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Update v2.0-pre #942

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merged 59 commits into from
Mar 31, 2022
Merged

Update v2.0-pre #942

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9ac1e78
Update doc URL. (#821)
csukuangfj Sep 8, 2021
bbe0ded
Support indexing 2-axes RaggedTensor, Support slicing for RaggedTenso…
pkufool Sep 14, 2021
2c28070
Prune with max_arcs in IntersectDense (#820)
pkufool Sep 14, 2021
210175c
Release v1.8
pkufool Sep 14, 2021
33a212c
Create a ragged tensor from a regular tensor. (#827)
csukuangfj Sep 15, 2021
971af7d
Trigger GitHub actions manually. (#829)
csukuangfj Sep 16, 2021
646704e
Run GitHub actions on merging. (#830)
csukuangfj Sep 16, 2021
8030001
Support printing ragged tensors in a more compact way. (#831)
csukuangfj Sep 17, 2021
d73a5b5
Add levenshtein alignment (#828)
pkufool Sep 19, 2021
f2fd997
Release v1.9
pkufool Sep 19, 2021
601d663
Support a[b[i]] where both a and b are ragged tensors. (#833)
csukuangfj Sep 25, 2021
8694fee
Display import error solution message on MacOS (#837)
pzelasko Sep 30, 2021
86e5479
Fix installation doc. (#841)
csukuangfj Oct 8, 2021
b72589c
fix typos in the install instructions (#844)
jtrmal Oct 13, 2021
6ac9795
make cmake adhere to the modernized way of finding packages outside d…
jtrmal Oct 13, 2021
2537a3f
import torch first in the smoke tests to preven SEGFAULT (#846)
jtrmal Oct 14, 2021
cae610a
Add doc about how to install a CPU version of k2. (#850)
csukuangfj Oct 23, 2021
d061bc6
Support PyTorch 1.10. (#851)
csukuangfj Oct 24, 2021
7178d67
Fix test cases for k2.union() (#853)
csukuangfj Oct 26, 2021
e6db5dc
Fix out-of-boundary access (read). (#859)
csukuangfj Nov 2, 2021
e8c589a
Update all the example codes in the docs (#861)
luomingshuang Nov 4, 2021
fd5565d
Fix compilation errors with CUB 1.15. (#865)
csukuangfj Nov 10, 2021
bdcaaf8
Update README. (#873)
csukuangfj Nov 12, 2021
31e1307
Fix ctc graph (make aux_labels of final arcs -1) (#877)
pkufool Nov 19, 2021
12f5915
Fix LICENSE location to k2 folder (#880)
lumaku Nov 24, 2021
a0d75c8
Release v1.11. (#881)
csukuangfj Nov 29, 2021
2cb3eea
Update documentation for hash.h (#887)
danpovey Dec 5, 2021
aab2dd7
Wrap MonotonicLowerBound (#883)
pkufool Dec 14, 2021
5517b3e
Remove extra commas after 'TOPSORTED' properity and fix RaggedTensor …
drawfish Dec 25, 2021
5f4cc79
Fix small typos (#896)
danpovey Jan 6, 2022
e799928
Fix k2.ragged.create_ragged_shape2 (#901)
csukuangfj Jan 13, 2022
d6323d5
Add rnnt loss (#891)
pkufool Jan 17, 2022
d3fbb1b
Use more efficient way to fix boundaries (#906)
pkufool Jan 25, 2022
9a91ec6
Release v1.12 (#907)
pkufool Jan 25, 2022
3367c7f
Change the sign of the rnnt_loss and add reduction argument (#911)
pkufool Jan 29, 2022
779a9bd
Fix building doc. (#908)
csukuangfj Jan 29, 2022
47c4b75
Fix building doc (#912)
pkufool Jan 29, 2022
cf32e2d
Support torch 1.10.x (#914)
csukuangfj Feb 8, 2022
9e7b2a9
Update INSTALL.rst (#915)
alexei-v-ivanov Feb 8, 2022
43ed450
Fix torch/cuda/python versions in the doc. (#918)
csukuangfj Feb 10, 2022
f4fefe4
Fix building for CUDA 11.6 (#917)
csukuangfj Feb 10, 2022
56edc82
Implement Unstack (#920)
pkufool Feb 20, 2022
854b792
SubsetRagged & PruneRagged (#919)
pkufool Feb 20, 2022
3cc74f1
Add Hash64 (#895)
pkufool Feb 22, 2022
0feefc7
Modified rnnt (#902)
