BINARY`, the device skip requires neither.

They agree today, and by construction rather than by luck -- a page only gets a
map when both of those hold, so the host scan cannot be false while a page is
mapped. But nothing makes that structural, and the window between
`allocate_level_decode_space` and `decode_page_data` already contains a
`kernel_mask` rewriter in `maybe_transcode_dict_pages`. If the two ever part, the
page is decoded by neither kernel and no error is raised, and because the null
mask is filled all-valid beforehand, the uninitialized output reads back as valid
values rather than as nulls.

Passing the launch flag into the kernel makes the skip conditional on it, so the
two cannot disagree. When it is false the level-decoding kernel takes every page,
which it decodes correctly: it walks definition levels and never consults the
map.

This also removes the one way the consumer could meet a page whose producer never
ran. `nz_count` is seeded to -1 and is signed, so both the loop condition and the
truncated-stream check would read false and the kernel would emit nothing and
report nothing, leaving only a `cudf_assert` that compiles out in release. That
state is now unreachable rather than merely unreached.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
The consumer's `cudf_assert` on `nz_count`. Gating both routing decisions on one
flag made the state it checked unreachable rather than merely unreached, so there
is nothing left for it to catch. It had also drawn a review suggestion to report
the condition through `set_error` instead, which would have been wrong in a way
worth recording: every `decode_error` names something about the file, and the
reader surfaces them as "Parquet data decode failed", so using that channel for
a producer-consumer disagreement would have told a user their data was corrupt
to report a bug in cuDF.

`page_nz_map::aux_count`. Nothing writes or reads it. The branch that eventually
needs it writes and reads it inside a single kernel, where it is a local as well;
it becomes cross-kernel state only with the list producer. It can come back then,
with the code that uses it.

The producer's `first_row` clamp. `min(s->setup.first_row, decoded_value_limit)`
guarded against the requested first row running past the page's decoded levels,
which cannot happen: the level buffer is sized over the pass's row range and a
read's range is a subrange of it. The consumer uses `first_row` unclamped for
both the prefix search and the output position, so the clamp also left the two
kernels nominally working from different values, resolved only by its being a
no-op. Replaced with the invariant it was standing in for, stated once.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
105/105, both with the nz map off and on. The chunked read added earlier in this
branch is the case that would notice the clamp, since it re-runs the producer per
output chunk with that chunk's row range against a pass-sized level buffer.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Comment thread cpp/src/io/parquet/decode_preprocess.cu Outdated
Comment thread cpp/src/io/parquet/decode_preprocess.cu
Comment thread cpp/src/io/parquet/decode_preprocess.cu
Comment thread cpp/src/io/parquet/page_delta_decode.cu Outdated
Comment thread cpp/src/io/parquet/page_delta_decode.cu Outdated
Comment thread cpp/src/io/parquet/page_delta_decode.cu Outdated
Comment thread cpp/src/io/parquet/page_delta_decode.cu
Comment thread cpp/src/io/parquet/page_delta_decode.cu Outdated
Comment thread cpp/src/io/parquet/page_delta_decode.cu Outdated
Comment thread cpp/tests/io/parquet_reader_test.cpp
@mhaseeb123

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@vyasr Do you think we should get new perf numbers after all the changes 🙂. Sorry for adding work.

…event

The producer and the one kernel that reads its output now share a stream, so
program order does what a `cuda::event` and an explicit wait did before. The
level-decoding kernel stops waiting with them: it reads `map_kind` and `nz_map`,
both host-set, and nothing the producer writes, so it never needed that edge.
Nested delta pages overlap the producer now rather than queueing behind it.

That makes the producer and the level-decoding kernel concurrent writers to the
leaf validity buffer. They own disjoint pages, and where their ranges meet inside
one bitmask word both are necessarily partial, which is the case `store_validity`
handles with atomics. racecheck over the delta and nz map tests with the feature
on reports no hazards.

No measurement is claimed here. The argument is that it removes a
synchronization object and lets one kernel overlap that previously could not; it
is not known to be faster, and the benchmarks that could show it are the ones
this series has repeatedly found too noisy to resolve changes of this size.

Also from review: `static_assert` that `level_decode_block_size` is a multiple of
the warp size and that the consumer's block is exactly the two warps its comment
claims; `cg::invoke_one` in place of `if (thread_rank() == 0)` where a block is
already in scope; the include left behind when the `cudf_assert` went; and the
chunked read test now sets both limits explicitly so it produces several
subpasses rather than relying on a default to do so.

Three comments trimmed. Review called them "AI thinking paste", which is fair:
they walked through how a design was reached rather than saying what the code
does. The aliasing reason for the writer-loop hoist and the rule about both
halves of the loop-exit test are kept, since neither is recoverable from the
code; the reasoning around them is not.

Validation: PARQUET_TEST 563 passed / 1 pre-existing skip and HYBRID_SCAN_TEST
106/106, both with the nz map off and on. compute-sanitizer racecheck and
memcheck: 0 hazards, 0 errors.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
@mhaseeb123

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@vyasr Looks like you already ran compute-sanitizer with memcheck and racecheck but just to confirm no new hazards reported?

