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Posted to commits@tvm.apache.org by GitBox <gi...@apache.org> on 2020/09/10 05:33:25 UTC

[GitHub] [incubator-tvm] jroesch opened a new pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

jroesch opened a new pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437


   As per the recent RFC https://discuss.tvm.apache.org/t/rfc-introduce-automatic-formatting-of-python-code/7843/10.


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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r487332773



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 




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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r487333981



##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 




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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690930637






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[GitHub] [incubator-tvm] leandron commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
leandron commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486956462



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?




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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690594159


   @areusch @tqchen @comaniac I can rollback the formatting, the first 3 or 4 commits were focused on formatting then I went through the process to see if it would actually work. 


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[GitHub] [incubator-tvm] junrushao1994 commented on pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
junrushao1994 commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690520497


   It is a bit hard to review 1000 files...maybe just take a look at the pyproject.toml file and assume other parts are correct?


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[GitHub] [incubator-tvm] areusch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
areusch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486617414



##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?




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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r487332773



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 




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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r487332857



##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 




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[GitHub] [incubator-tvm] leandron commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
leandron commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486956462



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?




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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r487333480



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.




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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-689997944


   cc @tqchen @areusch @comaniac @u99127 @jwfromm @mbrookhart @junrushao1994 


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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-691357110


   I think I addressed all the comments, and bumped the CI. 


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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690821576


   @tqchen recommended that we first format the entire code base using these settings then try to land the CI parts, going to open a second PR with the fully formatted repo. 


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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690821576






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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r487332773



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think diff and check at same time give that behavior if I understand correctly, check makes it return a -1 status code which should fail this entire script. 

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       These are a bunch of random edits that made the results of black happier. 

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       I think this is hold over from my copy paste from the clang-format script, we shouldn't need this.

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       These two files actually trigger an internal error with black and I was going to open up a follow up issue to fix these. 




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[GitHub] [incubator-tvm] tqchen merged pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
tqchen merged pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437


   


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[GitHub] [incubator-tvm] comaniac commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
comaniac commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486620292



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"

Review comment:
       Seems like `BLACK` is only used for displaying the version. If so, how about move this line to the if-block so that we can get rid of `BLACK` at all.




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[GitHub] [incubator-tvm] leandron commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
leandron commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486956462



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}

Review comment:
       Is this temp file `/tmp/$$.black-format.txt` supposed to be created by redirecting the output of command in line 67?




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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486547524



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,76 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+${BLACK} --version
+
+FILES=$(git diff --name-only HEAD $1 -- "*.py" "*.pyi" | tr '\n' ' ')

Review comment:
       honestly I hate bash and struggle through as much as possible will defer to you




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[GitHub] [incubator-tvm] junrushao1994 commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
junrushao1994 commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-691506743


   There is some flakiness in the CI. Please retrigger and let's merge it in


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[GitHub] [incubator-tvm] junrushao1994 commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
junrushao1994 commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-691506743


   There is some flakiness in the CI. Please retrigger and let's merge it in


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[GitHub] [incubator-tvm] jroesch commented on a change in pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
jroesch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486554772



##########
File path: pyproject.toml
##########
@@ -0,0 +1,29 @@
+[tool.black]
+line-length = 88

Review comment:
       @tqchen confirmed this should be 100. 




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[GitHub] [incubator-tvm] areusch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
areusch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486617414



##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?




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[GitHub] [incubator-tvm] areusch commented on a change in pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
areusch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486617414



##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?

##########
File path: pyproject.toml
##########
@@ -0,0 +1,46 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[tool.black]
+line-length = 100
+target-version = ['py36']
+include = '\.pyi?$'
+exclude = '''
+
+(
+  /(
+      \.github
+    | \.tvm
+    | \.tvm_test_data
+    | \.vscode
+    | \.venv
+    | cmake\/
+    | conda\/
+    | docker\/
+    | golang\/
+    | include\/
+    | jvm\/
+    | licenses\/
+    | nnvm\/
+    | rust\/
+    | src\/
+    | tests\/
+    | vta\/
+    | web\/
+  )/|tests/lint/add_asf_header.py|tests/lint/check_file_type.py|python/tvm/topi/testing/pool3d_python.py|python/topi/python/test_topi_pooling.py

Review comment:
       can you break these line by line and sort?

##########
File path: python/tvm/relay/frontend/mxnet_qnn_op_utils.py
##########
@@ -277,6 +277,8 @@ def quantize_conv_weights_bias_channel_mkldnn_from_var(weights_var,
 def get_mkldnn_requantize_scale_outDtype(min_output_range,
                                          max_output_range,
                                          out_dtype):
+    """Get the MKLDNN requantized scale."""
+    quantized_out_range = (

Review comment:
       what's up with this line?

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"

Review comment:
       right now `-i` does both inplace format and check, do we want that?

