Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[RELEASE] cudf v22.06 #10969

Merged
merged 281 commits into from
Jun 7, 2022
Merged

[RELEASE] cudf v22.06 #10969

merged 281 commits into from
Jun 7, 2022

Conversation

GPUtester
Copy link
Collaborator

❄️ Code freeze for branch-22.06 and v22.06 release

What does this mean?

Only critical/hotfix level issues should be merged into branch-22.06 until release (merging of this PR).

What is the purpose of this PR?

  • Update documentation
  • Allow testing for the new release
  • Enable a means to merge branch-22.06 into main for the release

vyasr and others added 30 commits March 28, 2022 16:09
This PR updates us to use black 22.3.0, which is now necessary because older versions of black are not compatible with current versions of Click (see psf/black#2964 is resolved). 

I've opened this for 22.06 since [I don't see any open PRs attempting to merge into 22.04](https://github.com/rapidsai/cudf/pulls?q=is%3Apr+is%3Aopen+base%3Abranch-22.04) anymore, but this issue will block CI (which runs style checks using pre-commit) so if necessary I can backport.

Authors:
   - Vyas Ramasubramani (https://github.com/vyasr)

Approvers:
   - Bradley Dice (https://github.com/bdice)
   - GALI PREM SAGAR (https://github.com/galipremsagar)
Adds back a comment that was accidentally removed in #10523.

Authors:
  - Vyas Ramasubramani (https://github.com/vyasr)

Approvers:
  - GALI PREM SAGAR (https://github.com/galipremsagar)

URL: #10526
Resolves #10226. Depends on #10491. The default behavior of `Series.str.findall` should be to return list columns instead of an expanded DataFrame with a number of columns equal to the maximum number of matches found. This PR takes some steps towards that goal:

- [x] Fix the behavior of `expand=False` to use `findall_records` and return a list column of strings (currently `expand=False` raises an error).
- [x] Deprecate the use of `expand` so that the parameter can be removed in the future.
- [x] Update tests.

Authors:
  - Bradley Dice (https://github.com/bdice)

Approvers:
  - GALI PREM SAGAR (https://github.com/galipremsagar)

URL: #10459
This is a follow-up to #10523 that updates the conda environment now that the [conda-forge package should be available](conda-forge/black-feedstock#42).

Authors:
  - Vyas Ramasubramani (https://github.com/vyasr)

Approvers:
  - GALI PREM SAGAR (https://github.com/galipremsagar)
  - https://github.com/jakirkham
  - AJ Schmidt (https://github.com/ajschmidt8)

URL: #10525
Noticed that when running pytests, cuDF was leaving a temporary file used for a specific test in the testing data folder without removing it. I think  our tests mostly write to `tmp` to avoid this issue.

In switching it to point to `tmp` I noticed the intended data is not being actually written to the file, instead it was writing the string `__repr__` of the generator. I also shrunk the data size by many orders of magnitude, because in the intended case where the data is meant to be truly generated, 30 mil ends up being a little cumbersome and slow.

Authors:
  - https://github.com/brandon-b-miller

Approvers:
  - GALI PREM SAGAR (https://github.com/galipremsagar)

URL: #10524
This PR includes the following changes:

- Adds a `libcudf-tests` package to the `libcudf` recipe
  - This is a prerequisite for removing "Project Flash" from our build/CI scripts
  - The `libcudf-tests` package was added as an additional output to the existing `libcudf` recipe (which was renamed to `libcudf-split`)
- Consolidates remaining C++ recipes into `libcudf-split` recipe
  - This gets rid of a lot of duplicate code between the recipes and reduces the number of times we have to call `conda build` in our CI scripts

The result of consolidating the C++ recipes into a single `libcudf-split` recipe is that one top-level build occurs, which builds all of the C++ components (in `conda/recipes/libcudf/build.sh`) but does _not_ install them. The installation for each package occurs in the corresponding `conda/recipes/libcudf/install_libcudf.sh`, `conda/recipes/libcudf/install_libcudf_kafka.sh`, etc. scripts.

There are some implications to these changes. Namely that **any top-level `host` requirement which includes a `run_exports` value (i.e. shared libraries) must now be manually specified in the `run` dependencies of the corresponding `outputs` package.** To help keep things DRY, dependency version specs can be specified in `conda/recipes/librmm/conda_build_config.yaml`. The exception here is the version spec used for `cudatoolkit` since that comes from an environment variable in the CI process.

Authors:
  - AJ Schmidt (https://github.com/ajschmidt8)

Approvers:
  - Vyas Ramasubramani (https://github.com/vyasr)
  - Jordan Jacobelli (https://github.com/Ethyling)
  - https://github.com/jakirkham
  - Jason Lowe (https://github.com/jlowe)

URL: #10326
#9873 added static linking of the CUDA runtime by default in Java cudf builds from the `build-in-docker.sh`.  At the end of the script is a sanity check that the CUDA runtime is _not_ statically linked which should have been removed, but it fails to trigger due to an empty `.so` file found during the build that causes an error in `readelf` and prevents the script from exiting early. This PR removes the check since a statically linked CUDA runtime is supported and tested.

Authors:
  - Jason Lowe (https://github.com/jlowe)

Approvers:
  - Jim Brennan (https://github.com/jbrennan333)
  - Gera Shegalov (https://github.com/gerashegalov)

URL: #10532
[gpuCI] Forward-merge branch-22.04 to branch-22.06 [skip gpuci]
[gpuCI] Forward-merge branch-22.04 to branch-22.06 [skip gpuci]
[gpuCI] Forward-merge branch-22.04 to branch-22.06 [skip gpuci]
…0541)

This PR undoes #10535 (which was just a patch for cudf 22.04) on cudf 22.06 since we have implemented the longer term solution in #10523.

Authors:
  - Vyas Ramasubramani (https://github.com/vyasr)

Approvers:
  - AJ Schmidt (https://github.com/ajschmidt8)
  - Ashwin Srinath (https://github.com/shwina)

URL: #10541
This PR removes some pip requirements files that are no longer used. These were previously introduced to support #7647 but that Dockerfile is no longer maintained in this repository.

Authors:
  - Bradley Dice (https://github.com/bdice)

Approvers:
  - https://github.com/brandon-b-miller
  - GALI PREM SAGAR (https://github.com/galipremsagar)
  - https://github.com/jakirkham

URL: #10543
Refactored `Frame.memory_usage` to return a tuple of lists: (column_names, memory_usages).
Motivation for this change is to remove redundent steps i.e., `dict`(`Frame.memory_usage`)->`unpack & dict` (`DataFrame.memory_usage`)->`unpack dict`(in `Series.init`). Choosing to remove `dict` being returned by `Frame.memory_usage` will now result in a 10% faster execution of external API. Not a huge speedup but it quickly adds up when `dask_cudf` is used. 

```python
In [1]: import cudf

In [2]: df = cudf.DataFrame({'a':[1, 2, 3], 'b':['a', 'b', 'c'], 'd':[111, 123, 123]})

# THIS PR
In [3]: %timeit df.memory_usage()
198 µs ± 3.44 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)


# branch-22.06
In [3]: %timeit df.memory_usage()
219 µs ± 726 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)


# branch-22.06
In [4]: %timeit dask_cudf.backends.sizeof_cudf_dataframe(df)
377 µs ± 5.67 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)

# this PR
In [6]: %timeit dask_cudf.backends.sizeof_cudf_dataframe(df)
1.8 µs ± 14 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)

```

Authors:
  - GALI PREM SAGAR (https://github.com/galipremsagar)

Approvers:
  - Bradley Dice (https://github.com/bdice)
  - Vyas Ramasubramani (https://github.com/vyasr)
  - Ashwin Srinath (https://github.com/shwina)

URL: #10537
Current PR is to adjust to the valid range of group index for cuDF API `cudf::strings::replace_with_backrefs`.

