| /* Copyright 2021 The TensorFlow Authors. All Rights Reserved. |
| |
| 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. |
| ==============================================================================*/ |
| |
| #include "tensorflow/lite/micro/kernels/testdata/conv_test_data.h" |
| |
| #include "tensorflow/lite/c/common.h" |
| |
| namespace tflite { |
| |
| // Kernel Conv Test Case: Int8Filter8x3x3x3PerChannelScaleRelu6ShouldMatchGolden |
| const int8_t kConvInput1x32x32x3[1 * 32 * 32 * 3] = { |
| 27, 32, 33, 31, 31, 35, 32, 33, 35, 30, 37, 36, |
| 31, 37, 37, 31, 37, 37, 31, 36, 42, 32, 38, 39, |
| 34, 39, 40, 36, 38, 40, 32, 42, 41, 36, 41, 42, |
| 35, 41, 42, 38, 44, 45, 40, 46, 43, 40, 44, 48, |
| 34, 39, 40, 39, 43, 44, 49, 53, 60, 42, 48, 49, |
| 36, 44, 43, 35, 45, 44, 37, 46, 45, 38, 46, 45, |
| 39, 45, 45, 37, 45, 44, 41, 46, 46, 41, 46, 46, |
| 38, 46, 46, 40, 47, 47, 38, 48, 47, 38, 46, 46, |
| 29, 32, 33, 30, 32, 34, 31, 32, 34, 29, 35, 34, |
| 30, 36, 34, 30, 37, 36, 32, 37, 37, 31, 37, 36, |
| 31, 37, 37, 33, 38, 39, 34, 40, 39, 34, 41, 41, |
| 42, 48, 47, 26, 27, 27, -20, -17, -19, -4, -3, 0, |
| 1, 1, 6, -4, -5, 0, -31, -33, -31, -8, -7, -7, |
| 53, 59, 62, 37, 44, 42, 37, 46, 44, 37, 45, 43, |
| 38, 46, 43, 39, 45, 44, 39, 46, 46, 38, 47, 46, |
| 42, 47, 47, 40, 48, 47, 42, 47, 48, 41, 49, 47, |
| 31, 33, 35, 33, 33, 36, 31, 37, 35, 30, 37, 36, |
| 31, 37, 36, 33, 36, 38, 32, 38, 37, 33, 39, 37, |
| 34, 40, 40, 33, 40, 40, 37, 38, 41, 40, 47, 47, |
| 4, 7, 2, -34, -34, -34, 34, 40, 38, -48, -42, -47, |
| -65, -61, -62, -55, -47, -49, 7, 14, 14, 21, 26, 26, |
| -24, -24, -31, 49, 56, 58, 39, 47, 46, 38, 47, 45, |
| 39, 47, 44, 39, 47, 45, 39, 48, 45, 40, 48, 47, |
| 40, 47, 47, 39, 46, 46, 40, 47, 47, 41, 47, 48, |
| 30, 31, 32, 29, 34, 34, 31, 34, 36, 30, 36, 36, |
| 31, 36, 34, 32, 36, 34, 30, 37, 37, 34, 37, 35, |
| 34, 37, 38, 34, 37, 38, 36, 39, 39, 43, 45, 44, |
| -68, -69, -78, 50, 57, 56, -70, -69, -71, -116, -117, -114, |
| -105, -105, -102, -99, -99, -97, -106, -105, -97, 62, 72, 70, |
| -30, -28, -27, 10, 14, 10, 42, 53, 51, 40, 48, 47, |
| 42, 48, 48, 42, 48, 47, 41, 49, 47, 42, 48, 47, |
| 42, 49, 49, 43, 49, 49, 43, 49, 49, 41, 49, 47, |
| 33, 34, 37, 31, 36, 36, 31, 38, 37, 32, 37, 38, |
| 34, 36, 36, 35, 37, 36, 33, 39, 39, 33, 38, 38, |
| 35, 38, 37, 37, 39, 37, 38, 41, 42, 22, 25, 25, |
| -46, -49, -50, 61, 64, 64, -66, -63, -63, -113, -113, -113, |
| -100, -100, -97, -97, -96, -95, -112, -110, -103, 51, 65, 62, |
| 10, 17, 17, -40, -38, -43, 46, 58, 55, 40, 47, 46, |
| 42, 46, 47, 39, 48, 47, 39, 49, 48, 38, 50, 49, |
| 42, 48, 48, 42, 48, 48, 42, 49, 49, 44, 48, 48, |
| 31, 34, 35, 31, 36, 35, 31, 38, 36, 32, 38, 36, |
| 33, 37, 38, 34, 38, 39, 36, 36, 39, 36, 37, 39, |
| 37, 38, 40, 37, 41, 42, 38, 42, 42, 41, 45, 45, |
| -37, -42, -45, 44, 53, 55, 5, 3, 4, -95, -97, -90, |
| -89, -92, -94, -86, -85, -82, -38, -62, -62, 63, 35, 26, |
| -19, -19, -23, 2, -25, -28, 69, 26, 27, 64, 21, 21, |
| 65, 21, 23, 62, 24, 21, 62, 26, 24, 56, 32, 29, |
| 44, 46, 44, 42, 50, 51, 43, 49, 49, 42, 48, 48, |
| 31, 33, 35, 32, 37, 35, 32, 37, 35, 33, 38, 39, |
| 37, 38, 39, 38, 39, 41, 39, 41, 41, 38, 40, 43, |
| 37, 41, 43, 38, 43, 45, 38, 46, 45, 45, 50, 50, |
| 10, -1, -5, 2, 9, 5, 42, 34, 34, 2, -19, -25, |
| -64, -73, -88, -39, -34, -37, 37, -13, -14, 3, -22, -20, |
| -15, -28, -28, 67, 21, 24, 63, 26, 28, 61, 23, 28, |
| 60, 22, 23, 62, 24, 22, 61, 25, 23, 64, 26, 26, |
| 65, 23, 20, 45, 41, 37, 42, 49, 50, 42, 49, 48, |
