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trainData = tf.data + .csv( + "https://raw.githubusercontent.com/smilegate-ai/korean_unsmile_dataset/main/unsmile_train_v1.0.tsv", + { + delimiter: "\t", + hasHeader: true, + configuredColumnsOnly: true, + columnConfigs: { + clean: { + dtype: "int32", + isLabel: true, + }, + 문장: { + dtype: "string", + }, + }, + } + ) + .mapAsync(async (data: any) => { + const out = await encoder.embed(data.xs["문장"]); + return { + xs: out.flatten(), + ys: Object.values(data.ys), + }; + }) + .batch(32) + .shuffle(32); + + const valData = tf.data + .csv( + "https://raw.githubusercontent.com/smilegate-ai/korean_unsmile_dataset/main/unsmile_valid_v1.0.tsv", + { + delimiter: "\t", + hasHeader: true, + configuredColumnsOnly: true, + columnConfigs: { + clean: { + dtype: "int32", + isLabel: true, + }, + 문장: { + dtype: "string", + }, + }, + } + ) + .mapAsync(async (data: any) => { + const out = await encoder.embed(data.xs["문장"]); + return { + xs: out.flatten(), + ys: Object.values(data.ys), + }; + }) + .batch(32) + .shuffle(32); + + const model = tf.sequential({ + layers: [ + tf.layers.dense({ + inputDim: 512, + units: 512, + activation: "relu", + }), + tf.layers.batchNormalization(), + tf.layers.dense({ + units: 512, + activation: "relu", + }), + tf.layers.batchNormalization(), + tf.layers.dense({ + units: 1, + activation: "sigmoid", + }), + ], + }); + + model.compile({ + optimizer: tf.train.adam(), + loss: tf.losses.sigmoidCrossEntropy, + metrics: [tf.metrics.binaryAccuracy], + }); + + model.fitDataset(trainData, { + epochs: 5, + validationData: valData + }); +} + +main(); diff --git a/trainer/tsconfig.json b/trainer/tsconfig.json new file mode 100644 index 0000000..75dcaea --- /dev/null +++ b/trainer/tsconfig.json @@ -0,0 +1,103 @@ +{ + "compilerOptions": { + /* Visit https://aka.ms/tsconfig to read more about this file */ + + /* Projects */ + // "incremental": true, /* Save .tsbuildinfo files to allow for incremental compilation of projects. */ + // "composite": true, /* Enable 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Use the 'checkJS' option to get errors from these files. */ + // "checkJs": true, /* Enable error reporting in type-checked JavaScript files. */ + // "maxNodeModuleJsDepth": 1, /* Specify the maximum folder depth used for checking JavaScript files from 'node_modules'. Only applicable with 'allowJs'. */ + + /* Emit */ + // "declaration": true, /* Generate .d.ts files from TypeScript and JavaScript files in your project. */ + // "declarationMap": true, /* Create sourcemaps for d.ts files. */ + // "emitDeclarationOnly": true, /* Only output d.ts files and not JavaScript files. */ + // "sourceMap": true, /* Create source map files for emitted JavaScript files. */ + // "outFile": "./", /* Specify a file that bundles all outputs into one JavaScript file. 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