import * as tf from '@tensorflow/tfjs-core'; import { extractConvParamsFactory } from '../common'; import { extractSeparableConvParamsFactory } from '../common/extractSeparableConvParamsFactory'; import { extractWeightsFactory } from '../common/extractWeightsFactory'; function extractorsFactory(extractWeights, paramMappings) { const extractConvParams = extractConvParamsFactory(extractWeights, paramMappings); function extractBatchNormParams(size, mappedPrefix) { const sub = tf.tensor1d(extractWeights(size)); const truediv = tf.tensor1d(extractWeights(size)); paramMappings.push({ paramPath: `${mappedPrefix}/sub` }, { paramPath: `${mappedPrefix}/truediv` }); return { sub, truediv }; } function extractConvWithBatchNormParams(channelsIn, channelsOut, mappedPrefix) { const conv = extractConvParams(channelsIn, channelsOut, 3, `${mappedPrefix}/conv`); const bn = extractBatchNormParams(channelsOut, `${mappedPrefix}/bn`); return { conv, bn }; } const extractSeparableConvParams = extractSeparableConvParamsFactory(extractWeights, paramMappings); return { extractConvParams, extractConvWithBatchNormParams, extractSeparableConvParams }; } export function extractParams(weights, config, boxEncodingSize, filterSizes) { const { extractWeights, getRemainingWeights } = extractWeightsFactory(weights); const paramMappings = []; const { extractConvParams, extractConvWithBatchNormParams, extractSeparableConvParams } = extractorsFactory(extractWeights, paramMappings); let params; if (config.withSeparableConvs) { const [s0, s1, s2, s3, s4, s5, s6, s7, s8] = filterSizes; const conv0 = config.isFirstLayerConv2d ? extractConvParams(s0, s1, 3, 'conv0') : extractSeparableConvParams(s0, s1, 'conv0'); const conv1 = extractSeparableConvParams(s1, s2, 'conv1'); const conv2 = extractSeparableConvParams(s2, s3, 'conv2'); const conv3 = extractSeparableConvParams(s3, s4, 'conv3'); const conv4 = extractSeparableConvParams(s4, s5, 'conv4'); const conv5 = extractSeparableConvParams(s5, s6, 'conv5'); const conv6 = s7 ? extractSeparableConvParams(s6, s7, 'conv6') : undefined; const conv7 = s8 ? extractSeparableConvParams(s7, s8, 'conv7') : undefined; const conv8 = extractConvParams(s8 || s7 || s6, 5 * boxEncodingSize, 1, 'conv8'); params = { conv0, conv1, conv2, conv3, conv4, conv5, conv6, conv7, conv8 }; } else { const [s0, s1, s2, s3, s4, s5, s6, s7, s8] = filterSizes; const conv0 = extractConvWithBatchNormParams(s0, s1, 'conv0'); const conv1 = extractConvWithBatchNormParams(s1, s2, 'conv1'); const conv2 = extractConvWithBatchNormParams(s2, s3, 'conv2'); const conv3 = extractConvWithBatchNormParams(s3, s4, 'conv3'); const conv4 = extractConvWithBatchNormParams(s4, s5, 'conv4'); const conv5 = extractConvWithBatchNormParams(s5, s6, 'conv5'); const conv6 = extractConvWithBatchNormParams(s6, s7, 'conv6'); const conv7 = extractConvWithBatchNormParams(s7, s8, 'conv7'); const conv8 = extractConvParams(s8, 5 * boxEncodingSize, 1, 'conv8'); params = { conv0, conv1, conv2, conv3, conv4, conv5, conv6, conv7, conv8 }; } if (getRemainingWeights().length !== 0) { throw new Error(`weights remaing after extract: ${getRemainingWeights().length}`); } return { params, paramMappings }; } //# sourceMappingURL=extractParams.js.map