1ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# 2ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# Copyright (C) 2017 The Android Open Source Project 3ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# 4ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# Licensed under the Apache License, Version 2.0 (the "License"); 5ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# you may not use this file except in compliance with the License. 6ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# You may obtain a copy of the License at 7ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# 8ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# http://www.apache.org/licenses/LICENSE-2.0 9ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# 10ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# Unless required by applicable law or agreed to in writing, software 11ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# distributed under the License is distributed on an "AS IS" BASIS, 12ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# See the License for the specific language governing permissions and 14ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# limitations under the License. 15ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# 16ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 17ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# model 18ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenmodel = Model() 19ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 20ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenbat = 1 21ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenrow = 200 22e68d924a02511200be6186c947359dee7bb58f23Jean-Luc Brouilletcol = 180 23ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenchn = 1 24ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 25ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Cheni0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) 26ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 27ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenstd = 2 28ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenflt = 10 29ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenpad = 0 30ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 31ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenstride = Int32Scalar("stride", std) 32ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenfilt = Int32Scalar("filter", flt) 33ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenpadding = Int32Scalar("padding", pad) 34ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenact0 = Int32Scalar("activation", 0) 35ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenoutput_row = (row + 2 * pad - flt + std) // std 36ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenoutput_col = (col + 2 * pad - flt + std) // std 37ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 38ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenoutput = Output("output", "TENSOR_FLOAT32", 39ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) 40ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 41ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenmodel = model.Operation( 42ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) 43ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 44ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# Example 1. Input in operand 0, 45ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Cheninput_values = [x % 2 for x in range(bat * row * col * chn)] 46ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Cheninput0 = {i0: input_values} 47ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenoutput_values = [.5 for _ in range(bat * output_row * output_col * chn)] 48ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chenoutput0 = {output: output_values} 49ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen 50ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong Chen# Instantiate an example 51ed4b977e1a3c1dd7a4cc02b9a404ed35d8f36b0eDong ChenExample((input0, output0)) 52