diff --git a/README.md b/README.md
index 28898eb..c1fbd19 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@ This project aims to bring the mathematical chops of [NumPy](https://numpy.org/)
- Make the API familiar (e.g., `createTensor()`).
- Encourage all kinds of contributions.
-The library is written in [TypeScript](http://www.typescriptlang.org/) and uses [TensorFlow.js](https://js.tensorflow.org/api/latest/), [Danfo.js](https://danfo.jsdata.org/), and [Math.js](https://mathjs.org/) under the hood. It bundles [ml5.js](https://ml5js.org/) to handle machine learning.
+The library is written in [TypeScript](http://www.typescriptlang.org/) and uses [TensorFlow.js](https://js.tensorflow.org/api/latest/) and [Math.js](https://mathjs.org/) under the hood. It bundles [ml5.js](https://ml5js.org/) for machine learning and [TurtleGFX](https://github.com/CodeGuppyPrograms/TurtleGFX) for drawing with turtles.
## Usage
diff --git a/examples/dataframe-neuralnetwork/index.html b/examples/dataframe-neuralnetwork/index.html
deleted file mode 100644
index 4dc989c..0000000
--- a/examples/dataframe-neuralnetwork/index.html
+++ /dev/null
@@ -1,13 +0,0 @@
-
-
-
-
- DataFrame + NeuralNetwork Example
-
-
-
-
-
-
-
-
diff --git a/examples/dataframe-neuralnetwork/sketch.js b/examples/dataframe-neuralnetwork/sketch.js
deleted file mode 100644
index fffba36..0000000
--- a/examples/dataframe-neuralnetwork/sketch.js
+++ /dev/null
@@ -1,78 +0,0 @@
-function preload() {
- // Step 1: load data
- loadDataFrame('https://assets.computiful.org/pre-alpha/who_life_expectancy.csv', 'csv', callback, errorCallback);
-}
-
-function callback(df) {
- // Step 2: transform and visualize
- df = df.query({column: 'Country', is: '==', to: 'Kenya'});
- df = df.dropna({ axis: 0 });
- let plotDiv = createDiv();
- plotDiv.id('plot_div');
- df.plot("plot_div").scatter({
- x: 'Schooling',
- y: 'Life expectancy',
- });
- df.to_json().then((json) => {
- // Step 3: set your neural network options
- const options = {
- task: 'regression',
- debug: true,
- };
-
- // Step 4: initialize your neural network
- const nn = ml5.neuralNetwork(options);
-
- // Step 5: add data to the neural network
- JSON.parse(json).forEach((item) => {
- const input = {
- schooling: item['Schooling'],
- };
- const output = {
- life_expectancy: item['Life expectancy'],
- };
-
- nn.addData(input, output);
- });
-
- // Step 6: normalize your data
- nn.normalizeData();
-
- // Step 7: train your neural network
- const trainingOptions = {
- epochs: 32,
- batchSize: 12,
- };
- nn.train(trainingOptions, finishedTraining);
-
- // Step 8: use the trained model
- function finishedTraining() {
- predict();
- }
-
- // Step 9: make a prediction
- function predict() {
- const input = {
- schooling: 5,
- };
- nn.predict(input, handleResults);
- }
-
- // Step 10: define a function to handle the results of your classification
- function handleResults(error, result) {
- if (error) {
- console.error(error);
- return;
- }
- console.log(result); // { label: 'life_expectancy', value: 79.7 };
- }
- });
-}
-
-function errorCallback(error) {
- console.error(error);
