Initial Commit

This commit is contained in:
Ipmake 2024-05-07 14:15:24 +02:00
commit 4be1fa7f02
27 changed files with 3669 additions and 0 deletions

2
.gitignore vendored Normal file
View File

@ -0,0 +1,2 @@
node_modules
dist

39
client/include/README Normal file
View File

@ -0,0 +1,39 @@
This directory is intended for project header files.
A header file is a file containing C declarations and macro definitions
to be shared between several project source files. You request the use of a
header file in your project source file (C, C++, etc) located in `src` folder
by including it, with the C preprocessing directive `#include'.
```src/main.c
#include "header.h"
int main (void)
{
...
}
```
Including a header file produces the same results as copying the header file
into each source file that needs it. Such copying would be time-consuming
and error-prone. With a header file, the related declarations appear
in only one place. If they need to be changed, they can be changed in one
place, and programs that include the header file will automatically use the
new version when next recompiled. The header file eliminates the labor of
finding and changing all the copies as well as the risk that a failure to
find one copy will result in inconsistencies within a program.
In C, the usual convention is to give header files names that end with `.h'.
It is most portable to use only letters, digits, dashes, and underscores in
header file names, and at most one dot.
Read more about using header files in official GCC documentation:
* Include Syntax
* Include Operation
* Once-Only Headers
* Computed Includes
https://gcc.gnu.org/onlinedocs/cpp/Header-Files.html

46
client/lib/README Normal file
View File

@ -0,0 +1,46 @@
This directory is intended for project specific (private) libraries.
PlatformIO will compile them to static libraries and link into executable file.
The source code of each library should be placed in an own separate directory
("lib/your_library_name/[here are source files]").
For example, see a structure of the following two libraries `Foo` and `Bar`:
|--lib
| |
| |--Bar
| | |--docs
| | |--examples
| | |--src
| | |- Bar.c
| | |- Bar.h
| | |- library.json (optional, custom build options, etc) https://docs.platformio.org/page/librarymanager/config.html
| |
| |--Foo
| | |- Foo.c
| | |- Foo.h
| |
| |- README --> THIS FILE
|
|- platformio.ini
|--src
|- main.c
and a contents of `src/main.c`:
```
#include <Foo.h>
#include <Bar.h>
int main (void)
{
...
}
```
PlatformIO Library Dependency Finder will find automatically dependent
libraries scanning project source files.
More information about PlatformIO Library Dependency Finder
- https://docs.platformio.org/page/librarymanager/ldf.html

16
client/platformio.ini Normal file
View File

@ -0,0 +1,16 @@
; PlatformIO Project Configuration File
;
; Build options: build flags, source filter
; Upload options: custom upload port, speed and extra flags
; Library options: dependencies, extra library storages
; Advanced options: extra scripting
;
; Please visit documentation for the other options and examples
; https://docs.platformio.org/page/projectconf.html
[env:esp32dev]
platform = espressif32
board = esp32dev
framework = arduino
monitor_speed = 115200
lib_deps = knolleary/PubSubClient@^2.8

78
client/src/main.cpp Normal file
View File

@ -0,0 +1,78 @@
#include <WiFi.h>
#include <PubSubClient.h>
#define RELAY 17
// WiFi
const char *ssid = "FRITZ!Box 7560 FE"; // Enter your Wi-Fi name
const char *password = "bkr48484"; // Enter Wi-Fi password
// MQTT Broker
const char *mqtt_broker = "192.168.188.11";
const char *topic = "testtopic";
const char *mqtt_username = "mqtt-user";
const char *mqtt_password = "hivi1234hivi";
const int mqtt_port = 1883;
bool isOpen = false;
WiFiClient espClient;
PubSubClient client(espClient);
void callback(char *topic, byte *payload, unsigned int length) {
Serial.print("Message arrived in topic: ");
Serial.println(topic);
Serial.print("Message:");
String message;
for (int i = 0; i < length; i++) {
message += (char)payload[i];
}
Serial.print(message);
Serial.println();
if(isOpen) return;
if (message == "open") {
digitalWrite(RELAY, HIGH);
isOpen = true;
sleep(2);
isOpen = false;
} else {
digitalWrite(RELAY, LOW);
}
Serial.println("-----------------------");
}
void setup() {
// Set software serial baud to 115200;
Serial.begin(115200);
pinMode(RELAY, OUTPUT);
digitalWrite(RELAY, LOW);
// Connecting to a WiFi network
WiFi.begin(ssid, password);
while (WiFi.status() != WL_CONNECTED) {
delay(500);
Serial.println("Connecting to WiFi..");
}
Serial.println("Connected to the Wi-Fi network");
//connecting to a mqtt broker
client.setServer(mqtt_broker, mqtt_port);
client.setCallback(callback);
while (!client.connected()) {
String client_id = "esp32-client-";
client_id += String(WiFi.macAddress());
Serial.printf("The client %s connects to the public MQTT broker\n", client_id.c_str());
if (client.connect(client_id.c_str(), mqtt_username, mqtt_password)) {
Serial.println("Public EMQX MQTT broker connected");
} else {
Serial.print("failed with state ");
Serial.print(client.state());
delay(2000);
}
}
client.subscribe(topic);
}
void loop() {
client.loop();
}

11
client/test/README Normal file
View File

@ -0,0 +1,11 @@
This directory is intended for PlatformIO Test Runner and project tests.
Unit Testing is a software testing method by which individual units of
source code, sets of one or more MCU program modules together with associated
control data, usage procedures, and operating procedures, are tested to
determine whether they are fit for use. Unit testing finds problems early
in the development cycle.
More information about PlatformIO Unit Testing:
- https://docs.platformio.org/en/latest/advanced/unit-testing/index.html

View File

@ -0,0 +1,62 @@
[
{
"weights":
[
{"name":"entry_flow/conv_in/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005431825039433498,"min":-0.7441600304023892}},
{"name":"entry_flow/conv_in/bias","shape":[32],"dtype":"float32"},
{"name":"entry_flow/reduction_block_0/separable_conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005691980614381678,"min":-0.6090419257388395}},
{"name":"entry_flow/reduction_block_0/separable_conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009089225881239947,"min":-1.1179747833925135}},
{"name":"entry_flow/reduction_block_0/separable_conv0/bias","shape":[64],"dtype":"float32"},
{"name":"entry_flow/reduction_block_0/separable_conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00683894624897078,"min":-0.8138346036275228}},
{"name":"entry_flow/reduction_block_0/separable_conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011632566358528886,"min":-1.3028474321552352}},
{"name":"entry_flow/reduction_block_0/separable_conv1/bias","shape":[64],"dtype":"float32"},
{"name":"entry_flow/reduction_block_0/expansion_conv/filters","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010254812240600587,"min":-0.9229331016540528}},
{"name":"entry_flow/reduction_block_0/expansion_conv/bias","shape":[64],"dtype":"float32"},
{"name":"entry_flow/reduction_block_1/separable_conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0052509616403018725,"min":-0.6406173201168285}},
{"name":"entry_flow/reduction_block_1/separable_conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010788509424994973,"min":-1.4564487723743214}},
{"name":"entry_flow/reduction_block_1/separable_conv0/bias","shape":[128],"dtype":"float32"},
{"name":"entry_flow/reduction_block_1/separable_conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00553213918910307,"min":-0.7025816770160899}},
{"name":"entry_flow/reduction_block_1/separable_conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.013602388606351965,"min":-1.6186842441558837}},
{"name":"entry_flow/reduction_block_1/separable_conv1/bias","shape":[128],"dtype":"float32"},
{"name":"entry_flow/reduction_block_1/expansion_conv/filters","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007571851038465313,"min":-1.158493208885193}},
{"name":"entry_flow/reduction_block_1/expansion_conv/bias","shape":[128],"dtype":"float32"},
{"name":"middle_flow/main_block_0/separable_conv0/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005766328409606335,"min":-0.6688940955143349}},
{"name":"middle_flow/main_block_0/separable_conv0/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.012136116214826995,"min":-1.5776951079275094}},
{"name":"middle_flow/main_block_0/separable_conv0/bias","shape":[128],"dtype":"float32"},
{"name":"middle_flow/main_block_0/separable_conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004314773222979377,"min":-0.5652352922102984}},
{"name":"middle_flow/main_block_0/separable_conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01107162026798024,"min":-1.2400214700137868}},
{"name":"middle_flow/main_block_0/separable_conv1/bias","shape":[128],"dtype":"float32"},
{"name":"middle_flow/main_block_0/separable_conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0036451735917259667,"min":-0.4848080876995536}},
{"name":"middle_flow/main_block_0/separable_conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008791744942758598,"min":-1.134135097615859}},
{"name":"middle_flow/main_block_0/separable_conv2/bias","shape":[128],"dtype":"float32"},
{"name":"middle_flow/main_block_1/separable_conv0/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004915751896652521,"min":-0.6095532351849126}},
{"name":"middle_flow/main_block_1/separable_conv0/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010868691463096469,"min":-1.3368490499608656}},
{"name":"middle_flow/main_block_1/separable_conv0/bias","shape":[128],"dtype":"float32"},
{"name":"middle_flow/main_block_1/separable_conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005010117269029804,"min":-0.6012140722835765}},
{"name":"middle_flow/main_block_1/separable_conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010311148213405235,"min":-1.3816938605963016}},
{"name":"middle_flow/main_block_1/separable_conv1/bias","shape":[128],"dtype":"float32"},
{"name":"middle_flow/main_block_1/separable_conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004911523706772748,"min":-0.7367285560159123}},
{"name":"middle_flow/main_block_1/separable_conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008976466047997568,"min":-1.2207993825276693}},
{"name":"middle_flow/main_block_1/separable_conv2/bias","shape":[128],"dtype":"float32"},
{"name":"exit_flow/reduction_block/separable_conv0/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005074804436926748,"min":-0.7104726211697447}},
{"name":"exit_flow/reduction_block/separable_conv0/pointwise_filter","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011453078307357489,"min":-1.4545409450344011}},
{"name":"exit_flow/reduction_block/separable_conv0/bias","shape":[256],"dtype":"float32"},
{"name":"exit_flow/reduction_block/separable_conv1/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007741751390344957,"min":-1.1380374543807086}},
{"name":"exit_flow/reduction_block/separable_conv1/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011347713189966538,"min":-1.497898141075583}},
{"name":"exit_flow/reduction_block/separable_conv1/bias","shape":[256],"dtype":"float32"},
{"name":"exit_flow/reduction_block/expansion_conv/filters","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006717281014311547,"min":-0.8329428457746318}},
{"name":"exit_flow/reduction_block/expansion_conv/bias","shape":[256],"dtype":"float32"},
{"name":"exit_flow/separable_conv/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0027201742518181892,"min":-0.3237007359663645}},
{"name":"exit_flow/separable_conv/pointwise_filter","shape":[1,1,256,512],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010076364348916447,"min":-1.330080094056971}},
{"name":"exit_flow/separable_conv/bias","shape":[512],"dtype":"float32"},
{"name":"fc/age/weights","shape":[512,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008674054987290326,"min":-1.2664120281443876}},
{"name":"fc/age/bias","shape":[1],"dtype":"float32"},
{"name":"fc/gender/weights","shape":[512,2],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0029948226377075793,"min":-0.34140978069866407}},
{"name":"fc/gender/bias","shape":[2],"dtype":"float32"}
],
"paths":
[
"age_gender_model.bin"
]
}
]

