diff --git a/components.py b/_extensions/components.py similarity index 100% rename from components.py rename to _extensions/components.py diff --git a/_extensions/embedding-search/__init__.py b/_extensions/embedding-search/__init__.py new file mode 100644 index 000000000..54cdcf328 --- /dev/null +++ b/_extensions/embedding-search/__init__.py @@ -0,0 +1,36 @@ +import os +from os.path import dirname, join +from json import dump +from sphinx.application import Sphinx +from sphinx.util.fileutil import copy_asset_file +from sphinx.jinja2glue import SphinxFileSystemLoader + +from .embed import tokenize, embed + +is_production = os.getenv("NETLIFY") == "true" + +def builder_inited(app): + app.builder.templates.loaders.insert(0, SphinxFileSystemLoader(dirname(__file__))) + +def build_finished(app: Sphinx, exception): + embedding_collection = [] + for page in app.env.titles: + title = app.env.titles[page].astext() + tokens = tokenize(title) + embedding = embed(tokens) + if embedding: + embedding_collection.append({ "page": f"/{page}.html", "title": title, "embedding": embedding}) + dump(embedding_collection, open(join(app.builder.outdir, "embedding-index.json"), "w")) + + output_path = join(app.builder.outdir, "_static") + copy_asset_file(join(dirname(__file__), "glove-50d-reduced.txt"), output_path) + copy_asset_file(join(dirname(__file__), "searchbox.js"), output_path) + +def setup(app): + app.connect("builder-inited", builder_inited) + app.connect("build-finished", build_finished) + return { + "version": "1.0.0", + "parallel_read_safe": True, + "parallel_write_safe": not is_production, + } diff --git a/_extensions/embedding-search/embed.py b/_extensions/embedding-search/embed.py new file mode 100644 index 000000000..0f7f70d6c --- /dev/null +++ b/_extensions/embedding-search/embed.py @@ -0,0 +1,39 @@ +from os.path import join, dirname +import re + +embedding_path = join(dirname(__file__), "glove-50d-reduced.txt") + +embeddings = {} +for line in open(embedding_path, "r"): + w, idf, *values = line.split(" ") + embeddings[w] = (float(idf), [float(x) for x in values]) + +def tokenize(string): + string = string.lower() + string = re.sub(r"\n", " ", string) + string = re.sub(r"\, ", " , ", string) + string = re.sub(r"\. ", " . ", string) + string = re.sub(r"['’] ", " ' ", string) + string = re.sub(r"[\"“”] ", " '' ", string) + string = re.sub(r"[-+]?[.\d]*[\d]+[:,.\d]*|²", " ", string) + string = string.replace("b-parasite", "b parasite").replace("nfc/rfid", "nfc rfid").replace("fastled", "fast led").replace("neopixelbus", "neopixel bus").replace("neopixel", "neo pixel").replace("h-bridge", "h bridge").replace("eco_", "co").replace("co_", "co").replace("rgbw", "rgb white").replace("rgbww", "rgb cold warm").replace("rgbct", "rgb temperature brightness").replace("faqs", "frequently asked questions").replace("faq", "frequently asked questions").replace("cannot", "can not").replace("addressable", "addressed").replace("automations", "automation") + string = re.sub(r"\bha\b", "home assistant", string) + string = re.sub(r"\badc\b", "analog digital converter", string) + string = re.sub(r"\s+", " ", string) + return string.strip().split(" ") + +def embed(tokens): + output = [0] * 50 + total = 0 + for token in tokens: + if token not in embeddings: + continue + idf, values = embeddings[token] + + for i in range(len(values)): + output[i] += values[i] * idf + total += idf + + if total == 0: + return None + return [round(x / total, 4) for x in output] diff --git a/_extensions/embedding-search/glove-50d-reduced.txt b/_extensions/embedding-search/glove-50d-reduced.txt new file mode 100644 index 000000000..e34ef5423 --- /dev/null +++ b/_extensions/embedding-search/glove-50d-reduced.txt @@ -0,0 +1,3184 @@ +! 4.965 0.906 -0.718 -0.196 -0.807 -0.025 0.311 0.895 0.630 -0.339 0.706 0.127 0.377 -2.781 0.253 0.053 0.306 -0.422 -0.009 -1.145 -0.516 -0.237 -0.316 0.249 1.069 0.550 -1.281 -0.024 -0.311 1.396 -0.904 -0.913 0.348 -0.759 0.992 0.951 0.109 -0.181 -0.461 -0.827 0.148 -1.377 -0.292 0.109 0.614 0.184 0.160 0.072 0.001 0.028 0.304 +# 4.405 0.453 -0.625 0.169 -0.496 -0.114 -0.309 -0.235 0.153 -0.009 0.453 -0.227 -0.566 -2.212 -0.373 -0.828 -0.843 -1.390 0.017 -0.294 1.310 -0.222 0.067 0.068 0.554 0.987 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0.506 -0.727 -0.575 0.466 -0.481 -2.217 -0.149 0.121 -1.049 0.735 0.788 -0.706 -0.669 -0.320 -0.143 \ No newline at end of file diff --git a/_extensions/embedding-search/searchbox.html b/_extensions/embedding-search/searchbox.html new file mode 100644 index 000000000..343ae2c15 --- /dev/null +++ b/_extensions/embedding-search/searchbox.html @@ -0,0 +1,19 @@ +{%- if pagename != "search" and builder != "singlehtml" %} + + +{%- endif %} diff --git a/_extensions/embedding-search/searchbox.js b/_extensions/embedding-search/searchbox.js new file mode 100644 index 000000000..228f7b2af --- /dev/null +++ b/_extensions/embedding-search/searchbox.js @@ -0,0 +1,112 @@ +document.getElementById("searchbox").style.display = "block"; + +const tokenize = (value) => { + value = value + .toLowerCase() + .replace(/\n/g, " ") + .replace(/[?!;@#$%&]/g, " $& ") + .replace(/[\]\[\(\)\{\}<>]/g, " $& ") + .replace(/('s|'m|'d|'ll|'re|'ve|n't) /gi, " $1 ") + .replace(/\, /g, " , ") + .replace(/\. /g, " . ") + .replace(/['’] /g, " ' ") + .replace(/["“”]/g, " '' "); + value = value.replace(/[-+]?