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Int4 Depthwise performance improvement (ARM-software#117)
* Fix unit test generation for depthwise * Add new unit tests for arm_depthwise_conv_s4_generic * Improved performance for arm_depthwise_conv_s4_generic * Fix buffer allocation for arm_depthwise_conv_s4_generic unit tests Change-Id: I87543d055e936481f406f1d0872debcf87efdbdd Signed-off-by: Ryan O'Shea <[email protected]>
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/biases_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#include <stdint.h> | ||
|
||
const int32_t depthwise_int4_generic_5_biases[20] = {-8594325, -1703598848, 1687007744, -571777664, 521577216, | ||
2024419072, -263814048, -794905728, 1743926656, -1629277440, | ||
-1894920320, -219097952, -2074920448, 942072256, -156722528, | ||
-1605767168, -181432688, 1205177728, 552752768, -2036018944}; |
25 changes: 25 additions & 0 deletions
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/config_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#define DEPTHWISE_INT4_GENERIC_5_OUT_CH 20 | ||
#define DEPTHWISE_INT4_GENERIC_5_IN_CH 20 | ||
#define DEPTHWISE_INT4_GENERIC_5_INPUT_W 21 | ||
#define DEPTHWISE_INT4_GENERIC_5_INPUT_H 21 | ||
#define DEPTHWISE_INT4_GENERIC_5_DST_SIZE 1820 | ||
#define DEPTHWISE_INT4_GENERIC_5_INPUT_SIZE 8820 | ||
#define DEPTHWISE_INT4_GENERIC_5_OUT_ACTIVATION_MIN -127 | ||
#define DEPTHWISE_INT4_GENERIC_5_OUT_ACTIVATION_MAX 125 | ||
#define DEPTHWISE_INT4_GENERIC_5_INPUT_BATCHES 1 | ||
#define DEPTHWISE_INT4_GENERIC_5_FILTER_X 5 | ||
#define DEPTHWISE_INT4_GENERIC_5_FILTER_Y 5 | ||
#define DEPTHWISE_INT4_GENERIC_5_STRIDE_X 1 | ||
#define DEPTHWISE_INT4_GENERIC_5_STRIDE_Y 2 | ||
#define DEPTHWISE_INT4_GENERIC_5_PAD_X 0 | ||
#define DEPTHWISE_INT4_GENERIC_5_PAD_Y 0 | ||
#define DEPTHWISE_INT4_GENERIC_5_OUTPUT_W 13 | ||
#define DEPTHWISE_INT4_GENERIC_5_OUTPUT_H 7 | ||
#define DEPTHWISE_INT4_GENERIC_5_CH_MULT 1 | ||
#define DEPTHWISE_INT4_GENERIC_5_INPUT_OFFSET 128 | ||
#define DEPTHWISE_INT4_GENERIC_5_OUTPUT_OFFSET -2 | ||
#define DEPTHWISE_INT4_GENERIC_5_DILATION_X 2 | ||
#define DEPTHWISE_INT4_GENERIC_5_DILATION_Y 2 |
471 changes: 471 additions & 0 deletions
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/input_data.h
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/output_mult_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#include <stdint.h> | ||
|
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const int32_t depthwise_int4_generic_5_output_mult[20] = {1075004527, 1647295198, 1888315972, 1321105339, 1585122696, | ||
1252045640, 1869573033, 1425108753, 1398916209, 1183393042, | ||
1799365468, 1536291489, 1403481944, 1894003979, 1455287472, | ||
1437413539, 1237118826, 1475310136, 1982989726, 1894603641}; |
79 changes: 79 additions & 0 deletions
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/output_ref_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#include <stdint.h> | ||
|
||
const int8_t depthwise_int4_generic_5_output_ref[1820] = { | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
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7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
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-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
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7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
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-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
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-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, | ||
7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, | ||
-14, -3, -22, 4, -3, -18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, | ||
-18, -4, 0, 2, -15, -2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15, | ||
-2, -7, 1, -7, 1, 7, -4, -10, 15, -4, -14, -3, -22, 4, -3, -18, -4, 0, 2, -15}; |
7 changes: 7 additions & 0 deletions
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/output_shift_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#include <stdint.h> | ||
