face-api/src/faceFeatureExtractor/loadParamsFactory.ts

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2020-12-19 17:46:41 +01:00
import { extractWeightEntryFactory, loadSeparableConvParamsFactory, ParamMapping } from '../common/index';
2020-08-18 13:54:53 +02:00
import { loadConvParamsFactory } from '../common/loadConvParamsFactory';
import { DenseBlock3Params, DenseBlock4Params } from './types';
export function loadParamsFactory(weightMap: any, paramMappings: ParamMapping[]) {
const extractWeightEntry = extractWeightEntryFactory(weightMap, paramMappings)
const extractConvParams = loadConvParamsFactory(extractWeightEntry)
const extractSeparableConvParams = loadSeparableConvParamsFactory(extractWeightEntry)
function extractDenseBlock3Params(prefix: string, isFirstLayer: boolean = false): DenseBlock3Params {
const conv0 = isFirstLayer
? extractConvParams(`${prefix}/conv0`)
: extractSeparableConvParams(`${prefix}/conv0`)
const conv1 = extractSeparableConvParams(`${prefix}/conv1`)
const conv2 = extractSeparableConvParams(`${prefix}/conv2`)
return { conv0, conv1, conv2 }
}
function extractDenseBlock4Params(prefix: string, isFirstLayer: boolean = false): DenseBlock4Params {
const conv0 = isFirstLayer
? extractConvParams(`${prefix}/conv0`)
: extractSeparableConvParams(`${prefix}/conv0`)
const conv1 = extractSeparableConvParams(`${prefix}/conv1`)
const conv2 = extractSeparableConvParams(`${prefix}/conv2`)
const conv3 = extractSeparableConvParams(`${prefix}/conv3`)
return { conv0, conv1, conv2, conv3 }
}
return {
extractDenseBlock3Params,
extractDenseBlock4Params
}
}