From 8fadfa01082e2d626a524793c60952a036d3993d Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Mon, 17 Jun 2019 15:53:15 +0200
Subject: [PATCH 01/14] Don't build the RTOS component of Mbed OS in order to
save flash/RAM memory.
---
.../experimental/micro/tools/make/templates/mbed_app.json.tpl | 3 ++-
1 file changed, 2 insertions(+), 1 deletion(-)
diff --git a/tensorflow/lite/experimental/micro/tools/make/templates/mbed_app.json.tpl b/tensorflow/lite/experimental/micro/tools/make/templates/mbed_app.json.tpl
index 1c547369fb2..a9daa6c630a 100644
--- a/tensorflow/lite/experimental/micro/tools/make/templates/mbed_app.json.tpl
+++ b/tensorflow/lite/experimental/micro/tools/make/templates/mbed_app.json.tpl
@@ -3,5 +3,6 @@
"main-stack-size": {
"value": 65536
}
- }
+ },
+ "requires": ["bare-metal"]
}
From 03e829a3078bd09d1b17b701268358ec16786133 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 19 Jun 2019 12:55:48 +0200
Subject: [PATCH 02/14] Add the micro_recognition example.
Image recognition on the DISCO board using the CIFAR10 dataset.
---
.../examples/micro_recognition/Makefile.inc | 25 +
.../micro_recognition/disco/display_util.cc | 79 +
.../micro_recognition/disco/display_util.h | 33 +
.../micro_recognition/disco/image_provider.cc | 33 +
.../micro_recognition/disco/image_util.cc | 49 +
.../micro_recognition/disco/image_util.h | 32 +
.../micro_recognition/image_provider.h | 41 +
.../image_recognition_model.cc | 3772 +++++++++++++++++
.../image_recognition_model.h | 27 +
.../micro/examples/micro_recognition/main.cc | 101 +
.../micro/examples/micro_recognition/util.h | 36 +
11 files changed, 4228 insertions(+)
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
new file mode 100644
index 00000000000..e7761dd1922
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
@@ -0,0 +1,25 @@
+MICRO_RECOGNITION_HDRS := \
+tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h \
+tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h \
+tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h \
+tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h \
+tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
+
+MICRO_RECOGNITION_SRCS := \
+tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc \
+tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc \
+tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc \
+tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc \
+tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
+
+include $(wildcard tensorflow/lite/experimental/micro/examples/micro_recognition/*/Makefile.inc)
+
+
+ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
+ MBED_PROJECT_FILES += \
+ BSP_DISCO_F746NG.lib \
+ LCD_DISCO_F746NG.lib
+endif
+
+$(eval $(call microlite_test,micro_recognition,\
+$(MICRO_RECOGNITION_SRCS),$(MICRO_RECOGNITION_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
new file mode 100644
index 00000000000..5b2bad5b9b0
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
@@ -0,0 +1,79 @@
+/* Copyright 2019 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/experimental/micro/examples/micro_recognition/disco/display_util.h"
+
+#include "LCD_DISCO_F746NG/LCD_DISCO_F746NG.h"
+
+#include <stdint.h>
+
+LCD_DISCO_F746NG lcd;
+
+extern "C" {
+// defined in stm32746g_discovery_camera.c
+extern DCMI_HandleTypeDef hDcmiHandler;
+void DCMI_IRQHandler(void) { HAL_DCMI_IRQHandler(&hDcmiHandler); }
+void DMA2_Stream1_IRQHandler(void) {
+ HAL_DMA_IRQHandler(hDcmiHandler.DMA_Handle);
+}
+}
+
+static char lcd_output_string[50];
+
+void init_lcd() { lcd.Clear(LCD_COLOR_WHITE); }
+
+void display_image_rgb888(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
+ int y_loc) {
+ for (int y = 0; y < y_dim; y++) {
+ for (int x = 0; x < x_dim; x++) {
+ int pix_loc = (y * x_dim + x) * 3;
+ uint8_t a = 0xFF;
+ uint8_t r = image_data[pix_loc];
+ uint8_t g = image_data[pix_loc + 1];
+ uint8_t b = image_data[pix_loc + 2];
+ int pixel = a << 24 | r << 16 | g << 8 | b;
+ lcd.DrawPixel(x_loc + x, y_loc + y, pixel);
+ }
+ }
+}
+
+void display_image_rgb565(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
+ int y_loc) {
+ for (int y = 0; y < y_dim; y++) {
+ for (int x = 0; x < x_dim; x++) {
+ int pix_loc = (y * x_dim + x) * 2;
+ uint8_t a = 0xFF;
+ uint8_t pix_lo = image_data[pix_loc];
+ uint8_t pix_hi = image_data[pix_loc + 1];
+ uint8_t r = (0xF8 & pix_hi);
+ uint8_t g = ((0x07 & pix_hi) << 5) | ((0xE0 & pix_lo) >> 3);
+ uint8_t b = (0x1F & pix_lo) << 3;
+ int pixel = a << 24 | r << 16 | g << 8 | b;
+ // inverted image, so draw from bottom-right to top-left
+ lcd.DrawPixel(x_loc + (x_dim - x), y_loc + (y_dim - y), pixel);
+ }
+ }
+}
+
+void print_prediction(const char* prediction) {
+ sprintf(lcd_output_string, " Prediction: %s ", prediction);
+ lcd.DisplayStringAt(0, LINE(8), (uint8_t*)lcd_output_string, LEFT_MODE);
+}
+
+void print_confidence(uint8_t max_score) {
+ sprintf(lcd_output_string, " Confidence: %.1f%% ",
+ (max_score / 255.0) * 100.0);
+ lcd.DisplayStringAt(0, LINE(9), (uint8_t*)lcd_output_string, LEFT_MODE);
+}
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
new file mode 100644
index 00000000000..78fb5c33555
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
@@ -0,0 +1,33 @@
+/* Copyright 2019 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.
+==============================================================================*/
+
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
+
+#include <stdint.h>
+
+void init_lcd();
+
+void display_image_rgb888(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
+ int y_loc);
+
+void display_image_rgb565(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
+ int y_loc);
+
+void print_prediction(const char* prediction);
+
+void print_confidence(uint8_t max_score);
+
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
new file mode 100644
index 00000000000..0d353e90a74
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
@@ -0,0 +1,33 @@
+/* Copyright 2019 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/experimental/micro/examples/micro_recognition/image_provider.h"
+
+#include "BSP_DISCO_F746NG/Drivers/BSP/STM32746G-Discovery/stm32746g_discovery_camera.h"
+
+TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter) {
+ if (BSP_CAMERA_Init(RESOLUTION_R160x120) != CAMERA_OK) {
+ error_reporter->Report("Failed to init camera.\n");
+ return kTfLiteError;
+ }
+
+ return kTfLiteOk;
+}
+
+TfLiteStatus GetImage(tflite::ErrorReporter* error_reporter, int frame_width,
+ int frame_height, int channels, uint8_t* frame) {
+ BSP_CAMERA_SnapshotStart(frame);
+ return kTfLiteOk;
+}
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
new file mode 100644
index 00000000000..b696c7c1b96
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
@@ -0,0 +1,49 @@
+/* Copyright 2019 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/experimental/micro/examples/micro_recognition/disco/image_util.h"
+
+void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
+ int in_frame_width, int in_frame_height,
+ int num_in_channels, int out_frame_width,
+ int out_frame_height, int channels, uint8_t* in_image,
+ uint8_t* out_image) {
+ // offset so that only the center part of rectangular image is selected for
+ // resizing
+ int width_offset = ((in_frame_width - in_frame_height) / 2) * num_in_channels;
+
+ int yresize_ratio = (in_frame_height / out_frame_height) * num_in_channels;
+ int xresize_ratio = (in_frame_width / out_frame_width) * num_in_channels;
+ int resize_ratio =
+ (xresize_ratio < yresize_ratio) ? xresize_ratio : yresize_ratio;
+
+ for (int y = 0; y < out_frame_height; y++) {
+ for (int x = 0; x < out_frame_width; x++) {
+ int orig_img_loc =
+ y * in_frame_width * resize_ratio + x * resize_ratio + width_offset;
+ // correcting the image inversion here
+ int out_img_loc = ((out_frame_height - 1 - y) * out_frame_width +
+ (out_frame_width - 1 - x)) *
+ channels;
+ uint8_t pix_lo = in_image[orig_img_loc];
+ uint8_t pix_hi = in_image[orig_img_loc + 1];
+ // convert RGB565 to RGB888
+ out_image[out_img_loc] = (0xF8 & pix_hi);
+ out_image[out_img_loc + 1] =
+ ((0x07 & pix_hi) << 5) | ((0xE0 & pix_lo) >> 3);
+ out_image[out_img_loc + 2] = (0x1F & pix_lo) << 3;
+ }
+ }
+}
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
new file mode 100644
index 00000000000..9eff226ea46
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
@@ -0,0 +1,32 @@
+/* Copyright 2019 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.
+==============================================================================*/
+
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
+
+#include "tensorflow/lite/c/c_api_internal.h"
+#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
+
+#define NUM_IN_CH 2
+#define IN_IMG_WIDTH 160
+#define IN_IMG_HEIGHT 120
+
+void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
+ int in_frame_width, int in_frame_height,
+ int num_in_channels, int out_frame_width,
+ int out_frame_height, int channels, uint8_t* in_frame,
+ uint8_t* out_frame);
+
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h
new file mode 100644
index 00000000000..50bbc87e971
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h
@@ -0,0 +1,41 @@
+/* Copyright 2019 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.
+==============================================================================*/
+
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_PROVIDER_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_PROVIDER_H_
+
+#include "tensorflow/lite/c/c_api_internal.h"
+#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
+
+TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter);
+
+// This is an abstraction around an image source like a camera, and is
+// expected to return 8-bit sample data. The assumption is that this will be
+// called in a low duty-cycle fashion in a low-power application. In these
+// cases, the imaging sensor need not be run in a streaming mode, but rather can
+// be idled in a relatively low-power mode between calls to GetImage(). The
+// assumption is that the overhead and time of bringing the low-power sensor out
+// of this standby mode is commensurate with the expected duty cycle of the
+// application. The underlying sensor may actually be put into a streaming
+// configuration, but the image buffer provided to GetImage should not be
+// overwritten by the driver code until the next call to GetImage();
+//
+// The reference implementation can have no platform-specific dependencies, so
+// it just returns a static image. For real applications, you should
+// ensure there's a specialized implementation that accesses hardware APIs.
