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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