pkufool Feb 25, 2022
2239c39
Fix Stack (#925)
wgb14 Feb 25, 2022
5ee082e
Fix 'TypeError' of rnnt_loss_pruned function. (#924)
drawfish Feb 27, 2022
36e2b8d
Support torch 1.11.0 and CUDA 11.5 (#931)
csukuangfj Mar 15, 2022
f4b4247
Implement Rnnt decoding (#926)
pkufool Mar 16, 2022
9a0d72c
fix building docs (#933)
pkufool Mar 16, 2022
6833270
Release v1.14
pkufool Mar 16, 2022
613e03d
Remove unused DiscountedCumSum. (#936)
csukuangfj Mar 17, 2022
281378f
Fix compiler warnings. (#937)
csukuangfj Mar 17, 2022
10b9423
Minor fixes for RNN-T decoding. (#938)
csukuangfj Mar 19, 2022
846c39c
Removes arcs with label 0 from the TrivialGraph. (#939)
csukuangfj Mar 29, 2022
0f65420
Implement linear_fsa_with_self_loops. (#940)
csukuangfj Mar 29, 2022
c90137f
sync v2.0-pre with master
pkufool Mar 30, 2022
a830c60
Fix the pruning with max-states (#941)
pkufool Mar 30, 2022
8fbed4c
Merge branch 'master' into v2
pkufool Mar 31, 2022
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1 change: 1 addition & 0 deletions .flake8
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Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,7 @@ per-file-ignores =
# line break before operator W503
k2/python/k2/rnnt_loss.py: E501, W503
k2/python/tests/rnnt_loss_test.py: W503
k2/python/tests/rnnt_decode_test.py: W503
exclude =
.git,
setup.py,
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33 changes: 30 additions & 3 deletions .github/workflows/build-cpu.yml
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Expand Up @@ -37,10 +37,35 @@ jobs:
fail-fast: false
matrix:
os: [ubuntu-18.04, macos-10.15]
torch: ["1.5.0", "1.5.1", "1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2"]
# Python 3.9 is for PyTorch 1.7.1, 1.8.x, 1.9.x, 1.10.x
python-version: [3.6, 3.7, 3.8, 3.9]
torch: ["1.5.0", "1.5.1", "1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2", "1.11.0"]
# Python 3.9 is for PyTorch 1.7.1, 1.8.x, 1.9.x, 1.10.x, 1.11.x
# Python 3.10 is for PyTorch 1.11.x
python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"]
exclude:
- python-version: "3.10" # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
torch: "1.5.0"
- python-version: "3.10"
torch: "1.5.1"
- python-version: "3.10"
torch: "1.6.0"
- python-version: "3.10"
torch: "1.7.0"
- python-version: "3.10"
torch: "1.7.1"
- python-version: "3.10"
torch: "1.8.0"
- python-version: "3.10"
torch: "1.8.1"
- python-version: "3.10"
torch: "1.9.0"
- python-version: "3.10"
torch: "1.9.1"
- python-version: "3.10"
torch: "1.10.0"
- python-version: "3.10"
torch: "1.10.1"
- python-version: "3.10"
torch: "1.10.2"
- python-version: 3.9 # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0]
torch: "1.5.0"
- python-version: 3.9
Expand All @@ -49,6 +74,8 @@ jobs:
torch: "1.6.0"
- python-version: 3.9
torch: "1.7.0"
- python-version: 3.6 # exclude Python 3.6 for [1.11.0]
torch: "1.11.0"

steps:
# refer to https://github.com/actions/checkout
Expand Down
78 changes: 70 additions & 8 deletions .github/workflows/build.yml
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Expand Up @@ -40,21 +40,51 @@ jobs:
# from https://download.pytorch.org/whl/torch_stable.html
# Note: There are no torch versions for CUDA 11.2
#
# 1.11.x supports: cuda10.2 (default), 11.3, 11.5
# 1.10.x supports: cuda10.2 (default), 11.1, 11.3
# 1.9.x supports: cuda10.2 (default), 11.1
# PyTorch 1.8.x supports: cuda 10.1, 10.2 (default), 11.1
# PyTorch 1.7.x supports: cuda 10.1, 10.2 (default), 11.0
# PyTorch 1.6.0 supports: cuda 10.1, 10.2 (default)
# PyTorch 1.5.x supports: cuda 10.1, 10.2 (default)
# Other PyTorch versions are not tested
# CUDA 11.3 is for torch 1.10
cuda: ["10.1", "10.2", "11.0", "11.1", "11.3"]
# CUDA 10.1 is for 1.5.x, 1.6.0, 1.7.x, 1.8.x
# CUDA 11.1 is for torch 1.8.x, 1.9.x, 1.10.x
# CUDA 11.3 is for torch 1.10, 1.11.x
# CUDA 11.5 is for torch 1.11.x
cuda: ["10.1", "10.2", "11.0", "11.1", "11.3", "11.5"]
gcc: ["7"]
torch: ["1.5.0", "1.5.1", "1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2"]
torch: ["1.5.0", "1.5.1", "1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2", "1.11.0"]
#
# Python 3.9 is for PyTorch 1.7.1, 1.8.0, 1.8.1, 1.9.x, 1.10.x
python-version: [3.6, 3.7, 3.8, 3.9]
# torch 1.11.x does not support Python 3.6
# From torch 1.11.x, it supports Python 3.10
# Python 3.9 is for PyTorch 1.7.1, 1.8.0, 1.8.1, 1.9.x, 1.10.x, 11.x
python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"]
exclude:
- cuda: "11.5" # exclude 11.5 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
torch: "1.5.0"
- cuda: "11.5"
torch: "1.5.1"
- cuda: "11.5"
torch: "1.6.0"
- cuda: "11.5"
torch: "1.7.0"
- cuda: "11.5"
torch: "1.7.1"
- cuda: "11.5"
torch: "1.8.0"
- cuda: "11.5"
torch: "1.8.1"
- cuda: "11.5"
torch: "1.9.0"
- cuda: "11.5"
torch: "1.9.1"
- cuda: "11.5"
torch: "1.10.0"
- cuda: "11.5"
torch: "1.10.1"
- cuda: "11.5"
torch: "1.10.2"
- cuda: "11.3" # exclude 11.3 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1]
torch: "1.5.0"
- cuda: "11.3"
Expand All @@ -73,7 +103,7 @@ jobs:
torch: "1.9.0"
- cuda: "11.3"
torch: "1.9.1"
- cuda: "11.0" # exclude 11.0 for [1.5.0, 1.5.1, 1.6.0, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
- cuda: "11.0" # exclude 11.0 for [1.5.0, 1.5.1, 1.6.0, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2, 1.11.0]
torch: "1.5.0"
- cuda: "11.0"
torch: "1.5.1"
Expand All @@ -93,7 +123,9 @@ jobs:
torch: "1.10.1"
- cuda: "11.0"
torch: "1.10.2"
- cuda: "11.1" # exclude 11.1 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1]
- cuda: "11.0"
torch: "1.11.0"
- cuda: "11.1" # exclude 11.1 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.11.0]
torch: "1.5.0"
- cuda: "11.1"
torch: "1.5.1"
Expand All @@ -103,7 +135,9 @@ jobs:
torch: "1.7.0"
- cuda: "11.1"
torch: "1.7.1"
- cuda: "10.1" # exclude CUDA 10.1 for [1.9.0, 1.9.1, 1.10.0, 10.1, 10.2]
- cuda: "11.1"
torch: "1.11.0"
- cuda: "10.1" # exclude CUDA 10.1 for [1.9.0, 1.9.1, 1.10.0, 10.1, 10.2, 1.11.0]
torch: "1.9.0"
- cuda: "10.1"
torch: "1.9.1"
Expand All @@ -113,6 +147,8 @@ jobs:
torch: "1.10.1"
- cuda: "10.1"
torch: "1.10.2"
- cuda: "10.1"
torch: "1.11.0"
- python-version: 3.9 # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0]
torch: "1.5.0"
- python-version: 3.9
Expand All @@ -121,6 +157,32 @@ jobs:
torch: "1.6.0"
- python-version: 3.9
torch: "1.7.0"
- python-version: "3.10" # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
torch: "1.5.0"
- python-version: "3.10"
torch: "1.5.1"
- python-version: "3.10"
torch: "1.6.0"
- python-version: "3.10"
torch: "1.7.0"
- python-version: "3.10"
torch: "1.7.1"
- python-version: "3.10"
torch: "1.8.0"
- python-version: "3.10"
torch: "1.8.1"
- python-version: "3.10"
torch: "1.9.0"
- python-version: "3.10"
torch: "1.9.1"