-}
-
-function setup() {
- noCanvas();
-}
diff --git a/examples/dataframe/index.html b/examples/dataframe/index.html
deleted file mode 100644
index 741eacf..0000000
--- a/examples/dataframe/index.html
+++ /dev/null
@@ -1,12 +0,0 @@
-
-
-
-
- DataFrame Example
-
-
-
-
-
-
-
diff --git a/examples/dataframe/sketch.js b/examples/dataframe/sketch.js
deleted file mode 100644
index 548bffb..0000000
--- a/examples/dataframe/sketch.js
+++ /dev/null
@@ -1,12 +0,0 @@
-function setup() {
- print('=== JSON-based DataFrame ===');
-
- const json_data = [
- { A: 0.4612, B: 4.28283, C: -1.509, D: -1.1352 },
- { A: 0.5112, B: -0.22863, C: -3.39059, D: 1.1632 },
- { A: 0.6911, B: -0.82863, C: -1.5059, D: 2.1352 },
- { A: 0.4692, B: -1.28863, C: 4.5059, D: 4.1632 }
- ];
- const df = createDataFrame(json_data);
- df.print();
-}
diff --git a/karma.conf.js b/karma.conf.js
new file mode 100644
index 0000000..12d3c05
--- /dev/null
+++ b/karma.conf.js
@@ -0,0 +1,19 @@
+module.exports = function(config) {
+ config.set({
+ frameworks: ['mocha', 'chai'],
+ files: [
+ 'node_modules/p5/lib/p5.min.js',
+ 'dist/numero.js',
+ 'test/**/*.js'
+ ],
+ reporters: ['progress'],
+ port: 9876, // karma web server port
+ colors: true,
+ logLevel: config.LOG_INFO,
+ browsers: ['ChromeHeadless'],
+ autoWatch: false,
+ // singleRun: false, // Karma captures browsers, runs the tests and exits
+ concurrency: Infinity
+ })
+ }
+
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
index e5ce489..3bafeeb 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -4,82 +4,12 @@
"lockfileVersion": 1,
"requires": true,
"dependencies": {
- "@babel/code-frame": {
- "version": "7.12.11",
- "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.12.11.tgz",
- "integrity": "sha512-Zt1yodBx1UcyiePMSkWnU4hPqhwq7hGi2nFL1LeA3EUl+q2LQx16MISgJ0+z7dnmgvP9QtIleuETGOiOH1RcIw==",
- "dev": true,
- "requires": {
- "@babel/highlight": "^7.10.4"
- }
- },
- "@babel/helper-validator-identifier": {
- "version": "7.12.11",
- "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.12.11.tgz",
- "integrity": "sha512-np/lG3uARFybkoHokJUmf1QfEvRVCPbmQeUQpKow5cQ3xWrV9i3rUHodKDJPQfTVX61qKi+UdYk8kik84n7XOw==",
- "dev": true
- },
- "@babel/highlight": {
- "version": "7.13.10",
- "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.13.10.tgz",
- "integrity": "sha512-5aPpe5XQPzflQrFwL1/QoeHkP2MsA4JCntcXHRhEsdsfPVkvPi2w7Qix4iV7t5S/oC9OodGrggd8aco1g3SZFg==",
- "dev": true,
+ "@babel/runtime": {
+ "version": "7.16.7",
+ "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.16.7.tgz",
+ "integrity": "sha512-9E9FJowqAsytyOY6LG+1KuueckRL+aQW+mKvXRXnuFGyRAyepJPmEo9vgMfXUA6O9u3IeEdv9MAkppFcaQwogQ==",
"requires": {
- "@babel/helper-validator-identifier": "^7.12.11",
- "chalk": "^2.0.0",
- "js-tokens": "^4.0.0"
- },
- "dependencies": {
- "ansi-styles": {
- "version": "3.2.1",
- "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-3.2.1.tgz",
- "integrity": "sha512-VT0ZI6kZRdTh8YyJw3SMbYm/u+NqfsAxEpWO0Pf9sq8/e94WxxOpPKx9FR1FlyCtOVDNOQ+8ntlqFxiRc+r5qA==",
- "dev": true,
- "requires": {
- "color-convert": "^1.9.0"
- }
- },
- "chalk": {
- "version": "2.4.2",