| 31, 32, 34, 32, 33, 35, 32, 35, 34, 31, 38, 38, |
| 43, 45, 44, 41, 46, 44, 37, 44, 42, 39, 34, 32, |
| 45, 31, 27, 50, 30, 22, 46, 20, 13, 38, 5, -4, |
| 33, -9, -14, -2, -42, -49, -41, -50, -49, -44, -54, -51, |
| -71, -82, -96, -57, -56, -66, -18, -17, -10, -25, -46, -49, |
| 28, -20, -15, 36, -6, -5, 55, 18, 22, 56, 13, 17, |
| 56, 10, 14, 56, 13, 16, 52, 14, 12, 52, 17, 13, |
| 52, 15, 14, 50, 13, 4, 46, 53, 52, 44, 50, 49, |
| 27, 34, 35, 28, 36, 33, 37, 37, 31, 62, 50, 45, |
| -26, -26, -24, -127, -124, -123, 32, -1, 0, 66, 26, 21, |
| 54, 16, 15, 49, 17, 14, 39, 7, 5, 23, -19, -24, |
| 0, -43, -49, 17, -15, -11, 43, 24, 32, 42, 31, 48, |
| 60, 62, 77, 79, 81, 90, 81, 73, 85, 82, 71, 79, |
| 66, 44, 51, 39, -1, 7, 31, -20, -15, 33, -15, -11, |
| 39, 0, 1, 40, 1, 1, 43, 2, 3, 45, 7, 6, |
| 42, -4, -5, 33, -13, -23, 49, 55, 53, 43, 53, 53, |
| 56, 24, 21, 65, 19, 19, 83, 40, 38, -85, -95, -95, |
| -127, -127, -127, -34, -30, -21, -59, -60, -59, 50, 16, 19, |
| 55, 15, 12, 42, 2, -1, 25, -4, -5, 14, 4, 7, |
| 16, 17, 20, 0, 5, 4, -9, -10, -6, -6, -7, -1, |
| -12, -13, -8, -1, -1, 5, -4, -3, 3, 11, 10, 13, |
| 29, 27, 27, 62, 64, 63, 99, 99, 103, 74, 59, 67, |
| 12, -32, -25, 9, -44, -51, 15, -45, -46, 15, -50, -54, |
| 19, -39, -49, 38, 31, 26, 45, 48, 48, 50, 34, 31, |
| 63, 22, 26, 69, 34, 37, 9, -11, -12, -127, -127, -127, |
| -109, -110, -110, -126, -127, -125, -57, -52, -46, -25, -40, -47, |
| 66, 26, 27, 4, -7, -8, -12, -6, -7, -40, -39, -42, |
| -46, -47, -50, -21, -21, -21, -28, -28, -30, -13, -11, -17, |
| -11, -10, -13, -21, -19, -26, -9, -6, -13, -23, -22, -24, |
| -8, -1, -6, -4, -1, 1, -7, -7, -7, 25, 21, 19, |
| 77, 80, 80, 39, 11, 26, -19, -72, -74, 19, -21, -24, |
| 51, 25, 23, 57, 13, 12, 56, 7, 7, 54, 8, 6, |
| 54, 22, 26, 55, 25, 30, 19, -25, -28, -51, -107, -114, |
| -105, -114, -116, -114, -114, -109, -53, -57, -64, 24, 26, 27, |
| -31, -28, -30, -45, -44, -48, -53, -55, -58, -29, -29, -30, |
| -23, -21, -25, 2, 3, -1, 2, 2, 2, 3, 3, 1, |
| -1, 1, -1, -22, -20, -22, 24, 27, 22, 0, 3, -4, |
| 8, 11, 4, -9, -6, -12, -3, 3, -2, -1, 2, 1, |
| 0, -1, 4, 5, 6, 7, 40, 38, 43, 52, 7, 8, |
| 60, 15, 19, 56, 6, 8, 48, -3, -2, 45, -5, -6, |
| 38, -8, -2, 37, -6, 1, 22, -11, -6, -25, -65, -69, |
| -58, -97, -94, -76, -110, -111, -47, -64, -65, -65, -69, -73, |
| -47, -49, -51, -37, -35, -38, -20, -20, -20, 29, 32, 28, |
| 49, 54, 54, 65, 71, 72, 51, 59, 60, 32, 42, 45, |
| 47, 44, 48, 7, -9, -4, 83, 96, 95, 55, 63, 64, |
| 59, 58, 56, 43, 47, 44, 15, 16, 13, 2, 3, -1, |
| 0, 3, -2, -4, 2, 2, -18, -18, -18, 4, 0, 0, |
| 49, 5, 9, 50, -8, -1, 38, -21, -17, 33, -18, -18, |
| 18, -34, -41, 20, -25, -28, 23, -7, -10, 20, -9, -11, |
| -13, -56, -55, -64, -91, -96, -48, -58, -61, -54, -55, -58, |
| -32, -29, -31, 12, 15, 15, 60, 66, 65, 7, 13, 18, |
| 45, 57, 57, 62, 16, 21, 69, 58, 60, 47, 29, 33, |
| 36, 4, 9, 21, 12, 15, 44, 23, 28, 75, 82, 81, |
| 69, 12, 22, 87, 95, 95, 31, 37, 42, 53, 62, 59, |
| 22, 24, 19, 1, 1, -1, -10, -6, -8, -14, -20, -17, |
| -34, -40, -41, 44, -13, -8, 21, -34, -30, 12, -45, -42, |
| 5, -59, -65, 7, -48, -53, 12, -33, -40, 17, -21, -25, |
| 0, -37, -36, -53, -68, -70, -54, -60, -62, -11, -6, -5, |
| 22, 29, 29, 59, 68, 67, 66, 67, 65, 74, 70, 72, |
| 74, 82, 82, 69, 88, 88, 40, 12, 17, 72, 78, 78, |
| 51, 50, 51, 11, 0, 4, 84, 95, 95, 47, 22, 26, |
| 59, 63, 65, 79, 87, 88, 86, 90, 93, 78, 55, 57, |
| 66, 74, 72, 41, 47, 43, 13, 14, 12, -6, -2, -5, |