1.  enable 0 as group index
For now, the range of group index starts with 1, which doesn't include the special value 0. Zero-value as backref index usually refers the entire matching pattern. So does cuDF regexp system.
Therefore, what we only need to do is lifting the restrictions to allow zero-value passed as the group index of back references.
Example of zero-value index:
input: `aa-11 b2b-345`
pattern: `([a-z]+)-([0-9]+)`
replacement: `${0}:${1}:${2};`
output: ```aa-11:aa:11; b2b-345:b:345;```

2. group index should not exceed group count
For now, group indices can exceed group count. The exceeding ones will end up to be empty string. IMHO, it is better to throw an exception under this circumstance instead of ignoring these overflow indices.

Authors:
  - Alfred Xu (https://github.com/sperlingxx)

Approvers:
  - Jason Lowe (https://github.com/jlowe)
  - David Wendt (https://github.com/davidwendt)

URL: #10530
Forward-merge branch-22.04 to branch-22.06
The Build Metrics Report was accidentally disabled in #10326. This will add the flags back to the `build.sh` that are required to generate the report during CI.

Authors:
  - David Wendt (https://github.com/davidwendt)

Approvers:
  - AJ Schmidt (https://github.com/ajschmidt8)

URL: #10562
Adds Replace Backreferences section to the [Regex Features](https://docs.rapids.ai/api/libcudf/stable/md_regex.html)  page to help document the replacement template patterns for `cudf::strings::replace_with_backref` API.

Also, adds `cudf::strings::split_re` and `cudf::strings::split_record_re` to the regex APIs listed at the top of the page.

And add a link to `regex_flags` where the line anchors and the `dot` pattern character are described.

Authors:
  - David Wendt (https://github.com/davidwendt)

Approvers:
  - Nghia Truong (https://github.com/ttnghia)
  - Vukasin Milovanovic (https://github.com/vuule)

URL: #10560
Pin the CMake version for the cudf_kafka and libcudf yaml file

Authors:
  - Robert Maynard (https://github.com/robertmaynard)

Approvers:
  - AJ Schmidt (https://github.com/ajschmidt8)
  - Vyas Ramasubramani (https://github.com/vyasr)

URL: #10570
This PR updates the version of Thrust from 1.15 to 1.16 ([changelog](https://github.com/NVIDIA/thrust/blob/main/CHANGELOG.md#thrust-1160)). This update is needed to fix compilation with GCC 11, because of some warnings-as-errors present in Thrust 1.15 with GCC 11 (such as this one from Thrust's copy of cub: https://github.com/NVIDIA/cub/pull/418).

Notably, Thrust reduced the number of internal header inclusions:
> [#1572](https://github.com/NVIDIA/thrust/pull/1572) Removed several unnecessary header includes. Downstream projects may need to update their includes if they were relying on this behavior.

This change illuminated many missing includes in libcudf, so I added `#include <thrust/...>` for all thrust features used in each file (with help from a Python script).

I included raw benchmarks that I recorded below.