+TfLiteStatus GetImage(tflite::ErrorReporter* error_reporter, int image_width,
+ int image_height, int channels, uint8_t* image_data);
+
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_PROVIDER_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
new file mode 100644
index 00000000000..16708c8dc3f
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
@@ -0,0 +1,3772 @@
+/* Copyright 2019 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/experimental/micro/examples/micro_recognition/image_recognition_model.h"
+
+const unsigned char image_recognition_model_data[] = {
+ 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x04, 0x00, 0x08, 0x00, 0x0c, 0x00,
+ 0x10, 0x00, 0x14, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0x50, 0xaf, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
+ 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x24, 0xa1, 0x00, 0x00,
+ 0x0f, 0x00, 0x00, 0x00, 0x54, 0x4f, 0x43, 0x4f, 0x20, 0x43, 0x6f, 0x6e,
+ 0x76, 0x65, 0x72, 0x74, 0x65, 0x64, 0x2e, 0x00, 0x16, 0x00, 0x00, 0x00,
+ 0x04, 0xa1, 0x00, 0x00, 0xcc, 0xa0, 0x00, 0x00, 0xbc, 0x96, 0x00, 0x00,
+ 0xac, 0x95, 0x00, 0x00, 0x9c, 0x4d, 0x00, 0x00, 0x0c, 0x4d, 0x00, 0x00,
+ 0xfc, 0x28, 0x00, 0x00, 0x6c, 0x28, 0x00, 0x00, 0x5c, 0x04, 0x00, 0x00,
+ 0x54, 0x04, 0x00, 0x00, 0x4c, 0x04, 0x00, 0x00, 0x44, 0x04, 0x00, 0x00,
+ 0x3c, 0x04, 0x00, 0x00, 0x34, 0x04, 0x00, 0x00, 0x2c, 0x04, 0x00, 0x00,
+ 0x9c, 0x03, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x94, 0x53, 0xff, 0xff, 0x98, 0x53, 0xff, 0xff,
+ 0x9c, 0x53, 0xff, 0xff, 0xa0, 0x53, 0xff, 0xff, 0xa4, 0x53, 0xff, 0xff,
+ 0xee, 0x53, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x60, 0x03, 0x00, 0x00,
+ 0xac, 0x99, 0xb8, 0x4a, 0x30, 0x57, 0x84, 0x78, 0x6d, 0x3f, 0x29, 0x46,
+ 0x8c, 0x87, 0x7a, 0xaa, 0xba, 0xa8, 0x95, 0x80, 0x76, 0x98, 0xb4, 0x9e,
+ 0x4a, 0x6b, 0x5f, 0x57, 0x0f, 0x30, 0xa3, 0x77, 0x8e, 0x83, 0x9f, 0x95,
+ 0x96, 0x67, 0x7f, 0x93, 0x8a, 0x8f, 0x6a, 0x9b, 0x8d, 0x89, 0x90, 0x8e,
+ 0x7a, 0x9a, 0x87, 0x55, 0x82, 0x62, 0x33, 0x97, 0xa3, 0x13, 0x84, 0x90,
+ 0x3a, 0x8b, 0xa6, 0x73, 0x85, 0x8a, 0x84, 0x91, 0x87, 0xa1, 0x77, 0x74,
+ 0xd1, 0x6d, 0x51, 0xab, 0x5e, 0x4b, 0xca, 0x61, 0x56, 0x4c, 0x89, 0x67,
+ 0x96, 0x94, 0x95, 0x84, 0x4c, 0x71, 0x57, 0x8e, 0x67, 0xa0, 0xa2, 0x9e,
+ 0x7e, 0x48, 0x6d, 0x45, 0x8f, 0x64, 0xa0, 0x9b, 0x9f, 0x86, 0x46, 0x6a,
+ 0x94, 0x92, 0x7d, 0x4d, 0x4f, 0x65, 0x9b, 0x87, 0x7d, 0x9a, 0xa7, 0x8f,
+ 0x33, 0x49, 0x69, 0xa0, 0x95, 0x95, 0xa0, 0x96, 0x7b, 0x46, 0x4a, 0x68,
+ 0xa0, 0x85, 0x8f, 0xc2, 0x78, 0x49, 0xa8, 0x71, 0x41, 0x68, 0x72, 0x6d,
+ 0xa5, 0x6f, 0x59, 0x47, 0x5d, 0x6f, 0x54, 0x95, 0xc3, 0x71, 0x61, 0x57,
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+ 0x93, 0x9c, 0x67, 0xb9, 0x83, 0x94, 0x87, 0x7d, 0x7d, 0x6e, 0xa1, 0x92,
+ 0x94, 0x21, 0xb3, 0x7a, 0x9b, 0x81, 0x6c, 0xb7, 0x71, 0x90, 0x81, 0x8c,
+ 0x80, 0x7a, 0x87, 0x95, 0x74, 0x93, 0x79, 0x7d, 0x7a, 0x98, 0x9a, 0x5f,
+ 0xb7, 0x82, 0x8e, 0x7c, 0x95, 0x87, 0x8f, 0x7d, 0x90, 0xb7, 0x88, 0x7d,
+ 0x6f, 0x8e, 0xa2, 0x7d, 0x7c, 0x66, 0x77, 0x94, 0x95, 0x63, 0x8d, 0x80,
+ 0x69, 0x98, 0x7a, 0x9a, 0x75, 0x9f, 0x8c, 0x69, 0xac, 0x97, 0x5e, 0x92,
+ 0x93, 0xaa, 0x94, 0x6e, 0xa0, 0x73, 0x94, 0x9f, 0x97, 0x87, 0xac, 0x8a,
+ 0x9e, 0x94, 0x96, 0x7d, 0x87, 0x89, 0xa0, 0x89, 0x5f, 0x87, 0x87, 0x76,
+ 0x82, 0x8c, 0x85, 0x83, 0x9d, 0x95, 0x83, 0x8f, 0x88, 0x8e, 0x9b, 0x90,
+ 0xa9, 0x36, 0x94, 0x87, 0xa4, 0x83, 0x96, 0xb1, 0xa6, 0x8d, 0xa5, 0xa4,
+ 0x84, 0x83, 0x7b, 0xb5, 0x9f, 0x89, 0x83, 0x91, 0x81, 0x9e, 0xae, 0x8f,
+ 0x8f, 0xa7, 0x7f, 0x8f, 0xa8, 0x96, 0x93, 0x9a, 0x73, 0xd2, 0x9c, 0x9d,
+ 0x83, 0x96, 0xa3, 0x8b, 0x90, 0x83, 0x93, 0x83, 0x9d, 0x79, 0x7a, 0x8c,
+ 0x8b, 0x98, 0x8d, 0xc2, 0x82, 0x9b, 0x9b, 0x80, 0x75, 0x8e, 0x87, 0x71,
+ 0x8c, 0x8d, 0x6f, 0x7f, 0x97, 0x7c, 0xab, 0x93, 0xad, 0x88, 0x8f, 0x9f,
+ 0xa3, 0x8b, 0x7b, 0x70, 0x8e, 0x96, 0x7b, 0x58, 0x79, 0x96, 0x74, 0xb5,
+ 0x96, 0xa2, 0x8b, 0x73, 0x73, 0x8d, 0xa2, 0x7a, 0x92, 0xa9, 0x6f, 0xb6,
+ 0x8d, 0x9f, 0x7b, 0x7b, 0x93, 0x8f, 0x80, 0xa4, 0xa0, 0x83, 0xa4, 0x73,
+ 0x6d, 0x97, 0x6f, 0x9c, 0x84, 0xb5, 0xa6, 0x8a, 0xa7, 0x8a, 0x91, 0x8a,
+ 0x88, 0x84, 0x69, 0x7b, 0x77, 0x79, 0x6d, 0xcb, 0x9d, 0x95, 0x8f, 0x97,
+ 0x87, 0x92, 0x7d, 0x98, 0xc8, 0x75, 0x9b, 0x5a, 0x56, 0xc2, 0x59, 0xb3,
+ 0x71, 0x8a, 0x8e, 0x9e, 0xa1, 0x73, 0x8f, 0x88, 0x6c, 0x67, 0x8e, 0x55,
+ 0x7b, 0xa1, 0x52, 0xb3, 0xa9, 0x7e, 0x8f, 0x7b, 0x79, 0x87, 0x5d, 0xc2,
+ 0xbd, 0x7a, 0x94, 0x76, 0x63, 0xa6, 0x5e, 0x8f, 0x7d, 0x7c, 0x6a, 0xa3,
+ 0x9d, 0x82, 0x6f, 0xaf, 0x56, 0x76, 0x87, 0x53, 0x91, 0x95, 0x73, 0xbb,
+ 0x9a, 0x84, 0x66, 0x78, 0x63, 0x96, 0x70, 0x92, 0xac, 0x76, 0xa8, 0x3f,
+ 0x81, 0xa3, 0x7d, 0xcd, 0x94, 0x73, 0x9b, 0x95, 0x93, 0x8a, 0x8e, 0x83,
+ 0x77, 0x84, 0x79, 0x74, 0x70, 0xa0, 0x7d, 0xaf, 0xc1, 0x87, 0x93, 0x96,
+ 0x9d, 0x91, 0x81, 0x91, 0xae, 0x60, 0xa5, 0x66, 0x4e, 0x88, 0x7d, 0x86,
+ 0x78, 0x70, 0x7b, 0x87, 0x9a, 0x9a, 0x87, 0xa0, 0x74, 0x72, 0x94, 0x69,
+ 0x7e, 0x7f, 0x79, 0x97, 0x90, 0x9b, 0x6b, 0x9f, 0x8b, 0x98, 0x85, 0x82,
+ 0x9a, 0x74, 0x96, 0xa9, 0x76, 0xa4, 0x81, 0x6c, 0x8f, 0x97, 0x89, 0x70,
+ 0x8b, 0x90, 0x75, 0xd0, 0x7b, 0x85, 0x9d, 0x8c, 0x97, 0x7b, 0x7f, 0x90,
+ 0x66, 0xa1, 0x80, 0x88, 0x88, 0xa1, 0x82, 0x98, 0x9a, 0x9c, 0x7d, 0x71,
+ 0x99, 0x95, 0x89, 0x7f, 0x75, 0x76, 0x98, 0x64, 0xa0, 0x8d, 0x8d, 0x6b,
+ 0xa2, 0x8e, 0x85, 0x75, 0x70, 0x6d, 0x82, 0x9b, 0x88, 0x61, 0x8d, 0x88,
+ 0x91, 0x97, 0x93, 0x89, 0xa1, 0xa5, 0xa3, 0x72, 0x52, 0x8a, 0x8a, 0x9e,
+ 0x5f, 0x52, 0x91, 0x6c, 0x84, 0x85, 0x8a, 0x9f, 0x76, 0x78, 0x8b, 0x60,
+ 0x95, 0xbe, 0x7e, 0xa9, 0x8e, 0x8d, 0x80, 0x70, 0x86, 0x8c, 0x7a, 0x84,
+ 0x93, 0x7b, 0x93, 0x7b, 0x73, 0xa4, 0x83, 0xa8, 0x80, 0x7c, 0x87, 0x85,
+ 0x9b, 0x76, 0x76, 0xa1, 0x5a, 0xa0, 0x8c, 0x69, 0xa4, 0x60, 0x8c, 0xb5,
+ 0x9c, 0xac, 0x8b, 0x8d, 0x8c, 0x8b, 0x75, 0x9d, 0x88, 0x98, 0xb8, 0x63,
+ 0x45, 0x94, 0x51, 0x6f, 0x6a, 0x70, 0x84, 0x9e, 0x81, 0x73, 0x7f, 0x77,
+ 0x58, 0x65, 0x93, 0x57, 0x80, 0x4b, 0x4b, 0xca, 0x79, 0x80, 0x8c, 0x7c,
+ 0x6b, 0x97, 0x7d, 0xbd, 0x9d, 0x78, 0x9c, 0x81, 0x4c, 0x88, 0x44, 0x9f,
+ 0x74, 0x94, 0x7e, 0xaa, 0x7a, 0x79, 0x8c, 0x93, 0x63, 0x86, 0x6e, 0x48,
+ 0xb0, 0x94, 0x54, 0xa5, 0x7b, 0xc1, 0x6b, 0x62, 0x80, 0x77, 0x69, 0xb6,
+ 0xa7, 0x89, 0x98, 0x96, 0x7a, 0x86, 0x77, 0xb4, 0xb0, 0xa7, 0x8b, 0xa4,
+ 0xaf, 0x76, 0x78, 0x9a, 0x77, 0x9a, 0x8e, 0x7e, 0xae, 0x81, 0x9d, 0xb1,
+ 0x96, 0xa6, 0x79, 0xa7, 0x93, 0x86, 0x63, 0xa5, 0xa8, 0xa0, 0x84, 0x79,
+ 0x6e, 0xb0, 0x7f, 0x5e, 0x94, 0xaf, 0x67, 0xb5, 0x7f, 0x86, 0x9e, 0x8a,
+ 0x8d, 0xaa, 0x8b, 0x45, 0x82, 0x4c, 0x2b, 0xb9, 0x7a, 0x7c, 0x83, 0xa3,
+ 0x7c, 0x7f, 0x8f, 0xac, 0x88, 0x7e, 0x89, 0x9b, 0xae, 0x90, 0x85, 0x7f,
+ 0x88, 0xae, 0x88, 0xd6, 0x8f, 0x85, 0x92, 0xa2, 0x85, 0xac, 0x86, 0x60,
+ 0xb8, 0x95, 0x60, 0x99, 0x96, 0xbd, 0x83, 0x89, 0x9f, 0x7a, 0x82, 0x98,
+ 0x95, 0x97, 0x87, 0x86, 0xa1, 0x9d, 0x9f, 0x85, 0x9d, 0x94, 0x9c, 0xb6,
+ 0xa0, 0x8d, 0x85, 0x6e, 0xb4, 0x8d, 0x88, 0x94, 0x99, 0x99, 0x93, 0x94,
+ 0xac, 0x6d, 0x99, 0xab, 0xae, 0x7a, 0x97, 0x88, 0x89, 0x89, 0xa9, 0x80,
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+ 0x7e, 0xa2, 0x87, 0x7e, 0xa2, 0xb3, 0x87, 0x96, 0x75, 0x7d, 0x8f, 0xa3,
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+ 0x80, 0xa3, 0x77, 0x9e, 0x95, 0xa4, 0x57, 0x87, 0xa0, 0x99, 0x75, 0x5d,
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+ 0x8f, 0x92, 0x8a, 0x7d, 0xa2, 0x98, 0xb2, 0x89, 0x88, 0x7b, 0x92, 0x8b,
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+ 0x34, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x08, 0x01, 0x00, 0x00, 0x00,
+ 0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00,
+ 0x0f, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+ 0x0d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x74, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x05,
+ 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+ 0x0b, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x5e, 0xfe, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00,
+ 0x02, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0x50, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
+ 0x03, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00,
+ 0x0a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x3a, 0xfe, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0xf8, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x05,
+ 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+ 0x08, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0xe2, 0xfe, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00,
+ 0x02, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0xd4, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
+ 0x03, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00,
+ 0x07, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0xbe, 0xfe, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x7c, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x05,
+ 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+ 0x05, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x66, 0xff, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00,
+ 0x02, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0x58, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00,
+ 0x1c, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
+ 0x03, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x00, 0x42, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x14, 0x00, 0x1c, 0x00, 0x08, 0x00, 0x0c, 0x00,
+ 0x10, 0x00, 0x07, 0x00, 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x18, 0x00,
+ 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x05, 0x02, 0x00, 0x00, 0x00,
+ 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
+ 0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0e, 0x00, 0x14, 0x00, 0x00, 0x00, 0x04, 0x00, 0x08, 0x00,
+ 0x0c, 0x00, 0x10, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
+ 0x02, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0x14, 0x00, 0x18, 0x00, 0x00, 0x00, 0x08, 0x00, 0x0c, 0x00, 0x07, 0x00,
+ 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x14, 0x00, 0x14, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x00, 0x01, 0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
+ 0x30, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+ 0x14, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+ 0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+ 0x00, 0x00, 0x0a, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x08, 0x00,
+ 0x0a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+ 0x04, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,
+ 0x18, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xb6, 0xff, 0xff, 0xff,
+ 0x00, 0x00, 0x00, 0x19, 0xbe, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x09,
+ 0xc6, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x11, 0xce, 0xff, 0xff, 0xff,
+ 0x00, 0x00, 0x00, 0x03, 0xd6, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x11,
+ 0xde, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x03, 0xe6, 0xff, 0xff, 0xff,
+ 0x00, 0x00, 0x00, 0x11, 0xfa, 0xff, 0xff, 0xff, 0x00, 0x03, 0x06, 0x00,
+ 0x06, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x11, 0x06, 0x00,
+ 0x08, 0x00, 0x07, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03};
+
+const unsigned int image_recognition_model_data_len = 45024;
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h
new file mode 100644
index 00000000000..b003fa18085
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h
@@ -0,0 +1,27 @@
+/* Copyright 2019 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.
