manupa-arm commented on a change in pull request #8795: URL: https://github.com/apache/tvm/pull/8795#discussion_r695437635
########## File path: python/tvm/relay/backend/contrib/ethosu/util.py ########## @@ -0,0 +1,198 @@ +# 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. +""" +Helper utility Enums and Functions used through out codegen + +The enums are there to indicate which argument of each relay operator +corresponds with which input. +e.g., input zero point of qnn.conv2d is 4th argument(3rd index) + +The rest of the utility functions are misc. +Refer to the description inside such functions +""" + +from enum import Enum +import numpy as np + +from tvm import relay +from tvm.relay.build_module import bind_params_by_name +from tvm.relay.backend.contrib.ethosu import preprocess + + +class QConv2DArgs(Enum): + """ + This is a helper enums to access the correct index Review comment: Done ########## File path: python/tvm/relay/backend/contrib/ethosu/util.py ########## @@ -0,0 +1,198 @@ +# 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. +""" +Helper utility Enums and Functions used through out codegen + +The enums are there to indicate which argument of each relay operator +corresponds with which input. +e.g., input zero point of qnn.conv2d is 4th argument(3rd index) + +The rest of the utility functions are misc. +Refer to the description inside such functions +""" + +from enum import Enum +import numpy as np + +from tvm import relay +from tvm.relay.build_module import bind_params_by_name +from tvm.relay.backend.contrib.ethosu import preprocess + + +class QConv2DArgs(Enum): + """ + This is a helper enums to access the correct index + qnn conv2d arguments + """ + + ifm = 0 + weights = 1 + ifm_zero_point = 2 + weights_zero_point = 3 + ifm_scale = 4 + weights_scale = 5 + + +class RequantArgs(Enum): + """ + This is a helper enums to access the correct index + qnn requantize arguments + """ + + ifm_scale = 1 + ifm_zero_point = 2 + ofm_scale = 3 + ofm_zero_point = 4 + + +class BiasAddArgs(Enum): + """ + This is a helper enums to access the correct index + qnn bias_add arguments + """ + + biases = 1 + + +class ClipArgs(Enum): + """ + This is a helper enums to access the correct index + qnn bias_add arguments + """ + + a_min = 1 + a_max = 2 + + +class MaxPoolArgs(Enum): + """ + This is a helper enums to access the correct index + max pool arguments + """ + + ifm = 0 + + +class AddArgs(Enum): + """This is a helper enums to access the correct index + max pool arguments + """ + + ifm0 = 0 + ifm1 = 1 + ifm0_scale = 2 + ifm0_zero_point = 3 + ifm1_scale = 4 + ifm1_zero_point = 5 + ofm_scale = 6 + ofm_zero_point = 7 + + +def is_composite_func(func, name): + """ + This a method to check whether the call is to Review comment: Done ########## File path: python/tvm/relay/backend/contrib/ethosu/util.py ########## @@ -0,0 +1,198 @@ +# 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. +""" +Helper utility Enums and Functions used through out codegen + +The enums are there to indicate which argument of each relay operator +corresponds with which input. +e.g., input zero point of qnn.conv2d is 4th argument(3rd index) + +The rest of the utility functions are misc. +Refer to the description inside such functions +""" + +from enum import Enum +import numpy as np + +from tvm import relay +from tvm.relay.build_module import bind_params_by_name +from tvm.relay.backend.contrib.ethosu import preprocess + + +class QConv2DArgs(Enum): + """ + This is a helper enums to access the correct index + qnn conv2d arguments + """ + + ifm = 0 + weights = 1 + ifm_zero_point = 2 + weights_zero_point = 3 + ifm_scale = 4 + weights_scale = 5 + + +class RequantArgs(Enum): + """ + This is a helper enums to access the correct index + qnn requantize arguments + """ + + ifm_scale = 1 + ifm_zero_point = 2 + ofm_scale = 3 + ofm_zero_point = 4 + + +class BiasAddArgs(Enum): + """ + This is a helper enums to access the correct index + qnn bias_add arguments + """ + + biases = 1 + + +class ClipArgs(Enum): + """ + This is a helper enums to access the correct index + qnn bias_add arguments + """ + + a_min = 1 + a_max = 2 + + +class MaxPoolArgs(Enum): + """ + This is a helper enums to access the correct index + max pool arguments + """ + + ifm = 0 + + +class AddArgs(Enum): + """This is a helper enums to access the correct index + max pool arguments + """ + + ifm0 = 0 + ifm1 = 1 + ifm0_scale = 2 + ifm0_zero_point = 3 + ifm1_scale = 4 + ifm1_zero_point = 5 + ofm_scale = 6 + ofm_zero_point = 7 + + +def is_composite_func(func, name): + """ + This a method to check whether the call is to + a composite function of the "name". Review comment: Done ( I think) ########## File path: python/tvm/relay/backend/contrib/ethosu/vela_api.py ########## @@ -0,0 +1,314 @@ +# 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. +""" +conversions between TVM and Vela. Therefore, all interactions with the Review comment: Done -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
