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August 29, 2015 14:04
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static void ccv_convnet_read_extra(ccv_convnet_t* convnet, const char* filename) | |
{ | |
sqlite3* db = 0; | |
if (SQLITE_OK == sqlite3_open(filename, &db)) | |
{ | |
sqlite3_stmt* layer_quant_stmt = 0; | |
const char layer_quant_qs[] = | |
"SELECT layer, quant FROM layer_quant;"; | |
if (SQLITE_OK == sqlite3_prepare_v2(db, layer_quant_qs, sizeof(layer_quant_qs), &layer_quant_stmt, 0)) | |
{ | |
while (sqlite3_step(layer_quant_stmt) == SQLITE_ROW) | |
{ | |
ccv_convnet_layer_t* layer = convnet->layers + sqlite3_column_int(layer_quant_stmt, 0); | |
int qnum = sqlite3_column_bytes(layer_quant_stmt, 1) / sizeof(uint16_t); | |
// if weights available, load weights | |
ccv_dense_matrix_t* w = 0; | |
char wname[256]; | |
switch (qnum) | |
{ | |
case 0x10: | |
sprintf(wname, "layer-%d-4bit-crush.png", sqlite3_column_int(layer_quant_stmt, 0)); | |
break; | |
case 0x100: | |
sprintf(wname, "layer-%d-crush.png", sqlite3_column_int(layer_quant_stmt, 0)); | |
break; | |
} | |
ccv_read(wname, &w, CCV_IO_ANY_FILE | CCV_IO_GRAY); | |
const void* q = sqlite3_column_blob(layer_quant_stmt, 1); | |
float f[256]; | |
ccv_half_precision_to_float((uint16_t*)q, f, qnum); | |
int j, k; | |
for (j = 0; j < w->rows; j++) | |
for (k = 0; k < w->cols; k++) | |
layer->w[j * w->cols + k] = f[w->data.u8[j * w->cols + k]]; | |
ccv_matrix_free(w); | |
} | |
sqlite3_finalize(layer_quant_stmt); | |
} | |
} | |
sqlite3_close(db); | |
} |
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