<details>
<summary>Benchmarks:</summary>

```
Benchmark                                                                                                                         Time             CPU      Time Old      Time New       CPU Old       CPU New
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
CopyIfElse/int16_no_nulls/4096/manual_time                                                                                     +0.0581         +0.0307             0             0             0             0
CopyIfElse/uint32_no_nulls/4096/manual_time                                                                                    +0.1308         +0.0463             0             0             0             0
CopyIfElse/uint32_no_nulls/32768/manual_time                                                                                   +0.1043         +0.0485             0             0             0             0
CopyIfElse/float64_no_nulls/4096/manual_time                                                                                   +0.0894         +0.0422             0             0             0             0
StringDateTime/from_days/32768/manual_time                                                                                     +0.0529         +0.0491            93            98           112           118
StringDateTime/to_days/1024/manual_time                                                                                        +0.0596         +0.0493            35            37            54            57
StringDateTime/to_days/32768/manual_time                                                                                       +0.0547         +0.0460            37            39            55            58
StringToDurations/to_durations_ms/1024/manual_time                                                                             +0.0516         +0.0426            30            31            49            51
StringToDurations/to_durations_ms/32768/manual_time                                                                            +0.0542         +0.0506            32            34            52            55
StringToDurations/to_durations_us/32768/manual_time                                                                            +0.0520         +0.0440            32            34            52            55
StringsFromFixedPoint/strings_from_decimal64/16384/manual_time                                                                 +0.0530         +0.0508            94            99           113           119
StringsToNumeric/strings_to_float32/1024/manual_time                                                                           +0.0521         +0.0451            31            32            50            52
StringsToNumeric/strings_to_float64/16384/manual_time                                                                          +0.0517         +0.0437            32            34            51            53
StringsToNumeric/strings_to_float64/65536/manual_time                                                                          +0.0505         +0.0496            35            36            53            56
StringsToNumeric/strings_to_uint8/4096/manual_time                                                                             +0.0559         +0.0466            24            25            43            45
StringsToNumeric/strings_to_uint8/65536/manual_time                                                                            +0.0563         +0.0458            26            27            44            46
StringCopy/gather/4096/32/manual_time                                                                                          +0.0652         +0.0574             0             0             0             0
StringCopy/gather/4096/128/manual_time                                                                                         +0.0706         +0.0615             0             0             0             0
StringCopy/gather/4096/512/manual_time                                                                                         +0.0547         +0.0476             0             0             0             0
StringCopy/gather/32768/32/manual_time                                                                                         +0.0538         +0.0492             0             0             0             0
StringCopy/gather/32768/128/manual_time                                                                                        +0.0540         +0.0477             0             0             0             0
StringCopy/scatter/4096/32/manual_time                                                                                         +0.0571         +0.0526             0             0             0             0
StringCopy/scatter/32768/32/manual_time                                                                                        +0.0541         +0.0509             0             0             0             0
StringFindScalar/find_multi/4096/32/manual_time                                                                                +0.0525         +0.0460             0             0             0             0
StringFindScalar/find_multi/32768/32/manual_time                                                                               +0.0538         +0.0489             0             0             0             0
StringFindScalar/contains/4096/32/manual_time                                                                                  +0.0502         +0.0471             0             0             0             0
StringFindScalar/starts_with/4096/32/manual_time                                                                               +0.0528         +0.0476             0             0             0             0
StringFindScalar/starts_with/4096/2048/manual_time                                                                             +0.0575         +0.0475             0             0             0             0
StringFindScalar/starts_with/4096/8192/manual_time                                                                             +0.0606         +0.0515             0             0             0             0
StringFindScalar/starts_with/32768/32/manual_time                                                                              +0.0690         +0.0592             0             0             0             0
StringFindScalar/starts_with/32768/128/manual_time                                                                             +0.0589         +0.0499             0             0             0             0
StringFindScalar/starts_with/32768/512/manual_time                                                                             +0.0567         +0.0521             0             0             0             0
StringFindScalar/starts_with/32768/2048/manual_time                                                                            +0.0517         +0.0501             0             0             0             0
StringFindScalar/starts_with/262144/32/manual_time                                                                             +0.0555         +0.0525             0             0             0             0
StringFindScalar/ends_with/4096/2048/manual_time                                                                               +0.0526         +0.0446             0             0             0             0
StringFindScalar/ends_with/4096/8192/manual_time                                                                               +0.0568         +0.0485             0             0             0             0
StringFindScalar/ends_with/32768/32/manual_time                                                                                +0.0654         +0.0567             0             0             0             0
StringFindScalar/ends_with/32768/512/manual_time                                                                               +0.0546         +0.0502             0             0             0             0
StringFindScalar/ends_with/262144/32/manual_time                                                                               +0.0523         +0.0517             0             0             0             0
RepeatStrings/scalar_times/256/16/manual_time                                                                                  +0.0555         +0.0501             0             0             0             0
RepeatStrings/scalar_times/1024/16/manual_time                                                                                 +0.0562         +0.0519             0             0             0             0
RepeatStrings/column_times/256/16/manual_time                                                                                  +0.0645         +0.0579             0             0             0             0
RepeatStrings/column_times/256/64/manual_time                                                                                  +0.0506         +0.0472             0             0             0             0
RepeatStrings/column_times/1024/16/manual_time                                                                                 +0.0643         +0.0578             0             0             0             0
RepeatStrings/column_times/4096/16/manual_time                                                                                 +0.0537         +0.0502             0             0             0             0
RepeatStrings/column_times/16384/16/manual_time                                                                                +0.0565         +0.0514             0             0             0             0
RepeatStrings/compute_output_strings_sizes/256/16/manual_time                                                                  +0.0626         +0.0490             0             0             0             0
RepeatStrings/compute_output_strings_sizes/256/64/manual_time                                                                  +0.0539         +0.0434             0             0             0             0
RepeatStrings/compute_output_strings_sizes/256/256/manual_time                                                                 +0.0694         +0.0525             0             0             0             0
RepeatStrings/compute_output_strings_sizes/1024/16/manual_time                                                                 +0.0526         +0.0422             0             0             0             0
RepeatStrings/compute_output_strings_sizes/1024/64/manual_time                                                                 +0.0630         +0.0493             0             0             0             0
RepeatStrings/compute_output_strings_sizes/1024/256/manual_time                                                                +0.0533         +0.0460             0             0             0             0
RepeatStrings/precomputed_sizes/256/16/manual_time                                                                             +0.0674         +0.0602             0             0             0             0
RepeatStrings/precomputed_sizes/1024/16/manual_time                                                                            +0.0544         +0.0488             0             0             0             0
RepeatStrings/precomputed_sizes/4096/16/manual_time                                                                            +0.0531         +0.0492             0             0             0             0
RepeatStrings/precomputed_sizes/16384/16/manual_time                                                                           +0.0522         +0.0470             0             0             0             0
StringReplace/slice/4096/32/manual_time                                                                                        +0.0559         +0.0534             0             0             0             0
StringReplace/slice/32768/32/manual_time                                                                                       +0.0509         +0.0472             0             0             0             0
StringSplit/split_ws/4096/32/manual_time                                                                                       +0.0507         +0.0493             0             0             0             0
StringSubstring/multi_position/4096/32/manual_time                                                                             +0.0560         +0.0515             0             0             0             0