Binary file not shown.

View File

@ -0,0 +1,60 @@
[
{
"weights":
[
{"name":"dense0/conv0/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0057930146946626555,"min":-0.7125408074435067}},
{"name":"dense0/conv0/bias","shape":[32],"dtype":"float32"},
{"name":"dense0/conv1/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006473719839956246,"min":-0.6408982641556684}},
{"name":"dense0/conv1/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010509579321917366,"min":-1.408283629136927}},
{"name":"dense0/conv1/bias","shape":[32],"dtype":"float32"},
{"name":"dense0/conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005666389652326995,"min":-0.7252978754978554}},
{"name":"dense0/conv2/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010316079270605948,"min":-1.1760330368490781}},
{"name":"dense0/conv2/bias","shape":[32],"dtype":"float32"},
{"name":"dense0/conv3/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0063220320963392074,"min":-0.853474333005793}},
{"name":"dense0/conv3/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010322785377502442,"min":-1.4658355236053466}},
{"name":"dense0/conv3/bias","shape":[32],"dtype":"float32"},
{"name":"dense1/conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0042531527724920535,"min":-0.5741756242864272}},
{"name":"dense1/conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010653339647779278,"min":-1.1825207009035}},
{"name":"dense1/conv0/bias","shape":[64],"dtype":"float32"},
{"name":"dense1/conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005166931012097527,"min":-0.6355325144879957}},
{"name":"dense1/conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011478300188101974,"min":-1.3888743227603388}},
{"name":"dense1/conv1/bias","shape":[64],"dtype":"float32"},
{"name":"dense1/conv2/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006144821410085641,"min":-0.8479853545918185}},
{"name":"dense1/conv2/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010541967317169788,"min":-1.3809977185492421}},
{"name":"dense1/conv2/bias","shape":[64],"dtype":"float32"},
{"name":"dense1/conv3/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005769844849904378,"min":-0.686611537138621}},
{"name":"dense1/conv3/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010939095534530341,"min":-1.2689350820055196}},
{"name":"dense1/conv3/bias","shape":[64],"dtype":"float32"},
{"name":"dense2/conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0037769308277204924,"min":-0.40790852939381317}},
{"name":"dense2/conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01188667194516051,"min":-1.4382873053644218}},
{"name":"dense2/conv0/bias","shape":[128],"dtype":"float32"},
{"name":"dense2/conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006497045825509464,"min":-0.8381189114907208}},
{"name":"dense2/conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011632198913424622,"min":-1.3377028750438316}},
{"name":"dense2/conv1/bias","shape":[128],"dtype":"float32"},
{"name":"dense2/conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005947182225246056,"min":-0.7969224181829715}},
{"name":"dense2/conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011436844339557722,"min":-1.4524792311238306}},
{"name":"dense2/conv2/bias","shape":[128],"dtype":"float32"},
{"name":"dense2/conv3/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006665432686899222,"min":-0.8998334127313949}},
{"name":"dense2/conv3/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01283421422920975,"min":-1.642779421338848}},
{"name":"dense2/conv3/bias","shape":[128],"dtype":"float32"},
{"name":"dense3/conv0/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004711699953266218,"min":-0.6737730933170692}},
{"name":"dense3/conv0/pointwise_filter","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010955964817720302,"min":-1.3914075318504784}},
{"name":"dense3/conv0/bias","shape":[256],"dtype":"float32"},
{"name":"dense3/conv1/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00554193468654857,"min":-0.7149095745647656}},
{"name":"dense3/conv1/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.016790372250126858,"min":-2.484975093018775}},
{"name":"dense3/conv1/bias","shape":[256],"dtype":"float32"},
{"name":"dense3/conv2/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006361540626077091,"min":-0.8142772001378676}},
{"name":"dense3/conv2/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01777329678628959,"min":-1.7062364914838006}},
{"name":"dense3/conv2/bias","shape":[256],"dtype":"float32"},
{"name":"dense3/conv3/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006900275922289082,"min":-0.8625344902861353}},
{"name":"dense3/conv3/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015449936717164282,"min":-1.9003422162112067}},
{"name":"dense3/conv3/bias","shape":[256],"dtype":"float32"},
{"name":"fc/weights","shape":[256,7],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004834276554631252,"min":-0.7203072066400565}},
{"name":"fc/bias","shape":[7],"dtype":"float32"}
],
"paths":
[
"face_expression_model.bin"
]
}
]

Binary file not shown.