| -28, -35, -26, -23, -42, -44, 19, -39, -33, -4, -68, -64, |
| 7, -50, -55, -11, -78, -77, -3, -54, -59, 5, -41, -47, |
| -45, -65, -70, -50, -63, -68, -25, -20, -17, 8, 15, 16, |
| 36, 41, 45, 30, 38, 43, 66, 40, 40, 59, 32, 37, |
| 69, 85, 82, 39, 16, 20, 23, 29, 33, 76, 84, 85, |
| 35, 38, 39, -4, -1, 0, 82, 89, 89, 46, 55, 58, |
| 45, 27, 31, 74, 84, 83, 76, 82, 83, 73, 45, 48, |
| 88, 97, 100, 30, 38, 37, 40, 43, 41, 9, 12, 7, |
| 12, 15, 16, -56, -62, -53, 2, -45, -42, -11, -64, -61, |
| 39, 3, -3, -37, -103, -104, -28, -88, -87, -32, -83, -84, |
| -67, -86, -91, -46, -52, -49, 11, 18, 21, 53, 59, 58, |
| 50, 58, 59, 46, 56, 59, 68, 79, 78, 66, 77, 76, |
| 70, 77, 77, 34, 18, 22, 71, 77, 79, 77, 84, 85, |
| -30, -27, -29, -73, -76, -82, 83, 90, 90, 77, 85, 86, |
| 51, 32, 36, 64, 72, 72, 77, 83, 84, 77, 86, 90, |
| 83, 91, 92, 82, 93, 94, 75, 82, 82, 26, 33, 29, |
| 18, 21, 20, -27, -29, -14, -47, -75, -76, -25, -77, -78, |
| 43, 0, 2, 39, 0, -3, -69, -108, -107, -95, -118, -118, |
| -37, -56, -62, -12, -10, -6, 28, 34, 39, 61, 73, 72, |
| 70, 52, 50, 57, 15, 20, 63, 76, 77, 63, 73, 71, |
| 68, 75, 75, 46, 40, 41, 51, 48, 49, 63, 73, 74, |
| 27, 31, 32, -9, -7, -2, 66, 73, 76, 75, 85, 87, |
| 37, 16, 19, 77, 86, 85, 81, 85, 86, 80, 88, 87, |
| 79, 73, 76, 77, 43, 45, 88, 98, 98, 65, 71, 72, |
| 30, 36, 31, 27, 28, 38, -62, -64, -59, 37, 29, 29, |
| 34, -12, -13, 32, -14, -20, 24, -19, -22, -52, -76, -81, |
| -22, -36, -41, 6, 13, 19, 45, 51, 54, 43, 50, 51, |
| 44, 48, 51, 66, 70, 68, 64, 70, 70, 64, 71, 71, |
| 66, 72, 72, 67, 77, 76, 40, 29, 32, 21, -2, 3, |
| 58, 65, 66, -15, -9, -5, 52, 45, 48, 35, 10, 15, |
| 71, 80, 80, 75, 83, 82, 98, 102, 103, 95, 101, 101, |
| 93, 100, 99, 94, 103, 100, 81, 88, 88, 71, 77, 77, |
| 63, 71, 67, 37, 42, 50, -68, -75, -64, 29, -10, -5, |
| 28, -22, -18, 38, 4, 4, 37, -2, -2, -10, -30, -43, |
| -23, -35, -37, 37, 44, 48, 40, 46, 48, 34, 41, 43, |
| 35, 46, 48, 67, 76, 75, 64, 70, 70, 64, 70, 70, |
| 64, 70, 70, 65, 71, 71, 68, 76, 76, 70, 73, 72, |
| -21, -30, -30, -66, -74, -87, 50, 41, 42, 71, 82, 81, |
| 70, 77, 77, 80, 89, 88, 118, 124, 124, 120, 123, 125, |
| 121, 124, 125, 121, 126, 127, 115, 120, 123, 98, 104, 104, |
| 85, 93, 91, 45, 50, 54, -70, -72, -58, 56, 15, 19, |
| 30, -25, -18, 29, -12, -9, 10, -40, -40, 58, 37, 33, |
| -30, -42, -44, 36, 45, 47, 40, 48, 51, 68, 78, 78, |
| 56, 12, 16, 57, 43, 49, 65, 72, 72, 63, 71, 70, |
| 64, 70, 70, 64, 70, 70, 64, 70, 70, 68, 74, 74, |
| 11, 14, 10, -50, -52, -53, 79, 86, 86, 68, 76, 77, |
| 67, 75, 76, 81, 84, 89, 116, 124, 123, 121, 126, 126, |
| 122, 126, 127, 112, 101, 104, 97, 97, 96, 77, 84, 85, |
| 77, 83, 82, 37, 44, 46, -74, -78, -62, 52, -3, 0, |
| 24, -23, -21, 15, -39, -36, -4, -59, -61, 7, -18, -22, |
| -32, -40, -50, 27, 34, 36, 48, 54, 58, 67, 75, 76, |
| 59, 61, 59, 62, 69, 67, 62, 69, 69, 64, 70, 70, |
| 65, 71, 71, 66, 72, 72, 63, 69, 69, 58, 64, 64, |
| 33, 33, 35, -29, -24, -24, 75, 83, 82, 72, 79, 79, |
| 70, 76, 79, 71, 76, 80, 78, 83, 86, 79, 84, 86, |
| 79, 89, 88, 83, 93, 92, 63, 70, 70, 82, 89, 92, |
| 60, 67, 70, 22, 25, 30, -64, -66, -57, 34, -27, -22, |
| 14, -45, -46, 18, -29, -30, 9, -29, -29, -15, -52, -50, |
| -26, -29, -44, -13, -9, -5, 41, 46, 51, 60, 66, 68, |
| -11, -7, 0, 72, 78, 78, 65, 72, 73, 64, 70, 70, |
| 66, 72, 72, 68, 74, 74, 66, 75, 75, 13, 18, 24, |
| 24, 25, 30, 14, 19, 25, 36, 40, 47, 38, 43, 47, |
| 74, 79, 81, 70, 75, 80, 71, 78, 78, 73, 80, 81, |
| 70, 62, 63, 80, 81, 82, 53, 59, 60, 66, 68, 72, |