StringSubstring/delimiter/4096/32/manual_time                                                                                  +0.0532         +0.0504             0             0             0             0
StringSubstring/delimiter/32768/128/manual_time                                                                                +0.0531         +0.0535             0             0             0             0
StringSubstring/multi_delimiter/4096/32/manual_time                                                                            +0.0544         +0.0522             0             0             0             0
CsvWrite/string_file_output/23/0/manual_time                                                                                   -0.3111         -0.0110          1421           979           842           833
Shift/shift_ten_percent_nullable_out/32768/manual_time                                                                         -0.0786         -0.0650             0             0             0             0
Shift/shift_full_nullable_out/1073741824/manual_time                                                                           +0.0511         +0.0510            11            11            11            11
TypeDispatcher/fp64_bandwidth_host/8/1024/1/manual_time                                                                        +0.1281         +0.0638         18970         21400         37938         40357
TypeDispatcher/fp64_bandwidth_host/4/2048/1/manual_time                                                                        +0.0928         +0.0345         11556         12629         30463         31513
TypeDispatcher/fp64_bandwidth_host/2/4096/1/manual_time                                                                        +0.0768         +0.0270          7421          7991         26234         26943
TypeDispatcher/fp64_bandwidth_host/1/8192/1/manual_time                                                                        +0.0729         +0.0209          5029          5396         24111         24615
TypeDispatcher/fp64_bandwidth_device/8/1024/1/manual_time                                                                      +0.1176         +0.0632         16518         18460         35703         37961
TypeDispatcher/fp64_bandwidth_device/4/2048/1/manual_time                                                                      +0.0787         +0.0457         14424         15559         33546         35079
TypeDispatcher/fp64_bandwidth_device/2/4096/1/manual_time                                                                      +0.0500         +0.0327         13594         14274         32740         33811
TypeDispatcher/fp64_bandwidth_no/2/1024/1/manual_time                                                                          +0.0590         +0.0131          5065          5364         23966         24281
TypeDispatcher/fp64_bandwidth_no/8/1024/1/manual_time                                                                          +0.2305         +0.0699          6912          8506         25803         27607
TypeDispatcher/fp64_bandwidth_no/1/2048/1/manual_time                                                                          +0.0574         +0.0120          4854          5133         23782         24067
TypeDispatcher/fp64_bandwidth_no/4/2048/1/manual_time                                                                          +0.1602         +0.0461          6010          6973         24906         26054
TypeDispatcher/fp64_bandwidth_no/2/4096/1/manual_time                                                                          +0.0949         +0.0330          5583          6113         24469         25275
TypeDispatcher/fp64_bandwidth_no/4/4096/1/manual_time                                                                          +0.0623         +0.0175          6991          7427         26088         26545
TypeDispatcher/fp64_bandwidth_no/8/4096/1/manual_time                                                                          +0.0521         +0.0173          8953          9419         28000         28484
TypeDispatcher/fp64_bandwidth_no/1/8192/1/manual_time                                                                          +0.0607         +0.0257          5225          5542         24107         24727
TypeDispatcher/fp64_bandwidth_no/2/8192/1/manual_time                                                                          +0.0588         +0.0115          5964          6315         25052         25341
TypeDispatcher/fp64_bandwidth_no/1/16384/1/manual_time                                                                         +0.0541         +0.0119          5443          5737         24515         24806
TextTokenize/ngrams/2097152/128/manual_time                                                                                    +0.0624         +0.0623            10            10            10            10
MultibyteSplitBenchmark/multibyte_split_simple/1/1/1/32768/manual_time                                                         +0.4019         +0.4024             8            12             8            12
MultibyteSplitBenchmark/multibyte_split_simple/2/1/1/32768/manual_time                                                         +0.4099         +0.4073             8            12             8            12
MultibyteSplitBenchmark/multibyte_split_simple/1/4/1/32768/manual_time                                                         +0.3999         +0.3961             8            12             8            12
MultibyteSplitBenchmark/multibyte_split_simple/2/4/1/32768/manual_time                                                         +0.3969         +0.3980             8            12             8            12
MultibyteSplitBenchmark/multibyte_split_simple/1/7/1/32768/manual_time                                                         +0.4107         +0.3971             8            12             8            12
MultibyteSplitBenchmark/multibyte_split_simple/2/7/1/32768/manual_time                                                         +0.3833         +0.3948             8            12             8            12
MultibyteSplitBenchmark/multibyte_split_simple/1/1/25/32768/manual_time                                                        +0.3807         +0.3772             9            12             9            12
MultibyteSplitBenchmark/multibyte_split_simple/2/1/25/32768/manual_time                                                        +0.3834         +0.3702             9            12             9            12
MultibyteSplitBenchmark/multibyte_split_simple/1/4/25/32768/manual_time                                                        +0.3646         +0.3661             9            12             9            12
MultibyteSplitBenchmark/multibyte_split_simple/2/4/25/32768/manual_time                                                        +0.3722         +0.3743             9            12             9            12
MultibyteSplitBenchmark/multibyte_split_simple/1/7/25/32768/manual_time                                                        +0.3575         +0.3664             9            12             9            12
MultibyteSplitBenchmark/multibyte_split_simple/2/7/25/32768/manual_time                                                        +0.3761         +0.3744             9            12             9            12
MultibyteSplitBenchmark/multibyte_split_simple/1/4/1/1073741824/manual_time                                                    -0.1017         -0.1040          1681          1510          1681          1506
MultibyteSplitBenchmark/multibyte_split_simple/2/4/1/1073741824/manual_time                                                    -0.1817         -0.1817          4102          3357          4101          3356
MultibyteSplitBenchmark/multibyte_split_simple/0/7/25/1073741824/manual_time                                                   -0.0704         -0.0704           345           320           345           320
OVERALL_GEOMEAN                                                                                                                +0.0974         +0.0970             0             0             0             0
Groupby/BasicSumScan/100000000/manual_time                                                                                     +0.2947         +0.2947           135           175           135           175
CsvRead/decimal_file_input/35/0/manual_time                                                                                    +0.0508         +0.0511           151           159           151           159
ReductionScan/double_nulls/100000/manual_time                                                                                  +0.0721         +0.0609         22874         24524         40726         43206
OrcWrite/integral_file_output/30/0/32/1/0/manual_time                                                                          -0.1923         -0.0371           913           738           763           735
OrcWrite/integral_file_output/30/0/1/0/0/manual_time                                                                           +0.2668         -0.0297           754           955           722           701
OrcWrite/integral_file_output/30/1000/1/0/0/manual_time                                                                        -0.1090         -0.0510           986           878           725           688
OrcWrite/integral_file_output/30/0/32/0/0/manual_time                                                                          +0.0594         -0.0575           981          1039           738           696
OrcWrite/integral_buffer_output/30/1000/32/1/1/manual_time                                                                     +0.0882         +0.0885            85            92            85            92
OrcWrite/integral_buffer_output/30/1000/32/0/1/manual_time                                                                     -0.0966         -0.0955            98            89            98            89
OrcWrite/floats_file_output/31/0/1/1/0/manual_time                                                                             +0.0600         -0.0538           737           781           737           697
OrcWrite/floats_file_output/31/0/32/1/0/manual_time                                                                            +0.0670         +0.0021          1203          1284           715           717
OrcWrite/floats_file_output/31/0/1/0/0/manual_time                                                                             -0.2406         -0.0605           865           657           698           656
OrcWrite/floats_file_output/31/1000/1/0/0/manual_time                                                                          -0.2006         -0.0642          1122           897           706           660
OrcWrite/floats_file_output/31/0/32/0/0/manual_time                                                                            -0.1759         -0.0563          1131           932           708           668
OrcWrite/floats_file_output/31/1000/32/0/0/manual_time                                                                         -0.1600         -0.0640          1095           919           702           657
OrcWrite/decimal_file_output/35/1000/1/0/0/manual_time                                                                         +0.1622         -0.0865          1110          1290           588           537
OrcWrite/timestamps_file_output/33/0/1/0/0/manual_time                                                                         +0.1884         -0.0494           552           657           552           524
OrcWrite/timestamps_file_output/33/1000/1/0/0/manual_time                                                                      +0.1409         +0.0064           650           742           541           544
OrcWrite/list_file_output/24/0/1/0/0/manual_time                                                                               -0.0723         -0.0788           713           661           711           655
OrcWrite/list_file_output/24/1000/1/0/0/manual_time                                                                            +0.0935         -0.0468           696           761           689           657
Concatenate/BM_concatenate_nullable_false/4096/2/manual_time                                                                   +0.1055         +0.0672             0             0             0             0
Concatenate/BM_concatenate_nullable_false/512/8/manual_time                                                                    +0.0548         +0.0379             0             0             0             0
