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tags | ||
/apps/* | ||
/libs/* | ||
/objs/* | ||
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#include <stdio.h> | ||
#include <stdlib.h> | ||
#include <string.h> | ||
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#include "parg.h" | ||
#include "catcoon.h" | ||
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#define INPUT_W 224 | ||
#define INPUT_H 224 | ||
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char image_path[128]; | ||
char parameters_path[128]; | ||
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void arg_parser(int argc, char* const argv[]); | ||
void vgg16(cc_tensor_t *in, cc_tensor_t **out); | ||
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int main(int argc, const char *argv[]) | ||
{ | ||
UTIM_IMG *img, *img_read; | ||
cc_tensor_t *input, *output; | ||
cc_float32 v; | ||
cc_int32 i, j; | ||
arg_parser(argc, (char**)argv); | ||
cc_tsrmgr_import(parameters_path); | ||
img_read = utim_read(image_path); | ||
img = utim_resize(img_read, INPUT_H, INPUT_W, 0); | ||
input = cc_image2tensor(img, "input"); | ||
utim_free_image(img); | ||
utim_free_image(img_read); | ||
input = cc_cast(input, CC_FLOAT32, "input"); | ||
v = 255.; | ||
input = cc_scalar(input, '/', &v, "input"); | ||
vgg16(input, &output); | ||
cc_tsrmgr_list(); | ||
v = 0.; | ||
for (i = 0, j = 0; i < 1000; ++i) { | ||
if (*((cc_float32*)output->data + i) > v) { | ||
v = *((cc_float32*)output->data + i); | ||
j = i; | ||
} | ||
} | ||
printf("Result: [%d]\n", j); | ||
cc_clear(); | ||
return 0; | ||
} | ||
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void arg_parser(int argc, char* const argv[]) | ||
{ | ||
struct parg_state ps; | ||
int c; | ||
parg_init(&ps); | ||
while ((c = parg_getopt(&ps, argc, argv, "hp:v")) != -1) { | ||
switch (c) { | ||
case 1: | ||
strcpy(image_path, ps.optarg); | ||
break; | ||
case 'h': | ||
printf("Usage: [-h] -p parameters-path image-file\n"); | ||
printf("-h: Displays this message\n"); | ||
printf("-p: Choose parameters file path\n"); | ||
exit(EXIT_SUCCESS); | ||
break; | ||
case 'p': | ||
strcpy(parameters_path, ps.optarg); | ||
break; | ||
case '?': | ||
if (ps.optopt == 'p') { | ||
printf("option -p requires an argument\n"); | ||
} else { | ||
printf("unknown option -%c\n", ps.optopt); | ||
} | ||
exit(EXIT_FAILURE); | ||
break; | ||
default: | ||
printf("error: unhandled option -%c\n", c); | ||
exit(EXIT_FAILURE); | ||
break; | ||
} | ||
} | ||
if (!strlen(image_path) || !strlen(parameters_path)) { | ||
printf("error: incomplete argument\n"); | ||
printf("run 'lenet -h' for help.\n"); | ||
exit(EXIT_FAILURE); | ||
} | ||
} | ||
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void vgg16(cc_tensor_t *in, cc_tensor_t **out) | ||
{ | ||
static int __shape0[] = {-1, 1, 1, 0}; | ||
static const char *p_namels[] = { | ||
"000.w", "000.b", "001.w", "001.b", "002.w", "002.b", "003.w", | ||
"003.b", "004.w", "004.b", "005.w", "005.b", "006.w", "006.b", | ||
"007.w", "007.b", "008.w", "008.b", "009.w", "009.b", "010.w", | ||
"010.b", "011.w", "011.b", "012.w", "012.b", "013.w", "013.b", | ||
"014.w", "014.b", "015.w", "015.b"}; | ||
static cc_tensor_t *__pls[32]; | ||
cc_tensor_t *l1, *l2, *l3, *l4, *l5, *l6, *l7, *l8, *l9, *l10, *l11, | ||
*l12, *l13, *l14, *l15, *l16, *l17, *l18, *l19, *l20, *l21, *l22, *l23, | ||
*l24, *l25, *l26, *l27, *l28, *l29, *l30, *l31, *l32, *l33, *l34, *l35, | ||
*l36, *l37; | ||
static int i; | ||
for (; i < 32; ++i) { | ||
__pls[i] = cc_tsrmgr_get(p_namels[i]); | ||
} | ||
l1 = cc_conv2d(in, __pls[0], __pls[1], 1, 1, 0, "vgg16/l1"); | ||
l2 = cc_relu(l1, NULL); | ||
l3 = cc_conv2d(l2, __pls[2], __pls[3], 1, 1, 0, "vgg16/l3"); | ||
l4 = cc_relu(l3, NULL); | ||
l5 = cc_max_pool2d(l4, 2, "vgg16/l5"); | ||
l6 = cc_conv2d(l5, __pls[4], __pls[5], 1, 1, 0, "vgg16/l6"); | ||
l7 = cc_relu(l6, NULL); | ||
l8 = cc_conv2d(l7, __pls[6], __pls[7], 1, 1, 0, "vgg16/l8"); | ||
l9 = cc_relu(l8, NULL); | ||
l10 = cc_max_pool2d(l9, 2, "vgg16/l10"); | ||
l11 = cc_conv2d(l10, __pls[8], __pls[9], 1, 1, 0, "vgg16/l11"); | ||
l12 = cc_relu(l11, NULL); | ||
l13 = cc_conv2d(l12, __pls[10], __pls[11], 1, 1, 0, "vgg16/l13"); | ||
l14 = cc_relu(l13, NULL); | ||
l15 = cc_conv2d(l14, __pls[12], __pls[13], 1, 1, 0, "vgg16/l15"); | ||
l16 = cc_relu(l15, NULL); | ||
l17 = cc_max_pool2d(l16, 2, "vgg16/l17"); | ||
l18 = cc_conv2d(l17, __pls[14], __pls[15], 1, 1, 0, "vgg16/l18"); | ||
l19 = cc_relu(l18, NULL); | ||
l20 = cc_conv2d(l19, __pls[16], __pls[17], 1, 1, 0, "vgg16/l20"); | ||
l21 = cc_relu(l20, NULL); | ||
l22 = cc_conv2d(l21, __pls[18], __pls[19], 1, 1, 0, "vgg16/l22"); | ||
l23 = cc_relu(l22, NULL); | ||
l24 = cc_max_pool2d(l23, 2, "vgg16/l24"); | ||
l25 = cc_conv2d(l24, __pls[20], __pls[21], 1, 1, 0, "vgg16/l25"); | ||
l26 = cc_relu(l25, NULL); | ||
l27 = cc_conv2d(l26, __pls[22], __pls[23], 1, 1, 0, "vgg16/l27"); | ||
l28 = cc_relu(l27, NULL); | ||
l29 = cc_conv2d(l28, __pls[24], __pls[25], 1, 1, 0, "vgg16/l29"); | ||
l30 = cc_relu(l29, NULL); | ||
l31 = cc_max_pool2d(l30, 2, "vgg16/l31"); | ||
l32 = cc_reshape(l31, __shape0); | ||
l33 = cc_fully_connected(l32, __pls[26], __pls[27], "vgg16/l33"); | ||
l34 = cc_relu(l33, NULL); | ||
l35 = cc_fully_connected(l34, __pls[28], __pls[29], "vgg16/l35"); | ||
l36 = cc_relu(l35, NULL); | ||
l37 = cc_fully_connected(l36, __pls[30], __pls[31], "vgg16/l37"); | ||
*out = cc_softmax(l37, NULL); | ||
} |
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