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Schmidt","url":"https://thi.ng"},"license":"Apache-2.0","homepage":"https://thi.ng/fuzzy-viz","keywords":["area","ascii","debug","fuzzy","hiccup","inspect","instrumentation","logic","plot","svg","typescript","visualization"],"repository":{"type":"git","url":"git+https://codeberg.org/thi.ng/umbrella.git","directory":"packages/fuzzy-viz"},"description":"Visualization, instrumentation & introspection utils for @thi.ng/fuzzy","maintainers":[{"name":"thi.ng","email":"k+npm@thi.ng"}],"readme":"<!-- This file is generated - DO NOT EDIT! -->\n<!-- Please see: https://codeberg.org/thi.ng/umbrella/src/branch/develop/CONTRIBUTING.md#changes-to-readme-files -->\n# ![@thi.ng/fuzzy-viz](https://codeberg.org/thi.ng/umbrella/media/branch/develop/assets/banners/thing-fuzzy-viz.svg?5f703c99)\n\n[![npm version](https://img.shields.io/npm/v/@thi.ng/fuzzy-viz.svg)](https://www.npmjs.com/package/@thi.ng/fuzzy-viz)\n![npm downloads](https://img.shields.io/npm/dm/@thi.ng/fuzzy-viz.svg)\n[![Mastodon Follow](https://img.shields.io/mastodon/follow/109331703950160316?domain=https%3A%2F%2Fmastodon.thi.ng&style=social)](https://mastodon.thi.ng/@toxi)\n\n> [!NOTE]\n\n> This is one of 217 standalone projects. LLM-free, human-made and\n> cared for software, maintained as part of the\n> [@thi.ng/umbrella](https://codeberg.org/thi.ng/umbrella/) ecosystem and\n> anti-framework.\n>\n> 🚀 Please help me to work full-time on these projects by [sponsoring\n> me](https://codeberg.org/thi.ng/umbrella/src/branch/develop/CONTRIBUTING.md#donations).\n> Thank you! ❤️\n\n- [About](#about)\n- [Status](#status)\n- [Installation](#installation)\n- [Dependencies](#dependencies)\n- [API](#api)\n  - [Linguistic variable visualization](#linguistic-variable-visualization)\n  - [Instrument a DefuzzStrategy](#instrument-a-defuzzstrategy)\n- [Authors](#authors)\n- [License](#license)\n\n## About\n\nVisualization, instrumentation & introspection utils for [@thi.ng/fuzzy](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/fuzzy).\n\n## Status\n\n**STABLE** - used in production\n\n[Search or submit any issues for this package](https://codeberg.org/thi.ng/umbrella/issues?q=%5Bfuzzy-viz%5D)\n\n## Installation\n\n```bash\nyarn add @thi.ng/fuzzy-viz\n```\n\nESM import:\n\n```ts\nimport * as fv from \"@thi.ng/fuzzy-viz\";\n```\n\nBrowser ESM import:\n\n```html\n<script type=\"module\" src=\"https://esm.run/@thi.ng/fuzzy-viz\"></script>\n```\n\n[JSDelivr documentation](https://www.jsdelivr.com/)\n\nFor Node.js REPL:\n\n```js\nconst fv = await import(\"@thi.ng/fuzzy-viz\");\n```\n\nPackage sizes (brotli'd, pre-treeshake): ESM: 1023 bytes\n\n## Dependencies\n\n- [@thi.ng/api](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/api)\n- [@thi.ng/fuzzy](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/fuzzy)\n- [@thi.ng/hiccup](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/hiccup)\n- [@thi.ng/hiccup-svg](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/hiccup-svg)\n- [@thi.ng/math](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/math)\n- [@thi.ng/strings](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/strings)\n- [@thi.ng/text-canvas](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/text-canvas)\n\nNote: @thi.ng/api is in _most_ cases a type-only import (not used at runtime)\n\n## API\n\n[Generated API docs](https://docs.thi.ng/umbrella/fuzzy-viz/)\n\n### Linguistic variable visualization\n\nGenerate an SVG visualization of all fuzzy sets defined in a [linguistic\nvariable](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/fuzzy#linguistic-variables):\n\n![fuzzy set visualization of the example l-var](https://codeberg.org/thi.ng/umbrella/media/branch/develop/assets/fuzzy/temperature-lvar-2.svg)\n\n```ts tangle:export/readme-svg.ts\nimport { invSigmoid, sigmoid, trapezoid, variable } from \"@thi.ng/fuzzy\";\nimport { varToSvg } from \"@thi.ng/fuzzy-viz\";\nimport { writeFileSync } from \"node:fs\";\n\n// temperature sets (in celsius)\nconst temp = variable([-20, 40], {\n    freezing: invSigmoid(0, 2),\n    cold: trapezoid(-1, 2, 16, 20),\n    warm: trapezoid(15, 20, 30, 34),\n    hot: sigmoid(32, 2),\n});\n\n// generate & write SVG file\nwriteFileSync(\"temperature.svg\", varToSvg(temp, { samples: 200 }));\n```\n\nSee\n[`VisualizeVarOpts`](https://docs.thi.ng/umbrella/fuzzy-viz/interfaces/VisualizeVarOpts.html)\nfor further options to configure the visualization.\n\n### Instrument a DefuzzStrategy\n\n`instrumentStrategy()` is an higher order function. It takes an existing\n`DefuzzStrategy` and an instrumentation function. Returns new `DefuzzStrategy`\nwhich first executes original `strategy`, then calls `instrument` with the same\nargs AND the computed result obtained from `strategy`. Returns result of\noriginal `strategy`.\n\nThe instrumentation function is intended to perform side effects (e.g. debug\noutputs) and/or produce secondary results (e.g. visualizations). The latter can\nbe obtained through the `IDeref` mechanism implemented by the returned function.\nSince `defuzz()` might call the strategy multiple times (i.e. if there are\nmultiple output vars used), `.deref()` will always return an array of secondary\nresults.\n\n**Note:** The secondary results from the instrumentation function will persist &\naccumulate. If re-using the instrumented strategy for multiple `defuzz()`\ninvocations, it's highly recommended to clear any previous results using\n`.clear()`.\n\n```ts tangle:export/readme-ascii.ts\nimport { centroidStrategy, gaussian } from \"@thi.ng/fuzzy\";\nimport { fuzzySetToAscii, instrumentStrategy } from \"@thi.ng/fuzzy-viz\";\n\nconst strategy = instrumentStrategy(\n    centroidStrategy({ samples: 1000 }),\n    fuzzySetToAscii({ width: 40, height: 8 })\n);\n\n// apply strategy as normal (well, usually done via defuzz())\nstrategy(gaussian(5, 2), [0, 10]);\n// 4.995\n\nstrategy.deref().forEach((viz) => console.log(viz));\n// .................▄▆█|█▆▄.................\n// ...............▅████|████▅...............\n// .............▄██████|██████▄.............\n// ...........▂▇███████|███████▇▂...........\n// ..........▅█████████|█████████▅..........\n// .......▁▅███████████|███████████▅▁.......\n// .....▃▆█████████████|█████████████▆▃.....\n// ▃▄▅▇████████████████|████████████████▇▅▄▃\n//                     ^ 5.00\n\n// cleanup (optional)\nstrategy.clear();\n```\n\nUsing `fuzzySetToHiccup()`/`fuzzySetToSvg()` visualizations like below can be\ncreated following the same pattern as above:\n\n![fuzzySetToSvg() visualization example](https://codeberg.org/thi.ng/umbrella/media/branch/develop/assets/fuzzy/strategy-viz.svg)\n\n## Authors\n\n- [Karsten Schmidt](https://thi.ng)\n\nIf this project contributes to an academic publication, please cite it as:\n\n```bibtex\n@misc{thing-fuzzy-viz,\n  title = \"@thi.ng/fuzzy-viz\",\n  author = \"Karsten Schmidt\",\n  note = \"https://thi.ng/fuzzy-viz\",\n  year = 2020\n}\n```\n\n## License\n\n&copy; 2020 - 2026 Karsten Schmidt // Apache License 2.0\n","readmeFilename":"README.md"}