+==============================================================================*/
+
+// This is a standard TensorFlow Lite model file that has been converted into a
+// C data array, so it can be easily compiled into a binary for devices that
+// don't have a file system. It can be created using the command:
+// xxd -i image_recognition_model.tflite > image_recognition_model.cc
+
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+
+extern const unsigned char image_recognition_model_data[];
+extern const unsigned int image_recognition_model_data_len;
+
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
new file mode 100644
index 00000000000..14fbfc84b24
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
@@ -0,0 +1,101 @@
+/* Copyright 2019 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 "mbed.h"
+
+#include "tensorflow/lite/experimental/micro/kernels/all_ops_resolver.h"
+#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
+#include "tensorflow/lite/experimental/micro/micro_interpreter.h"
+#include "tensorflow/lite/schema/schema_generated.h"
+#include "tensorflow/lite/version.h"
+
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h"
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h"
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h"
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/util.h"
+
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h"
+
+#define NUM_OUT_CH 3
+#define CNN_IMG_SIZE 32
+
+uint8_t camera_buffer[NUM_IN_CH * IN_IMG_WIDTH * IN_IMG_HEIGHT]
+ __attribute__((aligned(4)));
+static const char* labels[] = {"Plane", "Car", "Bird", "Cat",
+ "Deer", "Dog", "Frog", "Horse",
+ "Ship", "Truck"};
+
+int main(int argc, char** argv) {
+ init_lcd();
+ wait_ms(100);
+
+ tflite::MicroErrorReporter micro_error_reporter;
+ tflite::ErrorReporter* error_reporter = µ_error_reporter;
+
+ if (InitCamera(error_reporter) != kTfLiteOk) {
+ error_reporter->Report("Failed to init camera");
+ return 1;
+ }
+
+ const tflite::Model* model = ::tflite::GetModel(image_recognition_model_data);
+ if (model->version() != TFLITE_SCHEMA_VERSION) {
+ error_reporter->Report(
+ "Model provided is schema version %d not equal "
+ "to supported version %d.\n",
+ model->version(), TFLITE_SCHEMA_VERSION);
+ return 1;
+ }
+
+ tflite::ops::micro::AllOpsResolver resolver;
+
+ const int tensor_arena_size = 63 * 1024;
+ uint8_t tensor_arena[tensor_arena_size];
+ tflite::MicroInterpreter interpreter(model, resolver, tensor_arena,
+ tensor_arena_size, error_reporter);
+ interpreter.AllocateTensors();
+
+ while (true) {
+ TfLiteTensor* input = interpreter.input(0);
+
+ GetImage(error_reporter, IN_IMG_WIDTH, IN_IMG_HEIGHT, NUM_OUT_CH,
+ camera_buffer);
+
+ ResizeConvertImage(error_reporter, IN_IMG_WIDTH, IN_IMG_HEIGHT, NUM_IN_CH,
+ CNN_IMG_SIZE, CNN_IMG_SIZE, NUM_OUT_CH, camera_buffer,
+ input->data.uint8);
+
+ if (input->type != kTfLiteUInt8) {
+ error_reporter->Report("Wrong input type");
+ }
+
+ TfLiteStatus invoke_status = interpreter.Invoke();
+ if (invoke_status != kTfLiteOk) {
+ error_reporter->Report("Invoke failed\n");
+ break;
+ }
+
+ display_image_rgb565(IN_IMG_WIDTH, IN_IMG_HEIGHT, camera_buffer, 40, 40);
+ display_image_rgb888(CNN_IMG_SIZE, CNN_IMG_SIZE, input->data.uint8, 300,
+ 100);
+
+ TfLiteTensor* output = interpreter.output(0);
+
+ int top_ind = get_top_prediction(output->data.uint8);
+ print_prediction(labels[top_ind]);
+ print_confidence(output->data.uint8[top_ind]);
+ }
+
+ return 0;
+}
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
new file mode 100644
index 00000000000..cda9c8e33e3
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
@@ -0,0 +1,36 @@
+/* Copyright 2019 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.
+==============================================================================*/
+
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
+
+#include <stdint.h>
+
+int get_top_prediction(uint8_t* predictions) {
+ int max_score = 0;
+ int guess = 0;
+
+ for (int category_index = 0; category_index < 10; category_index++) {
+ const uint8_t category_score = predictions[category_index];
+ if (category_score > max_score) {
+ max_score = category_score;
+ guess = category_index;
+ }
+ }
+
+ return guess;
+}
+
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
From a62245e0679279a1f98d6f95610dd1a5eb515a9c Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 19 Jun 2019 12:57:42 +0200
Subject: [PATCH 03/14] Add micro_recognition testcase.
This test download the cifar10 dataset, extracts the first 10 images
from the test_batch.bin into fira_10_cifar_images.cc and moves it into
the micro_recognition folder. In order for the test to pass 6/10 images
must be correctly guessed.
---
.gitignore | 1 +
.../examples/micro_recognition/Makefile.inc | 15 +++
.../micro_recognition_test.cc | 94 +++++++++++++++++++
.../micro/examples/micro_recognition/util.h | 27 ++++++
.../micro/tools/make/download_and_extract.sh | 8 ++
5 files changed, 145 insertions(+)
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc
diff --git a/.gitignore b/.gitignore
index 99ba9312a92..316339bb32a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -25,6 +25,7 @@ tensorflow/contrib/cmake/_build/
/api_init_files_list.txt
/estimator_api_init_files_list.txt
*.whl
+/tensorflow/lite/experimental/micro/examples/micro_recognition/first_10_cifar_images.h
# Android
.gradle
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
index e7761dd1922..8582bb2d1de 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
@@ -12,6 +12,18 @@ tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provid
tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc \
tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
+MICRO_RECOGNITION_TEST_SRCS := \
+tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc \
+tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
+
+MICRO_RECOGNITION_TEST_HDRS := \
+tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h \
+tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
+
+CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
+CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
+$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
+
include $(wildcard tensorflow/lite/experimental/micro/examples/micro_recognition/*/Makefile.inc)
@@ -21,5 +33,8 @@ ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
LCD_DISCO_F746NG.lib
endif
+$(eval $(call microlite_test,micro_recognition_test,\
+$(MICRO_RECOGNITION_TEST_SRCS),$(MICRO_RECOGNITION_TEST_HDRS)))
+
$(eval $(call microlite_test,micro_recognition,\
$(MICRO_RECOGNITION_SRCS),$(MICRO_RECOGNITION_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc
new file mode 100644
index 00000000000..eb840f08d09
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc
@@ -0,0 +1,94 @@
+/* Copyright 2019 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/experimental/micro/examples/micro_recognition/image_recognition_model.h"
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/util.h"
+#include "tensorflow/lite/experimental/micro/kernels/all_ops_resolver.h"
+#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
+#include "tensorflow/lite/experimental/micro/micro_interpreter.h"
+#include "tensorflow/lite/experimental/micro/testing/micro_test.h"
+#include "tensorflow/lite/schema/schema_generated.h"
+#include "tensorflow/lite/version.h"
+
+#include "tensorflow/lite/experimental/micro/examples/micro_recognition/first_10_cifar_images.h"
+
+#define IMAGE_ARRAY \
+ tensorflow_lite_experimental_micro_tools_make_downloads_cifar10_test_batch_bin
+
+#define IMAGE_BYTES 3072
+#define LABEL_BYTES 1
+#define ENTRY_BYTES (IMAGE_BYTES + LABEL_BYTES)
+
+TF_LITE_MICRO_TESTS_BEGIN
+
+TF_LITE_MICRO_TEST(TestMicroRecognitionInvoke) {
+ tflite::MicroErrorReporter micro_error_reporter;
+ tflite::ErrorReporter* error_reporter = µ_error_reporter;
+
+ const tflite::Model* model = ::tflite::GetModel(image_recognition_model_data);
+ if (model->version() != TFLITE_SCHEMA_VERSION) {
+ error_reporter->Report(
+ "Model provided is schema version %d not equal "
+ "to supported version %d.\n",
+ model->version(), TFLITE_SCHEMA_VERSION);
+ }
+
+ tflite::ops::micro::AllOpsResolver resolver;
+
+ const int tensor_arena_size = 63 * 1024;
+ uint8_t tensor_arena[tensor_arena_size];
+ tflite::MicroInterpreter interpreter(model, resolver, tensor_arena,
+ tensor_arena_size, error_reporter);
+ interpreter.AllocateTensors();
+
+ TfLiteTensor* input = interpreter.input(0);
+ TF_LITE_MICRO_EXPECT_NE(nullptr, input);
+ TF_LITE_MICRO_EXPECT_EQ(4, input->dims->size);
+ TF_LITE_MICRO_EXPECT_EQ(1, input->dims->data[0]);
+ TF_LITE_MICRO_EXPECT_EQ(32, input->dims->data[1]);
+ TF_LITE_MICRO_EXPECT_EQ(32, input->dims->data[2]);
+ TF_LITE_MICRO_EXPECT_EQ(3, input->dims->data[3]);
+ TF_LITE_MICRO_EXPECT_EQ(kTfLiteUInt8, input->type);
+
+ int num_correct = 0;
+ int num_images = 10;
+ for (int image_num = 0; image_num < num_images; image_num++) {
+ memset(input->data.uint8, 0, input->bytes);
+
+ uint8_t correct_label = 0;
+
+ correct_label = IMAGE_ARRAY[image_num * ENTRY_BYTES];
+ memcpy(input->data.uint8,
+ &IMAGE_ARRAY[image_num * ENTRY_BYTES + LABEL_BYTES], IMAGE_BYTES);
+ reshape_cifar_image(input->data.uint8, IMAGE_BYTES);
+
+ TfLiteStatus invoke_status = interpreter.Invoke();
+ TF_LITE_MICRO_EXPECT_EQ(kTfLiteOk, invoke_status);
+ if (invoke_status != kTfLiteOk) {
+ error_reporter->Report("Invoke failed\n");
+ }
+
+ TfLiteTensor* output = interpreter.output(0);
+ int guess = get_top_prediction(output->data.uint8);
+
+ if (correct_label == guess) {
+ num_correct++;
+ }
+ }
+
+ TF_LITE_MICRO_EXPECT_EQ(6, num_correct);
+}
+
+TF_LITE_MICRO_TESTS_END
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
index cda9c8e33e3..65e3601307d 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
@@ -17,6 +17,13 @@ limitations under the License.
#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
#include <stdint.h>
+#include <string.h>
+
+#define IMAGE_SIZE 3072
+#define CHANNEL_SIZE 1024
+#define R_CHANNEL_OFFSET 0
+#define G_CHANNEL_OFFSET CHANNEL_SIZE
+#define B_CHANNEL_OFFSET (CHANNEL_SIZE * 2)
int get_top_prediction(uint8_t* predictions) {
int max_score = 0;
@@ -33,4 +40,24 @@ int get_top_prediction(uint8_t* predictions) {
return guess;
}
+void reshape_cifar_image(uint8_t* image_data, int num_bytes) {
+ uint8_t temp_data[IMAGE_SIZE];
+
+ memcpy(temp_data, image_data, num_bytes);
+
+ int k = 0;
+ for (int i = 0; i < CHANNEL_SIZE; i++) {
+ int r_ind = R_CHANNEL_OFFSET + i;
+ int g_ind = G_CHANNEL_OFFSET + i;
+ int b_ind = B_CHANNEL_OFFSET + i;
+
+ image_data[k] = temp_data[r_ind];
+ k++;
+ image_data[k] = temp_data[g_ind];
+ k++;
+ image_data[k] = temp_data[b_ind];
+ k++;
+ }
+}
+
#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh b/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh
index 0de91e9001a..846c1ec2dc7 100755
--- a/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh
+++ b/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh
@@ -68,6 +68,12 @@ patch_kissfft() {
echo "Finished patching kissfft"
}
+# Create a header file containing an array with the first 10 images from the
+# CIFAR10 test dataset.
+patch_cifar10_dataset() {
+ xxd -l 30730 -i ${1}/test_batch.bin ${1}/../../../../examples/micro_recognition/first_10_cifar_images.h
+}
+
# Main function handling the download, verify, extract, and patch process.
download_and_extract() {
local usage="Usage: download_and_extract URL MD5 DIR [ACTION]"
@@ -136,6 +142,8 @@ download_and_extract() {
patch_am_sdk ${dir}
elif [[ ${action} == "patch_kissfft" ]]; then
patch_kissfft ${dir}
+ elif [[ ${action} == "patch_cifar10_dataset" ]]; then
+ patch_cifar10_dataset ${dir}
elif [[ ${action} ]]; then
echo "Unknown action '${action}'"
exit 1
From d33eadd9b3a5b5ca0e4bdecb42f5be70e2655096 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Tue, 25 Jun 2019 16:32:26 +0200
Subject: [PATCH 04/14] Add a README file for the micro_recognition example.