- "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.4.2.tgz",
- "integrity": "sha512-Mti+f9lpJNcwF4tWV8/OrTTtF1gZi+f8FqlyAdouralcFWFQWF2+NgCHShjkCb+IFBLq9buZwE1xckQU4peSuQ==",
- "dev": true,
- "requires": {
- "ansi-styles": "^3.2.1",
- "escape-string-regexp": "^1.0.5",
- "supports-color": "^5.3.0"
- }
- },
- "color-convert": {
- "version": "1.9.3",
- "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-1.9.3.tgz",
- "integrity": "sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg==",
- "dev": true,
- "requires": {
- "color-name": "1.1.3"
- }
- },
- "color-name": {
- "version": "1.1.3",
- "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz",
- "integrity": "sha1-p9BVi9icQveV3UIyj3QIMcpTvCU=",
- "dev": true
- },
- "has-flag": {
- "version": "3.0.0",
- "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-3.0.0.tgz",
- "integrity": "sha1-tdRU3CGZriJWmfNGfloH87lVuv0=",
- "dev": true
- },
- "supports-color": {
- "version": "5.5.0",
- "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
- "integrity": "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==",
- "dev": true,
- "requires": {
- "has-flag": "^3.0.0"
- }
- }
+ "regenerator-runtime": "^0.13.4"
}
},
"@blakeembrey/deque": {
@@ -87,32 +17,29 @@
"resolved": "https://registry.npmjs.org/@blakeembrey/deque/-/deque-1.0.5.tgz",
"integrity": "sha512-6xnwtvp9DY1EINIKdTfvfeAtCYw4OqBZJhtiqkT3ivjnEfa25VQ3TsKvaFfKm8MyGIEfE95qLe+bNEt3nB0Ylg=="
},
+ "@discoveryjs/json-ext": {
+ "version": "0.5.6",
+ "resolved": "https://registry.npmjs.org/@discoveryjs/json-ext/-/json-ext-0.5.6.tgz",
+ "integrity": "sha512-ws57AidsDvREKrZKYffXddNkyaF14iHNHm8VQnZH6t99E8gczjNN0GpvcGny0imC80yQ0tHz1xVUKk/KFQSUyA==",
+ "dev": true
+ },
"@eslint/eslintrc": {
- "version": "0.4.0",
- "resolved": "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-0.4.0.tgz",
- "integrity": "sha512-2ZPCc+uNbjV5ERJr+aKSPRwZgKd2z11x0EgLvb1PURmUrn9QNRXFqje0Ldq454PfAVyaJYyrDvvIKSFP4NnBog==",
+ "version": "1.0.5",
+ "resolved": "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-1.0.5.tgz",
+ "integrity": "sha512-BLxsnmK3KyPunz5wmCCpqy0YelEoxxGmH73Is+Z74oOTMtExcjkr3dDR6quwrjh1YspA8DH9gnX1o069KiS9AQ==",
"dev": true,
"requires": {
"ajv": "^6.12.4",
- "debug": "^4.1.1",
- "espree": "^7.3.0",
- "globals": "^12.1.0",
+ "debug": "^4.3.2",
+ "espree": "^9.2.0",
+ "globals": "^13.9.0",
"ignore": "^4.0.6",
"import-fresh": "^3.2.1",
- "js-yaml": "^3.13.1",
+ "js-yaml": "^4.1.0",
"minimatch": "^3.0.4",
"strip-json-comments": "^3.1.1"
},
"dependencies": {
- "globals": {
- "version": "12.4.0",
- "resolved": "https://registry.npmjs.org/globals/-/globals-12.4.0.tgz",
- "integrity": "sha512-BWICuzzDvDoH54NHKCseDanAhE3CeDorgDL5MT6LMXXj2WCnd9UC2szdk4AWLfjdgNBCXLUanXYcpBBKOSWGwg==",
- "dev": true,
- "requires": {
- "type-fest": "^0.8.1"
- }
- },
"ignore": {
"version": "4.0.6",
"resolved": "https://registry.npmjs.org/ignore/-/ignore-4.0.6.tgz",
@@ -121,6 +48,23 @@
}
}
},
+ "@humanwhocodes/config-array": {
+ "version": "0.9.2",
+ "resolved": "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.9.2.tgz",
+ "integrity": "sha512-UXOuFCGcwciWckOpmfKDq/GyhlTf9pN/BzG//x8p8zTOFEcGuA68ANXheFS0AGvy3qgZqLBUkMs7hqzqCKOVwA==",