Concatenate/BM_concatenate_nullable_true/32768/8/manual_time                                                                   +0.0501         +0.0415             0             0             0             0
Concatenate/BM_concatenate_nullable_true/64/64/manual_time                                                                     +0.0570         +0.0400             0             0             0             0
Concatenate/BM_concatenate_nullable_true/512/64/manual_time                                                                    +0.0894         +0.0606             0             0             0             0
Concatenate/BM_concatenate_tables_nullable_false/4096/2/2/manual_time                                                          +0.1086         +0.0771             0             0             0             0
Concatenate/BM_concatenate_tables_nullable_false/512/8/2/manual_time                                                           +0.0920         +0.0828             0             0             0             0
Concatenate/BM_concatenate_tables_nullable_false/4096/8/2/manual_time                                                          +0.0549         +0.0502             0             0             0             0
Concatenate/BM_concatenate_tables_nullable_false/256/32/2/manual_time                                                          +0.1036         +0.1009             1             1             1             1
Concatenate/BM_concatenate_tables_nullable_false/512/32/2/manual_time                                                          +0.0827         +0.0813             1             1             1             1
Concatenate/BM_concatenate_tables_nullable_false/4096/32/2/manual_time                                                         +0.0788         +0.0768             1             1             1             1
Concatenate/BM_concatenate_tables_nullable_false/256/8/64/manual_time                                                          +0.0525         +0.0490             0             0             0             0
ParquetRead/integral_buffer_input/29/1000/1/0/1/manual_time                                                                    +0.0929         +0.0928            46            50            46            50
ParquetRead/timestamps_file_input/33/0/32/0/0/manual_time                                                                      -0.0896         -0.0897           127           116           128           116
OrcRead/integral_buffer_input/30/1000/1/0/1/manual_time                                                                        +0.1087         +0.1087            88            97            88            97
OrcRead/floats_file_input/31/0/1/1/0/manual_time                                                                               +0.1528         +0.1526           134           155           134           155
OrcRead/floats_buffer_input/31/1000/1/0/1/manual_time                                                                          +0.1349         +0.1350            75            85            75            85
OrcRead/decimal_buffer_input/35/0/1/0/1/manual_time                                                                            -0.1137         -0.1137           264           234           264           234
OrcRead/string_file_input/23/0/1/0/0/manual_time                                                                               -0.0750         -0.0750           162           150           162           150
OrcRead/string_file_input/23/0/32/0/0/manual_time                                                                              -0.0963         -0.0963           163           147           163           147
OrcRead/string_buffer_input/23/0/32/0/1/manual_time                                                                            -0.1586         -0.0139           114            96            97            96
OrcRead/list_file_input/24/1000/1/0/0/manual_time                                                                              +0.0515         +0.0517           176           185           176           185
OrcRead/list_file_input/24/0/32/0/0/manual_time                                                                                +0.0925         +0.0922           173           189           173           189
OrcRead/list_buffer_input/24/0/1/1/1/manual_time                                                                               -0.1288         -0.1291           139           121           139           121
BINARYOP<int32_t, TreeType::IMBALANCED_LEFT, true>/binaryop_int32_imbalanced_reuse/100000/2/manual_time                        +0.0533         +0.0381             0             0             0             0
COMPILED_BINARYOP/NULL_MAX_decimal32_decimal32_decimal32/100000/manual_time                                                    +0.0509         +0.0320            13            14            32            33
COMPILED_BINARYOP/NULL_MIN_timestamp_D_timestamp_s_timestamp_s/10000/manual_time                                               +0.0509         +0.0374            11            12            30            31
ParquetWrite/integral_file_output/29/0/1/1/0/manual_time                                                                       +0.3011         +0.0605           726           945           726           770
ParquetWrite/integral_file_output/29/1000/1/1/0/manual_time                                                                    +0.0812         +0.0804           311           336           310           335
ParquetWrite/integral_file_output/29/0/32/1/0/manual_time                                                                      +0.3497         +0.0714           948          1279           734           786
ParquetWrite/integral_file_output/29/1000/32/1/0/manual_time                                                                   +0.0559         +0.0558            62            65            62            65
ParquetWrite/integral_file_output/29/0/1/0/0/manual_time                                                                       +0.1829         +0.0679           702           830           700           748
ParquetWrite/integral_file_output/29/1000/1/0/0/manual_time                                                                    +0.0829         +0.0852           284           307           283           307
ParquetWrite/integral_file_output/29/0/32/0/0/manual_time                                                                      -0.3273         +0.0451          1063           715           683           714
ParquetWrite/integral_file_output/29/1000/32/0/0/manual_time                                                                   +0.0835         +0.0834            58            63            58            63
ParquetWrite/integral_buffer_output/29/0/1/1/1/manual_time                                                                     +0.0608         +0.0609           874           927           874           927
ParquetWrite/floats_file_output/31/0/1/1/0/manual_time                                                                         +0.1916         +0.0634           694           827           693           737
ParquetWrite/floats_file_output/31/1000/1/1/0/manual_time                                                                      +0.0560         +0.0553           217           229           217           229
ParquetWrite/floats_file_output/31/0/32/1/0/manual_time                                                                        +0.0517         +0.0546          1020          1073           721           760
ParquetWrite/floats_file_output/31/1000/32/1/0/manual_time                                                                     +0.1149         +0.0631            45            50            39            42
ParquetWrite/floats_file_output/31/0/1/0/0/manual_time                                                                         +0.1165         +0.0471           880           983           664           695
ParquetWrite/floats_file_output/31/1000/1/0/0/manual_time                                                                      +0.3996         +0.0038           237           331           219           219
ParquetWrite/floats_file_output/31/0/32/0/0/manual_time                                                                        +0.3109         +0.0673           666           873           666           710
ParquetWrite/floats_file_output/31/1000/32/0/0/manual_time                                                                     +0.0798         +0.0790            38            41            38            41
ParquetWrite/floats_buffer_output/31/1000/1/1/1/manual_time                                                                    +0.0710         +0.0709           208           223           208           223
ParquetWrite/floats_buffer_output/31/0/32/1/1/manual_time                                                                      +0.0677         +0.0673           732           782           732           782
ParquetWrite/floats_buffer_output/31/0/1/0/1/manual_time                                                                       +0.0663         +0.0659           682           728           682           727
ParquetWrite/floats_buffer_output/31/1000/1/0/1/manual_time                                                                    +0.0785         +0.0780           188           203           188           203
ParquetWrite/decimal_file_output/35/0/1/1/0/manual_time                                                                        +0.0655         +0.0636           277           296           277           295
ParquetWrite/decimal_file_output/35/1000/1/1/0/manual_time                                                                     +0.0657         +0.0634           242           258           242           257
ParquetWrite/decimal_file_output/35/0/32/1/0/manual_time                                                                       +0.1194         +0.0577           291           325           290           307
ParquetWrite/decimal_file_output/35/1000/32/1/0/manual_time                                                                    +0.0852         +0.0836           170           185           170           184
ParquetWrite/decimal_file_output/35/0/1/0/0/manual_time                                                                        +0.3802         +0.0372           346           477           325           337
ParquetWrite/decimal_file_output/35/1000/1/0/0/manual_time                                                                     +0.8101         +0.1543           374           677           373           431
ParquetWrite/decimal_file_output/35/0/32/0/0/manual_time                                                                       +1.4742         +0.0541           328           812           327           344
ParquetWrite/decimal_file_output/35/1000/32/0/0/manual_time                                                                    +0.5398         +0.0463           391           603           390           409
ParquetWrite/decimal_buffer_output/35/0/1/1/1/manual_time                                                                      +0.0571         +0.0570           301           318           301           318
ParquetWrite/decimal_buffer_output/35/1000/1/1/1/manual_time                                                                   +0.1955         +0.1953           253           302           253           302
ParquetWrite/decimal_buffer_output/35/0/32/1/1/manual_time                                                                     +0.0655         +0.0641           306           326           306           325
ParquetWrite/decimal_buffer_output/35/0/1/0/1/manual_time                                                                      +0.0595         +0.0591           381           404           381           404
ParquetWrite/decimal_buffer_output/35/1000/1/0/1/manual_time                                                                   +0.0650         +0.0643           515           548           515           548
ParquetWrite/decimal_buffer_output/35/0/32/0/1/manual_time                                                                     +0.0595         +0.0591           386           409           386           409
ParquetWrite/decimal_buffer_output/35/1000/32/0/1/manual_time                                                                  +0.0595         +0.0590           517           547           516           547