---
.../examples/micro_recognition/README.md | 96 +++++++++++++++++++
1 file changed, 96 insertions(+)
create mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/README.md
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/README.md b/tensorflow/lite/experimental/micro/examples/micro_recognition/README.md
new file mode 100644
index 00000000000..e5a633a8601
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/README.md
@@ -0,0 +1,96 @@
+# Micro Recognition Example
+
+## Table of Contents
+ - [Introduction](#introduction)
+ - [Hardware](#hardware)
+ - [Building](#building)
+ - [Building the testcase](#building-the-testcase)
+ - [Building the image recognition application](#building-the-image-recognition-application)
+ - [Prerequisites](#prerequisites)
+ - [Compiling and flashing](#compiling-and-flashing)
+
+## Introduction
+This example shows how you can use Tensorflow Lite Micro to perform image
+recognition on a [STM32F746 discovery kit](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html).
+
+## Hardware
+[STM32F746G-DISCO board (Cortex-M7)](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html)\
+[STM32F4DIS-CAM Camera module](https://www.element14.com/community/docs/DOC-67585?ICID=knode-STM32F4-cameramore)
+
+## Building
+These instructions have been tested on Ubuntu 16.04.
+
+### Building the test case
+```
+$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile micro_recognition_test
+```
+This will build and run the test case. As input, the test case uses
+the first 10 images of the test batch included in the [CIFAR10](https://www.cs.toronto.edu/~kriz/cifar.html)
+dataset. Details surrounding the dataset can be found in [this paper](https://www.cs.toronto.edu/~kriz/learning-features-2009-TR.pdf).
+
+### Building the image recognition application
+#### Prerequisites
+Install mbed-cli:
+```
+$ sudo pip install mbed-cli
+```
+
+Install the arm-none-eabi-toolchain.
+
+For Ubuntu, this can be done by installing
+the package ```gcc-arm-none-eabi```. In Ubuntu 16.04, the version included in
+the repository is 4.9.3 while the recommended version is 6 and
+up. Later versions can be downloaded from [here](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads)
+for Windows, Mac OS X and Linux.
+
+#### Compiling and flashing
+In order to generate the mbed project, run the following command:
+```
+$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile TAGS=disco_f746ng generate_micro_recognition_mbed_project
+```
+This will copy all of the necessary files needed to build and flash the
+application.
+
+Navigate to the output folder:
+```
+$ cd tensorflow/lite/experimental/micro/tools/make/gen/linux_x86_64/prj/micro_recognition/mbed/
+```
+
+The following instructions for compiling and flashing can also be found in the
+file README_MBED.md in the output folder.
+
+To load the dependencies required, run:
+```
+$ mbed config root .
+$ mbed deploy
+```
+
+TensorFlow requires C++ 11, so the profiles needs to be updated:
+```
+$ python -c 'import fileinput, glob;
+for filename in glob.glob("mbed-os/tools/profiles/*.json"):
+ for line in fileinput.input(filename, inplace=True):
+ print(line.replace("\"-std=gnu++98\"","\"-std=gnu++11\", \"-fpermissive\""))'
+```
+
+In order to compile, run:
+```
+mbed compile -m auto -t GCC_ARM --profile release
+```
+
+```-m auto```: Automatically detects the correct target if the Discovery board
+ is connected to the computer. If the board is not connected,
+ replace ```auto``` with ```DISCO_F746NG```.\
+```-t GCC_ARM```: Specifies the toolchain used to compile. ```GCC_ARM```
+ indicates that the arm-none-eabi-toolchain will be used.\
+```--profile release```: Build the ```release``` profile. The different profiles
+ can be found under mbed-os/tools/profiles/.
+
+This will produce a file named ```mbed.bin``` in
+```BUILD/DISCO_F746NG/GCC_ARM-RELEASE/```. To flash it to the board, simply copy
+the file to the volume mounted as a USB drive. Alternatively, the ```-f```
+option can be appended to flash automatically after compilation.
+
+On Ubuntu 16.04 (and possibly other Linux distributions) there may be an error
+message when running ```mbed compile``` saying that the Python module
+```pywin32``` failed to install. This message can be ignored.
From 81921f956eb1523a0e794c6d7606263693c72693 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 18 Sep 2019 12:54:32 +0200
Subject: [PATCH 05/14] Fix review comments.
---
.../micro_recognition/disco/display_util.cc | 28 +++++++++----------
.../micro_recognition/disco/display_util.h | 8 +++---
.../micro_recognition/disco/image_provider.cc | 6 ++++
.../micro_recognition/disco/image_util.cc | 4 +--
.../micro_recognition/disco/image_util.h | 4 +--
.../micro/examples/micro_recognition/main.cc | 12 ++++----
.../micro/examples/micro_recognition/util.h | 7 +++--
7 files changed, 37 insertions(+), 32 deletions(-)
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
index 5b2bad5b9b0..1e8772d1db8 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
@@ -34,29 +34,27 @@ static char lcd_output_string[50];
void init_lcd() { lcd.Clear(LCD_COLOR_WHITE); }
-void display_image_rgb888(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
- int y_loc) {
- for (int y = 0; y < y_dim; y++) {
- for (int x = 0; x < x_dim; x++) {
- int pix_loc = (y * x_dim + x) * 3;
+void display_image_rgb888(int x_dim, int y_dim, const uint8_t* image_data,
+ int x_loc, int y_loc) {
+ for (int y = 0; y < y_dim; ++y) {
+ for (int x = 0; x < x_dim; ++x, image_data += 3) {
uint8_t a = 0xFF;
- uint8_t r = image_data[pix_loc];
- uint8_t g = image_data[pix_loc + 1];
- uint8_t b = image_data[pix_loc + 2];
+ auto r = image_data[0];
+ auto g = image_data[1];
+ auto b = image_data[2];
int pixel = a << 24 | r << 16 | g << 8 | b;
lcd.DrawPixel(x_loc + x, y_loc + y, pixel);
}
}
}
-void display_image_rgb565(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
- int y_loc) {
- for (int y = 0; y < y_dim; y++) {
- for (int x = 0; x < x_dim; x++) {
- int pix_loc = (y * x_dim + x) * 2;
+void display_image_rgb565(int x_dim, int y_dim, const uint8_t* image_data,
+ int x_loc, int y_loc) {
+ for (int y = 0; y < y_dim; ++y) {
+ for (int x = 0; x < x_dim; ++x, image_data += 2) {
uint8_t a = 0xFF;
- uint8_t pix_lo = image_data[pix_loc];
- uint8_t pix_hi = image_data[pix_loc + 1];
+ uint8_t pix_lo = image_data[0];
+ uint8_t pix_hi = image_data[1];
uint8_t r = (0xF8 & pix_hi);
uint8_t g = ((0x07 & pix_hi) << 5) | ((0xE0 & pix_lo) >> 3);
uint8_t b = (0x1F & pix_lo) << 3;
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
index 78fb5c33555..892a3e0fb47 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
@@ -20,11 +20,11 @@ limitations under the License.
void init_lcd();
-void display_image_rgb888(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
- int y_loc);
+void display_image_rgb888(int x_dim, int y_dim, const uint8_t* image_data,
+ int x_loc, int y_loc);
-void display_image_rgb565(int x_dim, int y_dim, uint8_t* image_data, int x_loc,
- int y_loc);
+void display_image_rgb565(int x_dim, int y_dim, const uint8_t* image_data,
+ int x_loc, int y_loc);
void print_prediction(const char* prediction);
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
index 0d353e90a74..5d66492f030 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
@@ -28,6 +28,12 @@ TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter) {
TfLiteStatus GetImage(tflite::ErrorReporter* error_reporter, int frame_width,
int frame_height, int channels, uint8_t* frame) {
+ // For consistency, the signature of this function is the
+ // same as the GetImage-function in micro_vision.
+ (void)error_reporter;
+ (void)frame_width;
+ (void)frame_height;
+ (void)channels;
BSP_CAMERA_SnapshotStart(frame);
return kTfLiteOk;
}
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
index b696c7c1b96..efd3d5b311f 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
@@ -18,8 +18,8 @@ limitations under the License.
void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int in_frame_width, int in_frame_height,
int num_in_channels, int out_frame_width,
- int out_frame_height, int channels, uint8_t* in_image,
- uint8_t* out_image) {
+ int out_frame_height, int channels,
+ const uint8_t* in_image, uint8_t* out_image) {
// offset so that only the center part of rectangular image is selected for
// resizing
int width_offset = ((in_frame_width - in_frame_height) / 2) * num_in_channels;
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
index 9eff226ea46..b242df03818 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
@@ -26,7 +26,7 @@ limitations under the License.
void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int in_frame_width, int in_frame_height,
int num_in_channels, int out_frame_width,
- int out_frame_height, int channels, uint8_t* in_frame,
- uint8_t* out_frame);
+ int out_frame_height, int channels,
+ const uint8_t* in_frame, uint8_t* out_frame);
#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc b/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
index 14fbfc84b24..3fcdaa5e4d9 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
@@ -45,7 +45,7 @@ int main(int argc, char** argv) {
tflite::ErrorReporter* error_reporter = µ_error_reporter;
if (InitCamera(error_reporter) != kTfLiteOk) {
- error_reporter->Report("Failed to init camera");
+ error_reporter->Report("Failed to init camera.");
return 1;
}
@@ -53,14 +53,14 @@ int main(int argc, char** argv) {
if (model->version() != TFLITE_SCHEMA_VERSION) {
error_reporter->Report(
"Model provided is schema version %d not equal "
- "to supported version %d.\n",
+ "to supported version %d.",
model->version(), TFLITE_SCHEMA_VERSION);
return 1;
}
tflite::ops::micro::AllOpsResolver resolver;
- const int tensor_arena_size = 63 * 1024;
+ constexpr int tensor_arena_size = 63 * 1024;
uint8_t tensor_arena[tensor_arena_size];
tflite::MicroInterpreter interpreter(model, resolver, tensor_arena,
tensor_arena_size, error_reporter);
@@ -77,12 +77,12 @@ int main(int argc, char** argv) {
input->data.uint8);
if (input->type != kTfLiteUInt8) {
- error_reporter->Report("Wrong input type");
+ error_reporter->Report("Wrong input type.");
}
TfLiteStatus invoke_status = interpreter.Invoke();
if (invoke_status != kTfLiteOk) {
- error_reporter->Report("Invoke failed\n");
+ error_reporter->Report("Invoke failed.");
break;
}
@@ -92,7 +92,7 @@ int main(int argc, char** argv) {
TfLiteTensor* output = interpreter.output(0);
- int top_ind = get_top_prediction(output->data.uint8);
+ int top_ind = get_top_prediction(output->data.uint8, 10);
print_prediction(labels[top_ind]);
print_confidence(output->data.uint8[top_ind]);
}
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h b/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
index 65e3601307d..92c509b6082 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
+++ b/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
@@ -25,11 +25,12 @@ limitations under the License.
#define G_CHANNEL_OFFSET CHANNEL_SIZE
#define B_CHANNEL_OFFSET (CHANNEL_SIZE * 2)
-int get_top_prediction(uint8_t* predictions) {
- int max_score = 0;
+int get_top_prediction(const uint8_t* predictions, int num_categories) {
+ int max_score = predictions[0];
int guess = 0;
- for (int category_index = 0; category_index < 10; category_index++) {
+ for (int category_index = 1; category_index < num_categories;
+ category_index++) {
const uint8_t category_score = predictions[category_index];
if (category_score > max_score) {
max_score = category_score;
From 08fbd91e1ce0de7393ae5840e4658a1461a42e3f Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 2 Oct 2019 10:21:27 +0200
Subject: [PATCH 06/14] Fix review comments.
Change all occurences of micro_recognition to image_recognition.
Added a line to the README.md explaining what the application does, and
that a camera module is used.
Added a .gitignore file and moved the first_10_cifar_images.h from
the .gitignore in the root directory to the newly created one.
Removed unnecessary python command from build instructions.