View File

@ -0,0 +1,60 @@
[
{
"weights":
[
{"name":"dense0/conv0/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004853619781194949,"min":-0.5872879935245888}},
{"name":"dense0/conv0/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004396426443960153,"min":-0.7298067896973853}},
{"name":"dense0/conv1/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00635151559231328,"min":-0.5589333721235686}},
{"name":"dense0/conv1/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009354315552057004,"min":-1.2628325995276957}},
{"name":"dense0/conv1/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0029380727048013726,"min":-0.5846764682554731}},
{"name":"dense0/conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0049374802439820535,"min":-0.6171850304977566}},
{"name":"dense0/conv2/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009941946758943446,"min":-1.3421628124573652}},
{"name":"dense0/conv2/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0030300481062309416,"min":-0.5272283704841838}},
{"name":"dense0/conv3/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005672684837790097,"min":-0.7431217137505026}},
{"name":"dense0/conv3/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010712201455060173,"min":-1.5639814124387852}},
{"name":"dense0/conv3/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0030966934035806097,"min":-0.3839899820439956}},
{"name":"dense1/conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0039155554537679636,"min":-0.48161332081345953}},
{"name":"dense1/conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01023082966898002,"min":-1.094698774580862}},
{"name":"dense1/conv0/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0027264176630506327,"min":-0.3871513081531898}},
{"name":"dense1/conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004583378632863362,"min":-0.5454220573107401}},
{"name":"dense1/conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00915846403907327,"min":-1.117332612766939}},
{"name":"dense1/conv1/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003091680419211294,"min":-0.5966943209077797}},
{"name":"dense1/conv2/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005407439727409214,"min":-0.708374604290607}},
{"name":"dense1/conv2/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00946493943532308,"min":-1.2399070660273235}},
{"name":"dense1/conv2/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004409168514550901,"min":-0.9788354102303}},
{"name":"dense1/conv3/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004478132958505668,"min":-0.6493292789833219}},
{"name":"dense1/conv3/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011063695888893277,"min":-1.2501976354449402}},
{"name":"dense1/conv3/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003909627596537272,"min":-0.6646366914113363}},
{"name":"dense2/conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003213915404151468,"min":-0.3374611174359041}},
{"name":"dense2/conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010917326048308728,"min":-1.4520043644250609}},
{"name":"dense2/conv0/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002800439152063108,"min":-0.38085972468058266}},
{"name":"dense2/conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0050568851770139206,"min":-0.6927932692509071}},
{"name":"dense2/conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01074961213504567,"min":-1.3222022926106174}},
{"name":"dense2/conv1/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0030654204242369708,"min":-0.5487102559384177}},
{"name":"dense2/conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00591809165244009,"min":-0.917304206128214}},
{"name":"dense2/conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01092823346455892,"min":-1.366029183069865}},
{"name":"dense2/conv2/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002681120470458386,"min":-0.36463238398234055}},
{"name":"dense2/conv3/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0048311497650894465,"min":-0.5797379718107336}},
{"name":"dense2/conv3/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011227761062921263,"min":-1.4483811771168429}},
{"name":"dense2/conv3/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0034643323982463162,"min":-0.3360402426298927}},
{"name":"dense3/conv0/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003394978887894574,"min":-0.49227193874471326}},
{"name":"dense3/conv0/pointwise_filter","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010051267287310432,"min":-1.2765109454884247}},
{"name":"dense3/conv0/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003142924752889895,"min":-0.4588670139219247}},
{"name":"dense3/conv1/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00448304671867221,"min":-0.5872791201460595}},
{"name":"dense3/conv1/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.016063522357566685,"min":-2.3613377865623026}},
{"name":"dense3/conv1/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00287135781026354,"min":-0.47664539650374765}},
{"name":"dense3/conv2/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006002906724518421,"min":-0.7923836876364315}},
{"name":"dense3/conv2/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.017087187019048954,"min":-1.6061955797906016}},
{"name":"dense3/conv2/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003124481205846749,"min":-0.46242321846531886}},
{"name":"dense3/conv3/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006576311588287353,"min":-1.0193282961845398}},
{"name":"dense3/conv3/pointwise_filter","shape":[1,1,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015590153955945782,"min":-1.99553970636106}},
{"name":"dense3/conv3/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004453541601405424,"min":-0.6546706154065973}},
{"name":"fc/weights","shape":[256,136],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010417488509533453,"min":-1.500118345372817}},
{"name":"fc/bias","shape":[136],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0025084222648658005,"min":0.07683877646923065}}
],
"paths":
[
"face_landmark_68_model.bin"
]
}
]

Binary file not shown.

View File

@ -0,0 +1,39 @@
[
{
"weights":
[
{"name":"dense0/conv0/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008194216092427571,"min":-0.9423348506291708}},
{"name":"dense0/conv0/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006839508168837603,"min":-0.8412595047670252}},
{"name":"dense0/conv1/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009194007106855804,"min":-1.2779669878529567}},
{"name":"dense0/conv1/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0036026100317637128,"min":-0.3170296827952067}},
{"name":"dense0/conv1/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.000740380117706224,"min":-0.06367269012273527}},
{"name":"dense0/conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":1,"min":0}},
{"name":"dense0/conv2/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":1,"min":0}},
{"name":"dense0/conv2/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0037702228508743585,"min":-0.6220867703942692}},
{"name":"dense1/conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0033707996209462483,"min":-0.421349952618281}},
{"name":"dense1/conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014611541991140328,"min":-1.8556658328748217}},
{"name":"dense1/conv0/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002832523046755323,"min":-0.30307996600281956}},
{"name":"dense1/conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006593170586754294,"min":-0.6329443763284123}},
{"name":"dense1/conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.012215249211180444,"min":-1.6001976466646382}},
{"name":"dense1/conv1/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002384825547536214,"min":-0.3028728445370992}},
{"name":"dense1/conv2/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005859645441466687,"min":-0.7617539073906693}},
{"name":"dense1/conv2/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.013121426806730382,"min":-1.7845140457153321}},
{"name":"dense1/conv2/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0032247188044529336,"min":-0.46435950784122243}},
{"name":"dense2/conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002659512618008782,"min":-0.32977956463308894}},
{"name":"dense2/conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015499923743453681,"min":-1.9839902391620712}},
{"name":"dense2/conv0/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0032450980999890497,"min":-0.522460794098237}},
{"name":"dense2/conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005911862382701799,"min":-0.792189559282041}},
{"name":"dense2/conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.021025861478319356,"min":-2.2077154552235325}},
{"name":"dense2/conv1/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00349616945958605,"min":-0.46149436866535865}},
{"name":"dense2/conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008104994250278847,"min":-1.013124281284856}},
{"name":"dense2/conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.029337059282789044,"min":-3.5791212325002633}},
{"name":"dense2/conv2/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0038808938334969913,"min":-0.4230174278511721}},
{"name":"fc/weights","shape":[128,136],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014016061670639936,"min":-1.8921683255363912}},
{"name":"fc/bias","shape":[136],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0029505149698724935,"min":0.088760145008564}}
],
"paths":
[
"face_landmark_68_tiny_model.bin"
]
}
]

Binary file not shown.

Binary file not shown.

