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))
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