[.\d]*[\d]+[:,.\d]*|²/g, " "); + value = value + .replaceAll("b-parasite", "b parasite") + .replaceAll("nfc/rfid", "nfc rfid") + .replaceAll("fastled", "fast led") + .replaceAll("neopixelbus", "neopixel bus") + .replaceAll("neopixel", "neo pixel") + .replaceAll("h-bridge", "h bridge") + .replaceAll("eco_", "co") + .replaceAll("co_", "co") + .replaceAll("rgbw", "rgb white") + .replaceAll("rgbww", "rgb cold warm") + .replaceAll("rgbct", "rgb temperature brightness") + .replaceAll("faqs", "frequently asked questions") + .replaceAll("faq", "frequently asked questions") + .replaceAll("cannot", "can not") + .replaceAll("addressable", "addressed") + .replaceAll("automations", "automation") + .replace(/\bha\b/g, "home assistant") + .replace(/\badc\b/g, "analog digital converter"); + return value.replace(/\s+/g, " ").trim().split(" "); +}; +const embed = (tokens) => { + let output = Array.from({ length: 50 }, () => 0); + let total = 0; + for (let token of tokens) { + if (!glove[token]) { + continue; + } + const { idf, values } = glove[token]; + + for (let i = 0; i < values.length; i++) { + output[i] += values[i] * idf; + } + total += idf; + } + + if (total == 0) return null; + return output.map((x) => x / total); +}; +const cosine = (a, b) => { + const a_norm = a.map((x) => x * x).reduce((a, b) => a + b); + const b_norm = b.map((x) => x * x).reduce((a, b) => a + b); + return ( + a.map((x, i) => x * b[i]).reduce((a, b) => a + b) / + Math.sqrt(a_norm * b_norm) + ); +}; + +let glove = {}; +let embeddings = []; +(async () => { + const r = await fetch("/_static/glove-50d-reduced.txt"); + const data = await r.text(); + for (const x of data.split("\n")) { + const [w, idf, ...values] = x.split(" "); + glove[w] = { + idf: parseFloat(idf), + values: values.map((x) => parseFloat(x)), + }; + } +})(); +(async () => { + const r = await fetch("/embedding-index.json"); + embeddings = await r.json(); +})(); + +const input = document.querySelector("#searchbox input"); +const output = document.querySelector("#searchbox .output"); +output.style.display = "flex"; +output.style.flexDirection = "column"; + +const item = (href, title) => { + const a = document.createElement("a"); + a.href = href; + a.innerText = title; + a.style.background = "#101010"; + a.style.color = "#ececec"; + a.style.padding = "0.5rem"; + a.style.borderRadius = "1rem"; + a.style.marginTop = "0.5rem"; + return a; +}; +input.addEventListener("input", () => { + const tokens = tokenize(input.value); + const embedding = embed(tokens); + const results = embedding + ? embeddings + .map((x) => ({ + ...x, + similarity: cosine(x.embedding, embedding), + })) + .sort((a, b) => b.similarity - a.similarity) + : []; + + output.replaceChildren( + ...results.slice(0, 3).map((x) => item(x.page, x.title)) + ); +}); diff --git a/github.py b/_extensions/github.py similarity index 100% rename from github.py rename to _extensions/github.py diff --git a/seo.py b/_extensions/seo.py similarity index 98% rename from seo.py rename to _extensions/seo.py index f8efb19f4..98ba7dc46 100644 --- a/seo.py +++ b/_extensions/seo.py @@ -129,7 +129,7 @@ class SEODirective(Directive): if not image.startswith("/"): local_img = f"/images/{image}" image = "/_images/" + image - p = Path(__file__).parent / local_img[1:] + p = Path(__file__).parent.parent / local_img[1:] if not p.is_file(): raise ValueError(f"File {p} for seo tag does not exist {self.state.document}") diff --git a/sitemap.py b/_extensions/sitemap.py similarity index 100% rename from sitemap.py rename to _extensions/sitemap.py diff --git a/conf.py b/conf.py index 469f336c3..c178dfac4 100644 --- a/conf.py +++ b/conf.py @@ -25,7 +25,7 @@ import os import sys -sys.path.append(os.path.abspath(".")) +sys.path.append(os.path.abspath("_extensions")) # -- General configuration ------------------------------------------------ @@ -41,6 +41,7 @@ extensions = [ "seo", "components", "sitemap", + "embedding-search", ] # Add any paths that contain templates here, relative to this directory. diff --git a/lint.py b/lint.py index 7240ee97e..edb16bbc6 100644 --- a/lint.py +++ b/lint.py @@ -320,7 +320,7 @@ def lint_newline(fname): return "File contains Windows newline. Please set your editor to Unix newline mode." -@lint_content_check(exclude=["*.svg", "runtime.txt", "_static/*"]) +@lint_content_check(exclude=["*.svg", "runtime.txt", "_extensions/embedding-search/glove-50d-reduced.txt", "_static/*"]) def lint_end_newline(fname, content): if content and not content.endswith("\n"): return "File does not end with a newline, please add an empty line at the end of the file."