View File

@ -0,0 +1,128 @@
[
{
"weights":
[
{"name":"conv32_down/conv/filters","shape":[7,7,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0005260649557207145,"min":-0.07101876902229645}},
{"name":"conv32_down/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":8.471445956577858e-7,"min":-0.00014740315964445472}},
{"name":"conv32_down/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.06814416062598135,"min":5.788674831390381}},
{"name":"conv32_down/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008471635042452345,"min":-0.931879854669758}},
{"name":"conv32_1/conv1/conv/filters","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0007328585666768691,"min":-0.0974701893680236}},
{"name":"conv32_1/conv1/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":1.5952091238361e-8,"min":-0.000001978059313556764}},
{"name":"conv32_1/conv1/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.02146628510718252,"min":3.1103382110595703}},
{"name":"conv32_1/conv1/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0194976619645661,"min":-2.3787147596770644}},
{"name":"conv32_1/conv2/conv/filters","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0004114975824075587,"min":-0.05267169054816751}},
{"name":"conv32_1/conv2/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":4.600177166424806e-9,"min":-5.70421968636676e-7}},
{"name":"conv32_1/conv2/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.03400764932819441,"min":2.1677730083465576}},
{"name":"conv32_1/conv2/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010974494616190593,"min":-1.240117891629537}},
{"name":"conv32_2/conv1/conv/filters","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0005358753251094444,"min":-0.0760942961655411}},
{"name":"conv32_2/conv1/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":5.9886454383719385e-9,"min":-7.366033889197485e-7}},
{"name":"conv32_2/conv1/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014633869657329485,"min":2.769575357437134}},
{"name":"conv32_2/conv1/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.022131107367721257,"min":-2.5229462399202234}},
{"name":"conv32_2/conv2/conv/filters","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00030145110452876373,"min":-0.03949009469326805}},
{"name":"conv32_2/conv2/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":6.8779549306497095e-9,"min":-9.010120959151119e-7}},
{"name":"conv32_2/conv2/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.03929369870354148,"min":4.8010945320129395}},
{"name":"conv32_2/conv2/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010553357180427103,"min":-1.2452961472903983}},
{"name":"conv32_3/conv1/conv/filters","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0003133527642371608,"min":-0.040735859350830905}},
{"name":"conv32_3/conv1/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":4.1064200719547974e-9,"min":-3.0387508532465503e-7}},
{"name":"conv32_3/conv1/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009252088210161994,"min":2.333256721496582}},
{"name":"conv32_3/conv1/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007104101251153385,"min":-0.34810096130651585}},
{"name":"conv32_3/conv2/conv/filters","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00029995629892629733,"min":-0.031195455088334923}},
{"name":"conv32_3/conv2/conv/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":5.62726418316814e-9,"min":-6.921534945296811e-7}},
{"name":"conv32_3/conv2/scale/weights","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0467432975769043,"min":5.362040996551514}},
{"name":"conv32_3/conv2/scale/biases","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010314425300149357,"min":-1.268674311918371}},
{"name":"conv64_down/conv1/conv/filters","shape":[3,3,32,64],"dtype":"float32"},
{"name":"conv64_down/conv1/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":8.373908033218849e-10,"min":-1.172347124650639e-7}},
{"name":"conv64_down/conv1/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0066875364266189875,"min":2.5088400840759277}},
{"name":"conv64_down/conv1/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01691421620986041,"min":-2.0973628100226906}},
{"name":"conv64_down/conv2/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_down/conv2/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":2.3252014483766877e-9,"min":-2.673981665633191e-7}},
{"name":"conv64_down/conv2/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.032557439804077146,"min":2.6351239681243896}},
{"name":"conv64_down/conv2/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015429047509735706,"min":-1.5429047509735707}},
{"name":"conv64_1/conv1/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_1/conv1/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":1.1319172039756998e-9,"min":-1.4941307092479238e-7}},
{"name":"conv64_1/conv1/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007802607031429515,"min":3.401733160018921}},
{"name":"conv64_1/conv1/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01425027146058924,"min":-0.6982633015688727}},
{"name":"conv64_1/conv2/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_1/conv2/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":2.5635019893325435e-9,"min":-2.717312108692496e-7}},
{"name":"conv64_1/conv2/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.04062801716374416,"min":3.542381525039673}},
{"name":"conv64_1/conv2/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007973166306813557,"min":-0.7415044665336609}},
{"name":"conv64_2/conv1/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_2/conv1/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":1.2535732661062331e-9,"min":-1.8302169685151004e-7}},
{"name":"conv64_2/conv1/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005631206549850164,"min":2.9051668643951416}},
{"name":"conv64_2/conv1/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01859012585060269,"min":-2.3795361088771445}},
{"name":"conv64_2/conv2/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_2/conv2/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":2.486726369919351e-9,"min":-3.5311514452854786e-7}},
{"name":"conv64_2/conv2/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.03740917467603497,"min":5.571568965911865}},
{"name":"conv64_2/conv2/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006418555858088475,"min":-0.5263215803632549}},
{"name":"conv64_3/conv1/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_3/conv1/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":7.432564576875473e-10,"min":-8.47312361763804e-8}},
{"name":"conv64_3/conv1/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006400122362024644,"min":2.268010377883911}},
{"name":"conv64_3/conv1/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010945847922680425,"min":-1.3353934465670119}},
{"name":"conv64_3/conv2/conv/filters","shape":[3,3,64,64],"dtype":"float32"},
{"name":"conv64_3/conv2/conv/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":2.278228722014533e-9,"min":-3.212302498040492e-7}},
{"name":"conv64_3/conv2/scale/weights","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.029840927498013366,"min":7.038398265838623}},
{"name":"conv64_3/conv2/scale/biases","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010651412197187834,"min":-1.161003929493474}},
{"name":"conv128_down/conv1/conv/filters","shape":[3,3,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00020040544662989823,"min":-0.022245004575918704}},
{"name":"conv128_down/conv1/conv/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":4.3550543563576545e-10,"min":-4.311503812794078e-8}},
{"name":"conv128_down/conv1/scale/weights","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007448580685783835,"min":2.830846071243286}},
{"name":"conv128_down/conv1/scale/biases","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01211262824488621,"min":-1.6957679542840696}},
{"name":"conv128_down/conv2/conv/filters","shape":[3,3,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00022380277514457702,"min":-0.02484210804104805}},
{"name":"conv128_down/conv2/conv/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":9.031058637304466e-10,"min":-1.1650065642122761e-7}},
{"name":"conv128_down/conv2/scale/weights","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.027663578706629135,"min":3.1111555099487305}},
{"name":"conv128_down/conv2/scale/biases","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008878476946961646,"min":-1.029903325847551}},
{"name":"conv128_1/conv1/conv/filters","shape":[3,3,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00022380667574265425,"min":-0.032899581334170175}},
{"name":"conv128_1/conv1/conv/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":4.4147297756478345e-10,"min":-5.253528433020923e-8}},
{"name":"conv128_1/conv1/scale/weights","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.013599334978589825,"min":3.634530782699585}},
{"name":"conv128_1/conv1/scale/biases","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014059314073300829,"min":-1.4059314073300828}},
{"name":"conv128_1/conv2/conv/filters","shape":[3,3,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00021715293474057143,"min":-0.02909849325523657}},
{"name":"conv128_1/conv2/conv/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":9.887046963276768e-10,"min":-1.1370104007768284e-7}},
{"name":"conv128_1/conv2/scale/weights","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.029993299409454943,"min":3.630716562271118}},
{"name":"conv128_1/conv2/scale/biases","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00782704236460667,"min":-0.7200878975438136}},
{"name":"conv128_2/conv1/conv/filters","shape":[3,3,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00017718105923895743,"min":-0.022324813464108636}},
{"name":"conv128_2/conv1/conv/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":3.567012027797675e-10,"min":-5.243507680862582e-8}},
{"name":"conv128_2/conv1/scale/weights","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.007940645778880399,"min":4.927767753601074}},
{"name":"conv128_2/conv1/scale/biases","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015933452867994122,"min":-1.5614783810634238}},
{"name":"conv128_2/conv2/conv/filters","shape":[3,3,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0001451439717236687,"min":-0.01712698866339291}},
{"name":"conv128_2/conv2/conv/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":1.0383988570966347e-9,"min":-1.2356946399449953e-7}},
{"name":"conv128_2/conv2/scale/weights","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.02892604528688917,"min":4.750600814819336}},
{"name":"conv128_2/conv2/scale/biases","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00797275748907351,"min":-0.7414664464838364}},
{"name":"conv256_down/conv1/conv/filters","shape":[3,3,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0002698827827093648,"min":-0.03994265184098599}},
{"name":"conv256_down/conv1/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":5.036909834755123e-10,"min":-6.396875490139006e-8}},
{"name":"conv256_down/conv1/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014870181738161573,"min":4.269900798797607}},
{"name":"conv256_down/conv1/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.022031106200872685,"min":-3.1063859743230484}},
{"name":"conv256_down/conv2/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00046430734150549946,"min":-0.03946612402796745}},
{"name":"conv256_down/conv2/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":6.693064577513153e-10,"min":-7.630093618364995e-8}},
{"name":"conv256_down/conv2/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.03475512242784687,"min":3.608360528945923}},
{"name":"conv256_down/conv2/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01290142021927179,"min":-1.1482263995151893}},
{"name":"conv256_1/conv1/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00037147209924810076,"min":-0.04234781931428348}},
{"name":"conv256_1/conv1/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":3.2105515457510146e-10,"min":-3.467395669411096e-8}},
{"name":"conv256_1/conv1/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.043242172166412955,"min":5.28542947769165}},
{"name":"conv256_1/conv1/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01643658619300992,"min":-1.3149268954407936}},
{"name":"conv256_1/conv2/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0003289232651392619,"min":-0.041773254672686264}},
{"name":"conv256_1/conv2/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":9.13591691187321e-10,"min":-1.2333487831028833e-7}},
{"name":"conv256_1/conv2/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0573908618852204,"min":4.360693454742432}},
{"name":"conv256_1/conv2/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0164216583850337,"min":-1.3958409627278647}},
{"name":"conv256_2/conv1/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00010476927912118389,"min":-0.015610622589056398}},
{"name":"conv256_2/conv1/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":2.418552539068639e-10,"min":-2.539480166022071e-8}},
{"name":"conv256_2/conv1/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.06024209564807368,"min":6.598613739013672}},
{"name":"conv256_2/conv1/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01578534350675695,"min":-1.1049740454729864}},
{"name":"conv256_2/conv2/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00005543030908002573,"min":-0.007427661416723448}},
{"name":"conv256_2/conv2/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":1.0822061852320308e-9,"min":-1.515088659324843e-7}},
{"name":"conv256_2/conv2/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.04302893993901272,"min":2.2855491638183594}},
{"name":"conv256_2/conv2/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006792667566561232,"min":-0.8083274404207865}},
{"name":"conv256_down_out/conv1/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.000568966465253456,"min":-0.05632768006009214}},
{"name":"conv256_down_out/conv1/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":4.5347887884881677e-10,"min":-6.530095855422961e-8}},
{"name":"conv256_down_out/conv1/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.017565592597512638,"min":4.594101905822754}},
{"name":"conv256_down_out/conv1/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.04850864223405427,"min":-6.306123490427055}},
{"name":"conv256_down_out/conv2/conv/filters","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0003739110687199761,"min":-0.06954745878191555}},
{"name":"conv256_down_out/conv2/conv/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":1.2668428328152895e-9,"min":-2.2549802424112154e-7}},
{"name":"conv256_down_out/conv2/scale/weights","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.04351314469879749,"min":4.31956672668457}},
{"name":"conv256_down_out/conv2/scale/biases","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.021499746921015722,"min":-1.2039858275768804}},
{"name":"fc","shape":[256,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.000357687911566566,"min":-0.04578405268052045}}
],
"paths":
[
"face_recognition_model.bin"
]
}
]

Binary file not shown.