---
.gitignore | 1 -
.../examples/image_recognition/.gitignore | 1 +
.../examples/image_recognition/Makefile.inc | 40 +++++++++++++++++++
.../README.md | 22 +++++-----
.../disco/display_util.cc | 2 +-
.../disco/display_util.h | 0
.../disco/image_provider.cc | 2 +-
.../disco/image_util.cc | 2 +-
.../disco/image_util.h | 0
.../image_provider.h | 6 +--
.../image_recognition_model.cc | 2 +-
.../image_recognition_model.h | 6 +--
.../image_recognition_test.cc} | 8 ++--
.../main.cc | 10 ++---
.../util.h | 6 +--
.../examples/micro_recognition/Makefile.inc | 40 -------------------
16 files changed, 72 insertions(+), 76 deletions(-)
create mode 100644 tensorflow/lite/experimental/micro/examples/image_recognition/.gitignore
create mode 100644 tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/README.md (87%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/disco/display_util.cc (97%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/disco/display_util.h (100%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/disco/image_provider.cc (95%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/disco/image_util.cc (97%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/disco/image_util.h (100%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/image_provider.h (91%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/image_recognition_model.cc (99%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/image_recognition_model.h (86%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition/micro_recognition_test.cc => image_recognition/image_recognition_test.cc} (93%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/main.cc (91%)
rename tensorflow/lite/experimental/micro/examples/{micro_recognition => image_recognition}/util.h (90%)
delete mode 100644 tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
diff --git a/.gitignore b/.gitignore
index 316339bb32a..99ba9312a92 100644
--- a/.gitignore
+++ b/.gitignore
@@ -25,7 +25,6 @@ tensorflow/contrib/cmake/_build/
/api_init_files_list.txt
/estimator_api_init_files_list.txt
*.whl
-/tensorflow/lite/experimental/micro/examples/micro_recognition/first_10_cifar_images.h
# Android
.gradle
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/.gitignore b/tensorflow/lite/experimental/micro/examples/image_recognition/.gitignore
new file mode 100644
index 00000000000..5a9751f22a2
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/.gitignore
@@ -0,0 +1 @@
+first_10_cifar_images.h
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
new file mode 100644
index 00000000000..deabced3220
--- /dev/null
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
@@ -0,0 +1,40 @@
+IMAGE_RECOGNITION_HDRS := \
+tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
+tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h \
+tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h \
+tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h \
+tensorflow/lite/experimental/micro/examples/image_recognition/util.h
+
+IMAGE_RECOGNITION_SRCS := \
+tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc \
+tensorflow/lite/experimental/micro/examples/image_recognition/main.cc \
+tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc \
+tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc \
+tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
+
+IMAGE_RECOGNITION_TEST_SRCS := \
+tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc \
+tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
+
+IMAGE_RECOGNITION_TEST_HDRS := \
+tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
+tensorflow/lite/experimental/micro/examples/image_recognition/util.h
+
+CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
+CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
+$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
+
+include $(wildcard tensorflow/lite/experimental/micro/examples/image_recognition/*/Makefile.inc)
+
+
+ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
+ MBED_PROJECT_FILES += \
+ BSP_DISCO_F746NG.lib \
+ LCD_DISCO_F746NG.lib
+endif
+
+$(eval $(call microlite_test,image_recognition_test,\
+$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
+
+$(eval $(call microlite_test,image_recognition,\
+$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/README.md b/tensorflow/lite/experimental/micro/examples/image_recognition/README.md
similarity index 87%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/README.md
rename to tensorflow/lite/experimental/micro/examples/image_recognition/README.md
index e5a633a8601..d6f3cd47b5c 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/README.md
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/README.md
@@ -1,4 +1,4 @@
-# Micro Recognition Example
+# Image Recognition Example
## Table of Contents
- [Introduction](#introduction)
@@ -11,7 +11,11 @@
## Introduction
This example shows how you can use Tensorflow Lite Micro to perform image
-recognition on a [STM32F746 discovery kit](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html).
+recognition on a [STM32F746 discovery kit](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html)
+with a STM32F4DIS-CAM camera module attached.
+It classifies the captured image into 1 of 10 different classes, and those
+classes are "Plane", "Car", "Bird", "Cat", "Deer", "Dog", "Frog", "Horse",
+"Ship", "Truck".
## Hardware
[STM32F746G-DISCO board (Cortex-M7)](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html)\
@@ -22,7 +26,7 @@ These instructions have been tested on Ubuntu 16.04.
### Building the test case
```
-$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile micro_recognition_test
+$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile image_recognition_test
```
This will build and run the test case. As input, the test case uses
the first 10 images of the test batch included in the [CIFAR10](https://www.cs.toronto.edu/~kriz/cifar.html)
@@ -46,14 +50,14 @@ for Windows, Mac OS X and Linux.
#### Compiling and flashing
In order to generate the mbed project, run the following command:
```
-$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile TAGS=disco_f746ng generate_micro_recognition_mbed_project
+$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile TAGS=disco_f746ng generate_image_recognition_mbed_project
```
This will copy all of the necessary files needed to build and flash the
application.
Navigate to the output folder:
```
-$ cd tensorflow/lite/experimental/micro/tools/make/gen/linux_x86_64/prj/micro_recognition/mbed/
+$ cd tensorflow/lite/experimental/micro/tools/make/gen/linux_x86_64/prj/image_recognition/mbed/
```
The following instructions for compiling and flashing can also be found in the
@@ -65,14 +69,6 @@ $ mbed config root .
$ mbed deploy
```
-TensorFlow requires C++ 11, so the profiles needs to be updated:
-```
-$ python -c 'import fileinput, glob;
-for filename in glob.glob("mbed-os/tools/profiles/*.json"):
- for line in fileinput.input(filename, inplace=True):
- print(line.replace("\"-std=gnu++98\"","\"-std=gnu++11\", \"-fpermissive\""))'
-```
-
In order to compile, run:
```
mbed compile -m auto -t GCC_ARM --profile release
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
similarity index 97%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
rename to tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
index 1e8772d1db8..2d6074ca4e6 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h"
#include "LCD_DISCO_F746NG/LCD_DISCO_F746NG.h"
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h
similarity index 100%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h
rename to tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc
similarity index 95%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
rename to tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc
index 5d66492f030..f1d95845fb0 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h"
#include "BSP_DISCO_F746NG/Drivers/BSP/STM32746G-Discovery/stm32746g_discovery_camera.h"
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc
similarity index 97%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
rename to tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc
index efd3d5b311f..724bfc07e49 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h"
void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int in_frame_width, int in_frame_height,
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h b/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h
similarity index 100%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h
rename to tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h b/tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h
similarity index 91%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h
rename to tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h
index 50bbc87e971..657b5d11cdd 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_PROVIDER_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_PROVIDER_H_
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
#include "tensorflow/lite/c/c_api_internal.h"
#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
@@ -38,4 +38,4 @@ TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter);
TfLiteStatus GetImage(tflite::ErrorReporter* error_reporter, int image_width,
int image_height, int channels, uint8_t* image_data);
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_PROVIDER_H_
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
similarity index 99%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
rename to tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
index 16708c8dc3f..715f9a621dc 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h"
const unsigned char image_recognition_model_data[] = {
0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x00, 0x00,
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h
similarity index 86%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h
rename to tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h
index b003fa18085..4a51780fcdc 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h
@@ -18,10 +18,10 @@ limitations under the License.
// don't have a file system. It can be created using the command:
// xxd -i image_recognition_model.tflite > image_recognition_model.cc
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
extern const unsigned char image_recognition_model_data[];
extern const unsigned int image_recognition_model_data_len;
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
similarity index 93%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc
rename to tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
index eb840f08d09..9a46cabbea8 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/util.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/util.h"
#include "tensorflow/lite/experimental/micro/kernels/all_ops_resolver.h"
#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
#include "tensorflow/lite/experimental/micro/micro_interpreter.h"
@@ -22,7 +22,7 @@ limitations under the License.
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/first_10_cifar_images.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/first_10_cifar_images.h"
#define IMAGE_ARRAY \
tensorflow_lite_experimental_micro_tools_make_downloads_cifar10_test_batch_bin
@@ -33,7 +33,7 @@ limitations under the License.
TF_LITE_MICRO_TESTS_BEGIN
-TF_LITE_MICRO_TEST(TestMicroRecognitionInvoke) {
+TF_LITE_MICRO_TEST(TestImageRecognitionInvoke) {
tflite::MicroErrorReporter micro_error_reporter;
tflite::ErrorReporter* error_reporter = µ_error_reporter;
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/main.cc
similarity index 91%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
rename to tensorflow/lite/experimental/micro/examples/image_recognition/main.cc
index 3fcdaa5e4d9..f27e55adf2d 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/main.cc
@@ -21,12 +21,12 @@ limitations under the License.
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/util.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/util.h"
-#include "tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h"
+#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h"
#define NUM_OUT_CH 3
#define CNN_IMG_SIZE 32
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h b/tensorflow/lite/experimental/micro/examples/image_recognition/util.h
similarity index 90%
rename from tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
rename to tensorflow/lite/experimental/micro/examples/image_recognition/util.h
index 92c509b6082..39475734457 100644
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/util.h
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
+#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
+#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
#include <stdint.h>
#include <string.h>
@@ -61,4 +61,4 @@ void reshape_cifar_image(uint8_t* image_data, int num_bytes) {
}
}
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_UTIL_H_
+#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
deleted file mode 100644
index 8582bb2d1de..00000000000
--- a/tensorflow/lite/experimental/micro/examples/micro_recognition/Makefile.inc
+++ /dev/null
@@ -1,40 +0,0 @@
-MICRO_RECOGNITION_HDRS := \
-tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h \
-tensorflow/lite/experimental/micro/examples/micro_recognition/image_provider.h \
-tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.h \
-tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.h \
-tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
-
-MICRO_RECOGNITION_SRCS := \
-tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc \
-tensorflow/lite/experimental/micro/examples/micro_recognition/main.cc \
-tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_provider.cc \
-tensorflow/lite/experimental/micro/examples/micro_recognition/disco/image_util.cc \
-tensorflow/lite/experimental/micro/examples/micro_recognition/disco/display_util.cc
-
-MICRO_RECOGNITION_TEST_SRCS := \
-tensorflow/lite/experimental/micro/examples/micro_recognition/micro_recognition_test.cc \
-tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.cc
-
-MICRO_RECOGNITION_TEST_HDRS := \
-tensorflow/lite/experimental/micro/examples/micro_recognition/image_recognition_model.h \
-tensorflow/lite/experimental/micro/examples/micro_recognition/util.h
-
-CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
-CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
-$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
-
-include $(wildcard tensorflow/lite/experimental/micro/examples/micro_recognition/*/Makefile.inc)
-
-
-ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
- MBED_PROJECT_FILES += \
- BSP_DISCO_F746NG.lib \
- LCD_DISCO_F746NG.lib
-endif
-
-$(eval $(call microlite_test,micro_recognition_test,\
-$(MICRO_RECOGNITION_TEST_SRCS),$(MICRO_RECOGNITION_TEST_HDRS)))
-
-$(eval $(call microlite_test,micro_recognition,\
-$(MICRO_RECOGNITION_SRCS),$(MICRO_RECOGNITION_HDRS)))
From d2a4063003b0ce44cea3406c918d34035cf7870a Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 30 Oct 2019 12:44:34 +0100
Subject: [PATCH 07/14] Remove the model from the repo.
Removed the model from the repo and remove the image recognition test
from the Makefile.inc until the model is available.
Also included a bugfix to image_recognition_test.cc where a function
parameter was forgotten.
---
.../examples/image_recognition/Makefile.inc | 7 +-
.../image_recognition_model.cc | 3772 -----------------
.../image_recognition_test.cc | 2 +-
.../micro/tools/make/download_and_extract.sh | 2 +-
4 files changed, 4 insertions(+), 3779 deletions(-)
delete mode 100644 tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
index deabced3220..ba6d17348c4 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
@@ -6,7 +6,7 @@ tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util
tensorflow/lite/experimental/micro/examples/image_recognition/util.h
IMAGE_RECOGNITION_SRCS := \
-tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc \
+$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc \
tensorflow/lite/experimental/micro/examples/image_recognition/main.cc \
tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc \
tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc \
@@ -14,7 +14,7 @@ tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util
IMAGE_RECOGNITION_TEST_SRCS := \
tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc \
-tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
+$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc
IMAGE_RECOGNITION_TEST_HDRS := \
tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
@@ -33,8 +33,5 @@ ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
LCD_DISCO_F746NG.lib
endif
-$(eval $(call microlite_test,image_recognition_test,\
-$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
-
$(eval $(call microlite_test,image_recognition,\
$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
deleted file mode 100644
index 715f9a621dc..00000000000
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.cc
+++ /dev/null
@@ -1,3772 +0,0 @@
-/* Copyright 2019 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/experimental/micro/examples/image_recognition/image_recognition_model.h"
-
-const unsigned char image_recognition_model_data[] = {
- 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x00, 0x00,
- 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x04, 0x00, 0x08, 0x00, 0x0c, 0x00,
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- 0x18, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xb6, 0xff, 0xff, 0xff,
- 0x00, 0x00, 0x00, 0x19, 0xbe, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x09,
- 0xc6, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x11, 0xce, 0xff, 0xff, 0xff,
- 0x00, 0x00, 0x00, 0x03, 0xd6, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x11,
- 0xde, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x03, 0xe6, 0xff, 0xff, 0xff,
- 0x00, 0x00, 0x00, 0x11, 0xfa, 0xff, 0xff, 0xff, 0x00, 0x03, 0x06, 0x00,
- 0x06, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x11, 0x06, 0x00,
- 0x08, 0x00, 0x07, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03};
-
-const unsigned int image_recognition_model_data_len = 45024;
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
index 9a46cabbea8..da6b7b78587 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
@@ -81,7 +81,7 @@ TF_LITE_MICRO_TEST(TestImageRecognitionInvoke) {
}
TfLiteTensor* output = interpreter.output(0);
- int guess = get_top_prediction(output->data.uint8);
+ int guess = get_top_prediction(output->data.uint8, 10);
if (correct_label == guess) {
num_correct++;
diff --git a/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh b/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh
index 846c1ec2dc7..62807974d4f 100755
--- a/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh
+++ b/tensorflow/lite/experimental/micro/tools/make/download_and_extract.sh
@@ -71,7 +71,7 @@ patch_kissfft() {
# Create a header file containing an array with the first 10 images from the
# CIFAR10 test dataset.
patch_cifar10_dataset() {
- xxd -l 30730 -i ${1}/test_batch.bin ${1}/../../../../examples/micro_recognition/first_10_cifar_images.h
+ xxd -l 30730 -i ${1}/test_batch.bin ${1}/../../../../examples/image_recognition/first_10_cifar_images.h
}
# Main function handling the download, verify, extract, and patch process.
From 070147995400142181a5bb971388ea88d05ea942 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 20 Nov 2019 16:22:17 +0100
Subject: [PATCH 08/14] Download the image recognition model when building.