+ "dev": true,
+ "requires": {
+ "@humanwhocodes/object-schema": "^1.2.1",
+ "debug": "^4.1.1",
+ "minimatch": "^3.0.4"
+ }
+ },
+ "@humanwhocodes/object-schema": {
+ "version": "1.2.1",
+ "resolved": "https://registry.npmjs.org/@humanwhocodes/object-schema/-/object-schema-1.2.1.tgz",
+ "integrity": "sha512-ZnQMnLV4e7hDlUvw8H+U8ASL02SS2Gn6+9Ac3wGGLIe7+je2AeAOxPY+izIPJDfFDb7eDjev0Us8MO1iFRN8hA==",
+ "dev": true
+ },
"@magenta/sketch": {
"version": "0.2.0",
"resolved": "https://registry.npmjs.org/@magenta/sketch/-/sketch-0.2.0.tgz",
@@ -129,6 +73,38 @@
"@tensorflow/tfjs": "^1.0.2"
}
},
+ "@nodelib/fs.scandir": {
+ "version": "2.1.5",
+ "resolved": "https://registry.npmjs.org/@nodelib/fs.scandir/-/fs.scandir-2.1.5.tgz",
+ "integrity": "sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g==",
+ "dev": true,
+ "requires": {
+ "@nodelib/fs.stat": "2.0.5",
+ "run-parallel": "^1.1.9"
+ }
+ },
+ "@nodelib/fs.stat": {
+ "version": "2.0.5",
+ "resolved": "https://registry.npmjs.org/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz",
+ "integrity": "sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A==",
+ "dev": true
+ },
+ "@nodelib/fs.walk": {
+ "version": "1.2.8",
+ "resolved": "https://registry.npmjs.org/@nodelib/fs.walk/-/fs.walk-1.2.8.tgz",
+ "integrity": "sha512-oGB+UxlgWcgQkgwo8GcEGwemoTFt3FIO9ababBmaGwXIoBKZ+GTy0pP185beGg7Llih/NSHSV2XAs1lnznocSg==",
+ "dev": true,
+ "requires": {
+ "@nodelib/fs.scandir": "2.1.5",
+ "fastq": "^1.6.0"
+ }
+ },
+ "@socket.io/base64-arraybuffer": {
+ "version": "1.0.2",
+ "resolved": "https://registry.npmjs.org/@socket.io/base64-arraybuffer/-/base64-arraybuffer-1.0.2.tgz",
+ "integrity": "sha512-dOlCBKnDw4iShaIsH/bxujKTM18+2TOAsYz+KSc11Am38H4q5Xw8Bbz97ZYdrVNM+um3p7w86Bvvmcn9q+5+eQ==",
+ "dev": true
+ },
"@tensorflow-models/blazeface": {
"version": "0.0.5",
"resolved": "https://registry.npmjs.org/@tensorflow-models/blazeface/-/blazeface-0.0.5.tgz",
@@ -178,9 +154,9 @@
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},
"@tensorflow-models/universal-sentence-encoder": {
- "version": "1.3.2",
- "resolved": "https://registry.npmjs.org/@tensorflow-models/universal-sentence-encoder/-/universal-sentence-encoder-1.3.2.tgz",
- "integrity": "sha512-BhkKsFSwyps8JJQIlQPKyY9WdBsSW0H/DuZIecfECvOXrPOgLYECINMI46TFDs1L70+6bNS3FXzw08qAttWmAw=="
+ "version": "1.3.3",
+ "resolved": "https://registry.npmjs.org/@tensorflow-models/universal-sentence-encoder/-/universal-sentence-encoder-1.3.3.tgz",
+ "integrity": "sha512-mipL7ad0CW6uQ68FUkNgkNj/zgA4qgBnNcnMMkNTdL9MUMnzCxu3AE8pWnx2ReKHwdqEG4e8IpaYKfH4B8bojg=="
},
"@tensorflow/tfjs": {
"version": "1.7.4",
@@ -191,53 +167,17 @@
"@tensorflow/tfjs-core": "1.7.4",
"@tensorflow/tfjs-data": "1.7.4",
"@tensorflow/tfjs-layers": "1.7.4"
- },
- "dependencies": {
- "@tensorflow/tfjs-converter": {
- "version": "1.7.4",
- "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-1.7.4.tgz",
- "integrity": "sha512-B/Ux9I3osI0CXoESGR0Xe5C6BsEfC04+g2xn5zVaW9KEuVEnGEgnuBQxgijRFzkqTwoyLv4ptAmjyIghVARX0Q=="
- },
- "@tensorflow/tfjs-core": {
- "version": "1.7.4",