View File

@ -0,0 +1,162 @@
[
{
"weights":
[
{"dtype":"float32","shape":[1,1,512,9],"quantization":{"scale":0.0026856216729856004,"min":-0.34107395246917127,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/ClassPredictor/weights"},
{"dtype":"float32","shape":[9],"quantization":{"scale":0.00198518248165355,"min":-0.32159956202787515,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/ClassPredictor/biases"},
{"dtype":"float32","shape":[1,1,1024,18],"quantization":{"scale":0.003060340296988394,"min":-0.489654447518143,"dtype":"uint8"},"name":"Prediction/BoxPredictor_1/ClassPredictor/weights"},
{"dtype":"float32","shape":[18],"quantization":{"scale":0.0008040678851744708,"min":-0.12221831854651957,"dtype":"uint8"},"name":"Prediction/BoxPredictor_1/ClassPredictor/biases"},
{"dtype":"float32","shape":[1,1,512,18],"quantization":{"scale":0.0012513800578958848,"min":-0.16017664741067325,"dtype":"uint8"},"name":"Prediction/BoxPredictor_2/ClassPredictor/weights"},
{"dtype":"float32","shape":[18],"quantization":{"scale":0.000338070518245884,"min":-0.05510549447407909,"dtype":"uint8"},"name":"Prediction/BoxPredictor_2/ClassPredictor/biases"},
{"dtype":"float32","shape":[1,1,256,18],"quantization":{"scale":0.0011819932975021064,"min":-0.1453851755927591,"dtype":"uint8"},"name":"Prediction/BoxPredictor_3/ClassPredictor/weights"},
{"dtype":"float32","shape":[18],"quantization":{"scale":0.00015985782386041154,"min":-0.026536398760828316,"dtype":"uint8"},"name":"Prediction/BoxPredictor_3/ClassPredictor/biases"},
{"dtype":"float32","shape":[1,1,256,18],"quantization":{"scale":0.0007035591438704846,"min":-0.08513065640832863,"dtype":"uint8"},"name":"Prediction/BoxPredictor_4/ClassPredictor/weights"},
{"dtype":"float32","shape":[18],"quantization":{"scale":0.00008793946574716008,"min":-0.013190919862074012,"dtype":"uint8"},"name":"Prediction/BoxPredictor_4/ClassPredictor/biases"},
{"dtype":"float32","shape":[1,1,128,18],"quantization":{"scale":0.00081320781918133,"min":-0.11059626340866088,"dtype":"uint8"},"name":"Prediction/BoxPredictor_5/ClassPredictor/weights"},
{"dtype":"float32","shape":[18],"quantization":{"scale":0.0000980533805547976,"min":-0.014609953702664841,"dtype":"uint8"},"name":"Prediction/BoxPredictor_5/ClassPredictor/biases"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":3,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/stack_1/2"},
{"dtype":"int32","shape":[3],"quantization":{"scale":0.00392156862745098,"min":0,"dtype":"uint8"},"name":"Postprocessor/Slice/begin"},
{"dtype":"int32","shape":[3],"quantization":{"scale":1,"min":-1,"dtype":"uint8"},"name":"Postprocessor/Slice/size"},
{"dtype":"float32","shape":[1,1,512,12],"quantization":{"scale":0.003730384859384275,"min":-0.4327246436885759,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/BoxEncodingPredictor/weights"},
{"dtype":"float32","shape":[12],"quantization":{"scale":0.0018744708568442102,"min":-0.3917644090804399,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/BoxEncodingPredictor/biases"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":3072,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/stack_1/1"},
{"dtype":"float32","shape":[1,1,1024,24],"quantization":{"scale":0.00157488017689948,"min":-0.20000978246623397,"dtype":"uint8"},"name":"Prediction/BoxPredictor_1/BoxEncodingPredictor/weights"},
{"dtype":"float32","shape":[24],"quantization":{"scale":0.0002823906713256649,"min":-0.043488163384152394,"dtype":"uint8"},"name":"Prediction/BoxPredictor_1/BoxEncodingPredictor/biases"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":1536,"dtype":"uint8"},"name":"Prediction/BoxPredictor_1/stack_1/1"},
{"dtype":"float32","shape":[1,1,512,24],"quantization":{"scale":0.0007974451663447361,"min":-0.11004743295557358,"dtype":"uint8"},"name":"Prediction/BoxPredictor_2/BoxEncodingPredictor/weights"},
{"dtype":"float32","shape":[24],"quantization":{"scale":0.0001350417988849621,"min":-0.02039131163162928,"dtype":"uint8"},"name":"Prediction/BoxPredictor_2/BoxEncodingPredictor/biases"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":384,"dtype":"uint8"},"name":"Prediction/BoxPredictor_2/stack_1/1"},
{"dtype":"float32","shape":[1,1,256,24],"quantization":{"scale":0.0007113990246080885,"min":-0.0860792819775787,"dtype":"uint8"},"name":"Prediction/BoxPredictor_3/BoxEncodingPredictor/weights"},
{"dtype":"float32","shape":[24],"quantization":{"scale":0.000050115815418608046,"min":-0.007617603943628423,"dtype":"uint8"},"name":"Prediction/BoxPredictor_3/BoxEncodingPredictor/biases"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":96,"dtype":"uint8"},"name":"Prediction/BoxPredictor_3/stack_1/1"},
{"dtype":"float32","shape":[1,1,256,24],"quantization":{"scale":0.000590049314732645,"min":-0.06903576982371946,"dtype":"uint8"},"name":"Prediction/BoxPredictor_4/BoxEncodingPredictor/weights"},
{"dtype":"float32","shape":[24],"quantization":{"scale":0.00003513663861097074,"min":-0.006359731588585704,"dtype":"uint8"},"name":"Prediction/BoxPredictor_4/BoxEncodingPredictor/biases"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":24,"dtype":"uint8"},"name":"Prediction/BoxPredictor_4/stack_1/1"},
{"dtype":"float32","shape":[1,1,128,24],"quantization":{"scale":0.0005990567744946948,"min":-0.07907549423329971,"dtype":"uint8"},"name":"Prediction/BoxPredictor_5/BoxEncodingPredictor/weights"},
{"dtype":"float32","shape":[24],"quantization":{"scale":0.00003392884288640583,"min":-0.006039334033780238,"dtype":"uint8"},"name":"Prediction/BoxPredictor_5/BoxEncodingPredictor/biases"},
{"dtype":"float32","shape":[],"quantization":{"scale":1,"min":0.007843137718737125,"dtype":"uint8"},"name":"Preprocessor/mul/x"},
{"dtype":"int32","shape":[2],"quantization":{"scale":1,"min":512,"dtype":"uint8"},"name":"Preprocessor/ResizeImage/size"},
{"dtype":"float32","shape":[],"quantization":{"scale":1,"min":1,"dtype":"uint8"},"name":"Preprocessor/sub/y"},
{"dtype":"float32","shape":[3,3,3,32],"quantization":{"scale":0.03948551065781537,"min":-5.014659853542552,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_0_pointwise/weights"},
{"dtype":"float32","shape":[32],"quantization":{"scale":0.0498106133704092,"min":-7.371970778820562,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_0_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,32,1],"quantization":{"scale":0.036833542468501075,"min":-4.714693435968138,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[32],"quantization":{"scale":0.012173276705046495,"min":-0.012173276705046495,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[32],"quantization":{"scale":0.032182769214405736,"min":-2.4780732295092416,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[32],"quantization":{"scale":0.028287527607936486,"min":-3.366215785344442,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[32],"quantization":{"scale":0.04716738532571232,"min":3.9071404665769224e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,32,64],"quantization":{"scale":0.04010109433940812,"min":-4.290817094316669,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_pointwise/weights"},
{"dtype":"float32","shape":[64],"quantization":{"scale":0.2212210038129021,"min":-34.51047659481273,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_1_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,64,1],"quantization":{"scale":0.010024750933927648,"min":-1.343316625146305,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[64],"quantization":{"scale":0.006120916675118839,"min":0.5227176547050476,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[64],"quantization":{"scale":0.02317035385206634,"min":-0.7646216771181892,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[64],"quantization":{"scale":0.04980821422502106,"min":-5.8275610643274645,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[64],"quantization":{"scale":0.051751047022202436,"min":3.916113799002297e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,64,128],"quantization":{"scale":0.021979344124887504,"min":-2.1319963801140878,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_pointwise/weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.09958663267247816,"min":-11.054116226645077,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_2_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,128,1],"quantization":{"scale":0.01943492702409333,"min":-2.6237151482525993,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.017852897737540452,"min":0.40204083919525146,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.029888209174661076,"min":-1.972621805527631,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.029319268581913967,"min":-5.130872001834945,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.014018708584355373,"min":3.9083178263362604e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,128,128],"quantization":{"scale":0.020776657964669022,"min":-2.5347522716896207,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_pointwise/weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.14383157094319662,"min":-9.636715253194174,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_3_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,128,1],"quantization":{"scale":0.004463558571011412,"min":-0.5981168485155293,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.006487431245691636,"min":0.47910428047180176,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.026542164297664865,"min":-1.2209395576925839,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.05119945675719018,"min":-8.60150873520795,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.03081628388049556,"min":3.911508751095344e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,128,256],"quantization":{"scale":0.010758659886378868,"min":-1.0328313490923713,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_pointwise/weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.08058219610476026,"min":-9.34753474815219,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_4_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,256,1],"quantization":{"scale":0.01145936741548426,"min":-1.3292866201961742,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.0083988838336047,"min":0.36280909180641174,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.02858148649627087,"min":-3.6584302715226715,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.03988401375564874,"min":-7.099354448505476,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.009090481683904049,"min":0.020878996700048447,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,256,256],"quantization":{"scale":0.008951201625898773,"min":-1.1189002032373465,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_pointwise/weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.051758006974762565,"min":-5.745138774