face-api.js
Version:
JavaScript API for face detection and face recognition in the browser with tensorflow.js
65 lines • 3.49 kB
JavaScript
Object.defineProperty(exports, "__esModule", { value: true });
var disposeUnusedWeightTensors_1 = require("../common/disposeUnusedWeightTensors");
var extractSeparableConvParamsFactory_1 = require("../common/extractSeparableConvParamsFactory");
var extractWeightEntryFactory_1 = require("../common/extractWeightEntryFactory");
function extractorsFactory(weightMap, paramMappings) {
var extractWeightEntry = extractWeightEntryFactory_1.extractWeightEntryFactory(weightMap, paramMappings);
function extractBatchNormParams(prefix) {
var sub = extractWeightEntry(prefix + "/sub", 1);
var truediv = extractWeightEntry(prefix + "/truediv", 1);
return { sub: sub, truediv: truediv };
}
function extractConvParams(prefix) {
var filters = extractWeightEntry(prefix + "/filters", 4);
var bias = extractWeightEntry(prefix + "/bias", 1);
return { filters: filters, bias: bias };
}
function extractConvWithBatchNormParams(prefix) {
var conv = extractConvParams(prefix + "/conv");
var bn = extractBatchNormParams(prefix + "/bn");
return { conv: conv, bn: bn };
}
var extractSeparableConvParams = extractSeparableConvParamsFactory_1.loadSeparableConvParamsFactory(extractWeightEntry);
return {
extractConvParams: extractConvParams,
extractConvWithBatchNormParams: extractConvWithBatchNormParams,
extractSeparableConvParams: extractSeparableConvParams
};
}
function extractParamsFromWeigthMap(weightMap, config) {
var paramMappings = [];
var _a = extractorsFactory(weightMap, paramMappings), extractConvParams = _a.extractConvParams, extractConvWithBatchNormParams = _a.extractConvWithBatchNormParams, extractSeparableConvParams = _a.extractSeparableConvParams;
var params;
if (config.withSeparableConvs) {
var numFilters = (config.filterSizes && config.filterSizes.length || 9);
params = {
conv0: config.isFirstLayerConv2d ? extractConvParams('conv0') : extractSeparableConvParams('conv0'),
conv1: extractSeparableConvParams('conv1'),
conv2: extractSeparableConvParams('conv2'),
conv3: extractSeparableConvParams('conv3'),
conv4: extractSeparableConvParams('conv4'),
conv5: extractSeparableConvParams('conv5'),
conv6: numFilters > 7 ? extractSeparableConvParams('conv6') : undefined,
conv7: numFilters > 8 ? extractSeparableConvParams('conv7') : undefined,
conv8: extractConvParams('conv8')
};
}
else {
params = {
conv0: extractConvWithBatchNormParams('conv0'),
conv1: extractConvWithBatchNormParams('conv1'),
conv2: extractConvWithBatchNormParams('conv2'),
conv3: extractConvWithBatchNormParams('conv3'),
conv4: extractConvWithBatchNormParams('conv4'),
conv5: extractConvWithBatchNormParams('conv5'),
conv6: extractConvWithBatchNormParams('conv6'),
conv7: extractConvWithBatchNormParams('conv7'),
conv8: extractConvParams('conv8')
};
}
disposeUnusedWeightTensors_1.disposeUnusedWeightTensors(weightMap, paramMappings);
return { params: params, paramMappings: paramMappings };
}
exports.extractParamsFromWeigthMap = extractParamsFromWeigthMap;
//# sourceMappingURL=extractParamsFromWeigthMap.js.map
;