- "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.7.4.tgz",
- "integrity": "sha512-3G4VKJ6nPs7iCt6gs3bjRj8chihKrYWenf63R0pm7D9MhlrVoX/tpN4LYVMGgBL7jHPxMLKdOkoAZJrn/J88HQ==",
- "requires": {
- "@types/offscreencanvas": "~2019.3.0",
- "@types/seedrandom": "2.4.27",
- "@types/webgl-ext": "0.0.30",
- "@types/webgl2": "0.0.4",
- "node-fetch": "~2.1.2",
- "seedrandom": "2.4.3"
- }
- },
- "@tensorflow/tfjs-data": {
- "version": "1.7.4",
- "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-1.7.4.tgz",
- "integrity": "sha512-WFYG9wWjNDi62x6o3O20Q0XJxToCw2J4/fBEXiK/Gr0hIqVhl2oLQ1OjTWq7O08NUxM6BRzuG+ra3gWYdQUzOw==",
- "requires": {
- "@types/node-fetch": "^2.1.2",
- "node-fetch": "~2.1.2"
- }
- },
- "@tensorflow/tfjs-layers": {
- "version": "1.7.4",
- "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-layers/-/tfjs-layers-1.7.4.tgz",
- "integrity": "sha512-5/K8Z8RBfXsucL6EaSeb3/8jB/I8oPaaXkxwKVsBPQ+u6lB6LEtSKzeiFc57nDr5OMtVaUZV+pKDNEzP0RUQlg=="
- }
}
},
"@tensorflow/tfjs-converter": {
"version": "1.7.4",
"resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-1.7.4.tgz",
- "integrity": "sha512-B/Ux9I3osI0CXoESGR0Xe5C6BsEfC04+g2xn5zVaW9KEuVEnGEgnuBQxgijRFzkqTwoyLv4ptAmjyIghVARX0Q==",
- "dev": true
+ "integrity": "sha512-B/Ux9I3osI0CXoESGR0Xe5C6BsEfC04+g2xn5zVaW9KEuVEnGEgnuBQxgijRFzkqTwoyLv4ptAmjyIghVARX0Q=="
},
"@tensorflow/tfjs-core": {
"version": "1.7.4",
"resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.7.4.tgz",
"integrity": "sha512-3G4VKJ6nPs7iCt6gs3bjRj8chihKrYWenf63R0pm7D9MhlrVoX/tpN4LYVMGgBL7jHPxMLKdOkoAZJrn/J88HQ==",
- "dev": true,
"requires": {
"@types/offscreencanvas": "~2019.3.0",
"@types/seedrandom": "2.4.27",
@@ -247,6 +187,20 @@
"seedrandom": "2.4.3"
}
},
+ "@tensorflow/tfjs-data": {
+ "version": "1.7.4",
+ "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-1.7.4.tgz",
+ "integrity": "sha512-WFYG9wWjNDi62x6o3O20Q0XJxToCw2J4/fBEXiK/Gr0hIqVhl2oLQ1OjTWq7O08NUxM6BRzuG+ra3gWYdQUzOw==",
+ "requires": {
+ "@types/node-fetch": "^2.1.2",
+ "node-fetch": "~2.1.2"
+ }
+ },
+ "@tensorflow/tfjs-layers": {
+ "version": "1.7.4",
+ "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-layers/-/tfjs-layers-1.7.4.tgz",
+ "integrity": "sha512-5/K8Z8RBfXsucL6EaSeb3/8jB/I8oPaaXkxwKVsBPQ+u6lB6LEtSKzeiFc57nDr5OMtVaUZV+pKDNEzP0RUQlg=="
+ },
"@tensorflow/tfjs-vis": {
"version": "1.5.1",
"resolved": "https://registry.npmjs.org/@tensorflow/tfjs-vis/-/tfjs-vis-1.5.1.tgz",
@@ -262,9 +216,9 @@
}
},
"@types/chai": {
- "version": "4.2.16",
- "resolved": "https://registry.npmjs.org/@types/chai/-/chai-4.2.16.tgz",
- "integrity": "sha512-vI5iOAsez9+roLS3M3+Xx7w+WRuDtSmF8bQkrbcIJ2sC1PcDgVoA0WGpa+bIrJ+y8zqY2oi//fUctkxtIcXJCw==",
+ "version": "4.3.0",
+ "resolved": "https://registry.npmjs.org/@types/chai/-/chai-4.3.0.tgz",
+ "integrity": "sha512-/ceqdqeRraGolFTcfoXNiqjyQhZzbINDngeoAq9GoHa8PPK1yNzTaxWjA6BFWp5Ua9JpXEMSS4s5i9tS0hOJtw==",
"dev": true
},
"@types/clone": {
@@ -272,16 +226,56 @@
"resolved": "https://registry.npmjs.org/@types/clone/-/clone-0.1.30.tgz",
"integrity": "sha1-5zZWSMG0ITalnH1QQGN7O1yDthQ="
},
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- "dev": true,