ParquetWrite/timestamps_file_output/33/0/1/1/0/manual_time                                                                     +0.0566         +0.0580           724           765           721           762
ParquetWrite/timestamps_file_output/33/1000/1/1/0/manual_time                                                                  -0.6229         -0.0258           526           198           203           198
ParquetWrite/timestamps_file_output/33/0/32/1/0/manual_time                                                                    -0.0955         +0.0444           928           840           733           766
ParquetWrite/timestamps_file_output/33/1000/32/1/0/manual_time                                                                 +0.0794         +0.0725            36            39            36            39
ParquetWrite/timestamps_file_output/33/0/1/0/0/manual_time                                                                     +0.2140         +0.0788           626           760           626           676
ParquetWrite/timestamps_file_output/33/1000/1/0/0/manual_time                                                                  +0.0778         +0.0760           174           188           174           187
ParquetWrite/timestamps_file_output/33/0/32/0/0/manual_time                                                                    +0.4682         +0.0758           636           934           636           684
ParquetWrite/timestamps_file_output/33/1000/32/0/0/manual_time                                                                 +0.0938         +0.0929            34            38            34            38
ParquetWrite/timestamps_buffer_output/33/0/1/1/1/manual_time                                                                   +0.0559         +0.0559           837           884           837           884
ParquetWrite/timestamps_buffer_output/33/0/1/0/1/manual_time                                                                   +0.0612         +0.0612           714           758           714           758
ParquetWrite/timestamps_buffer_output/33/1000/1/0/1/manual_time                                                                -0.2022         -0.2021           229           183           229           183
ParquetWrite/timestamps_buffer_output/33/0/32/0/1/manual_time                                                                  +0.0609         +0.0596           721           765           721           764
ParquetWrite/string_file_output/23/0/1/1/0/manual_time                                                                         +0.1674         +0.1004          1231          1437           869           956
ParquetWrite/string_file_output/23/1000/1/1/0/manual_time                                                                      +0.0748         +0.0675           124           133           107           114
ParquetWrite/string_file_output/23/0/32/1/0/manual_time                                                                        +0.0497         +0.0541          1197          1256           893           942
ParquetWrite/string_file_output/23/1000/32/1/0/manual_time                                                                     +0.0822         +0.0551            38            41            34            35
ParquetWrite/string_file_output/23/0/1/0/0/manual_time                                                                         +0.3477         +0.0668           892          1202           828           883
ParquetWrite/string_file_output/23/1000/1/0/0/manual_time                                                                      +0.1446         +0.1474            98           113            98           113
ParquetWrite/string_file_output/23/1000/32/0/0/manual_time                                                                     +0.0596         +0.0590            33            35            33            35
ParquetWrite/string_buffer_output/23/1000/1/0/1/manual_time                                                                    +0.0598         +0.0594           104           110           104           110
ParquetWrite/string_void_output/23/1000/32/0/2/manual_time                                                                     -0.3901         +0.0015            34            21            21            21
ParquetWrite/list_file_output/24/0/1/0/0/manual_time                                                                           -0.1313         +0.0831          1033           897           828           897
ParquetWrite/list_file_output/24/1000/1/0/0/manual_time                                                                        +0.0559         +0.0537           521           550           521           549
ParquetWrite/list_file_output/24/0/32/0/0/manual_time                                                                          -0.1942         -0.0129          1183           954           888           877
ContiguousSplit/1Gb512ColsValidity/1073741824/512/256/1/iterations:8/manual_time                                               +0.0660         +0.0659            30            32            30            32
AST<int32_t, TreeType::IMBALANCED_LEFT, false, true>/ast_int32_imbalanced_unique_nulls/1000000/1/manual_time                   +0.0540         +0.0453             0             0             0             0
AST<int32_t, TreeType::IMBALANCED_LEFT, false, true>/ast_int32_imbalanced_unique_nulls/10000000/1/manual_time                  +0.0657         +0.0642             1             1             1             1
AST<int32_t, TreeType::IMBALANCED_LEFT, false, true>/ast_int32_imbalanced_unique_nulls/100000000/1/manual_time                 +0.0704         +0.0702             8             9             8             9
AST<int32_t, TreeType::IMBALANCED_LEFT, true, true>/ast_int32_imbalanced_reuse_nulls/1000000/1/manual_time                     +0.0549         +0.0473             0             0             0             0
AST<int32_t, TreeType::IMBALANCED_LEFT, true, true>/ast_int32_imbalanced_reuse_nulls/10000000/1/manual_time                    +0.0745         +0.0723             1             1             1             1
AST<int32_t, TreeType::IMBALANCED_LEFT, true, true>/ast_int32_imbalanced_reuse_nulls/100000000/1/manual_time                   +0.0758         +0.0755             7             8             7             8
AST<double, TreeType::IMBALANCED_LEFT, false, true>/ast_double_imbalanced_unique_nulls/10000000/1/manual_time                  +0.0534         +0.0522             1             1             1             1
AST<double, TreeType::IMBALANCED_LEFT, false, true>/ast_double_imbalanced_unique_nulls/10000000/10/manual_time                 +0.0610         +0.0606             3             3             3             3
AST<double, TreeType::IMBALANCED_LEFT, false, true>/ast_double_imbalanced_unique_nulls/100000000/1/manual_time                 +0.0538         +0.0537             9            10             9            10
AST<double, TreeType::IMBALANCED_LEFT, false, true>/ast_double_imbalanced_unique_nulls/100000000/10/manual_time                +0.0579         +0.0579            26            27            26            27
Rank/nulls/1024/manual_time                                                                                                    +0.7608         +0.6280             0             0             0             0
Rank/nulls/4096/manual_time                                                                                                    +0.2739         +0.2437             0             0             0             0
Rank/nulls/32768/manual_time                                                                                                   +0.1599         +0.1469             0             0             0             0
Rank/nulls/262144/manual_time                                                                                                  +0.0813         +0.0793             0             0             0             0
Rank/nulls/2097152/manual_time                                                                                                 -0.4178         -0.4162             5             3             5             3
Rank/nulls/16777216/manual_time                                                                                                -0.3688         -0.3686            45            28            45            28
Rank/nulls/67108864/manual_time                                                                                                -0.3576         -0.3576           181           117           181           117
Sort<false>/unstable_no_nulls/1024/8/manual_time                                                                               +0.2655         +0.2554             1             1             1             1
Sort<false>/unstable_no_nulls/4096/8/manual_time                                                                               +0.3212         +0.3081             0             1             1             1
Sort<false>/unstable_no_nulls/32768/8/manual_time                                                                              +0.1430         +0.1395             1             1             1             1
Sort<false>/unstable_no_nulls/262144/8/manual_time                                                                             +0.1080         +0.1064             1             1             1             2
Sort<false>/unstable_no_nulls/2097152/8/manual_time                                                                            -0.0740         -0.0740            15            14            15            14
Sort<false>/unstable_no_nulls/16777216/8/manual_time                                                                           -0.0882         -0.0882           215           196           215           196
Sort<false>/unstable_no_nulls/67108864/8/manual_time                                                                           -0.0848         -0.0848          1170          1071          1170          1071
Sort<true>/stable_no_nulls/1024/8/manual_time                                                                                  +0.2656         +0.2553             1             1             1             1
Sort<true>/stable_no_nulls/4096/8/manual_time                                                                                  +0.3215         +0.3081             0             1             1             1
Sort<true>/stable_no_nulls/32768/8/manual_time                                                                                 +0.1427         +0.1392             1             1             1             1
Sort<true>/stable_no_nulls/262144/8/manual_time                                                                                +0.1082         +0.1066             1             1             1             2
Sort<true>/stable_no_nulls/2097152/8/manual_time                                                                               -0.0737         -0.0735            15            14            15            14
Sort<true>/stable_no_nulls/16777216/8/manual_time                                                                              -0.0889         -0.0887           215           196           215           196
Sort<true>/stable_no_nulls/67108864/8/manual_time                                                                              -0.0848         -0.0846          1170          1071          1170          1071
Sort<false>/unstable/1024/1/manual_time                                                                                        +0.8698         +0.7017             0             0             0             0
Sort<false>/unstable/4096/1/manual_time                                                                                        +0.2846         +0.2506             0             0             0             0
Sort<false>/unstable/32768/1/manual_time                                                                                       +0.1640         +0.1492             0             0             0             0
Sort<false>/unstable/262144/1/manual_time                                                                                      +0.0818         +0.0794             0             0             0             0
Sort<false>/unstable/2097152/1/manual_time                                                                                     -0.4431         -0.4414             5             3             5             3
Sort<false>/unstable/16777216/1/manual_time                                                                                    -0.4282         -0.4280            38            22            38            22