| 26, 36, 38, -35, -34, -25, -45, -62, -61, 11, -47, -44, |
| 35, -6, -2, 36, -5, 0, 19, -26, -24, -23, -78, -78, |
| -44, -62, -73, -38, -47, -47, 45, 51, 59, 58, 62, 67, |
| 78, 88, 88, 57, 25, 28, 57, 19, 21, 69, 76, 79, |
| 66, 73, 72, 68, 73, 74, 66, 72, 72, 54, 60, 60, |
| 45, 50, 54, 46, 50, 54, 45, 47, 52, 45, 50, 54, |
| 74, 78, 82, 71, 76, 81, 73, 79, 83, 75, 83, 84, |
| 72, 33, 36, 74, 69, 66, 81, 89, 88, 66, 73, 76, |
| -12, -6, -2, -73, -71, -67, -13, -58, -59, -7, -67, -66, |
| 43, 6, 5, 47, 6, 7, 38, -5, -4, 14, -35, -35, |
| -38, -79, -83, -29, -43, -48, -19, -17, -10, 36, 44, 49, |
| 58, 64, 68, 73, 84, 84, 33, 42, 47, 70, 76, 76, |
| 71, 83, 83, 68, 75, 75, 69, 74, 75, 72, 77, 79, |
| 65, 71, 73, 66, 71, 74, 62, 68, 69, 75, 81, 81, |
| 69, 78, 78, 71, 77, 79, 70, 70, 74, 70, 72, 76, |
| 35, 41, 45, 87, 95, 92, 70, 75, 79, 26, 35, 39, |
| -45, -51, -48, -50, -72, -72, -10, -56, -63, 9, -11, -18, |
| 66, 27, 30, 67, 28, 31, 56, 19, 21, 33, -13, -11, |
| -20, -76, -80, -38, -57, -54, -40, -54, -58, 5, 10, 16, |
| 49, 54, 59, 61, 66, 68, 8, 15, 20, 73, 77, 78, |
| 49, -31, -18, 77, 88, 87, 67, 74, 74, 70, 82, 81, |
| 63, 71, 70, 63, 68, 69, 63, 71, 73, 69, 80, 79, |
| 70, 77, 76, 77, 75, 76, 59, 4, 9, 75, 85, 83, |
| 57, 64, 63, 54, 64, 63, 63, 72, 76, -50, -53, -46, |
| -35, -51, -51, 30, 26, 18, 60, 72, 71, 61, 72, 73, |
| 62, 24, 28, 54, 12, 14, 50, 6, 9, 31, -19, -13, |
| -7, -67, -66, -65, -105, -110, -37, -50, -47, -31, -45, -47, |
| -4, 3, 7, 41, 46, 52, 65, 70, 71, 63, 70, 70, |
| 76, 88, 83, 19, 25, 30, 74, 85, 85, 56, -10, 0, |
| 67, 62, 65, 79, 89, 89, 60, 37, 40, 66, 25, 29, |
| 69, 76, 79, 9, 14, 19, 80, 93, 91, 63, 69, 70, |
| 70, 78, 80, 57, 67, 71, -58, -58, -52, -21, -40, -41, |
| 59, 64, 60, 60, 71, 72, 52, 41, 44, 48, 19, 21, |
| 49, 4, 5, 45, -4, -2, 42, -17, -11, 27, -21, -19, |
| 4, -45, -45, -28, -74, -77, -61, -105, -105, -36, -50, -47, |
| -19, -38, -35, 6, 9, 13, 28, 30, 37, 41, 46, 50, |
| 64, 66, 70, 40, 41, 45, 74, 82, 82, 72, 73, 70, |
| 76, 79, 80, -20, -18, -9, 76, 83, 81, 74, 81, 79, |
| 76, 82, 81, 37, 41, 41, 68, 74, 77, 66, 72, 75, |
| 8, 13, 20, -56, -59, -55, -15, -33, -40, 25, 5, 3, |
| 40, 15, 15, 42, -1, 0, 46, 1, 4, 49, 1, 6, |
| 38, -19, -18, 34, -30, -30, 32, -17, -17, 29, -11, -11, |
| 26, -13, -16, 5, -40, -47, -28, -82, -88, -64, -104, -113, |
| -51, -67, -63, -13, -24, -23, -3, -9, -5, 29, 34, 38, |
| 22, 30, 35, 45, 52, 57, 45, 50, 54, 38, 43, 47, |
| 64, 71, 72, 42, 46, 49, 60, 66, 67, 35, 41, 42, |
| 55, 60, 64, 54, 64, 65, 11, 16, 23, -34, -30, -28, |
| -54, -61, -66, -17, -44, -51, 15, -24, -29, 43, 4, 2, |
| 43, 11, 9, 41, 6, 11, 41, 2, 5, 43, -2, 1, |
| 30, -31, -32, 33, -12, -13, 45, 13, 11, 48, 18, 17, |
| 44, 10, 9, 33, -2, -5, 6, -48, -51, -34, -88, -98, |
| -62, -101, -104, -69, -91, -88, -38, -53, -50, -11, -24, -24, |
| -7, -16, -13, 8, 9, 13, 30, 34, 38, 28, 35, 38, |
| 25, 31, 35, 21, 26, 32, 20, 25, 31, 18, 22, 28, |
| -1, 2, 6, -45, -48, -46, -53, -64, -67, -43, -67, -77, |
| 9, -22, -30, 25, -15, -18, 40, -7, -7, 39, -7, -5, |
| 33, -12, -9, 29, -10, -8, 30, -8, -4, 32, -12, -10, |
| 44, 7, 10, 53, 12, 12, 59, 17, 19, 61, 22, 21, |
| 54, 15, 14, 51, 8, 9, 39, -5, -7, 7, -41, -50, |
| -46, -92, -102, -62, -95, -94, -85, -108, -113, -90, -112, -116, |
| -29, -32, -44, 3, -1, -2, -35, -45, -38, -25, -33, -28, |
| -30, -37, -32, -39, -46, -46, -49, -60, -62, -57, -71, -74, |
| -67, -87, -93, -39, -65, -75, -8, -36, -42, 25, -9, -13, |
| 52, 19, 21, 49, 13, 16, 31, -10, -7, 35, -13, -6, |