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}
}
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+ "webpack-merge": {
+ "version": "5.8.0",
+ "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-5.8.0.tgz",
+ "integrity": "sha512-/SaI7xY0831XwP6kzuwhKWVKDP9t1QY1h65lAFLbZqMPIuYcD9QAW4u9STIbU9kaJbPBB/geU/gLr1wDjOhQ+Q==",
"dev": true,
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- "dev": true
- }
+ "clone-deep": "^4.0.1",
+ "wildcard": "^2.0.0"
}
},
+ "webpack-sources": {
+ "version": "3.2.3",
+ "resolved": "https://registry.npmjs.org/webpack-sources/-/webpack-sources-3.2.3.tgz",
+ "integrity": "sha512-/DyMEOrDgLKKIG0fmvtz+4dUX/3Ghozwgm6iPp8KRhvn+eQf9+Q7GWxVNMk3+uCPWfdXYC4ExGBckIXdFEfH1w==",
+ "dev": true
+ },
"whatwg-fetch": {
"version": "3.6.2",
"resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.2.tgz",
"integrity": "sha512-bJlen0FcuU/0EMLrdbJ7zOnW6ITZLrZMIarMUVmdKtsGvZna8vxKYaexICWPfZ8qwf9fzNq+UEIZrnSaApt6RA=="
},
+ "whatwg-url": {
+ "version": "5.0.0",
+ "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+ "integrity": "sha1-lmRU6HZUYuN2RNNib2dCzotwll0=",
+ "requires": {
+ "tr46": "~0.0.3",
+ "webidl-conversions": "^3.0.0"
+ }
+ },
"which": {
"version": "2.0.2",
"resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -8114,57 +5059,11 @@
"resolved": "https://registry.npmjs.org/which-module/-/which-module-2.0.0.tgz",
"integrity": "sha1-2e8H3Od7mQK4o6j6SzHD4/fm6Ho="
},
- "wide-align": {
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- "resolved": "https://registry.npmjs.org/wide-align/-/wide-align-1.1.3.tgz",
- "integrity": "sha512-QGkOQc8XL6Bt5PwnsExKBPuMKBxnGxWWW3fU55Xt4feHozMUhdUMaBCk290qpm/wG5u/RSKzwdAC4i51YigihA==",
- "dev": true,
- "requires": {
- "string-width": "^1.0.2 || 2"
- },
- "dependencies": {
- "ansi-regex": {
- "version": "3.0.0",
- "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-3.0.0.tgz",
- "integrity": "sha1-7QMXwyIGT3lGbAKWa922Bas32Zg=",
- "dev": true
- },
- "is-fullwidth-code-point": {
- "version": "2.0.0",
- "resolved": "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-2.0.0.tgz",
- "integrity": "sha1-o7MKXE8ZkYMWeqq5O+764937ZU8=",
- "dev": true
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- "string-width": {
- "version": "2.1.1",
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- "integrity": "sha512-nOqH59deCq9SRHlxq1Aw85Jnt4w6KvLKqWVik6oA9ZklXLNIOlqg4F2yrT1MVaTjAqvVwdfeZ7w7aCvJD7ugkw==",
- "dev": true,
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- }
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- "strip-ansi": {
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- "integrity": "sha1-qEeQIusaw2iocTibY1JixQXuNo8=",
- "dev": true,
- "requires": {
- "ansi-regex": "^3.0.0"
- }
- }
- }
- },
- "wmf": {
- "version": "1.0.2",
- "resolved": "https://registry.npmjs.org/wmf/-/wmf-1.0.2.tgz",
- "integrity": "sha512-/p9K7bEh0Dj6WbXg4JG0xvLQmIadrner1bi45VMJTfnbVHsc7yIajZyoSoK60/dtVBs12Fm6WkUI5/3WAVsNMw=="
- },
- "word": {
- "version": "0.3.0",
- "resolved": "https://registry.npmjs.org/word/-/word-0.3.0.tgz",