|
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const int32_t depthwise_int4_generic_5_output_shift[20] = {-27, -28, -29, -26, -27, -27, -27, -26, -26, -29, | ||
-27, -28, -26, -27, -27, -26, -26, -29, -27, -27}; |
9 changes: 9 additions & 0 deletions
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/test_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#include "biases_data.h" | ||
#include "config_data.h" | ||
#include "input_data.h" | ||
#include "output_mult_data.h" | ||
#include "output_ref_data.h" | ||
#include "output_shift_data.h" | ||
#include "weights_data.h" |
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_5/weights_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#include <stdint.h> | ||
|
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const int8_t depthwise_int4_generic_5_weights[250] = { | ||
-59, -48, 52, 10, -97, -35, -87, 0, -108, 63, -58, 94, 101, -51, -23, 32, -20, -59, 2, -21, -64, | ||
66, 36, -94, 42, -92, -9, 79, 95, 42, -49, -22, 111, -87, 38, -62, -20, -66, 11, -19, -26, 75, | ||
67, -37, 12, 107, 109, -4, -106, 4, 35, 64, -17, 92, 54, -61, 9, 94, -92, 84, 43, -46, 27, | ||
95, -47, -10, -108, 9, 11, -34, 80, -31, -53, 61, 97, 15, -6, -106, -87, -79, -28, 49, 34, 109, | ||
33, 0, -42, 47, 75, -83, 109, -83, -30, -106, -112, -96, 32, 64, 16, 63, 80, -84, -49, -86, -14, | ||
-67, 106, -11, 100, 21, 32, 52, 15, 9, -3, 27, -97, 89, 0, -62, -99, 28, 69, -70, 12, -2, | ||
84, 75, 14, 32, 12, -22, -13, -3, -94, -58, -2, -98, 12, 75, -48, -6, -89, 2, 6, 10, -26, | ||
96, -98, -43, 77, -5, -34, -54, 95, 57, 10, 9, 0, 31, -28, -14, -51, 15, -111, -109, -55, -90, | ||
-28, -76, -37, -111, 18, 42, 4, -96, 6, 62, -51, 2, 32, 113, -60, 91, -68, -26, -91, -60, 28, | ||
93, 20, -35, 64, -6, 16, -38, -17, 59, -90, -19, 35, -76, 80, 53, 109, 94, -75, -106, 15, 77, | ||
28, 79, 3, -100, 47, 109, 43, -106, -96, -37, 60, 3, -83, 67, 42, 58, 80, -31, -90, -69, -64, | ||
-29, -36, -59, 85, 12, -75, -23, 89, -67, 96, 78, -111, 31, 63, 51, 10, -20, 79, -34}; |
17 changes: 17 additions & 0 deletions
17
Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_6/biases_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#include <stdint.h> | ||
|
||
const int32_t depthwise_int4_generic_6_biases[12] = {1917617024, | ||
1587747584, | ||
-128584216, | ||
108614224, | ||
-136052432, | ||
2047927040, | ||
-13180282, | ||
1485387776, | ||
62589904, | ||
1990100992, | ||
1641220096, | ||
721666816}; |
25 changes: 25 additions & 0 deletions
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Tests/UnitTest/TestCases/TestData/depthwise_int4_generic_6/config_data.h
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// Generated by test_settings.py using tensorflow version 2.15.0 (Keras version 2.15.0). | ||
// Interpreter from tensorflow version 2.15.0 and revision v2.15.0-rc1-8-g6887368d6d4. | ||
#pragma once | ||
#define DEPTHWISE_INT4_GENERIC_6_OUT_CH 12 | ||
#define DEPTHWISE_INT4_GENERIC_6_IN_CH 4 | ||
#define DEPTHWISE_INT4_GENERIC_6_INPUT_W 21 | ||
#define DEPTHWISE_INT4_GENERIC_6_INPUT_H 21 | ||
#define DEPTHWISE_INT4_GENERIC_6_DST_SIZE 3876 | ||
#define DEPTHWISE_INT4_GENERIC_6_INPUT_SIZE 1764 | ||
#define DEPTHWISE_INT4_GENERIC_6_OUT_ACTIVATION_MIN -127 | ||
#define DEPTHWISE_INT4_GENERIC_6_OUT_ACTIVATION_MAX 125 | ||
#define DEPTHWISE_INT4_GENERIC_6_INPUT_BATCHES 1 | ||
#define DEPTHWISE_INT4_GENERIC_6_FILTER_X 3 | ||
#define DEPTHWISE_INT4_GENERIC_6_FILTER_Y 3 | ||
#define DEPTHWISE_INT4_GENERIC_6_STRIDE_X 1 | ||
#define DEPTHWISE_INT4_GENERIC_6_STRIDE_Y 1 | ||
#define DEPTHWISE_INT4_GENERIC_6_PAD_X 0 | ||
#define DEPTHWISE_INT4_GENERIC_6_PAD_Y 0 | ||
#define DEPTHWISE_INT4_GENERIC_6_OUTPUT_W 19 | ||
#define DEPTHWISE_INT4_GENERIC_6_OUTPUT_H 17 | ||
#define DEPTHWISE_INT4_GENERIC_6_CH_MULT 3 | ||
#define DEPTHWISE_INT4_GENERIC_6_INPUT_OFFSET 128 | ||
#define DEPTHWISE_INT4_GENERIC_6_OUTPUT_OFFSET -2 | ||
#define DEPTHWISE_INT4_GENERIC_6_DILATION_X 1 | ||
#define DEPTHWISE_INT4_GENERIC_6_DILATION_Y 2 |
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