198645,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_5_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,256,1],"quantization":{"scale":0.004110433190476661,"min":-0.6042336790000691,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.013170199768216002,"min":0.3386639356613159,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.03599378548416437,"min":-3.70735990486893,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.026967673208199296,"min":-3.748506575939702,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.012615410486857097,"min":3.9111388979838637e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,256,512],"quantization":{"scale":0.00822840648538926,"min":-1.1848905338960536,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.06608965817619772,"min":-7.468131373910342,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_6_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,512,1],"quantization":{"scale":0.008801074355256323,"min":-0.9593171047229393,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.030577416513480393,"min":0.3285980224609375,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.04778536441279393,"min":-8.935863145192464,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.04331884945140165,"min":-9.660103427662568,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.04126455444367785,"min":0.000604183878749609,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,512,512],"quantization":{"scale":0.009305818408143287,"min":-1.1446156642016243,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.04640720217835669,"min":-4.733534622192383,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_7_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,512,1],"quantization":{"scale":0.008138792655047248,"min":-0.9766551186056698,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.027351748358969596,"min":0.34030041098594666,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.04415061053107767,"min":-7.019947074441349,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.02476683784933651,"min":-2.9224868662217083,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.02547598832684076,"min":0.00026032101595774293,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,512,512],"quantization":{"scale":0.01083052625843123,"min":-1.2563410459780227,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.06360894371481503,"min":-7.951117964351878,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_8_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,512,1],"quantization":{"scale":0.006704086883395326,"min":-0.8648272079579971,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.015343831567203297,"min":0.2711026668548584,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.03378283930759804,"min":-4.797163181678922,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.021910778213949763,"min":-3.987761634938857,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.009284070410007296,"min":0.000021581046894425526,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,512,512],"quantization":{"scale":0.012783036979974485,"min":-1.9046725100161983,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.07273082733154297,"min":-9.52773838043213,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_9_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,512,1],"quantization":{"scale":0.006126228033327589,"min":-0.7351473639993107,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.029703759212119908,"min":0.28687000274658203,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.04394429898729511,"min":-6.3279790541704966,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.016566915605582443,"min":-2.7501079905266854,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.012152872833551145,"min":3.913338286370366e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,512,512],"quantization":{"scale":0.01354524388032801,"min":-1.7473364605623134,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.08566816367355047,"min":-9.937506986131854,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_10_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,512,1],"quantization":{"scale":0.006012305558896532,"min":-0.7876120282154457,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.01469323155926723,"min":0.29223933815956116,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.030889174517463234,"min":-3.2433633243336395,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.014836942448335536,"min":-2.047498057870304,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.007234466105343445,"min":0.00013165915152058005,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,512,512],"quantization":{"scale":0.016261722527298274,"min":-1.4798167499841428,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.091437328563017,"min":-14.172785927267636,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_11_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,512,1],"quantization":{"scale":0.004750356487199372,"min":-0.650798838746314,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.008174965545242907,"min":0.3120670020580292,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.030133422215779623,"min":-2.41067377726237,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.006088157261119169,"min":-0.7853722866843729,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.003668997334498985,"min":3.9124486300013356e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,512,1024],"quantization":{"scale":0.010959514449624454,"min":-1.4028178495519301,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_pointwise/weights"},
{"dtype":"float32","shape":[1024],"quantization":{"scale":0.10896045834410424,"min":-14.818622334798176,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_12_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,1024,1],"quantization":{"scale":0.004633033509347953,"min":-0.5652300881404502,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_depthwise/depthwise_weights"},
{"dtype":"float32","shape":[1024],"quantization":{"scale":0.022285057224479377,"min":0.23505790531635284,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_depthwise/BatchNorm/gamma"},
{"dtype":"float32","shape":[1024],"quantization":{"scale":0.0324854850769043,"min":-3.9957146644592285,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_depthwise/BatchNorm/beta"},
{"dtype":"float32","shape":[1024],"quantization":{"scale":0.014760061806323482,"min":-2.125448900110581,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_depthwise/BatchNorm/moving_mean"},
{"dtype":"float32","shape":[1024],"quantization":{"scale":0.0036057423142825855,"min":3.9067056828997994e-36,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_depthwise/BatchNorm/moving_variance"},
{"dtype":"float32","shape":[1,1,1024,1024],"quantization":{"scale":0.017311988157384536,"min":-2.094750567043529,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_pointwise/weights"},
{"dtype":"float32","shape":[1024],"quantization":{"scale":0.16447528764313343,"min":-25.658144872328815,"dtype":"uint8"},"name":"MobilenetV1/Conv2d_13_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[1,1,1024,256],"quantization":{"scale":0.0026493051472832175,"min":-0.36825341547236723,"dtype":"uint8"},"name":"Prediction/Conv2d_0_pointwise/weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.012474596734140433,"min":-2.3078003958159803,"dtype":"uint8"},"name":"Prediction/Conv2d_0_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,256,512],"quantization":{"scale":0.014533351449405445,"min":-1.8166689311756807,"dtype":"uint8"},"name":"Prediction/Conv2d_1_pointwise/weights"},
{"dtype":"float32","shape":[512],"quantization":{"scale":0.024268776762719248,"min":-2.4754152297973633,"dtype":"uint8"},"name":"Prediction/Conv2d_1_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[1,1,512,128],"quantization":{"scale":0.002208403746287028,"min":-0.28709248701731366,"dtype":"uint8"},"name":"Prediction/Conv2d_2_pointwise/weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.012451349052728392,"min":-1.5937726787492341,"dtype":"uint8"},"name":"Prediction/Conv2d_2_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,128,256],"quantization":{"scale":0.026334229637594783,"min":-2.8967652601354263,"dtype":"uint8"},"name":"Prediction/Conv2d_3_pointwise/weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.02509917792151956,"min":-1.4055539636050953,"dtype":"uint8"},"name":"Prediction/Conv2d_3_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[1,1,256,128],"quantization":{"scale":0.004565340046789132,"min":-0.3971845840706545,"dtype":"uint8"},"name":"Prediction/Conv2d_4_pointwise/weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.017302456556581983,"min":-2.5953684834872974,"dtype":"uint8"},"name":"Prediction/Conv2d_4_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,128,256],"quantization":{"scale":0.025347338470758176,"min":-3.8527954475552426,"dtype":"uint8"},"name":"Prediction/Conv2d_5_pointwise/weights"},
{"dtype":"float32","shape":[256],"quantization":{"scale":0.033134659598855414,"min":-2.9158500446992766,"dtype":"uint8"},"name":"Prediction/Conv2d_5_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[1,1,256,64],"quantization":{"scale":0.002493104397081861,"min":-0.2817207968702503,"dtype":"uint8"},"name":"Prediction/Conv2d_6_pointwise/weights"},
{"dtype":"float32","shape":[64],"quantization":{"scale":0.011383360974928912,"min":-1.2749364291920382,"dtype":"uint8"},"name":"Prediction/Conv2d_6_pointwise/convolution_bn_offset"},
{"dtype":"float32","shape":[3,3,64,128],"quantization":{"scale":0.020821522731407017,"min":-2.7484410005457263,"dtype":"uint8"},"name":"Prediction/Conv2d_7_pointwise/weights"},
{"dtype":"float32","shape":[128],"quantization":{"scale":0.052144218893612135,"min":-3.5979511036592373,"dtype":"uint8"},"name":"Prediction/Conv2d_7_pointwise/convolution_bn_offset"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":6,"dtype":"uint8"},"name":"Prediction/BoxPredictor_5/stack_1/1"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":1,"dtype":"uint8"},"name":"concat_1/axis"},
{"dtype":"int32","shape":[1],"quantization":{"scale":1,"min":0,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/strided_slice/stack"},
{"dtype":"int32","shape":[1],"quantization":{"scale":1,"min":1,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/strided_slice/stack_1"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":5118,"dtype":"uint8"},"name":"Postprocessor/stack/1"},
{"dtype":"int32","shape":[],"quantization":{"scale":1,"min":4,"dtype":"uint8"},"name":"Prediction/BoxPredictor_0/stack/3"},
{"dtype":"float32","shape":[1,5118,4],"name":"Output/extra_dim"}
],
"paths":
[
"ssd_mobilenetv1_model.bin"
]
}
]

Binary file not shown.