- "integrity": "sha512-OELeY0Q61OXpdUfTp+oweA/vtLVg5VDOXh+3he3PNzLGG/y0oylSOC1xRVj0+l4vQ3tj/bB1HVHv1ocXkQceFA=="
+ "wildcard": {
+ "version": "2.0.0",
+ "resolved": "https://registry.npmjs.org/wildcard/-/wildcard-2.0.0.tgz",
+ "integrity": "sha512-JcKqAHLPxcdb9KM49dufGXn2x3ssnfjbcaQdLlfZsL9rH9wgDQjUtDxbo8NE0F6SFvydeu1VhZe7hZuHsB2/pw==",
+ "dev": true
},
"word-wrap": {
"version": "1.2.3",
@@ -8172,19 +5071,10 @@
"integrity": "sha512-Hz/mrNwitNRh/HUAtM/VT/5VH+ygD6DV7mYKZAtHOrbs8U7lvPS6xf7EJKMF0uW1KJCl0H701g3ZGus+muE5vQ==",
"dev": true
},
- "worker-farm": {
- "version": "1.7.0",
- "resolved": "https://registry.npmjs.org/worker-farm/-/worker-farm-1.7.0.tgz",
- "integrity": "sha512-rvw3QTZc8lAxyVrqcSGVm5yP/IJ2UcB3U0graE3LCFoZ0Yn2x4EoVSqJKdB/T5M+FLcRPjz4TDacRf3OCfNUzw==",
- "dev": true,
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- }
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"workerpool": {
- "version": "6.1.0",
- "resolved": "https://registry.npmjs.org/workerpool/-/workerpool-6.1.0.tgz",
- "integrity": "sha512-toV7q9rWNYha963Pl/qyeZ6wG+3nnsyvolaNUS8+R5Wtw6qJPTxIlOP1ZSvcGhEJw+l3HMMmtiNo9Gl61G4GVg==",
+ "version": "6.1.5",
+ "resolved": "https://registry.npmjs.org/workerpool/-/workerpool-6.1.5.tgz",
+ "integrity": "sha512-XdKkCK0Zqc6w3iTxLckiuJ81tiD/o5rBE/m+nXpRCB+/Sq4DqkfXZ/x0jW02DG1tGsfUGXbTJyZDP+eu67haSw==",
"dev": true
},
"wrap-ansi": {
@@ -8204,45 +5094,9 @@
"dev": true
},
"ws": {
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- "resolved": "https://registry.npmjs.org/ws/-/ws-7.4.5.tgz",
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- "dev": true
- },
- "xlsx": {
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- "resolved": "https://registry.npmjs.org/xlsx/-/xlsx-0.16.9.tgz",
- "integrity": "sha512-gxi1I3EasYvgCX1vN9pGyq920Ron4NO8PNfhuoA3Hpq6Y8f0ECXiy4OLrK4QZBnj1jx3QD+8Fq5YZ/3mPZ5iXw==",
- "requires": {
- "adler-32": "~1.2.0",
- "cfb": "^1.1.4",
- "codepage": "~1.14.0",
- "commander": "~2.17.1",
- "crc-32": "~1.2.0",
- "exit-on-epipe": "~1.0.1",
- "fflate": "^0.3.8",
- "ssf": "~0.11.2",
- "wmf": "~1.0.1",
- "word": "~0.3.0"
- },
- "dependencies": {
- "commander": {
- "version": "2.17.1",
- "resolved": "https://registry.npmjs.org/commander/-/commander-2.17.1.tgz",
- "integrity": "sha512-wPMUt6FnH2yzG95SA6mzjQOEKUU3aLaDEmzs1ti+1E9h+CsrZghRlqEM/EJ4KscsQVG8uNN4uVreUeT8+drlgg=="
- }
- }
- },
- "xmlhttprequest-ssl": {
- "version": "1.5.5",
- "resolved": "https://registry.npmjs.org/xmlhttprequest-ssl/-/xmlhttprequest-ssl-1.5.5.tgz",
- "integrity": "sha1-wodrBhaKrcQOV9l+gRkayPQ5iz4=",
- "dev": true
- },
- "xtend": {
- "version": "4.0.2",
- "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
- "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
+ "version": "8.2.3",
+ "resolved": "https://registry.npmjs.org/ws/-/ws-8.2.3.tgz",
+ "integrity": "sha512-wBuoj1BDpC6ZQ1B7DWQBYVLphPWkm8i9Y0/3YdHjHKHiohOJ1ws+3OccDWtH+PoC9DZD5WOTrJvNbWvjS6JWaA==",
"dev": true
},
"y18n": {
@@ -8295,9 +5149,9 @@
},
"dependencies": {
"camelcase": {
- "version": "6.2.0",
- "resolved": "https://registry.npmjs.org/camelcase/-/camelcase-6.2.0.tgz",
- "integrity": "sha512-c7wVvbw3f37nuobQNtgsgG9POC9qMbNuMQmTCqZv23b6MIz0fcYpBiOlv9gEN/hdLdnZTDQhg6e9Dq5M1vKvfg==",