---
.../micro/examples/image_recognition/Makefile.inc | 10 ++++++----
.../micro/tools/make/third_party_downloads.inc | 6 ++++++
2 files changed, 12 insertions(+), 4 deletions(-)
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
index ba6d17348c4..2c605345ea1 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
+++ b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
@@ -1,3 +1,6 @@
+$(eval $(call add_third_party_download,$(IMAGE_RECOGNITION_MODEL_URL),$(IMAGE_RECOGNITION_MODEL_MD5),image_recognition_model,))
+$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
+
IMAGE_RECOGNITION_HDRS := \
tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h \
@@ -20,10 +23,6 @@ IMAGE_RECOGNITION_TEST_HDRS := \
tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
tensorflow/lite/experimental/micro/examples/image_recognition/util.h
-CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
-CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
-$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
-
include $(wildcard tensorflow/lite/experimental/micro/examples/image_recognition/*/Makefile.inc)
@@ -35,3 +34,6 @@ endif
$(eval $(call microlite_test,image_recognition,\
$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
+
+$(eval $(call microlite_test,image_recognition_test,\
+$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/tools/make/third_party_downloads.inc b/tensorflow/lite/experimental/micro/tools/make/third_party_downloads.inc
index 4797d6a96ca..c5835c61221 100644
--- a/tensorflow/lite/experimental/micro/tools/make/third_party_downloads.inc
+++ b/tensorflow/lite/experimental/micro/tools/make/third_party_downloads.inc
@@ -54,3 +54,9 @@ KISSFFT_MD5="438ba1fef5783cc5f5f201395cc477ca"
PERSON_MODEL_URL := "https://storage.googleapis.com/download.tensorflow.org/data/tf_lite_micro_person_data_grayscale.zip"
PERSON_MODEL_MD5 := "cd1059dd1c94afadd59608202732ad63"
+
+CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
+CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
+
+IMAGE_RECOGNITION_MODEL_URL := "https://storage.googleapis.com/download.tensorflow.org/models/tflite/cifar_image_recognition_model_2019_11_19.zip"
+IMAGE_RECOGNITION_MODEL_MD5 := "0ae6ceee7fff6072ece2d892345e4cbf"
From fa6cdc7f75409f69acc9413b7264280a65546090 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Thu, 12 Dec 2019 10:18:07 +0100
Subject: [PATCH 09/14] Adapt to the move of micro.
Remove "experimental" from paths and include guards due to the
micro-directory moving from tensorflow/lite/experimental to
tensorflow/lite.
The URL/md5sum to the zip-file containing the model have also been
updated.
---
.../examples/image_recognition/Makefile.inc | 39 -------------------
.../examples/image_recognition/.gitignore | 0
.../examples/image_recognition/Makefile.inc | 39 +++++++++++++++++++
.../examples/image_recognition/README.md | 6 +--
.../image_recognition/disco/display_util.cc | 2 +-
.../image_recognition/disco/display_util.h | 6 +--
.../image_recognition/disco/image_provider.cc | 2 +-
.../image_recognition/disco/image_util.cc | 2 +-
.../image_recognition/disco/image_util.h | 10 ++---
.../image_recognition/image_provider.h | 10 ++---
.../image_recognition_model.h | 6 +--
.../image_recognition_test.cc | 16 ++++----
.../micro/examples/image_recognition/main.cc | 16 ++++----
.../micro/examples/image_recognition/util.h | 6 +--
.../tools/make/third_party_downloads.inc | 4 +-
15 files changed, 82 insertions(+), 82 deletions(-)
delete mode 100644 tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/.gitignore (100%)
create mode 100644 tensorflow/lite/micro/examples/image_recognition/Makefile.inc
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/README.md (91%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/disco/display_util.cc (96%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/disco/display_util.h (79%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/disco/image_provider.cc (93%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/disco/image_util.cc (95%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/disco/image_util.h (73%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/image_provider.h (83%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/image_recognition_model.h (78%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/image_recognition_test.cc (82%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/main.cc (82%)
rename tensorflow/lite/{experimental => }/micro/examples/image_recognition/util.h (88%)
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc b/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
deleted file mode 100644
index 2c605345ea1..00000000000
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/Makefile.inc
+++ /dev/null
@@ -1,39 +0,0 @@
-$(eval $(call add_third_party_download,$(IMAGE_RECOGNITION_MODEL_URL),$(IMAGE_RECOGNITION_MODEL_MD5),image_recognition_model,))
-$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
-
-IMAGE_RECOGNITION_HDRS := \
-tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
-tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h \
-tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h \
-tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h \
-tensorflow/lite/experimental/micro/examples/image_recognition/util.h
-
-IMAGE_RECOGNITION_SRCS := \
-$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc \
-tensorflow/lite/experimental/micro/examples/image_recognition/main.cc \
-tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc \
-tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc \
-tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
-
-IMAGE_RECOGNITION_TEST_SRCS := \
-tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc \
-$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc
-
-IMAGE_RECOGNITION_TEST_HDRS := \
-tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h \
-tensorflow/lite/experimental/micro/examples/image_recognition/util.h
-
-include $(wildcard tensorflow/lite/experimental/micro/examples/image_recognition/*/Makefile.inc)
-
-
-ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
- MBED_PROJECT_FILES += \
- BSP_DISCO_F746NG.lib \
- LCD_DISCO_F746NG.lib
-endif
-
-$(eval $(call microlite_test,image_recognition,\
-$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
-
-$(eval $(call microlite_test,image_recognition_test,\
-$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/.gitignore b/tensorflow/lite/micro/examples/image_recognition/.gitignore
similarity index 100%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/.gitignore
rename to tensorflow/lite/micro/examples/image_recognition/.gitignore
diff --git a/tensorflow/lite/micro/examples/image_recognition/Makefile.inc b/tensorflow/lite/micro/examples/image_recognition/Makefile.inc
new file mode 100644
index 00000000000..c4d971fa68e
--- /dev/null
+++ b/tensorflow/lite/micro/examples/image_recognition/Makefile.inc
@@ -0,0 +1,39 @@
+$(eval $(call add_third_party_download,$(IMAGE_RECOGNITION_MODEL_URL),$(IMAGE_RECOGNITION_MODEL_MD5),image_recognition_model,))
+$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
+
+IMAGE_RECOGNITION_HDRS := \
+tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h \
+tensorflow/lite/micro/examples/image_recognition/image_provider.h \
+tensorflow/lite/micro/examples/image_recognition/disco/image_util.h \
+tensorflow/lite/micro/examples/image_recognition/disco/display_util.h \
+tensorflow/lite/micro/examples/image_recognition/util.h
+
+IMAGE_RECOGNITION_SRCS := \
+$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc \
+tensorflow/lite/micro/examples/image_recognition/main.cc \
+tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc \
+tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc \
+tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
+
+IMAGE_RECOGNITION_TEST_SRCS := \
+tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc \
+$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc
+
+IMAGE_RECOGNITION_TEST_HDRS := \
+tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h \
+tensorflow/lite/micro/examples/image_recognition/util.h
+
+include $(wildcard tensorflow/lite/micro/examples/image_recognition/*/Makefile.inc)
+
+
+ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
+ MBED_PROJECT_FILES += \
+ BSP_DISCO_F746NG.lib \
+ LCD_DISCO_F746NG.lib
+endif
+
+$(eval $(call microlite_test,image_recognition,\
+$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
+
+$(eval $(call microlite_test,image_recognition_test,\
+$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/README.md b/tensorflow/lite/micro/examples/image_recognition/README.md
similarity index 91%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/README.md
rename to tensorflow/lite/micro/examples/image_recognition/README.md
index d6f3cd47b5c..6a2f8e68dde 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/README.md
+++ b/tensorflow/lite/micro/examples/image_recognition/README.md
@@ -26,7 +26,7 @@ These instructions have been tested on Ubuntu 16.04.
### Building the test case
```
-$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile image_recognition_test
+$ make -f tensorflow/lite/micro/tools/make/Makefile image_recognition_test
```
This will build and run the test case. As input, the test case uses
the first 10 images of the test batch included in the [CIFAR10](https://www.cs.toronto.edu/~kriz/cifar.html)
@@ -50,14 +50,14 @@ for Windows, Mac OS X and Linux.
#### Compiling and flashing
In order to generate the mbed project, run the following command:
```
-$ make -f tensorflow/lite/experimental/micro/tools/make/Makefile TAGS=disco_f746ng generate_image_recognition_mbed_project
+$ make -f tensorflow/lite/micro/tools/make/Makefile TAGS=disco_f746ng generate_image_recognition_mbed_project
```
This will copy all of the necessary files needed to build and flash the
application.
Navigate to the output folder:
```
-$ cd tensorflow/lite/experimental/micro/tools/make/gen/linux_x86_64/prj/image_recognition/mbed/
+$ cd tensorflow/lite/micro/tools/make/gen/linux_x86_64/prj/image_recognition/mbed/
```
The following instructions for compiling and flashing can also be found in the
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc b/tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
similarity index 96%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
rename to tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
index 2d6074ca4e6..b5be954aca8 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.cc
+++ b/tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h"
+#include "tensorflow/lite/micro/examples/image_recognition/disco/display_util.h"
#include "LCD_DISCO_F746NG/LCD_DISCO_F746NG.h"
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h b/tensorflow/lite/micro/examples/image_recognition/disco/display_util.h
similarity index 79%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h
rename to tensorflow/lite/micro/examples/image_recognition/disco/display_util.h
index 892a3e0fb47..215121f0a83 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h
+++ b/tensorflow/lite/micro/examples/image_recognition/disco/display_util.h
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
#include <stdint.h>
@@ -30,4 +30,4 @@ void print_prediction(const char* prediction);
void print_confidence(uint8_t max_score);
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_DISPLAY_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc b/tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc
similarity index 93%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc
rename to tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc
index f1d95845fb0..438955a7bc5 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_provider.cc
+++ b/tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h"
+#include "tensorflow/lite/micro/examples/image_recognition/image_provider.h"
#include "BSP_DISCO_F746NG/Drivers/BSP/STM32746G-Discovery/stm32746g_discovery_camera.h"
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc b/tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc
similarity index 95%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc
rename to tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc
index 724bfc07e49..a1d3828b7dd 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.cc
+++ b/tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/micro/examples/image_recognition/disco/image_util.h"
void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int in_frame_width, int in_frame_height,
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h b/tensorflow/lite/micro/examples/image_recognition/disco/image_util.h
similarity index 73%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h
rename to tensorflow/lite/micro/examples/image_recognition/disco/image_util.h
index b242df03818..dbfddcf78bd 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h
+++ b/tensorflow/lite/micro/examples/image_recognition/disco/image_util.h
@@ -13,11 +13,11 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
-#include "tensorflow/lite/c/c_api_internal.h"
-#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
+#include "tensorflow/lite/c/common.h"
+#include "tensorflow/lite/micro/micro_error_reporter.h"
#define NUM_IN_CH 2
#define IN_IMG_WIDTH 160
@@ -29,4 +29,4 @@ void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int out_frame_height, int channels,
const uint8_t* in_frame, uint8_t* out_frame);
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_MICRO_RECOGNITION_DISCO_IMAGE_UTIL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h b/tensorflow/lite/micro/examples/image_recognition/image_provider.h
similarity index 83%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h
rename to tensorflow/lite/micro/examples/image_recognition/image_provider.h
index 657b5d11cdd..4645fca08b7 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h
+++ b/tensorflow/lite/micro/examples/image_recognition/image_provider.h
@@ -13,11 +13,11 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
-#include "tensorflow/lite/c/c_api_internal.h"
-#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
+#include "tensorflow/lite/c/common.h"
+#include "tensorflow/lite/micro/micro_error_reporter.h"
TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter);
@@ -38,4 +38,4 @@ TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter);
TfLiteStatus GetImage(tflite::ErrorReporter* error_reporter, int image_width,
int image_height, int channels, uint8_t* image_data);
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h b/tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h
similarity index 78%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h
rename to tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h
index 4a51780fcdc..679337c037c 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h
+++ b/tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h
@@ -18,10 +18,10 @@ limitations under the License.
// don't have a file system. It can be created using the command:
// xxd -i image_recognition_model.tflite > image_recognition_model.cc
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
extern const unsigned char image_recognition_model_data[];
extern const unsigned int image_recognition_model_data_len;
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc b/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
similarity index 82%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
rename to tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
index da6b7b78587..317a155e210 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_test.cc
+++ b/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
@@ -13,19 +13,19 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/util.h"
-#include "tensorflow/lite/experimental/micro/kernels/all_ops_resolver.h"
-#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
-#include "tensorflow/lite/experimental/micro/micro_interpreter.h"
-#include "tensorflow/lite/experimental/micro/testing/micro_test.h"
+#include "tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h"
+#include "tensorflow/lite/micro/examples/image_recognition/util.h"
+#include "tensorflow/lite/micro/kernels/all_ops_resolver.h"
+#include "tensorflow/lite/micro/micro_error_reporter.h"
+#include "tensorflow/lite/micro/micro_interpreter.h"
+#include "tensorflow/lite/micro/testing/micro_test.h"
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/first_10_cifar_images.h"
+#include "tensorflow/lite/micro/examples/image_recognition/first_10_cifar_images.h"
#define IMAGE_ARRAY \
- tensorflow_lite_experimental_micro_tools_make_downloads_cifar10_test_batch_bin
+ tensorflow_lite_micro_tools_make_downloads_cifar10_test_batch_bin
#define IMAGE_BYTES 3072
#define LABEL_BYTES 1
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/main.cc b/tensorflow/lite/micro/examples/image_recognition/main.cc
similarity index 82%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/main.cc
rename to tensorflow/lite/micro/examples/image_recognition/main.cc
index f27e55adf2d..bdd950bb52a 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/main.cc
+++ b/tensorflow/lite/micro/examples/image_recognition/main.cc
@@ -15,18 +15,18 @@ limitations under the License.