| 38, -15, -6, 32, -20, -17, 23, -23, -22, 24, -26, -23, |
| 63, 25, 22, 66, 30, 30, 64, 25, 28, 62, 22, 28, |
| 61, 21, 26, 55, 17, 17, 52, 13, 13, 42, 2, 4, |
| 7, -42, -42, -56, -99, -98, -56, -84, -86, -20, -45, -61, |
| -39, -79, -90, -57, -99, -102, -49, -96, -102, -47, -91, -94, |
| -49, -87, -92, -47, -86, -88, -28, -70, -76, -5, -41, -45, |
| 19, -9, -11, 35, 12, 9, 42, 17, 16, 44, 15, 17, |
| 40, 13, 15, 27, -10, -7, 5, -53, -51, 3, -51, -56, |
| 6, -55, -59, 16, -41, -41, 19, -31, -29, 14, -41, -39}; |
| |
| // Kernel Conv Test Case: Int8Filter8x3x3x3PerChannelScaleRelu6ShouldMatchGolden |
| const int8_t kConvFilter8x3x3x3[8 * 3 * 3 * 3] = { |
| -82, -59, -112, -88, -69, -114, -50, -60, -99, -67, -63, -100, -75, |
| -86, -124, -51, -46, -94, -94, -88, -127, -77, -71, -109, -28, -41, |
| -93, -31, 68, -34, -54, 104, -49, -32, 62, -30, -38, 80, -41, |
| -67, 127, -63, -36, 71, -36, -12, 26, -15, -26, 51, -27, -6, |
| 18, -12, 114, 86, 55, 109, 80, 49, 103, 75, 50, 112, 84, |
| 55, 108, 79, 50, 102, 72, 48, 127, 95, 64, 124, 91, 61, |
| 116, 85, 59, -93, 24, 72, -98, 25, 76, -24, 7, 18, -120, |
| 34, 87, -127, 35, 94, -29, 10, 21, -49, 21, 27, -54, 17, |
| 35, 2, -3, 1, 44, 73, 10, 38, 68, 17, -12, -15, 5, |
| -70, -127, -16, -53, -115, -25, 6, 10, -11, 24, 55, 2, 19, |
| 54, 10, -11, -16, 2, 97, 114, 86, 99, 113, 87, 105, 123, |
| 92, 103, 120, 93, 104, 118, 92, 109, 125, 99, 99, 117, 97, |
| 100, 115, 92, 108, 127, 102, -48, -78, -20, -79, -127, -33, -38, |
| -56, -13, -13, -9, -8, -29, -24, -10, -16, -14, -2, 22, 28, |
| 7, 36, 43, 13, 15, 16, 11, -31, -64, -18, -30, -57, -15, |
| 4, -7, 1, -78, -127, -32, -69, -119, -31, -3, -4, -2, -49, |
| -61, -15, -42, -63, -18, -2, 8, 0}; |
| |
| // Kernel Conv Test Case: Int8Filter8x3x3x3PerChannelScaleRelu6ShouldMatchGolden |
| const int32_t kConvBiasQuantized8[8] = {-4166945, 70595, 203077, 315159, |
| 55295, 184082, 75855, 233991}; |
| |
| // Kernel Conv Test Case: Int8Filter8x3x3x3PerChannelScaleRelu6ShouldMatchGolden |
| const int8_t kConvGoldenOutput1x16x16x8[1 * 16 * 16 * 8] = { |
| -128, -21, -81, 67, -20, -109, -29, 4, -128, -19, -81, 68, |
| -19, -109, -31, 3, -128, -19, -80, 68, -20, -109, -32, 2, |
| -128, -19, -80, 68, -20, -109, -32, 1, -128, -19, -80, 68, |
| -19, -109, -33, 1, -128, -18, -80, 69, -18, -109, -36, -1, |
| -128, -19, -86, 68, -36, -112, -46, 9, -128, -20, -92, 68, |
| 13, -115, -47, 20, -128, -21, -94, 68, -19, -116, -52, 27, |
| -128, -20, -87, 68, 29, -112, -43, 18, -128, -17, -80, 69, |
| -36, -108, -41, 0, -128, -17, -78, 69, -20, -108, -37, -3, |
| -128, -18, -77, 68, -21, -107, -37, -3, -128, -18, -77, 69, |
| -20, -107, -38, -4, -128, -18, -77, 69, -22, -107, -38, -4, |
| -128, -19, -82, 69, -18, -110, -31, -4, -128, -20, -81, 67, |
| -19, -109, -30, 3, -128, -19, -81, 68, -19, -109, -31, 2, |
| -128, -19, -80, 68, -20, -109, -31, 2, -128, -19, -80, 68, |
| -20, -109, -33, 1, -128, -20, -79, 68, -19, -108, -33, 1, |
| -128, -19, -88, 67, -19, -113, -34, 0, -128, -19, -99, 66, |
| -13, -118, -1, 26, -128, -19, -120, 66, 32, -128, 2, 64, |
| -128, -20, -124, 67, 8, -128, 13, 76, -128, -19, -98, 68, |
| 1, -118, -17, 31, -128, -18, -89, 67, -12, -113, -33, 25, |
| -128, -17, -76, 69, -22, -107, -37, -5, -128, -17, -77, 68, |
| -22, -107, -38, -4, -128, -17, -77, 69, -22, -107, -38, -5, |
| -128, -18, -76, 69, -23, -107, -38, -5, -128, -19, -82, 68, |
| -18, -110, -31, -5, -128, -19, -81, 68, -20, -109, -31, 2, |