Sort<false>/unstable/67108864/1/manual_time                                                                                    -0.4168         -0.4168           155            90           155            90
Sort<false>/unstable/1024/8/manual_time                                                                                        +0.2213         +0.2142             1             1             1             1
Sort<false>/unstable/4096/8/manual_time                                                                                        +0.2784         +0.2687             1             1             1             1
Sort<false>/unstable/32768/8/manual_time                                                                                       +0.1115         +0.1094             1             1             1             1
Sort<false>/unstable/262144/8/manual_time                                                                                      +0.1030         +0.1016             2             2             2             2
Sort<true>/stable/1024/1/manual_time                                                                                           +0.8684         +0.7016             0             0             0             0
Sort<true>/stable/4096/1/manual_time                                                                                           +0.2860         +0.2517             0             0             0             0
Sort<true>/stable/32768/1/manual_time                                                                                          +0.1638         +0.1497             0             0             0             0
Sort<true>/stable/262144/1/manual_time                                                                                         +0.0817         +0.0798             0             0             0             0
Sort<true>/stable/2097152/1/manual_time                                                                                        -0.4431         -0.4415             5             3             5             3
Sort<true>/stable/16777216/1/manual_time                                                                                       -0.4279         -0.4277            38            22            38            22
Sort<true>/stable/67108864/1/manual_time                                                                                       -0.4176         -0.4176           155            90           155            90
Sort<true>/stable/1024/8/manual_time                                                                                           +0.2211         +0.2138             1             1             1             1
Sort<true>/stable/4096/8/manual_time                                                                                           +0.2808         +0.2706             1             1             1             1
Sort<true>/stable/32768/8/manual_time                                                                                          +0.1117         +0.1096             1             1             1             1
Sort<true>/stable/262144/8/manual_time                                                                                         +0.1029         +0.1013             2             2             2             2
Sort/strings/262144/manual_time                                                                                                -0.0781         -0.0777             4             4             4             4
Scatter/double_coalesce_x/2048/2/manual_time                                                                                   +0.0614         +0.0472         27988         29705         46846         49057
Scatter/double_coalesce_x/32768/2/manual_time                                                                                  +0.0637         +0.0522         30209         32133         47991         50496
Scatter/double_coalesce_x/131072/2/manual_time                                                                                 +0.0558         +0.0444         37821         39932         54883         57321
Scatter/double_coalesce_x/1024/4/manual_time                                                                                   +0.0811         +0.0663         53699         58053         72617         77434
Scatter/double_coalesce_x/2048/4/manual_time                                                                                   +0.0535         +0.0468         56040         59038         74848         78348
Scatter/double_coalesce_x/4096/4/manual_time                                                                                   +0.0514         +0.0449         56187         59073         74930         78291
Scatter/double_coalesce_x/8192/4/manual_time                                                                                   +0.0516         +0.0452         56747         59674         75140         78533
Scatter/double_coalesce_x/16384/4/manual_time                                                                                  +0.0520         +0.0479         57412         60400         75292         78895
Scatter/double_coalesce_x/32768/4/manual_time                                                                                  +0.0610         +0.0544         58151         61699         75398         79499
Scatter/double_coalesce_x/1024/8/manual_time                                                                                   +0.0526         +0.0486        110089        115882        129032        135301
Scatter/double_coalesce_x/2048/8/manual_time                                                                                   +0.0546         +0.0506        110864        116921        129784        136352
Scatter/double_coalesce_x/4096/8/manual_time                                                                                   +0.0612         +0.0554        110733        117506        129306        136465
Scatter/double_coalesce_x/8192/8/manual_time                                                                                   +0.0635         +0.0579        111614        118703        129727        137233
Scatter/double_coalesce_x/16384/8/manual_time                                                                                  +0.0665         +0.0604        111918        119366        129458        137275
Scatter/double_coalesce_x/32768/8/manual_time                                                                                  +0.0545         +0.0543        114993        121260        131951        139113
Scatter/double_coalesce_x/65536/8/manual_time                                                                                  +0.0619         +0.0560        119167        126540        136092        143717
Scatter/double_coalesce_o/2048/2/manual_time                                                                                   +0.0542         +0.0418         29300         30889         48197         50211
Scatter/double_coalesce_o/32768/2/manual_time                                                                                  +0.0556         +0.0464         32069         33851         49914         52229
Scatter/double_coalesce_o/1024/4/manual_time                                                                                   +0.0684         +0.0569         56480         60346         75468         79761
Scatter/double_coalesce_o/8192/4/manual_time                                                                                   +0.0572         +0.0497         59554         62960         77958         81834
Scatter/double_coalesce_o/16384/4/manual_time                                                                                  +0.0572         +0.0525         59839         63260         77704         81781
Scatter/double_coalesce_o/32768/4/manual_time                                                                                  +0.0564         +0.0514         62493         66015         79779         83883
Scatter/double_coalesce_o/1024/8/manual_time                                                                                   +0.0566         +0.0515        112968        119360        131925        138723
Scatter/double_coalesce_o/2048/8/manual_time                                                                                   +0.0565         +0.0518        113151        119548        132028        138870
Scatter/double_coalesce_o/4096/8/manual_time                                                                                   +0.0594         +0.0545        114566        121374        133078        140333
Scatter/double_coalesce_o/8192/8/manual_time                                                                                   +0.0587         +0.0534        116146        122963        134282        141449
Scatter/double_coalesce_o/16384/8/manual_time                                                                                  +0.0663         +0.0597        116445        124161        134038        142046
Scatter/double_coalesce_o/32768/8/manual_time                                                                                  +0.0555         +0.0566        122258        129043        139016        146891
Scatter/double_coalesce_o/65536/8/manual_time                                                                                  +0.0553         +0.0498        133373        140749        150403        157896
Quantiles/no_nulls/65536/4/1/manual_time                                                                                       +0.1394         +0.1370             1             1             1             1
Quantiles/no_nulls/262144/4/1/manual_time                                                                                      +0.1372         +0.1348             1             1             1             1
Quantiles/no_nulls/1048576/4/1/manual_time                                                                                     -0.0944         -0.0943             6             5             6             5
Quantiles/no_nulls/4194304/4/1/manual_time                                                                                     -0.1068         -0.1070            35            32            35            32
Quantiles/no_nulls/16777216/4/1/manual_time                                                                                    -0.0882         -0.0884           210           191           210           191
Quantiles/no_nulls/67108864/4/1/manual_time                                                                                    -0.0855         -0.0858          1148          1050          1148          1050
Quantiles/no_nulls/65536/8/1/manual_time                                                                                       +0.1312         +0.1290             1             1             1             1
Quantiles/no_nulls/262144/8/1/manual_time                                                                                      +0.1058         +0.1044             1             2             1             2
Quantiles/no_nulls/4194304/8/1/manual_time                                                                                     -0.0982         -0.0984            37            33            37            33
Quantiles/no_nulls/16777216/8/1/manual_time                                                                                    -0.0886         -0.0888           215           196           215           196
Quantiles/no_nulls/67108864/8/1/manual_time                                                                                    -0.0866         -0.0868          1173          1071          1173          1071
Quantiles/no_nulls/65536/4/4/manual_time                                                                                       +0.1413         +0.1385             1             1             1             1
Quantiles/no_nulls/262144/4/4/manual_time                                                                                      +0.1355         +0.1332             1             1             1             1
Quantiles/no_nulls/1048576/4/4/manual_time                                                                                     -0.0944         -0.0943             6             5             6             5
Quantiles/no_nulls/4194304/4/4/manual_time                                                                                     -0.1061         -0.1063            35            32            35            32