#include "mbed.h"
-#include "tensorflow/lite/experimental/micro/kernels/all_ops_resolver.h"
-#include "tensorflow/lite/experimental/micro/micro_error_reporter.h"
-#include "tensorflow/lite/experimental/micro/micro_interpreter.h"
+#include "tensorflow/lite/micro/kernels/all_ops_resolver.h"
+#include "tensorflow/lite/micro/micro_error_reporter.h"
+#include "tensorflow/lite/micro/micro_interpreter.h"
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/display_util.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/disco/image_util.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_provider.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/util.h"
+#include "tensorflow/lite/micro/examples/image_recognition/disco/display_util.h"
+#include "tensorflow/lite/micro/examples/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/micro/examples/image_recognition/image_provider.h"
+#include "tensorflow/lite/micro/examples/image_recognition/util.h"
-#include "tensorflow/lite/experimental/micro/examples/image_recognition/image_recognition_model.h"
+#include "tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h"
#define NUM_OUT_CH 3
#define CNN_IMG_SIZE 32
diff --git a/tensorflow/lite/experimental/micro/examples/image_recognition/util.h b/tensorflow/lite/micro/examples/image_recognition/util.h
similarity index 88%
rename from tensorflow/lite/experimental/micro/examples/image_recognition/util.h
rename to tensorflow/lite/micro/examples/image_recognition/util.h
index 39475734457..b42a16659cb 100644
--- a/tensorflow/lite/experimental/micro/examples/image_recognition/util.h
+++ b/tensorflow/lite/micro/examples/image_recognition/util.h
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
-#define TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
#include <stdint.h>
#include <string.h>
@@ -61,4 +61,4 @@ void reshape_cifar_image(uint8_t* image_data, int num_bytes) {
}
}
-#endif // TENSORFLOW_LITE_EXPERIMENTAL_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
diff --git a/tensorflow/lite/micro/tools/make/third_party_downloads.inc b/tensorflow/lite/micro/tools/make/third_party_downloads.inc
index 63415bb2994..1e7050cbf48 100644
--- a/tensorflow/lite/micro/tools/make/third_party_downloads.inc
+++ b/tensorflow/lite/micro/tools/make/third_party_downloads.inc
@@ -58,5 +58,5 @@ PERSON_MODEL_MD5 := "fe2934bd0788f1dcc7af3f0a954542ab"
CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
-IMAGE_RECOGNITION_MODEL_URL := "https://storage.googleapis.com/download.tensorflow.org/models/tflite/cifar_image_recognition_model_2019_11_19.zip"
-IMAGE_RECOGNITION_MODEL_MD5 := "0ae6ceee7fff6072ece2d892345e4cbf"
+IMAGE_RECOGNITION_MODEL_URL := "https://storage.googleapis.com/download.tensorflow.org/models/tflite/cifar_image_recognition_model_2019_12_11.zip"
+IMAGE_RECOGNITION_MODEL_MD5 := "40fedbd2219bdd324f6cbd40e9dbf314"
From 298597bef6157cb50ca59ab0636d310313607ba6 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Tue, 7 Jan 2020 11:29:46 +0100
Subject: [PATCH 10/14] Micro: Remove IMAGE_ARRAY define.
Remove the IMAGE_ARRAY define as per review comments and use the
original variable name.
---
.../image_recognition/image_recognition_test.cc | 11 ++++++-----
1 file changed, 6 insertions(+), 5 deletions(-)
diff --git a/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc b/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
index 317a155e210..f630929a8f4 100644
--- a/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
+++ b/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
@@ -24,9 +24,6 @@ limitations under the License.
#include "tensorflow/lite/micro/examples/image_recognition/first_10_cifar_images.h"
-#define IMAGE_ARRAY \
- tensorflow_lite_micro_tools_make_downloads_cifar10_test_batch_bin
-
#define IMAGE_BYTES 3072
#define LABEL_BYTES 1
#define ENTRY_BYTES (IMAGE_BYTES + LABEL_BYTES)
@@ -69,9 +66,13 @@ TF_LITE_MICRO_TEST(TestImageRecognitionInvoke) {
uint8_t correct_label = 0;
- correct_label = IMAGE_ARRAY[image_num * ENTRY_BYTES];
+ correct_label =
+ tensorflow_lite_micro_tools_make_downloads_cifar10_test_batch_bin
+ [image_num * ENTRY_BYTES];
memcpy(input->data.uint8,
- &IMAGE_ARRAY[image_num * ENTRY_BYTES + LABEL_BYTES], IMAGE_BYTES);
+ &tensorflow_lite_micro_tools_make_downloads_cifar10_test_batch_bin
+ [image_num * ENTRY_BYTES + LABEL_BYTES],
+ IMAGE_BYTES);
reshape_cifar_image(input->data.uint8, IMAGE_BYTES);
TfLiteStatus invoke_status = interpreter.Invoke();
From 3306beee456a4660950f6e21123b7a2cd527886f Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Mon, 3 Feb 2020 12:58:25 +0100
Subject: [PATCH 11/14] Move image_recognition to examples/experimental/.
---
.../image_recognition/.gitignore | 0
.../image_recognition/Makefile.inc | 39 +++++++++++++++++++
.../image_recognition/README.md | 0
.../image_recognition/disco/display_util.cc | 2 +-
.../image_recognition/disco/display_util.h | 0
.../image_recognition/disco/image_provider.cc | 2 +-
.../image_recognition/disco/image_util.cc | 2 +-
.../image_recognition/disco/image_util.h | 0
.../image_recognition/image_provider.h | 6 +--
.../image_recognition_model.h | 6 +--
.../image_recognition_test.cc | 6 +--
.../image_recognition/main.cc | 10 ++---
.../image_recognition/util.h | 6 +--
.../examples/image_recognition/Makefile.inc | 39 -------------------
tensorflow/lite/micro/tools/make/Makefile | 1 +
.../micro/tools/make/download_and_extract.sh | 2 +-
.../tools/make/third_party_downloads.inc | 4 +-
17 files changed, 63 insertions(+), 62 deletions(-)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/.gitignore (100%)
create mode 100644 tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/README.md (100%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/disco/display_util.cc (96%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/disco/display_util.h (100%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/disco/image_provider.cc (93%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/disco/image_util.cc (95%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/disco/image_util.h (100%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/image_provider.h (88%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/image_recognition_model.h (78%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/image_recognition_test.cc (92%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/main.cc (87%)
rename tensorflow/lite/micro/examples/{ => experimental}/image_recognition/util.h (88%)
delete mode 100644 tensorflow/lite/micro/examples/image_recognition/Makefile.inc
diff --git a/tensorflow/lite/micro/examples/image_recognition/.gitignore b/tensorflow/lite/micro/examples/experimental/image_recognition/.gitignore
similarity index 100%
rename from tensorflow/lite/micro/examples/image_recognition/.gitignore
rename to tensorflow/lite/micro/examples/experimental/image_recognition/.gitignore
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc b/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc
new file mode 100644
index 00000000000..3a5ad030522
--- /dev/null
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc
@@ -0,0 +1,39 @@
+$(eval $(call add_third_party_download,$(IMAGE_RECOGNITION_MODEL_URL),$(IMAGE_RECOGNITION_MODEL_MD5),image_recognition_model,))
+$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
+
+IMAGE_RECOGNITION_HDRS := \
+tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/util.h
+
+IMAGE_RECOGNITION_SRCS := \
+$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc \
+tensorflow/lite/micro/examples/experimental/image_recognition/main.cc \
+tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc \
+tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc \
+tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
+
+IMAGE_RECOGNITION_TEST_SRCS := \
+tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc \
+$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc
+
+IMAGE_RECOGNITION_TEST_HDRS := \
+tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/util.h
+
+include $(wildcard tensorflow/lite/micro/examples/image_recognition/*/Makefile.inc)
+
+
+ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
+ MBED_PROJECT_FILES += \
+ BSP_DISCO_F746NG.lib \
+ LCD_DISCO_F746NG.lib
+endif
+
+$(eval $(call microlite_test,image_recognition,\
+$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
+
+$(eval $(call microlite_test,image_recognition_test,\
+$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
diff --git a/tensorflow/lite/micro/examples/image_recognition/README.md b/tensorflow/lite/micro/examples/experimental/image_recognition/README.md
similarity index 100%
rename from tensorflow/lite/micro/examples/image_recognition/README.md
rename to tensorflow/lite/micro/examples/experimental/image_recognition/README.md
diff --git a/tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
similarity index 96%
rename from tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
index b5be954aca8..ab7c4f49218 100644
--- a/tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/micro/examples/image_recognition/disco/display_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h"
#include "LCD_DISCO_F746NG/LCD_DISCO_F746NG.h"
diff --git a/tensorflow/lite/micro/examples/image_recognition/disco/display_util.h b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h
similarity index 100%
rename from tensorflow/lite/micro/examples/image_recognition/disco/display_util.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h
diff --git a/tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc
similarity index 93%
rename from tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc
index 438955a7bc5..14c24356aa0 100644
--- a/tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/micro/examples/image_recognition/image_provider.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h"
#include "BSP_DISCO_F746NG/Drivers/BSP/STM32746G-Discovery/stm32746g_discovery_camera.h"
diff --git a/tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc
similarity index 95%
rename from tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc
index a1d3828b7dd..86ef6c409ab 100644
--- a/tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/micro/examples/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h"
void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int in_frame_width, int in_frame_height,
diff --git a/tensorflow/lite/micro/examples/image_recognition/disco/image_util.h b/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h
similarity index 100%
rename from tensorflow/lite/micro/examples/image_recognition/disco/image_util.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h
diff --git a/tensorflow/lite/micro/examples/image_recognition/image_provider.h b/tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h
similarity index 88%
rename from tensorflow/lite/micro/examples/image_recognition/image_provider.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h
index 4645fca08b7..5c90216af8f 100644
--- a/tensorflow/lite/micro/examples/image_recognition/image_provider.h
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
-#define TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
#include "tensorflow/lite/c/common.h"
#include "tensorflow/lite/micro/micro_error_reporter.h"
@@ -38,4 +38,4 @@ TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter);
TfLiteStatus GetImage(tflite::ErrorReporter* error_reporter, int image_width,
int image_height, int channels, uint8_t* image_data);
-#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_IMAGE_PROVIDER_H_
diff --git a/tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h b/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h
similarity index 78%
rename from tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h
index 679337c037c..499776fcc29 100644
--- a/tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h
@@ -18,10 +18,10 @@ limitations under the License.
// don't have a file system. It can be created using the command:
// xxd -i image_recognition_model.tflite > image_recognition_model.cc
-#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
-#define TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
extern const unsigned char image_recognition_model_data[];
extern const unsigned int image_recognition_model_data_len;
-#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_IMAGE_RECOGNITION_MODEL_H_
diff --git a/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc
similarity index 92%
rename from tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc
index f630929a8f4..ca08b2ad609 100644
--- a/tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h"
-#include "tensorflow/lite/micro/examples/image_recognition/util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/util.h"
#include "tensorflow/lite/micro/kernels/all_ops_resolver.h"
#include "tensorflow/lite/micro/micro_error_reporter.h"
#include "tensorflow/lite/micro/micro_interpreter.h"
@@ -22,7 +22,7 @@ limitations under the License.
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/micro/examples/image_recognition/first_10_cifar_images.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/first_10_cifar_images.h"
#define IMAGE_BYTES 3072
#define LABEL_BYTES 1
diff --git a/tensorflow/lite/micro/examples/image_recognition/main.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
similarity index 87%
rename from tensorflow/lite/micro/examples/image_recognition/main.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
index bdd950bb52a..c3905c37fa5 100644
--- a/tensorflow/lite/micro/examples/image_recognition/main.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
@@ -21,12 +21,12 @@ limitations under the License.