| -128, -19, -80, 68, -21, -109, -32, 1, -128, -20, -79, 67, |
| -20, -109, -32, 1, -128, -21, -79, 67, -20, -108, -32, 0, |
| -128, -20, -79, 67, -21, -108, -33, -1, -128, -20, -86, 67, |
| -20, -113, -12, -1, -128, -21, -93, 66, -15, -115, -10, 21, |
| -128, -23, -113, 65, -16, -126, 77, 46, -128, -23, -120, 65, |
| -9, -128, 74, 71, -128, -26, -97, 60, -26, -118, -12, 29, |
| -128, -27, -89, 61, -11, -114, 1, 28, -128, -32, -77, 58, |
| -15, -108, -42, -2, -128, -30, -78, 58, -16, -108, -40, 0, |
| -128, -26, -77, 60, -18, -108, -40, -2, -128, -20, -77, 66, |
| -24, -107, -41, -4, -128, -19, -82, 68, -17, -110, -32, -5, |
| -128, -20, -81, 67, -20, -109, -32, 3, -128, -20, -82, 67, |
| -14, -110, -34, 0, -128, -20, -90, 67, -62, -113, -67, 16, |
| -128, -24, -80, 64, -25, -109, -38, 1, -128, -25, -80, 61, |
| -20, -110, -39, 2, -128, -28, -87, 58, -10, -113, -42, 9, |
| -128, -29, -94, 56, -15, -116, -13, 29, -128, -26, -96, 61, |
| 37, -118, 24, 31, -128, -23, -94, 62, 30, -116, 55, 40, |
| -128, -33, -87, 59, 25, -113, 26, 20, -128, -41, -85, 53, |
| -8, -112, -19, 16, -128, -42, -83, 52, -26, -111, -42, 9, |
| -128, -40, -82, 52, -20, -111, -38, 8, -128, -38, -82, 52, |
| -18, -111, -38, 7, -128, -29, -81, 54, -22, -110, -42, 9, |
| -128, -19, -81, 68, -18, -110, -32, -7, -128, -31, -80, 58, |
| -17, -109, -33, 1, -128, -24, -107, 60, 0, -123, -46, 32, |
| -128, -23, -121, 66, -27, -128, 24, 76, -128, -34, -92, 57, |
| -9, -115, -39, 32, -128, -35, -86, 53, -16, -113, -29, 10, |
| -128, -30, -97, 58, -25, -117, -17, 24, -128, -27, -97, 62, |
| -46, -117, -15, 28, -128, -26, -91, 66, -4, -114, -44, 23, |
| -128, -24, -87, 68, 15, -112, -71, 17, -128, -25, -85, 66, |
| 10, -111, -71, 13, -128, -29, -83, 63, -38, -110, -39, 5, |
| -128, -36, -82, 59, -88, -110, -14, -2, -128, -41, -90, 52, |
| 25, -115, -9, 19, -128, -43, -94, 47, 1, -117, -21, 34, |
| -128, -32, -84, 52, -13, -111, -16, 15, -128, -24, -83, 63, |
| -20, -111, -39, -1, -128, -38, -85, 54, -23, -112, -36, 6, |
| -128, -32, -116, 54, -12, -128, 61, 50, -128, -24, -127, 63, |
| -12, -128, 68, 87, -128, -24, -106, 63, -47, -122, -6, 44, |
| -128, -22, -102, 63, 8, -120, -17, 38, -128, -20, -99, 66, |
| 6, -118, 30, 38, -128, -20, -90, 66, -8, -114, 35, 21, |
| -128, -20, -89, 66, -16, -114, 18, 17, -128, -20, -89, 65, |
| -15, -113, 14, 25, -128, -18, -84, 66, -14, -111, 22, 9, |
| -128, -18, -89, 66, -4, -113, 8, 15, -128, -20, -89, 66, |
| -16, -113, -27, 20, -128, -27, -90, 65, 9, -114, -30, 14, |
| -128, -37, -90, 56, -63, -114, -5, 20, -128, -43, -84, 50, |
| -21, -112, -32, 8, -128, -38, -89, 49, -17, -114, -24, 16, |
| -128, -41, -96, 49, -13, -118, -21, 31, -128, -37, -101, 53, |
| -33, -120, 23, 28, -128, -33, -116, 54, -24, -127, 56, 61, |
| -128, -22, -108, 63, -15, -123, 45, 53, -128, -20, -89, 66, |
| -18, -113, 33, 24, -128, -20, -76, 67, -31, -107, -9, 0, |
| -128, -25, -72, 65, 2, -105, -45, -12, -128, -26, -76, 64, |
| -22, -107, -35, -6, -128, -28, -79, 62, -19, -108, -26, 11, |
| -128, -25, -70, 65, -9, -104, -57, -14, -128, -24, -71, 64, |
| -22, -105, -30, -14, -128, -20, -78, 66, -30, -108, 1, -4, |
| -128, -19, -88, 66, -9, -113, 8, 10, -128, -25, -96, 65, |
| -11, -117, -5, 27, -128, -43, -96, 53, -6, -118, -26, 31, |
| -128, -41, -97, 48, -13, -118, -13, 34, -128, -46, -106, 44, |
| -8, -123, 9, 46, -128, -38, -109, 48, -17, -124, -10, 45, |
| -128, -26, -110, 59, -12, -124, 28, 57, -128, -20, -89, 68, |
| -22, -113, 15, 23, -128, -21, -74, 69, -14, -106, -41, -4, |
