| # |
| # Copyright (C) 2017 The Android Open Source Project |
| # |
| # Licensed 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. |
| # |
| |
| # model |
| model = Model() |
| |
| bat = 5 |
| row = 52 |
| col = 60 |
| chn = 3 |
| |
| i0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) |
| |
| std = 5 |
| flt = 100 |
| pad = 50 |
| |
| stride = Int32Scalar("stride", std) |
| filt = Int32Scalar("filter", flt) |
| padding = Int32Scalar("padding", pad) |
| act3 = Int32Scalar("relu6_activation", 3) |
| output_row = (row + 2 * pad - flt + std) // std |
| output_col = (col + 2 * pad - flt + std) // std |
| |
| output = Output("output", "TENSOR_FLOAT32", |
| "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) |
| |
| model = model.Operation( |
| "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act3).To(output) |
| |
| # Example 1. Input in operand 0, |
| input_values = [10 for _ in range(bat * row * col * chn)] |
| input0 = {i0: input_values} |
| output_values = [6 for _ in range(bat * output_row * output_col * chn)] |
| output0 = {output: output_values} |
| |
| # Instantiate an example |
| Example((input0, output0)) |