- python-version: "3.10"
torch: "1.10.0"
- python-version: "3.10"
torch: "1.10.1"
- python-version: "3.10"
torch: "1.10.2"
- python-version: "3.6" # exclude Python 3.6 for [1.11.0]
torch: "1.11.0"

steps:
# refer to https://github.com/actions/checkout
Expand Down
99 changes: 88 additions & 11 deletions .github/workflows/build_conda.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -33,10 +33,12 @@ jobs:
fail-fast: false
matrix:
os: [ubuntu-18.04]
python-version: [3.6, 3.7, 3.8, 3.9]
cuda: ["10.1", "10.2", "11.0", "11.1", "11.3"]
python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"]
cuda: ["10.1", "10.2", "11.0", "11.1", "11.3", "11.5"]
# from https://download.pytorch.org/whl/torch_stable.html
# Note: There are no torch versions for CUDA 11.2
#
# 1.11.x supports: cuda10.2 (default), 11.3, 11.5
# PyTorch 1.10.x supports: 10.2 (default), 11.1, 11.3
# PyTorch 1.9.x supports: 10.2 (default), 11.1
# PyTorch 1.8.1 supports: cuda 10.1, 10.2 (default), 11.1
Expand All @@ -45,7 +47,8 @@ jobs:
# PyTorch 1.6.0 supports: cuda 10.1, 10.2 (default), 9.2 (not included in this setup)
# PyTorch 1.5.x supports: cuda 10.1, 10.2 (default), 9.2 (not included in this setup)
#
# PyTorch 1.7.1, 1.8.x, 1.9.x, and 1.10 support 3.6, 3.7, 3.8, 3.9
# PyTorch 1.11.x supports Python 3.10
# PyTorch 1.7.1, 1.8.x, 1.9.x, 1.10.x, and 1.11.x support 3.6, 3.7, 3.8, 3.9
# PyTorch 1.7.0, 1.6.0, and 1.5.x support 3.6, 3.7, 3.8
#
# Other PyTorch versions are not tested
Expand All @@ -56,9 +59,51 @@ jobs:
# https://github.com/csukuangfj/k2/runs/2533830771?check_suite_focus=true
# and
# https://github.com/NVIDIA/apex/issues/805
torch: ["1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2"]
torch: ["1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2", "1.11.0"]
exclude:
# - cuda: "11.0" # exclude 11.0 for [1.5.0, 1.5.1, 1.6.0, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
- cuda: "11.5" # exclude cuda 11.5 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
torch: "1.5.0"
- cuda: "11.5"
torch: "1.5.1"
- cuda: "11.5"
torch: "1.6.0"
- cuda: "11.5"
torch: "1.7.0"
- cuda: "11.5"
torch: "1.7.1"
- cuda: "11.5"
torch: "1.8.0"
- cuda: "11.5"
torch: "1.8.1"
- cuda: "11.5"
torch: "1.9.0"
- cuda: "11.5"
torch: "1.9.1"
- cuda: "11.5"
torch: "1.10.0"
- cuda: "11.5"
torch: "1.10.1"
- cuda: "11.5"
torch: "1.10.2"
- cuda: "11.3" # exclude cuda 11.3 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1]
torch: "1.5.0"
- cuda: "11.3"
torch: "1.5.1"
- cuda: "11.3"
torch: "1.6.0"
- cuda: "11.3"
torch: "1.7.0"
- cuda: "11.3"
torch: "1.7.1"
- cuda: "11.3"
torch: "1.8.0"
- cuda: "11.3"
torch: "1.8.1"
- cuda: "11.3"
torch: "1.9.0"
- cuda: "11.3"
torch: "1.9.1"
# - cuda: "11.0" # exclude 11.0 for [1.5.0, 1.5.1, 1.6.0, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2, 1.11.0]
# torch: "1.5.0"
# - cuda: "11.0"
# torch: "1.5.1"
Expand All @@ -78,7 +123,9 @@ jobs:
torch: "1.10.1"
- cuda: "11.0"
torch: "1.10.2"
# - cuda: "11.1" # exclude 11.1 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1]
- cuda: "11.0"
torch: "1.11.0"
# - cuda: "11.1" # exclude 11.1 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.11.0]
# torch: "1.5.0"
# - cuda: "11.1"
# torch: "1.5.1"
Expand All @@ -88,7 +135,9 @@ jobs:
torch: "1.7.0"
- cuda: "11.1"
torch: "1.7.1"
- cuda: "10.1" # exclude 10.1 for [1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
