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- 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) {
- var extractConvParams = extractConvParamsFactory(extractWeights, paramMappings);
- function extractBatchNormParams(size, mappedPrefix) {
- var sub = tf.tensor1d(extractWeights(size));
- var truediv = tf.tensor1d(extractWeights(size));
- paramMappings.push({ paramPath: mappedPrefix + "/sub" }, { paramPath: mappedPrefix + "/truediv" });
- return { sub: sub, truediv: truediv };
- }
- function extractConvWithBatchNormParams(channelsIn, channelsOut, mappedPrefix) {
- var conv = extractConvParams(channelsIn, channelsOut, 3, mappedPrefix + "/conv");
- var bn = extractBatchNormParams(channelsOut, mappedPrefix + "/bn");
- return { conv: conv, bn: bn };
- }
- var extractSeparableConvParams = extractSeparableConvParamsFactory(extractWeights, paramMappings);
- return {
- extractConvParams: extractConvParams,
- extractConvWithBatchNormParams: extractConvWithBatchNormParams,
- extractSeparableConvParams: extractSeparableConvParams
- };
- }
- export function extractParams(weights, config, boxEncodingSize, filterSizes) {
- var _a = extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
- var paramMappings = [];
- var _b = extractorsFactory(extractWeights, paramMappings), extractConvParams = _b.extractConvParams, extractConvWithBatchNormParams = _b.extractConvWithBatchNormParams, extractSeparableConvParams = _b.extractSeparableConvParams;
- var params;
- if (config.withSeparableConvs) {
- var s0 = filterSizes[0], s1 = filterSizes[1], s2 = filterSizes[2], s3 = filterSizes[3], s4 = filterSizes[4], s5 = filterSizes[5], s6 = filterSizes[6], s7 = filterSizes[7], s8 = filterSizes[8];
- var conv0 = config.isFirstLayerConv2d
- ? extractConvParams(s0, s1, 3, 'conv0')
- : extractSeparableConvParams(s0, s1, 'conv0');
- var conv1 = extractSeparableConvParams(s1, s2, 'conv1');
- var conv2 = extractSeparableConvParams(s2, s3, 'conv2');
- var conv3 = extractSeparableConvParams(s3, s4, 'conv3');
- var conv4 = extractSeparableConvParams(s4, s5, 'conv4');
- var conv5 = extractSeparableConvParams(s5, s6, 'conv5');
- var conv6 = s7 ? extractSeparableConvParams(s6, s7, 'conv6') : undefined;
- var conv7 = s8 ? extractSeparableConvParams(s7, s8, 'conv7') : undefined;
- var conv8 = extractConvParams(s8 || s7 || s6, 5 * boxEncodingSize, 1, 'conv8');
- params = { conv0: conv0, conv1: conv1, conv2: conv2, conv3: conv3, conv4: conv4, conv5: conv5, conv6: conv6, conv7: conv7, conv8: conv8 };
- }
- else {
- var s0 = filterSizes[0], s1 = filterSizes[1], s2 = filterSizes[2], s3 = filterSizes[3], s4 = filterSizes[4], s5 = filterSizes[5], s6 = filterSizes[6], s7 = filterSizes[7], s8 = filterSizes[8];
- var conv0 = extractConvWithBatchNormParams(s0, s1, 'conv0');
- var conv1 = extractConvWithBatchNormParams(s1, s2, 'conv1');
- var conv2 = extractConvWithBatchNormParams(s2, s3, 'conv2');
- var conv3 = extractConvWithBatchNormParams(s3, s4, 'conv3');
- var conv4 = extractConvWithBatchNormParams(s4, s5, 'conv4');
- var conv5 = extractConvWithBatchNormParams(s5, s6, 'conv5');
- var conv6 = extractConvWithBatchNormParams(s6, s7, 'conv6');
- var conv7 = extractConvWithBatchNormParams(s7, s8, 'conv7');
- var conv8 = extractConvParams(s8, 5 * boxEncodingSize, 1, 'conv8');
- params = { conv0: conv0, conv1: conv1, conv2: conv2, conv3: conv3, conv4: conv4, conv5: conv5, conv6: conv6, conv7: conv7, conv8: conv8 };
- }
- if (getRemainingWeights().length !== 0) {
- throw new Error("weights remaing after extract: " + getRemainingWeights().length);
- }
- return { params: params, paramMappings: paramMappings };
- }
- //# sourceMappingURL=extractParams.js.map
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