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Approve modulo confirmation of no new memcheck and racecheck hazards 🙂

@vyasr

vyasr commented Oct 13, 2026

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@vyasr Looks like you already ran compute-sanitizer with memcheck and racecheck but just to confirm no new hazards reported?

Yup compute-sanitizer is clean. I'm doing a final benchmark run though since you're right that enough has changed for it to probably be worthwhile.

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Few minor suggestions, plus one for the description:
The description no longer matches the code. It still says routing "goes through a page mask that the host seeds and the producer clears per page" and mentions a TODO that does not exist

Comment thread cpp/src/io/parquet/parquet_gpu.hpp Outdated
Comment thread cpp/src/io/parquet/page_delta_decode.cu
Comment thread cpp/src/io/parquet/reader_impl_preprocess.cu Outdated
Comment thread cpp/src/io/parquet/reader_impl.cpp Outdated
Comment thread cpp/src/io/parquet/parquet_gpu.hpp Outdated
vyasr and others added 2 commits October 15, 2026 17:43
Review of NVIDIA#24501 turned up four things.

`decode_delta_binary` launched the level-decoding kernel unconditionally, so
when every DELTA_BINARY page of a subpass carried a map, a full grid of blocks
started only to read the two fields that tell them to return. The host now also
computes whether any such page still needs level decoding, in the same walk that
decides whether to launch the consumer, so the two halves of the routing
decision cannot drift apart.

The nz map was sized from `num_input_values`, but the producer never indexes
past `min(num_input_values, num_decoded_level_values)`, and for a sliced read
the latter is smaller. A page whose levels fall entirely outside the row range
now gets no slice at all; the producer already reports a zero count for it and
the consumer never reaches the map.

`nz_map_stream` was taken from `streams.back()` even when no extra stream had
been forked, which aliased another decoder's stream, and would index an empty
vector if a subpass ever had no decode kernels.

The producer's docstring said it runs once per subpass. It runs once per output
chunk, each with its own row range; the allocation is what runs once per
subpass.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
@vyasr

vyasr commented Oct 15, 2026

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Thanks @vuule — all four suggestions applied in 0dd235f, replies on the individual threads.

Description updated too: you were right that the routing paragraph was describing the page mask, which is gone. It now describes the single has_flat_nz_map bit that both launches the consumer and tells decode_delta_binary_kernel to skip, and mentions the new case where the legacy launch is skipped entirely. Also merged the latest main.

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Code looks good.

Description should be shorter; for example, no need to document past code (subpass to nz map) and benchmark results should be posted in a separate comment. Not blocking, but definitely not following the cudf convention.

@vyasr

vyasr commented Oct 15, 2026

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Code looks good.

Description should be shorter; for example, no need to document past code (subpass to nz map) and benchmark results should be posted in a separate comment. Not blocking, but definitely not following the cudf convention.

Ha fair enough, will update and remove the huge AI summary!

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vyasr commented Oct 15, 2026

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Benchmark results, moved out of the description per @vuule's review.

Measured on H100 with SM clocks locked at 1755 MHz on an otherwise idle machine, parquet_read_delta_binary_nullable_page_sizes and parquet_read_delta_binary, feature off → on. Six rounds with the arm order alternating per round, ratios formed within a round:

case change
50% nulls −25.1% / −24.8% (256 / 32 row pages)
required (non-nullable) columns −7.9%
1% nulls +2.9%

The gain scales with how much level-decoding work the map removes. At 50% nulls the bit-packed level walk it replaces is expensive. On required columns no map is allocated at all, so the gain there is just the narrower block. At 1% nulls the levels are a cheap RLE run and the map's own traffic (4 bytes per value written, 4 per valid value read, against levels at 1-2 bytes per value) costs more than it saves.

Narrowing the map's index to 16 bits for pages under 64k values roughly halves that traffic, which should bring the 1% case back to parity or better. That is tracked for before the default flips, along with counting this scratch in the chunked-read budget. The feature is opt-in until then, so the regression reaches nobody in the meantime.

Two of these numbers differ from the ones the description originally carried, and only one of the differences is a code change. The earlier run used a harness that took the two arms in a fixed order, which on this benchmark costs whichever arm runs second about 1.5% — enough to matter at 1% nulls. Re-measuring with the order alternated shows that case was already around +1.9% at the first commit of this PR rather than break-even, so "break-even at 1% nulls" was never accurate. The required column's improvement from −4.8% to −7.9% is real: dropping a write-back this PR no longer needs took the producer from 40 registers to 32, and so from 12 resident blocks per SM to 16.

@vyasr
vyasr merged commit 3789ec1 into NVIDIA:main Oct 15, 2026
112 of 114 checks passed
vyasr added a commit to vyasr/cudf that referenced this pull request Oct 16, 2026
Third of the nz map series, and the first to decode values with every warp of
the block. Still opt-in behind `LIBCUDF_PARQUET_NZ_MAP=1`.