- cuda: "11.1"
torch: "1.11.0"
- cuda: "10.1" # exclude 10.1 for [1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2, 1.11.0]
torch: "1.9.0"
- cuda: "10.1"
torch: "1.9.1"
Expand All @@ -98,14 +147,42 @@ jobs:
torch: "1.10.1"
- cuda: "10.1"
torch: "1.10.2"
- python-version: 3.9 # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0]
- cuda: "10.1"
torch: "1.11.0"
- python-version: "3.9" # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0]
torch: "1.5.0"
- python-version: "3.9"
torch: "1.5.1"
- python-version: "3.9"
torch: "1.6.0"
- python-version: "3.9"
torch: "1.7.0"
- python-version: "3.10" # exclude Python 3.10 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
torch: "1.5.0"
- python-version: 3.9
- python-version: "3.10"
torch: "1.5.1"
- python-version: 3.9
- python-version: "3.10"
torch: "1.6.0"
- python-version: 3.9
- python-version: "3.10"
torch: "1.7.0"
- python-version: "3.10"
torch: "1.7.1"
- python-version: "3.10"
torch: "1.8.0"
- python-version: "3.10"
torch: "1.8.1"
- python-version: "3.10"
torch: "1.9.0"
- python-version: "3.10"
torch: "1.9.1"
- python-version: "3.10"
torch: "1.10.0"
- python-version: "3.10"
torch: "1.10.1"
- python-version: "3.10"
torch: "1.10.2"
- python-version: "3.6" # exclude Python 3.6 for [1.11.0]
torch: "1.11.0"

steps:
# refer to https://github.com/actions/checkout
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39 changes: 33 additions & 6 deletions .github/workflows/build_conda_cpu.yml
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Expand Up @@ -43,24 +43,51 @@ jobs:
fail-fast: false
matrix:
os: [ubuntu-18.04, macos-10.15]
python-version: [3.6, 3.7, 3.8, 3.9]
python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"]
# from https://download.pytorch.org/whl/torch_stable.html
#
# PyTorch 1.11.x supports 3.7, 3.8, 3.9, 3.10
# PyTorch 1.10, 1.9.x, 1.8.x, and 1.7.1 support 3.6, 3.7, 3.8, 3.9
# PyTorch 1.7.0, 1.6.0, and 1.5.x support 3.6, 3.7, 3.8
#
# Other PyTorch versions are not tested
#
torch: ["1.5.0", "1.5.1", "1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2"]
torch: ["1.5.0", "1.5.1", "1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.9.1", "1.10.0", "1.10.1", "1.10.2", "1.11.0"]
exclude:
- python-version: 3.9 # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0]
- python-version: "3.9" # exclude Python 3.9 for [1.5.0, 1.5.1, 1.6.0, 1.7.0]
torch: "1.5.0"
- python-version: 3.9
- python-version: "3.9"
torch: "1.5.1"
- python-version: 3.9
- python-version: "3.9"
torch: "1.6.0"
- python-version: 3.9
- python-version: "3.9"
torch: "1.7.0"
- python-version: "3.10" # exclude Python 3.10 for [1.5.0, 1.5.1, 1.6.0, 1.7.0, 1.7.1, 1.8.0, 1.8.1, 1.9.0, 1.9.1, 1.10.0, 1.10.1, 1.10.2]
torch: "1.5.0"
- python-version: "3.10"
torch: "1.5.1"
- python-version: "3.10"
torch: "1.6.0"
- python-version: "3.10"
torch: "1.7.0"
- python-version: "3.10"
torch: "1.7.1"
- python-version: "3.10"
torch: "1.8.0"
- python-version: "3.10"
torch: "1.8.1"
- python-version: "3.10"
torch: "1.9.0"
- python-version: "3.10"
torch: "1.9.1"
- python-version: "3.10"
torch: "1.10.0"
- python-version: "3.10"
torch: "1.10.1"
- python-version: "3.10"
torch: "1.10.2"
- python-version: "3.6" # exclude Python 3.6 for [1.11.0]
torch: "1.11.0"

steps:
# refer to https://github.com/actions/checkout
Expand Down
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