| -128, -24, -68, 63, -2, -103, -53, -12, -128, -23, -73, 67, |
| -9, -105, -54, -12, -128, -22, -76, 67, -12, -107, -45, -13, |
| -128, -21, -84, 67, -44, -110, -51, 21, -128, -23, -69, 67, |
| -21, -104, -40, -21, -128, -21, -68, 67, -16, -103, -64, -13, |
| -128, -25, -64, 65, -14, -101, -54, -21, -128, -18, -70, 69, |
| -18, -104, -28, -19, -128, -20, -86, 66, -19, -112, 5, 5, |
| -128, -31, -102, 64, -16, -120, 16, 34, -128, -41, -104, 49, |
| -25, -121, 5, 49, -128, -42, -99, 48, -43, -120, 33, 24, |
| -128, -36, -116, 51, 23, -128, 52, 69, -128, -24, -98, 63, |
| -31, -118, 31, 43, -128, -20, -76, 69, -28, -106, -40, -5, |
| -128, -24, -71, 64, -13, -105, -45, -7, -128, -17, -67, 70, |
| -22, -102, -59, -20, -128, -23, -72, 67, -21, -105, -38, -13, |
| -128, -21, -77, 67, -23, -108, -54, -9, -128, -21, -86, 67, |
| -51, -112, 15, 22, -128, -23, -71, 67, -32, -105, -67, -17, |
| -128, -22, -67, 66, -15, -102, -46, -13, -128, -20, -60, 69, |
| -21, -99, -60, -30, -128, -23, -61, 65, 0, -100, -61, -25, |
| -128, -18, -70, 69, -35, -104, -31, -22, -128, -25, -94, 67, |
| -21, -116, 15, 5, -128, -31, -103, 59, -47, -120, 24, 42, |
| -128, -41, -92, 50, -21, -116, -12, 21, -128, -30, -99, 53, |
| -25, -119, 30, 28, -128, -22, -88, 66, -29, -113, -13, 23, |
| -128, -20, -76, 69, -11, -107, -37, -6, -128, -20, -72, 67, |
| -30, -105, -55, -9, -128, -19, -68, 69, -22, -103, -55, -18, |
| -128, -19, -69, 69, -20, -103, -51, -19, -128, -23, -77, 65, |
| -48, -108, -21, -13, -128, -21, -90, 65, 23, -114, -22, 36, |
| -128, -23, -69, 66, -31, -104, -30, -13, -128, -18, -60, 69, |
| -27, -98, -65, -25, -128, -20, -50, 69, -36, -94, -73, -47, |
| -128, -20, -52, 68, -39, -95, -74, -46, -128, -19, -60, 69, |
| -44, -99, -62, -36, -128, -22, -86, 69, -22, -113, -24, -15, |
| -128, -34, -100, 60, -27, -119, 3, 39, -128, -45, -98, 48, |
| -13, -119, -5, 31, -128, -32, -101, 52, 1, -120, -17, 34, |
| -128, -20, -90, 66, -23, -113, -28, 27, -128, -22, -75, 69, |
| -21, -107, -52, -13, -128, -23, -74, 64, -45, -105, -42, -7, |
| -128, -18, -68, 69, -21, -103, -54, -18, -128, -19, -67, 69, |
| -23, -103, -53, -19, -128, -19, -75, 69, -23, -107, -54, -13, |
| -128, -20, -85, 67, -29, -111, -1, 20, -128, -19, -68, 69, |
| -36, -103, -68, -18, -128, -20, -63, 69, -23, -100, -70, -23, |
| -128, -19, -59, 69, -6, -98, -99, -31, -128, -20, -61, 68, |
| -15, -100, -88, -31, -128, -19, -67, 69, -20, -102, -73, -23, |
| -128, -22, -92, 69, -19, -115, -38, 1, -128, -37, -102, 57, |
| -17, -120, -2, 45, -128, -42, -91, 50, -29, -116, 10, 20, |
| -128, -37, -104, 50, -2, -122, 18, 37, -128, -23, -101, 61, |
| -5, -119, -13, 48, -128, -21, -78, 70, -33, -107, -46, -3, |
| -128, -26, -73, 65, -31, -106, -37, -11, -128, -22, -69, 66, |
| -13, -103, -55, -12, -128, -19, -66, 69, -21, -102, -55, -21, |
| -128, -20, -72, 69, -28, -105, -25, -15, -128, -22, -75, 69, |
| -29, -106, -16, -6, -128, -21, -70, 69, -19, -104, -35, -9, |
| -128, -21, -65, 69, -23, -101, -60, -23, -128, -23, -68, 68, |
| -25, -103, -61, -23, -128, -24, -68, 63, -12, -103, -55, -15, |
| -128, -20, -78, 69, -33, -108, -55, -18, -128, -25, -107, 66, |
| -2, -123, -1, 43, -128, -37, -102, 51, -10, -120, 17, 46, |
| -128, -40, -81, 52, -33, -110, -21, 3, -128, -43, -96, 50, |
| -27, -118, 7, 17, -128, -32, -112, 53, -21, -125, 15, 57, |
| -128, -23, -94, 66, -11, -115, -42, 34, -128, -20, -76, 70, |
| -27, -107, -58, -8, -128, -24, -72, 68, -10, -105, -46, -9, |