View File

@ -0,0 +1,30 @@
[
{
"weights":
[
{"name":"conv0/filters","shape":[3,3,3,16],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009007044399485869,"min":-1.2069439495311063}},
{"name":"conv0/bias","shape":[16],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005263455241334205,"min":-0.9211046672334858}},
{"name":"conv1/depthwise_filter","shape":[3,3,16,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004001977630690033,"min":-0.5042491814669441}},
{"name":"conv1/pointwise_filter","shape":[1,1,16,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.013836609615999109,"min":-1.411334180831909}},
{"name":"conv1/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0015159862590771096,"min":-0.30926119685173037}},
{"name":"conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002666276225856706,"min":-0.317286870876948}},
{"name":"conv2/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015265831292844286,"min":-1.6792414422128714}},
{"name":"conv2/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0020280554598453,"min":-0.37113414915168985}},
{"name":"conv3/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006100742489683862,"min":-0.8907084034938438}},
{"name":"conv3/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.016276211832083907,"min":-2.0508026908425725}},
{"name":"conv3/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003394414279975143,"min":-0.7637432129944072}},
{"name":"conv4/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006716050119961009,"min":-0.8059260143953211}},
{"name":"conv4/pointwise_filter","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.021875603993733724,"min":-2.8875797271728514}},
{"name":"conv4/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0041141652009066415,"min":-0.8187188749804216}},
{"name":"conv5/depthwise_filter","shape":[3,3,256,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008423839597141042,"min":-0.9013508368940915}},
{"name":"conv5/pointwise_filter","shape":[1,1,256,512],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.030007277283014035,"min":-3.8709387695088107}},
{"name":"conv5/bias","shape":[512],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008402082966823203,"min":-1.4871686851277068}},
{"name":"conv8/filters","shape":[1,1,512,25],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.028336129469030042,"min":-4.675461362389957}},
{"name":"conv8/bias","shape":[25],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002268134028303857,"min":-0.41053225912299807}}
],
"paths":
[
"tiny_face_detector_model.bin"
]
}
]

Binary file not shown.

2648
server/package-lock.json generated Normal file

File diff suppressed because it is too large Load Diff

25
server/package.json Normal file
View File

@ -0,0 +1,25 @@
{
"name": "facedetector",
"version": "1.0.0",
"description": "",
"main": "dist/index.js",
"scripts": {
"start": "npx tsc && node ."
},
"keywords": [],
"author": "",
"license": "ISC",
"devDependencies": {
"@types/node": "^20.12.7",
"typescript": "^5.4.5"
},
"dependencies": {
"@andreekeberg/imagedata": "^1.0.2",
"@tensorflow/tfjs-node": "^4.19.0",
"@vladmandic/face-api": "^1.7.13",
"axios": "^1.6.8",
"canvas": "^2.11.2",
"face-api.js": "^0.22.2",
"mqtt": "^5.5.5"
}
}

153
server/src/index.ts Normal file
View File

@ -0,0 +1,153 @@
import * as faceapi from '@vladmandic/face-api/dist/face-api.node'
import * as tf from '@tensorflow/tfjs-node'
import canvas from 'canvas'
import fs from 'fs'
import { connect } from "mqtt";
import { getSync } from '@andreekeberg/imagedata'
import axios from 'axios'
type states = "close" | "open"
let state: states = "close";
(async () => {
console.log("Starting...")
const client = connect('mqtt://192.168.188.11', {
username: 'mqtt-user',
password: 'hivi1234hivi',
port: 1883,
connectTimeout: 1000,
manualConnect: true
})
await new Promise((resolve) => {
client.on('connect', () => {
console.log("Connected to MQTT broker")
resolve(null)
})
client.on('error', (err) => {
console.log("Error connecting to MQTT broker")
console.log(err)
process.exit(1)
})
client.on('close', () => {
console.log("Connection closed")
process.exit(1)
})
client.on('offline', () => {
console.log("Connection offline")
process.exit(1)
})
client.connect()
})
console.log("Loading models...")
await faceapi.nets.ssdMobilenetv1.loadFromDisk('./models/')
await faceapi.nets.faceLandmark68Net.loadFromDisk('./models/')
await faceapi.nets.faceExpressionNet.loadFromDisk('./models/')
console.log("Model loaded successfully!")
faceapi.env.createNodejsEnv()
faceapi.env.monkeyPatch({
Canvas: canvas.Canvas,
Image: canvas.Image,
ImageData: canvas.ImageData
} as any)
async function detectFace() {
process.stdout.write("\n")
process.stdout.write("Run : ")
const req = await axios.get("http://192.168.188.60/capture", {
responseType: 'arraybuffer'
}) // returns a 800x600 jpeg img
const img = Buffer.from(req.data, 'binary')
// convert to base64
const imgb64 = img.toString('base64')
process.stdout.write(".")
const imgcanv = faceapi.createCanvas({
width: 800,
height: 600
})
const imgctx = imgcanv.getContext('2d')
if (!imgctx) return console.log("Error creating canvas context")
process.stdout.write(".")
const imgdata = await canvas.createImageData(getSync(img).data, 800, 600)
imgctx.putImageData(imgdata as any, 0, 0)
process.stdout.write(".")
const results = await faceapi.detectSingleFace(imgcanv).withFaceLandmarks().withFaceExpressions()
if (!results) {
process.stdout.write(" : No face")
if(state !== "close") client.publish('testtopic', 'close');
state = "close";
} else {
// get the highest expression
const expression = Object.entries(results.expressions).reduce((a, b) => a[1] > b[1] ? a : b)
process.stdout.write(` : ${expression[0]} (${expression[1]})`)
if(expression[0] == "happy") {
if(state !== "open") client.publish('testtopic', 'open');
state = "open";
}
else {
if(state !== "close") client.publish('testtopic', 'close');
state = "close";
}
}
const canv = canvas.createCanvas(800, 600)
const ctx = canv.getContext('2d')
ctx.drawImage(await canvas.loadImage(`data:image/jpeg;base64,${imgb64}`), 0, 0, 800, 600)
if (results) {
const face = results.alignedRect.box
ctx.strokeStyle = 'red'
ctx.lineWidth = 10
ctx.strokeRect(face.x, face.y, face.width, face.height)
// get the highest expression
const expression = Object.entries(results.expressions).reduce((a, b) => a[1] > b[1] ? a : b)
ctx.font = '24px Arial'
ctx.fillStyle = 'red'
ctx.fillText(expression[0], face.x, face.y - 10)
// draw landmarks
const landmarks = results.landmarks
ctx.strokeStyle = 'blue'
ctx.lineWidth = 2
landmarks.positions.forEach((pos) => {
ctx.beginPath()
ctx.arc(pos.x, pos.y, 2, 0, 2 * Math.PI)
ctx.stroke()
})
}
// save image
const out = fs.createWriteStream('./test/face_detected.jpg')
const stream = canv.createJPEGStream()
stream.pipe(out)
out.on('finish', () => process.stdout.write(''))
}
async function run() {
await detectFace()
// await sleep(500)
run()
}
run()
// setInterval(detectFace, 100)
})()
async function sleep(ms: number) {
return new Promise(resolve => setTimeout(resolve, ms))
}

1
server/src/types.d.ts vendored Normal file
View File

@ -0,0 +1 @@
declare module '@andreekeberg/imagedata';

Binary file not shown.