##########
File path: python/tvm/te/hybrid/calls.py
##########
@@ -27,7 +27,7 @@
 
 from .util import _internal_assert
 
-# pylint: disable=redefined-builtin
+# pylint: disable=redefined-builtin,invalid-name

Review comment:
       same question here--do we need to update pylint?

##########
File path: python/tvm/contrib/hexagon.py
##########
@@ -14,8 +14,8 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-'''Utility for Hexagon backend'''
+# pylint: disable=invalid-name

Review comment:
       how come we need this?

##########
File path: python/tvm/support.py
##########
@@ -27,6 +27,7 @@ def libinfo():
         The dictionary of compile-time info.
     """
     return {k: v for k, v in GetLibInfo().items()}  # pylint: disable=unnecessary-comprehension
+    }

Review comment:
       there are a lot of these extra closing braces or insertions that look like `function_call(` with no close `)` added. merge mistake? seems like nothing can possibly pass til they're deleted...

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+
+echo "Version Information: $(${BLACK} --version)"
+
+
+IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi") || true
+echo "read returned $?"
+echo "Files: $FILES"
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black on Python files against revision" $1):
+    CMD=( "black" "${FILES[@]}" )
+    echo "${CMD[@]}"
+    "${CMD[@]}"
+    exit 0
+fi
+
+echo "Running black in checking mode"
+black --diff --check

Review comment:
       I think you either want --diff and assert on an empty output or --check, I don't know what both do?




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[GitHub] [incubator-tvm] junrushao1994 commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
junrushao1994 commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-691506743






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[GitHub] [incubator-tvm] junrushao1994 commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
junrushao1994 commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-691506743






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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690676307


   @junrushao1994 @comaniac @areusch I just added the scripts and cleaned some things up, take another pass if you can 


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[GitHub] [incubator-tvm] areusch commented on a change in pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
areusch commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486529234



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,76 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+${BLACK} --version
+
+FILES=$(git diff --name-only HEAD $1 -- "*.py" "*.pyi" | tr '\n' ' ')

Review comment:
       can we use array style here?
   
   `IFS=$'\n' read -a FILES -d'\n' < <(git diff --name-only HEAD $1 -- "*.py" "*.pyi")`
   `CMD=( "black" "--check" "${FILES[@]}" )`
   `"${CMD[@]}"`




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[GitHub] [incubator-tvm] jroesch commented on pull request #6437: [RFC][Formatting] Add scripts for applying Black to the Python code.

Posted by GitBox <gi...@apache.org>.
jroesch commented on pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#issuecomment-690930637


   This is blocked on #6448 and #6451, once we land those two it should be possible to add the checking to the CI, format once more and land this. 


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[GitHub] [incubator-tvm] comaniac commented on a change in pull request #6437: [RFC][Formatting] Apply black to entire Python code base.

Posted by GitBox <gi...@apache.org>.
comaniac commented on a change in pull request #6437:
URL: https://github.com/apache/incubator-tvm/pull/6437#discussion_r486506436



##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,76 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"

Review comment:
       ```suggestion
       echo "Run black-format on Python files that changed since <commit>"
   ```

##########
File path: tests/lint/git-black.sh
##########
@@ -0,0 +1,76 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+set -e
+set -u
+set -o pipefail
+
+if [[ "$1" == "-i" ]]; then
+    INPLACE_FORMAT=1
+    shift 1
+else
+    INPLACE_FORMAT=0
+fi
+
+if [[ "$#" -lt 1 ]]; then
+    echo "Usage: tests/lint/git-black.sh [-i] <commit>"
+    echo ""
+    echo "Run black-format on files that changed since <commit>"
+    echo "Examples:"
+    echo "- Compare last one commit: tests/lint/git-black.sh HEAD~1"
+    echo "- Compare against upstream/master: tests/lint/git-black.sh upstream/master"
+    echo "You can also add -i option to do inplace format"
+    exit 1
+fi
+
+cleanup()
+{
+  rm -rf /tmp/$$.black-format.txt
+}
+trap cleanup 0
+
+
+if [ -x "$(command -v black)" ]; then
+    BLACK=black
+else
+    echo "Cannot find black"
+    exit 1
+fi
+
+# Print out specific version
+${BLACK} --version
+
+FILES=$(git diff --name-only HEAD $1 -- "*.py" "*.pyi" | tr '\n' ' ')
+echo $FILES
+
+if [[ ${INPLACE_FORMAT} -eq 1 ]]; then
+    echo "Running black in place on your working tree." $1
+    CMD="black --check $FILES"
+    echo $CMD
+    eval $CMD
+    exit 0
+fi
+
+echo "Running git-black against" $1

Review comment:
       ```suggestion
   echo "Running git-black on Python files against" $1
   ```

##########
File path: pyproject.toml
##########
@@ -0,0 +1,29 @@
+[tool.black]
+line-length = 88

Review comment:
       So we are using 88 as the TVM standard column length for Python codes? I know this is the default and the suggested value in black so just want to double confirm.




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