+ "version": "6.3.0",
+ "resolved": "https://registry.npmjs.org/camelcase/-/camelcase-6.3.0.tgz",
+ "integrity": "sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==",
"dev": true
},
"decamelize": {
@@ -8308,12 +5162,6 @@
}
}
},
- "yeast": {
- "version": "0.1.2",
- "resolved": "https://registry.npmjs.org/yeast/-/yeast-0.1.2.tgz",
- "integrity": "sha1-AI4G2AlDIMNy28L47XagymyKxBk=",
- "dev": true
- },
"yocto-queue": {
"version": "0.1.0",
"resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
diff --git a/package.json b/package.json
index 428d4dd..b16a7b2 100644
--- a/package.json
+++ b/package.json
@@ -5,7 +5,7 @@
"main": "index.js",
"scripts": {
"build": "webpack --config webpack.config.js",
- "test": "mocha-chrome test/test.html",
+ "test": "karma start --single-run --browsers ChromeHeadless karma.conf.js",
"dev": "webpack --watch --config webpack.config.js",
"all": "npm run build && npm run test",
"postinstall": "./scripts/post-install.sh"
@@ -16,25 +16,27 @@
"devDependencies": {
"@tensorflow/tfjs-converter": "^1.2.9",
"@tensorflow/tfjs-core": "^1.2.9",
- "@types/chai": "^4.2.12",
- "@types/mathjs": "^6.0.11",
- "@types/mocha": "^8.0.3",
- "@types/p5": "^0.9.1",
- "@typescript-eslint/eslint-plugin": "^3.10.1",
- "@typescript-eslint/parser": "^3.10.1",
- "chai": "^4.2.0",
- "eslint": "^7.9.0",
- "eslint-config-airbnb-base": "^14.2.0",
- "eslint-plugin-import": "^2.22.0",
- "katex": "^0.13.3",
- "mocha": "^8.1.3",
- "mocha-chrome": "^2.2.0",
- "p5": "^1.1.9",
- "p5.touchgui": "^0.5.2",
- "ts-loader": "^8.0.4",
- "typescript": "^3.9.7",
- "webpack": "^4.44.2",
- "webpack-cli": "^3.3.12"
+ "@types/chai": "^4.3.0",
+ "@types/mathjs": "^9.4.2",
+ "@types/mocha": "^9.1.0",
+ "@types/p5": "^1.3.3",
+ "@typescript-eslint/eslint-plugin": "^5.10.0",
+ "@typescript-eslint/parser": "^5.10.0",
+ "chai": "^4.3.4",
+ "eslint": "^8.7.0",
+ "eslint-config-airbnb-base": "^15.0.0",
+ "eslint-plugin-import": "^2.25.4",
+ "karma": "^6.3.11",
+ "karma-chai": "^0.1.0",
+ "karma-chrome-launcher": "^3.1.0",
+ "karma-mocha": "^2.0.1",
+ "katex": "^0.15.2",
+ "mocha": "^9.1.4",
+ "p5": "^1.4.0",
+ "ts-loader": "^9.2.6",
+ "typescript": "^4.5.5",
+ "webpack": "^5.66.0",
+ "webpack-cli": "^4.9.1"
},
"dependencies": {
"@magenta/sketch": "0.2.0",
@@ -52,9 +54,7 @@
"axios": "^0.21.1",
"events": "^3.0.0",
"face-api.js": "~0.22.2",
- "onchange": "^6.1.0",
- "mathjs": "^7.5.1",
- "table": "^5.4.6",
- "xlsx": "^0.16.9"
+ "mathjs": "^10.1.0",
+ "onchange": "^6.1.0"
}
}
diff --git a/src/data/index.ts b/src/data/index.ts
deleted file mode 100644
index e0e9522..0000000
--- a/src/data/index.ts
+++ /dev/null
@@ -1,50 +0,0 @@
-import * as tf from '@tensorflow/tfjs';
-
-import * as dfd from '../lib/danfo';
-// @ts-ignore
-import { neuralNetwork } from '../lib/ml5';
-import { Tensor } from '../tensor';
-
-export const { DataFrame } = dfd;
-
-/**
- * Creates a new DataFrame (2D tabular data structure).
- *
- * @param data JSON, Array, or 2D Tensor
- * @returns the tensor
- */
-export const createDataFrame = function createDataFrameObject(
- data: Array