Quantiles/no_nulls/16777216/4/4/manual_time                                                                                    -0.0877         -0.0879           210           191           210           191
Quantiles/no_nulls/67108864/4/4/manual_time                                                                                    -0.0863         -0.0865          1149          1050          1149          1049
Quantiles/no_nulls/65536/8/4/manual_time                                                                                       +0.1328…
[gpuCI] Forward-merge branch-22.04 to branch-22.06 [skip gpuci]
This PR upgrades `arrow-cpp` & `pyarrow` to `7.0.0` from `6.0.1`

Authors:
  - GALI PREM SAGAR (https://github.com/galipremsagar)

Approvers:
  - Robert Maynard (https://github.com/robertmaynard)
  - AJ Schmidt (https://github.com/ajschmidt8)

URL: #10503
Just noticed that the `classifiers` of the python packages doesn't include Python v3.9 but includes Python v3.7. Fixed.

Authors:
  - Mads R. B. Kristensen (https://github.com/madsbk)

Approvers:
  - GALI PREM SAGAR (https://github.com/galipremsagar)

URL: #10579
Corrects the [Modules](https://docs.rapids.ai/api/libcudf/nightly/modules.html) page where the `lists_filling` group appears at the bottom:
![image](https://user-images.githubusercontent.com/45795991/161142554-b78b8c2b-49dd-4958-8d2f-df3aa1720b86.png)

The `lists_filling` group is added to the appropriate section in the [`doxygen_groups.h`](https://github.com/rapidsai/cudf/blob/branch-22.06/cpp/include/doxygen_groups.h) file.

Also added a doxygen description for `namespace lists` so it will appear in the [Namespace List](https://docs.rapids.ai/api/libcudf/nightly/namespaces.html) page. This becomes an easy way to find the documentation fo all the `lists` APIs.

Authors:
  - David Wendt (https://github.com/davidwendt)

Approvers:
  - Nghia Truong (https://github.com/ttnghia)
  - https://github.com/nvdbaranec

URL: #10561
…UDA runtime (#10585)

Fixes #10571.

This fixes the JNI CMakeLists.txt so that RMM will automatically get the `RMM_STATIC_CUDART` define added to the build when `CUDA_STATIC_RUNTIME=ON`.  Verified by building with Javva CI Dockerfile with static CUDA runtime and examining the build command-lines and flag definitions in java/target/cmake-build/CMakeFiles.

Authors:
  - Jason Lowe (https://github.com/jlowe)

Approvers:
  - Alessandro Bellina (https://github.com/abellina)

URL: #10585
Fixes `thrust.patch` to patch the CUB source for `sort` to minimize the inlining of the comparator functor. The build was updated in #10489 to thrust-1.16 which includes change to thrust sort using CUB's `DeviceMergeSort`. This means the previous patch does not apply to the new thrust/cub source. This dramatically increased the build for `sort.cu` and other related source files as can be seen in this Build Metrics Report from #10489: https://gpuci.gpuopenanalytics.com/job/rapidsai/job/gpuci/job/cudf/job/prb/job/cudf-cpu-cuda-build/CUDA=11.5/8633/Build_20Metrics_20Report/

This PR moves the `pragma unroll` changes into the appropriate CUB source files reducing the build time back to the previous levels (or close to it I hope).

Authors:
  - David Wendt (https://github.com/davidwendt)

Approvers:
  - Bradley Dice (https://github.com/bdice)
  - Nghia Truong (https://github.com/ttnghia)
  - Vyas Ramasubramani (https://github.com/vyasr)

URL: #10577
This PR removes the `ColumnBase.__getitem__` method, which is heavily overloaded and easy to abuse, and changes everywhere that called it to use the appropriate method. There turn out to be exactly two places in the code that actually require the current implementation of this method, Series and Index indexing, so this functionality has been moved into `SingleColumnFrame`. Removing `__getitem__` also means that we no longer need to explicitly fail on `__iter__` and `__array__` since there is no longer an implicit fallback.

The one downside to this now is that it _is_ possible to create a numpy array from a column. However, it won't make a numpy array from the data, it will create an object dtype 0-D array _containing_ the column. This is how `np.array` and `np.asarray` behave for normal objects, so I think this behavior is fine for us too. ColumnBase is (for now) an internal object, so we don't need to provide super helpful error messages, and for developers it should be fairly obvious what is wrong if they try to do this conversion:
```
>>> import cudf
>>> import numpy as np
>>> s = cudf.Series([1])
>>> arr = np.array(s._column)
>>> arr.ndim
0
>>> arr[0]
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
IndexError: too many indices for array: array is 0-dimensional, but 1 were indexed
>>> arr
array(<cudf.core.column.numerical.NumericalColumn object at 0x7efeddf634c0>
[
  1
]
dtype: int64, dtype=object)
```

That being said, I can put back the `__array__` implementation if people feel strongly about it.

Authors:
  - Vyas Ramasubramani (https://github.com/vyasr)

Approvers:
  - Ashwin Srinath (https://github.com/shwina)
  - Ram (Ramakrishna Prabhu) (https://github.com/rgsl888prabhu)

URL: #10516
PR #10489 updated from Thrust 1.15 to Thrust 1.16. However, this appears to be causing conflicts with other repositories -- [cuSpatial](rapidsai/cuspatial#511 (comment)) and cuGraph have reported issues where their builds are finding Thrust 1.16 from libcudf instead of Thrust 1.15 which is [currently pinned by rapids-cmake](https://github.com/rapidsai/rapids-cmake/blob/06a657281cdd83781e49afcdbb39abc491eeab17/rapids-cmake/cpm/versions.json#L26).

This PR is intended to unblock local builds and CI builds for other RAPIDS packages until we are able to identify the root cause (which may be due to CMake include path orderingsrapids-cmake).

Last time Thrust was updated, [rapids-cmake was updated](rapidsai/rapids-cmake#138) one day before [libcudf was updated](#9912). That may explain why we didn't notice this problem with the 1.15 update.

The plan I currently have in mind is:

1. Merge this PR to roll back libcudf to Thrust 1.15 (and revert the patch for Thrust 1.16 [10577](#10577)). This will hopefully unblock CI for cugraph and cuspatial.
2. Try to work out whatever issues with CMake / include paths may exist.
3. Prepare all rapids-cmake repos for Thrust 1.16 compatibility. I've [done this for RMM already](rapidsai/rmm#1011), and I am working on [PR 4675](rapidsai/cuml#4675) to cuML now. I am planning to make the same fixes for `#include`s in cuCollections, raft, cuSpatial, and cuGraph so they will be compatible with Thrust 1.16.
4. Try to upgrade libcudf to Thrust 1.16 again (and re-apply the updated patch). If (2) has been resolved, I hope we won't see any issues in other RAPIDS libraries
5. Upgrade rapids-cmake to Thrust 1.16.

Authors:
  - Bradley Dice (https://github.com/bdice)

Approvers:
  - Vyas Ramasubramani (https://github.com/vyasr)
  - Mark Harris (https://github.com/harrism)

URL: #10586
@review-notebook-app
Copy link

Check out this pull request on  ReviewNB

See visual diffs & provide feedback on Jupyter Notebooks.


Powered by ReviewNB

@github-actions github-actions bot added CMake CMake build issue conda Java Affects Java cuDF API. Python Affects Python cuDF API. libcudf Affects libcudf (C++/CUDA) code. labels May 25, 2022
galipremsagar and others added 3 commits May 25, 2022 13:37
This PR pins `dask` & `distributed` for `22.06` release.

Authors:
   - GALI PREM SAGAR (https://github.com/galipremsagar)

Approvers:
   - Ashwin Srinath (https://github.com/shwina)
   - Charles Blackmon-Luca (https://github.com/charlesbluca)
   - Ray Douglass (https://github.com/raydouglass)
Added special handling for list cases where empty lists have empty offsets. Generally the size of offsets column in a list column is list column size + 1. For empty list columns, offsets are allowed to be empty instead of size 1. This caused issues in processing lists in the parquet writer.

This PR makes use of the `list_column_device_view` wrapper to handle this case wherever possible and replaces empty list columns with a temporary list column with offset of size 1 where `list_column_device_view` could not be used.

Fixes #10536

Authors:
   - Devavret Makkar (https://github.com/devavret)

Approvers:
   - Ram (Ramakrishna Prabhu) (https://github.com/rgsl888prabhu)
   - Vukasin Milovanovic (https://github.com/vuule)
   - Yunsong Wang (https://github.com/PointKernel)
   - Ray Douglass (https://github.com/raydouglass)
This PR adds support for string column creation from jcudf row data. It leverages the fixed-width data copy to convert the offsets and lengths stored inside the fixed-width data section and then uses that information to copy the string data itself from the jcudf row format into the cudf column.

closes #10286

Authors:
   - Mike Wilson (https://github.com/hyperbolic2346)

Approvers:
   - Ray Douglass (https://github.com/raydouglass)
   - Nghia Truong (https://github.com/ttnghia)
   - https://github.com/nvdbaranec
@codecov
Copy link

codecov bot commented May 25, 2022

Codecov Report

Merging #10969 (82c062a) into main (87180ce) will increase coverage by 0.16%.
The diff coverage is n/a.

❗ Current head 82c062a differs from pull request most recent head 9742260. Consider uploading reports for the commit 9742260 to get more accurate results

@@            Coverage Diff             @@
##             main   #10969      +/-   ##
==========================================
+ Coverage   86.16%   86.32%   +0.16%     
==========================================
  Files         139      144       +5     
  Lines       22468    22688     +220     
==========================================
+ Hits        19359    19585     +226     
+ Misses       3109     3103       -6     
Impacted Files Coverage Δ
...thon/dask_cudf/dask_cudf/tests/test_distributed.py 18.86% <0.00%> (-67.93%) ⬇️
python/cudf/cudf/core/mixins/binops.py 90.00% <0.00%> (-10.00%) ⬇️
python/cudf/cudf/utils/gpu_utils.py 50.00% <0.00%> (-4.29%) ⬇️
python/cudf/cudf/core/column_accessor.py 93.47% <0.00%> (-3.24%) ⬇️
python/cudf/cudf/testing/testing.py 81.81% <0.00%> (-2.69%) ⬇️
python/cudf/cudf/io/parquet.py 90.83% <0.00%> (-1.87%) ⬇️
python/dask_cudf/dask_cudf/backends.py 84.61% <0.00%> (-1.84%) ⬇️
python/cudf/cudf/core/column/decimal.py 90.60% <0.00%> (-1.70%) ⬇️
python/dask_cudf/dask_cudf/io/parquet.py 92.39% <0.00%> (-1.40%) ⬇️
python/cudf/cudf/core/_base_index.py 85.71% <0.00%> (-0.72%) ⬇️
... and 79 more

Continue to review full report at Codecov.

Legend - Click here to learn more
Δ = absolute <relative> (impact), ø = not affected, ? = missing data
Powered by Codecov. Last update 0363197...9742260. Read the comment docs.

vyasr and others added 5 commits May 26, 2022 14:29
Signed-off-by: Jordan Jacobelli <jjacobelli@nvidia.com>
Use `mambabuild` to build `conda` packages. This should speed up the builds and help to debug `conda` conflict issues

Authors:
   - Jordan Jacobelli (https://github.com/Ethyling)

Approvers:
   - AJ Schmidt (https://github.com/ajschmidt8)
Dask `2022.5.1` had a bug and a new release is out, this PR upgrades the dask pinning: dask/community#250

Authors:
   - GALI PREM SAGAR (https://github.com/galipremsagar)

Approvers:
   - AJ Schmidt (https://github.com/ajschmidt8)
galipremsagar and others added 3 commits May 31, 2022 10:59
Fixes: #10990 

This PR pins the` protobuf` version to the latest and chooses narrower pinning because of the lower likelihood of breaking API changes between minor patch versions as opposed to major version changes.

Authors:
   - GALI PREM SAGAR (https://github.com/galipremsagar)

Approvers:
   - AJ Schmidt (https://github.com/ajschmidt8)
Issue #10755

Backporting the fix to 22.06

Fixes an issue in protobuf writer where the length on the row index entry was being written into a single byte. This would cause errors when the size is larger than 127.
The issue was uncovered when row group statistics were added. String statistics contain copies to min/max strings, so the size is unbounded.
This PR changes the protobuf writer to write the entry size as a generic uint, allowing larger entries.
Also fixed `start_row` in row group info array in the reader (unrelated).

Authors:
   - Vukasin Milovanovic (https://github.com/vuule)

Approvers:
   - GALI PREM SAGAR (https://github.com/galipremsagar)
   - AJ Schmidt (https://github.com/ajschmidt8)
@raydouglass raydouglass merged commit 89c7736 into main Jun 7, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
CMake CMake build issue Java Affects Java cuDF API. libcudf Affects libcudf (C++/CUDA) code. Python Affects Python cuDF API.
Projects
None yet
Development

Successfully merging this pull request may close these issues.

None yet