tfsummaryvis/src/lib/parse_summary.mjs

"use strict";


export default function parse_summary(text) {
	const lines = text.trim().split(/\r?\n/);
	
	const has_connected_to = lines[2].search("Connected to") > -1;
	
	const layers_raw = lines.slice(
		lines.findIndex(line => line.startsWith("====")) + 1,
		lines.findLastIndex(line => line.startsWith("===="))
	);
	const layers = [];
	
	const sep_output_shape = lines[2].search("Output Shape");
	const sep_param_hash = lines[2].search("Param #");
	const sep_connected_to = has_connected_to ? lines[2].search("Connected to") : lines[2].length;
	
	let layer_prev = null;
	let acc = [];
	for (const line of layers_raw) {
		if(line.trim().length == 0) {
			if(acc.length === 0) continue;
			
			console.log(`DEBUG:params`, acc.map(layer_line => layer_line.substring(sep_param_hash, sep_connected_to).trim()));
			// Handle parsed item
			const result = {
				name_raw: acc.map(layer_line => layer_line.substring(0, sep_output_shape).trim()).join(""),
				output_shape: acc.map(layer_line => layer_line.substring(sep_output_shape, sep_param_hash).trim()).join(""),
				params: parseInt(acc.map(layer_line => layer_line.substring(sep_param_hash, sep_connected_to).trim()).join("")),
			};
			if(has_connected_to) {
				result.connected_to = JSON.parse(acc.map(layer_line => layer_line.substring(sep_connected_to).trim()).join("")
					.replace(/'/g, '"'))
						.map(connected_name => connected_name.replace(/(\[0\])+$/, ""));
			}
			else {
				if(layer_prev !== null)
					result.connected_to = [ layer_prev.name ];
			}
			
			result.type = result.name_raw.match(/ \(([^)]+)\)/)[1];
			result.name = result.name_raw.split(/\s+/)[0];
			
			layer_prev = result;
			layers.push(result);
			
			acc.length = 0;
		}
		
		acc.push(line);
	}
	
	const edges = [];
	
	for(const layer of layers) {
		if(!(layer.connected_to instanceof Array)) {
			console.info(`[edge detect] layer.connected_to is not an instance of Array:`, layer);
			continue;
		}
		for(const connection of layer.connected_to) {
			edges.push({
				from: connection,
				to: layer.name
			});
		}
	}
	
	return {
		title: lines[0].match(/^Model: "([^"]+)"/)[1],
		params: parseInt(lines.find(line => line.search(/^Total params:/) > -1).split(": ")[1].replace(/,/g, "")),
		params_trainable: parseInt(lines.find(line => line.search(/^Trainable params:/) > -1).split(": ")[1].replace(/,/g, "")),
		params_nontrainable: parseInt(lines.find(line => line.search(/^Non-trainable params:/) > -1).split(": ")[1].replace(/,/g, "")),
		
		layers,
		edges
	}
}