After

Width:  |  Height:  |  Size: 16 KiB

109
server/tsconfig.json Normal file
View File

@ -0,0 +1,109 @@
{
"compilerOptions": {
/* Visit https://aka.ms/tsconfig to read more about this file */
/* Projects */
// "incremental": true, /* Save .tsbuildinfo files to allow for incremental compilation of projects. */
// "composite": true, /* Enable constraints that allow a TypeScript project to be used with project references. */
// "tsBuildInfoFile": "./.tsbuildinfo", /* Specify the path to .tsbuildinfo incremental compilation file. */
// "disableSourceOfProjectReferenceRedirect": true, /* Disable preferring source files instead of declaration files when referencing composite projects. */
// "disableSolutionSearching": true, /* Opt a project out of multi-project reference checking when editing. */
// "disableReferencedProjectLoad": true, /* Reduce the number of projects loaded automatically by TypeScript. */
/* Language and Environment */
"target": "es2016", /* Set the JavaScript language version for emitted JavaScript and include compatible library declarations. */
// "lib": [], /* Specify a set of bundled library declaration files that describe the target runtime environment. */
// "jsx": "preserve", /* Specify what JSX code is generated. */
// "experimentalDecorators": true, /* Enable experimental support for legacy experimental decorators. */
// "emitDecoratorMetadata": true, /* Emit design-type metadata for decorated declarations in source files. */
// "jsxFactory": "", /* Specify the JSX factory function used when targeting React JSX emit, e.g. 'React.createElement' or 'h'. */
// "jsxFragmentFactory": "", /* Specify the JSX Fragment reference used for fragments when targeting React JSX emit e.g. 'React.Fragment' or 'Fragment'. */
// "jsxImportSource": "", /* Specify module specifier used to import the JSX factory functions when using 'jsx: react-jsx*'. */
// "reactNamespace": "", /* Specify the object invoked for 'createElement'. This only applies when targeting 'react' JSX emit. */
// "noLib": true, /* Disable including any library files, including the default lib.d.ts. */
// "useDefineForClassFields": true, /* Emit ECMAScript-standard-compliant class fields. */
// "moduleDetection": "auto", /* Control what method is used to detect module-format JS files. */
/* Modules */
"module": "commonjs", /* Specify what module code is generated. */
"rootDir": "./src", /* Specify the root folder within your source files. */
// "moduleResolution": "node10", /* Specify how TypeScript looks up a file from a given module specifier. */
// "baseUrl": "./", /* Specify the base directory to resolve non-relative module names. */
// "paths": {}, /* Specify a set of entries that re-map imports to additional lookup locations. */
// "rootDirs": [], /* Allow multiple folders to be treated as one when resolving modules. */
// "typeRoots": [], /* Specify multiple folders that act like './node_modules/@types'. */
// "types": [], /* Specify type package names to be included without being referenced in a source file. */
// "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */
// "moduleSuffixes": [], /* List of file name suffixes to search when resolving a module. */
// "allowImportingTsExtensions": true, /* Allow imports to include TypeScript file extensions. Requires '--moduleResolution bundler' and either '--noEmit' or '--emitDeclarationOnly' to be set. */
// "resolvePackageJsonExports": true, /* Use the package.json 'exports' field when resolving package imports. */
// "resolvePackageJsonImports": true, /* Use the package.json 'imports' field when resolving imports. */
// "customConditions": [], /* Conditions to set in addition to the resolver-specific defaults when resolving imports. */
// "resolveJsonModule": true, /* Enable importing .json files. */
// "allowArbitraryExtensions": true, /* Enable importing files with any extension, provided a declaration file is present. */
// "noResolve": true, /* Disallow 'import's, 'require's or '<reference>'s from expanding the number of files TypeScript should add to a project. */
/* JavaScript Support */
// "allowJs": true, /* Allow JavaScript files to be a part of your program. Use the 'checkJS' option to get errors from these files. */
// "checkJs": true, /* Enable error reporting in type-checked JavaScript files. */
// "maxNodeModuleJsDepth": 1, /* Specify the maximum folder depth used for checking JavaScript files from 'node_modules'. Only applicable with 'allowJs'. */
/* Emit */
// "declaration": true, /* Generate .d.ts files from TypeScript and JavaScript files in your project. */
// "declarationMap": true, /* Create sourcemaps for d.ts files. */
// "emitDeclarationOnly": true, /* Only output d.ts files and not JavaScript files. */
// "sourceMap": true, /* Create source map files for emitted JavaScript files. */
// "inlineSourceMap": true, /* Include sourcemap files inside the emitted JavaScript. */
// "outFile": "./", /* Specify a file that bundles all outputs into one JavaScript file. If 'declaration' is true, also designates a file that bundles all .d.ts output. */
"outDir": "./dist", /* Specify an output folder for all emitted files. */
// "removeComments": true, /* Disable emitting comments. */
// "noEmit": true, /* Disable emitting files from a compilation. */
// "importHelpers": true, /* Allow importing helper functions from tslib once per project, instead of including them per-file. */
// "importsNotUsedAsValues": "remove", /* Specify emit/checking behavior for imports that are only used for types. */
// "downlevelIteration": true, /* Emit more compliant, but verbose and less performant JavaScript for iteration. */
// "sourceRoot": "", /* Specify the root path for debuggers to find the reference source code. */
// "mapRoot": "", /* Specify the location where debugger should locate map files instead of generated locations. */
// "inlineSources": true, /* Include source code in the sourcemaps inside the emitted JavaScript. */
// "emitBOM": true, /* Emit a UTF-8 Byte Order Mark (BOM) in the beginning of output files. */
// "newLine": "crlf", /* Set the newline character for emitting files. */
// "stripInternal": true, /* Disable emitting declarations that have '@internal' in their JSDoc comments. */
// "noEmitHelpers": true, /* Disable generating custom helper functions like '__extends' in compiled output. */
// "noEmitOnError": true, /* Disable emitting files if any type checking errors are reported. */
// "preserveConstEnums": true, /* Disable erasing 'const enum' declarations in generated code. */
// "declarationDir": "./", /* Specify the output directory for generated declaration files. */
// "preserveValueImports": true, /* Preserve unused imported values in the JavaScript output that would otherwise be removed. */
/* Interop Constraints */
// "isolatedModules": true, /* Ensure that each file can be safely transpiled without relying on other imports. */
// "verbatimModuleSyntax": true, /* Do not transform or elide any imports or exports not marked as type-only, ensuring they are written in the output file's format based on the 'module' setting. */
// "allowSyntheticDefaultImports": true, /* Allow 'import x from y' when a module doesn't have a default export. */
"esModuleInterop": true, /* Emit additional JavaScript to ease support for importing CommonJS modules. This enables 'allowSyntheticDefaultImports' for type compatibility. */
// "preserveSymlinks": true, /* Disable resolving symlinks to their realpath. This correlates to the same flag in node. */
"forceConsistentCasingInFileNames": true, /* Ensure that casing is correct in imports. */
/* Type Checking */
"strict": true, /* Enable all strict type-checking options. */
// "noImplicitAny": true, /* Enable error reporting for expressions and declarations with an implied 'any' type. */
// "strictNullChecks": true, /* When type checking, take into account 'null' and 'undefined'. */
// "strictFunctionTypes": true, /* When assigning functions, check to ensure parameters and the return values are subtype-compatible. */
// "strictBindCallApply": true, /* Check that the arguments for 'bind', 'call', and 'apply' methods match the original function. */
// "strictPropertyInitialization": true, /* Check for class properties that are declared but not set in the constructor. */
// "noImplicitThis": true, /* Enable error reporting when 'this' is given the type 'any'. */
// "useUnknownInCatchVariables": true, /* Default catch clause variables as 'unknown' instead of 'any'. */
// "alwaysStrict": true, /* Ensure 'use strict' is always emitted. */
// "noUnusedLocals": true, /* Enable error reporting when local variables aren't read. */
// "noUnusedParameters": true, /* Raise an error when a function parameter isn't read. */
// "exactOptionalPropertyTypes": true, /* Interpret optional property types as written, rather than adding 'undefined'. */
// "noImplicitReturns": true, /* Enable error reporting for codepaths that do not explicitly return in a function. */
// "noFallthroughCasesInSwitch": true, /* Enable error reporting for fallthrough cases in switch statements. */
// "noUncheckedIndexedAccess": true, /* Add 'undefined' to a type when accessed using an index. */
// "noImplicitOverride": true, /* Ensure overriding members in derived classes are marked with an override modifier. */
// "noPropertyAccessFromIndexSignature": true, /* Enforces using indexed accessors for keys declared using an indexed type. */
// "allowUnusedLabels": true, /* Disable error reporting for unused labels. */
// "allowUnreachableCode": true, /* Disable error reporting for unreachable code. */
/* Completeness */
// "skipDefaultLibCheck": true, /* Skip type checking .d.ts files that are included with TypeScript. */
"skipLibCheck": true /* Skip type checking all .d.ts files. */
}
}