[BUG] map_partitions() potentially resulting in unexpected index
Open
bug
dask
Python
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Description
**Describe the bug**
When using map_partitions() on a `dask_cudf` dataframe we can potentially get an unexpected index. This does not affect `.compute()` by default as it reconstructs a global index.
**Steps/Code to reproduce bug**
```
import cudf
import dask_cudf
s = cudf.Series(["ab", "cd", "ef", "gh", "ij"])
ds = dask_cudf.from_cudf(s, 2)
print(ds.compute())
print(ds.map_partitions(lambda x: x.str.character_tokenize(), meta=ds._meta).compute())
```
This prints
```
0 ab
1 cd
2 ef
3 gh
4 ij
dtype: object
0 a
1 b
2 c
3 d
4 e
5 f
0 g
1 h
2 i
3 j
dtype: object
```
**Expected behavior**
Would love to discuss what the expected output would be, but below is what I would expect.
```
0 ab
1 cd
2 ef
3 gh
4 ij
dtype: object
0 a
1 b
2 c
3 d
4 e
5 f
6 g
7 h
8 i
9 j
dtype: object
```
**Environment details**
Click here to see environment details
**git***
commit 512e485c41f0b9aa2261430ba426fa8c05c98c2a (HEAD -> list-accessor, origin/list-accessor)
Merge: bf68778b78 5f9dade58a
Author: Shane Ding
Date: Fri May 7 14:33:32 2021 +0000
Merge branch 'branch-0.20' of https://github.com/rapidsai/cudf into list-accessor
**git submodules***
***OS Information***
DGX_NAME="DGX Server"
DGX_PRETTY_NAME="NVIDIA DGX Server"
DGX_SWBUILD_DATE="2019-12-02"
DGX_SWBUILD_VERSION="4.3.0"
DGX_COMMIT_ID="3015363"
DGX_PLATFORM="DGX Server for DGX-1"
DGX_SERIAL_NUMBER="QTFCOU9270061"
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DISTRIB_RELEASE=18.04
DISTRIB_CODENAME=bionic
DISTRIB_DESCRIPTION="Ubuntu 18.04.3 LTS"
NAME="Ubuntu"
VERSION="18.04.3 LTS (Bionic Beaver)"
ID=ubuntu
ID_LIKE=debian
PRETTY_NAME="Ubuntu 18.04.3 LTS"
VERSION_ID="18.04"
HOME_URL="https://www.ubuntu.com/"
SUPPORT_URL="https://help.ubuntu.com/"
BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/"
PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy"
VERSION_CODENAME=bionic
UBUNTU_CODENAME=bionic
Linux rl-dgx-r11-u30-rapids-dgx103 4.15.0-55-generic #60-Ubuntu SMP Tue Jul 2 18:22:20 UTC 2019 x86_64 x86_64 x86_64 GNU/Linux
***GPU Information***
Mon May 10 17:20:28 2021
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 Tesla V100-SXM2... On | 00000000:06:00.0 Off | 0 |
| N/A 35C P0 48W / 163W | 718MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 1 Tesla V100-SXM2... On | 00000000:07:00.0 Off | 0 |
| N/A 33C P0 42W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 2 Tesla V100-SXM2... On | 00000000:0A:00.0 Off | 0 |
| N/A 34C P0 44W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 3 Tesla V100-SXM2... On | 00000000:0B:00.0 Off | 0 |
| N/A 31C P0 43W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 4 Tesla V100-SXM2... On | 00000000:85:00.0 Off | 0 |
| N/A 36C P0 43W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 5 Tesla V100-SXM2... On | 00000000:86:00.0 Off | 0 |
| N/A 35C P0 43W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 6 Tesla V100-SXM2... On | 00000000:89:00.0 Off | 0 |
| N/A 37C P0 41W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 7 Tesla V100-SXM2... On | 00000000:8A:00.0 Off | 0 |
| N/A 34C P0 42W / 163W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 44033 C .../envs/cudf_dev/bin/python 715MiB |
+-----------------------------------------------------------------------------+
***CPU***
Architecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Byte Order: Little Endian
CPU(s): 80
On-line CPU(s) list: 0-79
Thread(s) per core: 2
Core(s) per socket: 20
Socket(s): 2
NUMA node(s): 2
Vendor ID: GenuineIntel
CPU family: 6
Model: 79
Model name: Intel(R) Xeon(R) CPU E5-2698 v4 @ 2.20GHz
Stepping: 1
CPU MHz: 1967.306
CPU max MHz: 3600.0000
CPU min MHz: 1200.0000
BogoMIPS: 4390.35
Virtualization: VT-x
L1d cache: 32K
L1i cache: 32K
L2 cache: 256K
L3 cache: 51200K
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***CMake***
/raid/sding/miniconda3/envs/cudf_dev/bin/cmake
cmake version 3.18.5
CMake suite maintained and supported by Kitware (kitware.com/cmake).
***g++***
/usr/bin/g++
g++ (Ubuntu 7.4.0-1ubuntu1~18.04.1) 7.4.0
Copyright (C) 2017 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
***nvcc***
/usr/local/cuda/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2021 NVIDIA Corporation
Built on Sun_Feb_14_21:12:58_PST_2021
Cuda compilation tools, release 11.2, V11.2.152
Build cuda_11.2.r11.2/compiler.29618528_0
***Python***
/raid/sding/miniconda3/envs/cudf_dev/bin/python
Python 3.8.8
***Environment Variables***
PATH : /home/u00u97shnnb9gHdDUD357/.vscode-server/bin/3c4e3df9e89829dce27b7b5c24508306b151f30d/bin:/raid/sding/miniconda3/envs/cudf_dev/bin:/raid/sding/miniconda3/condabin:/home/u00u97shnnb9gHdDUD357/.vscode-server/bin/3c4e3df9e89829dce27b7b5c24508306b151f30d/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin:/usr/local/cuda/bin:/usr/local/cuda/bin
LD_LIBRARY_PATH :
NUMBAPRO_NVVM :
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CONDA_PREFIX : /raid/sding/miniconda3/envs/cudf_dev
PYTHON_PATH :
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/raid/sding/miniconda3/condabin/conda
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traitlets 5.0.5 py_0 conda-forge
transformers 4.5.1 pyhd8ed1ab_1 conda-forge
typed-ast 1.4.3 py38h497a2fe_0 conda-forge
typing_extensions 3.7.4.3 py_0 conda-forge
unknown 0.0.0 dev_0
urllib3 1.26.4 pyhd8ed1ab_0 conda-forge
virtualenv 20.4.4 py38h578d9bd_0 conda-forge
wcwidth 0.2.5 pyh9f0ad1d_2 conda-forge
webencodings 0.5.1 py_1 conda-forge
wheel 0.36.2 pyhd3deb0d_0 conda-forge
xz 5.2.5 h516909a_1 conda-forge
yaml 0.2.5 h516909a_0 conda-forge
zeromq 4.3.4 h9c3ff4c_0 conda-forge
zict 2.0.0 py_0 conda-forge
zipp 3.4.1 pyhd8ed1ab_0 conda-forge
zlib 1.2.11 h516909a_1010 conda-forge
zstd 1.4.9 ha95c52a_0 conda-forge
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