`decode_next_passes_wide` (delta_binary.cuh) decodes one DELTA pass per warp and
returns each lane's value in a register. A single call stops at the end of the
current DELTA block, which is what makes the passes independent: within a block
the header is already parsed into `cur_min_delta` and `cur_bitwidths`, so every
pass is addressable with O(num_warps_t) pointer arithmetic, whereas finding the
next block's first byte needs a serial varint parse of its header.

`active` is how many warps have a pass to decode: `num_warps_t`, or fewer when
the block has fewer left. The spec requires a block to hold a multiple of 128
values, so four passes, and `active` is then always `num_warps_t` -- which holds
only while `num_warps_t` divides those four, hence the static_assert.
`init_binary_block` is weaker than the spec and accepts any block whose
mini-blocks hold a multiple of 32 values, so a narrower block runs the same loop
with fewer warps, and `active` is then also what keeps `mini_block_idx` inside
`cur_bitwidths`.

What this buys over the single-warp path is the serial dependency between a
block's passes: there, each pass ends by writing `last_value` from its last
lane, so pass i+1 cannot start its scan until pass i finishes, and one warp of
four does the unpack. Here all four unpack concurrently and combine through a
per-warp total, which also stops routing values through the decoder's rolling
buffer and cuts the value loop from two block barriers per 32 values to two per
128.

`warp_pass_total` is a parameter sized by `num_warps_t` rather than a member, so
each caller sizes it from its own `decode_block_size` and a kernel running two
decoders can give each its own array. The two prefix sums over it are taken
before the trailing barrier and unrolled over `num_warps_t` with predicated adds:
the caller's loop has no barrier between iterations, so a warp re-entering the
function overwrites its slot and a read placed after the barrier would race it;
and a loop bounded by the runtime `warp_idx` and `active` compiles to a
variable-length ladder over what is a four-element array.

Lanes of an active warp past the stream's `value_count` still carry an ordinary
index and a value built from the block's min delta alone, and the decoder's
cursor advances a mini-block at a time, so neither notices when a stream holds
fewer values than a caller wants. Both nz map consumers therefore compare the
map's `nz_count` against `value_count` before writing anything and report
`DATA_STREAM_OVERRUN` if the stream is short. Without that, a page whose
definition levels ask for more values than its delta header declares read
without error: the DLBA consumer wrote invented lengths whose offsets ran past
the character data, and the DELTA_BINARY_PACKED consumer from NVIDIA#24501 copied
rolling-buffer slots the page never wrote. The count includes any valid values
before `first_row`, which is the prefix of the stream a read needs, so a bounded
read that uses fewer values than the page declares is unaffected. The DLBA
consumer keeps a post-loop check as a backstop, and returns before the offsets
scan rather than running it over unwritten lengths.

`init_binary_block` now rejects a block size that does not fit in 32 bits.
`block_size` is a uleb128 and so is 64 bits wide, while `values_per_mb` and the
pass counts derived from it are 32: a crafted header can divide evenly in 64 bits
and narrow to zero, leaving `passes_per_mini_block == 0` and a loop thread 0
cannot leave. The single-warp path never derived a pass count from `block_size`,
so this is reachable only through the new loop.

A mini-block's byte length is now computed in 64 bits. The bitwidth comes from
the page unvalidated, so up to 255, and `values_per_mb` is bounded only by what
fits in 32, so `bitwidth * values_per_mb / 8` could wrap and place the
mini-block's start below the block, where the `block_end` checks still pass and
the unpack reads the wrong bytes. The wide loop walks further ahead than the
single-warp path, which is what made this worth closing now; the same expression
on the single-warp path is widened too rather than left as its twin.

`classify_nz_map_kind` now accepts a second kernel mask, so flat
DELTA_LENGTH_BYTE_ARRAY pages get a map. Routing matches the DELTA_BINARY pair:
the consumer runs on the producer's stream, so it is ordered behind it without
an event, and the level-decoding kernel's skip is gated on the same flag that
decides whether the consumer is launched. The host now records which encodings
still have a page without a map, so each level-decoding kernel is launched only
when its encoding has work for it rather than on one bool scoped to
DELTA_BINARY. `decode_delta_length_byte_array_kernel` keeps its name and its
decode path; it gains that flag and the early return.

Tests: `NzMapMatchesLevelDecoder` gains a nullable DELTA_LENGTH_BYTE_ARRAY
column, without which its consumer is never selected. `NzMapNarrowDeltaBlock`
covers blocks of 32 and 64 values, where `active` clamps below `num_warps_t`,
and a 256-value block where it does not. `NzMapRejectsShortDeltaStream` builds
pages that ask for more values than their stream declares, for both consumers,
plus controls that read a stream holding exactly enough and a bounded read
holding more than it needs.

The two 512 MiB delta benchmarks gain a `validity` axis. The existing nullable
sweep is 8 MiB, which is L2-resident on an H100, so the nz map's extra traffic of
4 bytes per value could not show up there -- and for a string column that cost is
carried against a much larger payload than the fixed-width case. The nested path
builds its own data profile and ignores `validity`, so those cells are skipped
rather than run three times over on identical data.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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