| -128, -24, -70, 64, 0, -104, -62, -8, -128, -21, -69, 67, |
| -33, -103, -66, -18, -128, -20, -68, 69, -18, -103, -54, -19, |
| -128, -20, -69, 67, -34, -103, -65, -16, -128, -23, -69, 67, |
| -34, -104, -64, -17, -128, -23, -69, 64, -3, -103, -48, -15, |
| -128, -18, -74, 69, -12, -106, -65, -16, -128, -22, -93, 67, |
| -18, -116, -31, 20, -128, -26, -90, 62, -16, -114, 49, 23, |
| -128, -24, -86, 62, -74, -112, 2, 0, -128, -44, -87, 49, |
| -18, -113, -34, 14, -128, -45, -93, 49, -11, -117, -3, 22, |
| -128, -40, -110, 48, -18, -125, 49, 48, -128, -30, -113, 57, |
| -7, -125, 5, 61, -128, -23, -93, 66, -13, -115, -47, 29, |
| -128, -20, -77, 69, -14, -107, -67, 0, -128, -20, -73, 69, |
| -27, -105, -48, -8, -128, -26, -70, 64, -47, -104, -43, -14, |
| -128, -22, -72, 68, 7, -105, -52, -6, -128, -24, -70, 64, |
| -50, -104, -46, -15, -128, -19, -73, 69, -30, -105, -41, -12, |
| -128, -19, -81, 70, -40, -109, -85, -9, -128, -22, -97, 67, |
| 21, -118, -45, 27, -128, -29, -93, 59, -37, -115, 9, 31, |
| -128, -31, -81, 59, 3, -110, -54, 5, -128, -35, -87, 55, |
| -9, -113, -29, 10, -128, -44, -88, 47, -11, -114, 1, 21, |
| -128, -38, -85, 52, -29, -112, -4, 10, -128, -39, -92, 50, |
| -27, -116, 18, 16, -128, -39, -112, 46, -14, -126, 57, 50, |
| -128, -31, -117, 57, 9, -128, 4, 67, -128, -25, -105, 63, |
| -17, -121, -46, 47, -128, -22, -91, 67, -2, -114, -50, 20, |
| -128, -21, -88, 68, -35, -112, -63, 12, -128, -21, -89, 69, |
| -25, -113, -70, 12, -128, -21, -94, 68, -30, -116, -71, 18, |
| -128, -22, -99, 66, 6, -119, -57, 32, -128, -26, -101, 60, |
| 24, -120, 19, 44, -128, -35, -94, 54, -27, -117, 28, 27, |
| -128, -41, -89, 50, -24, -114, -16, 19, -128, -41, -89, 52, |
| -12, -114, -24, 19, -128, -37, -91, 52, -17, -115, -19, 21, |
| -128, -37, -85, 55, -39, -112, -37, 8, -128, -38, -84, 55, |
| -32, -111, -42, 8, -128, -37, -86, 54, -31, -113, -32, 10, |
| -128, -37, -95, 52, -36, -117, 10, 19, -128, -35, -110, 52, |
| -10, -125, 71, 51, -128, -28, -110, 56, -21, -124, 71, 55, |
| -128, -29, -105, 57, 37, -122, 21, 48, -128, -32, -106, 57, |
| 30, -123, 32, 52, -128, -30, -107, 58, 25, -123, 38, 51, |
| -128, -30, -105, 57, -9, -122, 49, 45, -128, -30, -98, 57, |
| -59, -118, 33, 30, -128, -33, -90, 57, -46, -114, -13, 18, |
| -128, -37, -90, 56, -15, -115, -27, 16, -128, -42, -96, 50, |
| 12, -118, -6, 33, -128, -43, -95, 49, 7, -117, -4, 32, |
| -128, -37, -95, 53, -7, -117, -1, 30}; |
| |
| // Conv Test Case: Int8Filter1x3x3x1ShouldMatchGolden |
| const int8_t kConvFilter1x3x3x1[1 * 3 * 3 * 1]{ |
| 22, -98, 78, -127, 101, 47, 87, 12, -15, |
| }; |
| |
| const int32_t kConvZeroBias[1] = {0}; |
| |
| // Kernel Conv Test Case: Int8Filter1x3x3x1ShouldMatchGoldenEvenInput |
| const int8_t kConvInput1x4x4x1[1 * 4 * 4 * 1]{ |
| -127, -111, -95, -79, -63, -47, -31, -15, 1, 17, 33, 49, 65, 81, 97, 113, |
| }; |
| |
| // Conv Test Case: Int8Filter1x3x3x1ShouldMatchGoldenOddInput |
| const int8_t kConvInput1x5x5x1[1 * 5 * 5 * 1]{ |
| -128, -111, -95, -79, -63, -47, -31, -15, 1, 17, 33, 49, 65, |
| 81, 97, 113, 127, 100, 80, 60, 40, 20, 0, -20, -40}; |
| |
| // Conv Test Case: Int8Filter1x3x3x1ShouldMatchGoldenEvenInputPaddingSame |
| const int8_t kConvGoldenOutput4x4InputPaddingSame2x2[1 * 2 * 2 * 1] = {38, 24, |
| 16, -58}; |
| |
| // Conv Test Case: Int8Filter1x3x3x1ShouldMatchGoldenOddInputPaddingSame |
| const int8_t kConvGoldenOutput5x5InputPaddingSame3x3[1 * 3 * 3 * 1] = { |
| -6, 25, 30, 58, 76, 7, 50, -11, -59}; |
| |
| } // namespace tflite |