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/micro/examples/image_recognition/disco/display_util.h"
-#include "tensorflow/lite/micro/examples/image_recognition/disco/image_util.h"
-#include "tensorflow/lite/micro/examples/image_recognition/image_provider.h"
-#include "tensorflow/lite/micro/examples/image_recognition/util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/util.h"
-#include "tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h"
#define NUM_OUT_CH 3
#define CNN_IMG_SIZE 32
diff --git a/tensorflow/lite/micro/examples/image_recognition/util.h b/tensorflow/lite/micro/examples/experimental/image_recognition/util.h
similarity index 88%
rename from tensorflow/lite/micro/examples/image_recognition/util.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/util.h
index b42a16659cb..295c47fb183 100644
--- a/tensorflow/lite/micro/examples/image_recognition/util.h
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/util.h
@@ -13,8 +13,8 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
-#define TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_UTIL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_UTIL_H_
#include <stdint.h>
#include <string.h>
@@ -61,4 +61,4 @@ void reshape_cifar_image(uint8_t* image_data, int num_bytes) {
}
}
-#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_IMAGE_RECOGNITION_UTIL_H_
+#endif // TENSORFLOW_LITE_MICRO_EXAMPLES_EXPERIMENTAL_IMAGE_RECOGNITION_UTIL_H_
diff --git a/tensorflow/lite/micro/examples/image_recognition/Makefile.inc b/tensorflow/lite/micro/examples/image_recognition/Makefile.inc
deleted file mode 100644
index c4d971fa68e..00000000000
--- a/tensorflow/lite/micro/examples/image_recognition/Makefile.inc
+++ /dev/null
@@ -1,39 +0,0 @@
-$(eval $(call add_third_party_download,$(IMAGE_RECOGNITION_MODEL_URL),$(IMAGE_RECOGNITION_MODEL_MD5),image_recognition_model,))
-$(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_MD5),cifar10,patch_cifar10_dataset))
-
-IMAGE_RECOGNITION_HDRS := \
-tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h \
-tensorflow/lite/micro/examples/image_recognition/image_provider.h \
-tensorflow/lite/micro/examples/image_recognition/disco/image_util.h \
-tensorflow/lite/micro/examples/image_recognition/disco/display_util.h \
-tensorflow/lite/micro/examples/image_recognition/util.h
-
-IMAGE_RECOGNITION_SRCS := \
-$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc \
-tensorflow/lite/micro/examples/image_recognition/main.cc \
-tensorflow/lite/micro/examples/image_recognition/disco/image_provider.cc \
-tensorflow/lite/micro/examples/image_recognition/disco/image_util.cc \
-tensorflow/lite/micro/examples/image_recognition/disco/display_util.cc
-
-IMAGE_RECOGNITION_TEST_SRCS := \
-tensorflow/lite/micro/examples/image_recognition/image_recognition_test.cc \
-$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc
-
-IMAGE_RECOGNITION_TEST_HDRS := \
-tensorflow/lite/micro/examples/image_recognition/image_recognition_model.h \
-tensorflow/lite/micro/examples/image_recognition/util.h
-
-include $(wildcard tensorflow/lite/micro/examples/image_recognition/*/Makefile.inc)
-
-
-ifneq ($(filter disco_f746ng,$(ALL_TAGS)),)
- MBED_PROJECT_FILES += \
- BSP_DISCO_F746NG.lib \
- LCD_DISCO_F746NG.lib
-endif
-
-$(eval $(call microlite_test,image_recognition,\
-$(IMAGE_RECOGNITION_SRCS),$(IMAGE_RECOGNITION_HDRS)))
-
-$(eval $(call microlite_test,image_recognition_test,\
-$(IMAGE_RECOGNITION_TEST_SRCS),$(IMAGE_RECOGNITION_TEST_HDRS)))
diff --git a/tensorflow/lite/micro/tools/make/Makefile b/tensorflow/lite/micro/tools/make/Makefile
index b341bcbf0c5..80d01903461 100644
--- a/tensorflow/lite/micro/tools/make/Makefile
+++ b/tensorflow/lite/micro/tools/make/Makefile
@@ -241,6 +241,7 @@ AR := $(CC_PREFIX)${TARGET_TOOLCHAIN_PREFIX}${AR_TOOL}
# Load the examples.
include $(wildcard tensorflow/lite/micro/examples/*/Makefile.inc)
+include $(wildcard tensorflow/lite/micro/examples/experimental/*/Makefile.inc)
# Create rules for downloading third-party dependencies.
THIRD_PARTY_TARGETS :=
diff --git a/tensorflow/lite/micro/tools/make/download_and_extract.sh b/tensorflow/lite/micro/tools/make/download_and_extract.sh
index caa52edc957..ebf67c0a72b 100755
--- a/tensorflow/lite/micro/tools/make/download_and_extract.sh
+++ b/tensorflow/lite/micro/tools/make/download_and_extract.sh
@@ -81,7 +81,7 @@ patch_kissfft() {
# Create a header file containing an array with the first 10 images from the
# CIFAR10 test dataset.
patch_cifar10_dataset() {
- xxd -l 30730 -i ${1}/test_batch.bin ${1}/../../../../examples/image_recognition/first_10_cifar_images.h
+ xxd -l 30730 -i ${1}/test_batch.bin ${1}/../../../../examples/experimental/image_recognition/first_10_cifar_images.h
}
build_embarc_mli() {
diff --git a/tensorflow/lite/micro/tools/make/third_party_downloads.inc b/tensorflow/lite/micro/tools/make/third_party_downloads.inc
index dba36a4ab40..39f7398b507 100644
--- a/tensorflow/lite/micro/tools/make/third_party_downloads.inc
+++ b/tensorflow/lite/micro/tools/make/third_party_downloads.inc
@@ -54,8 +54,8 @@ PERSON_MODEL_MD5 := "fe2934bd0788f1dcc7af3f0a954542ab"
CIFAR10_DATASET_URL="https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz"
CIFAR10_DATASET_MD5="c32a1d4ab5d03f1284b67883e8d87530"
-IMAGE_RECOGNITION_MODEL_URL := "https://storage.googleapis.com/download.tensorflow.org/models/tflite/cifar_image_recognition_model_2019_12_11.zip"
-IMAGE_RECOGNITION_MODEL_MD5 := "40fedbd2219bdd324f6cbd40e9dbf314"
+IMAGE_RECOGNITION_MODEL_URL := "https://storage.googleapis.com/download.tensorflow.org/models/tflite/cifar_image_recognition_model_2020_02_07.zip"
+IMAGE_RECOGNITION_MODEL_MD5 := "9b7b47a72ed590a76112469e6a59e244"
PERSON_MODEL_INT8_URL := "https://storage.googleapis.com/download.tensorflow.org/data/tf_lite_micro_person_data_int8_grayscale_2020_01_13.zip"
PERSON_MODEL_INT8_MD5 := "8a7d2c70325f53136faea6dde517b8cc"
From 59d8cd03dd621ac9d02cfa5775320fb5efed68b5 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Wed, 19 Feb 2020 09:48:55 +0100
Subject: [PATCH 12/14] Add wildcard for
tensorflow/lite/micro/examples/experimental/-folder.
---
tensorflow/lite/micro/tools/make/Makefile | 1 +
1 file changed, 1 insertion(+)
diff --git a/tensorflow/lite/micro/tools/make/Makefile b/tensorflow/lite/micro/tools/make/Makefile
index 8ce1974c437..071667ad53e 100644
--- a/tensorflow/lite/micro/tools/make/Makefile
+++ b/tensorflow/lite/micro/tools/make/Makefile
@@ -82,6 +82,7 @@ CC_PREFIX :=
MICROLITE_LIB_NAME := libtensorflow-microlite.a
MICRO_LITE_EXAMPLE_TESTS := $(wildcard tensorflow/lite/micro/examples/*/Makefile.inc)
+MICRO_LITE_EXAMPLE_TESTS += $(wildcard tensorflow/lite/micro/examples/experimental/*/Makefile.inc)
MICROLITE_TEST_SRCS := \
$(wildcard tensorflow/lite/micro/*test.cc) \
From 839259828140791eb144ea39724f539dbaedb84e Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Thu, 27 Feb 2020 12:39:14 +0100
Subject: [PATCH 13/14] Rename disco/ to stm32f746_discovery/.
---
.../experimental/image_recognition/Makefile.inc | 10 +++++-----
.../examples/experimental/image_recognition/main.cc | 4 ++--
.../{disco => stm32f746_discovery}/display_util.cc | 2 +-
.../{disco => stm32f746_discovery}/display_util.h | 0
.../{disco => stm32f746_discovery}/image_provider.cc | 0
.../{disco => stm32f746_discovery}/image_util.cc | 2 +-
.../{disco => stm32f746_discovery}/image_util.h | 0
7 files changed, 9 insertions(+), 9 deletions(-)
rename tensorflow/lite/micro/examples/experimental/image_recognition/{disco => stm32f746_discovery}/display_util.cc (98%)
rename tensorflow/lite/micro/examples/experimental/image_recognition/{disco => stm32f746_discovery}/display_util.h (100%)
rename tensorflow/lite/micro/examples/experimental/image_recognition/{disco => stm32f746_discovery}/image_provider.cc (100%)
rename tensorflow/lite/micro/examples/experimental/image_recognition/{disco => stm32f746_discovery}/image_util.cc (98%)
rename tensorflow/lite/micro/examples/experimental/image_recognition/{disco => stm32f746_discovery}/image_util.h (100%)
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc b/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc
index 3a5ad030522..dd0c6636750 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/Makefile.inc
@@ -4,16 +4,16 @@ $(eval $(call add_third_party_download,$(CIFAR10_DATASET_URL),$(CIFAR10_DATASET_
IMAGE_RECOGNITION_HDRS := \
tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_model.h \
tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h \
-tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h \
-tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.h \
+tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.h \
tensorflow/lite/micro/examples/experimental/image_recognition/util.h
IMAGE_RECOGNITION_SRCS := \
$(MAKEFILE_DIR)/downloads/image_recognition_model/image_recognition_model.cc \
tensorflow/lite/micro/examples/experimental/image_recognition/main.cc \
-tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc \
-tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc \
-tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
+tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc \
+tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.cc \
+tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.cc
IMAGE_RECOGNITION_TEST_SRCS := \
tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc \
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
index c3905c37fa5..6b7dd8702d7 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
@@ -21,8 +21,8 @@ limitations under the License.
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/version.h"
-#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h"
-#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.h"
#include "tensorflow/lite/micro/examples/experimental/image_recognition/image_provider.h"
#include "tensorflow/lite/micro/examples/experimental/image_recognition/util.h"
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.cc
similarity index 98%
rename from tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.cc
index ab7c4f49218..a2e244b473e 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.h"
#include "LCD_DISCO_F746NG/LCD_DISCO_F746NG.h"
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.h
similarity index 100%
rename from tensorflow/lite/micro/examples/experimental/image_recognition/disco/display_util.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/display_util.h
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc
similarity index 100%
rename from tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_provider.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.cc
similarity index 98%
rename from tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc
rename to tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.cc
index 86ef6c409ab..fab75b544e0 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.cc
@@ -13,7 +13,7 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
-#include "tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h"
+#include "tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.h"
void ResizeConvertImage(tflite::ErrorReporter* error_reporter,
int in_frame_width, int in_frame_height,
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.h
similarity index 100%
rename from tensorflow/lite/micro/examples/experimental/image_recognition/disco/image_util.h
rename to tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_util.h
From 31787df613f767638655022decfd907b7251aec3 Mon Sep 17 00:00:00 2001
From: Jens Elofsson <jens.elofsson@arm.com>
Date: Tue, 3 Mar 2020 10:29:36 +0100
Subject: [PATCH 14/14] Replace Report() with TF_LITE_REPORT_ERROR-macro.
---
.../image_recognition/image_recognition_test.cc | 4 ++--
.../micro/examples/experimental/image_recognition/main.cc | 8 ++++----
.../stm32f746_discovery/image_provider.cc | 2 +-
3 files changed, 7 insertions(+), 7 deletions(-)
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc
index ca08b2ad609..cacfee2b1d6 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/image_recognition_test.cc
@@ -36,7 +36,7 @@ TF_LITE_MICRO_TEST(TestImageRecognitionInvoke) {
const tflite::Model* model = ::tflite::GetModel(image_recognition_model_data);
if (model->version() != TFLITE_SCHEMA_VERSION) {
- error_reporter->Report(
+ TF_LITE_REPORT_ERROR(error_reporter,
"Model provided is schema version %d not equal "
"to supported version %d.\n",
model->version(), TFLITE_SCHEMA_VERSION);
@@ -78,7 +78,7 @@ TF_LITE_MICRO_TEST(TestImageRecognitionInvoke) {
TfLiteStatus invoke_status = interpreter.Invoke();
TF_LITE_MICRO_EXPECT_EQ(kTfLiteOk, invoke_status);
if (invoke_status != kTfLiteOk) {
- error_reporter->Report("Invoke failed\n");
+ TF_LITE_REPORT_ERROR(error_reporter, "Invoke failed\n");
}
TfLiteTensor* output = interpreter.output(0);
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
index 6b7dd8702d7..f34abdc92f4 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/main.cc
@@ -45,13 +45,13 @@ int main(int argc, char** argv) {
tflite::ErrorReporter* error_reporter = µ_error_reporter;
if (InitCamera(error_reporter) != kTfLiteOk) {
- error_reporter->Report("Failed to init camera.");
+ TF_LITE_REPORT_ERROR(error_reporter, "Failed to init camera.");
return 1;
}
const tflite::Model* model = ::tflite::GetModel(image_recognition_model_data);
if (model->version() != TFLITE_SCHEMA_VERSION) {
- error_reporter->Report(
+ TF_LITE_REPORT_ERROR(error_reporter,
"Model provided is schema version %d not equal "
"to supported version %d.",
model->version(), TFLITE_SCHEMA_VERSION);
@@ -77,12 +77,12 @@ int main(int argc, char** argv) {
input->data.uint8);
if (input->type != kTfLiteUInt8) {
- error_reporter->Report("Wrong input type.");
+ TF_LITE_REPORT_ERROR(error_reporter, "Wrong input type.");
}
TfLiteStatus invoke_status = interpreter.Invoke();
if (invoke_status != kTfLiteOk) {
- error_reporter->Report("Invoke failed.");
+ TF_LITE_REPORT_ERROR(error_reporter, "Invoke failed.");
break;
}
diff --git a/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc
index 14c24356aa0..68087646778 100644
--- a/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc
+++ b/tensorflow/lite/micro/examples/experimental/image_recognition/stm32f746_discovery/image_provider.cc
@@ -19,7 +19,7 @@ limitations under the License.
TfLiteStatus InitCamera(tflite::ErrorReporter* error_reporter) {
if (BSP_CAMERA_Init(RESOLUTION_R160x120) != CAMERA_OK) {
- error_reporter->Report("Failed to init camera.\n");
+ TF_LITE_REPORT_ERROR(error_reporter, "Failed to init camera.\n");
return kTfLiteError;
}