created embeddings

.gitignore

@@ -27,3 +27,6 @@ vite.config.ts.timestamp-*
 
 llms-*
 
+embeddings-cache-L12.json
+embeddings-cache-L6.json
+engwebu_usfx.xml

.rooignore

@@ -1,2 +1,3 @@
 EnglishNKJBible.xml
 GreekModern1904Bible.xml
+engwebu_usfx.xml

bun.lock

@@ -5,8 +5,10 @@
     "": {
       "name": "bibdle",
       "dependencies": {
+        "@xenova/transformers": "^2.17.2",
         "better-sqlite3": "^12.5.0",
         "fast-xml-parser": "^5.3.3",
+        "xml2js": "^0.6.2",
       },
       "devDependencies": {
         "@oslojs/crypto": "^1.0.1",
@@ -87,6 +89,8 @@
 
     "@esbuild/win32-x64": ["@esbuild/win32-x64@0.25.12", "", { "os": "win32", "cpu": "x64" }, "sha512-alJC0uCZpTFrSL0CCDjcgleBXPnCrEAhTBILpeAp7M/OFgoqtAetfBzX0xM00MUsVVPpVjlPuMbREqnZCXaTnA=="],
 
+    "@huggingface/jinja": ["@huggingface/jinja@0.2.2", "", {}, "sha512-/KPde26khDUIPkTGU82jdtTW9UAuvUTumCAbFs/7giR0SxsvZC4hru51PBvpijH6BVkHcROcvZM/lpy5h1jRRA=="],
+
     "@jridgewell/gen-mapping": ["@jridgewell/gen-mapping@0.3.13", "", { "dependencies": { "@jridgewell/sourcemap-codec": "^1.5.0", "@jridgewell/trace-mapping": "^0.3.24" } }, "sha512-2kkt/7niJ6MgEPxF0bYdQ6etZaA+fQvDcLKckhy1yIQOzaoKjBBjSj63/aLVjYE3qhRt5dvM+uUyfCg6UKCBbA=="],
 
     "@jridgewell/remapping": ["@jridgewell/remapping@2.3.5", "", { "dependencies": { "@jridgewell/gen-mapping": "^0.3.5", "@jridgewell/trace-mapping": "^0.3.24" } }, "sha512-LI9u/+laYG4Ds1TDKSJW2YPrIlcVYOwi2fUC6xB43lueCjgxV4lffOCZCtYFiH6TNOX+tQKXx97T4IKHbhyHEQ=="],
@@ -107,6 +111,26 @@
 
     "@polka/url": ["@polka/url@1.0.0-next.29", "", {}, "sha512-wwQAWhWSuHaag8c4q/KN/vCoeOJYshAIvMQwD4GpSb3OiZklFfvAgmj0VCBBImRpuF/aFgIRzllXlVX93Jevww=="],
 
+    "@protobufjs/aspromise": ["@protobufjs/aspromise@1.1.2", "", {}, "sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ=="],
+
+    "@protobufjs/base64": ["@protobufjs/base64@1.1.2", "", {}, "sha512-AZkcAA5vnN/v4PDqKyMR5lx7hZttPDgClv83E//FMNhR2TMcLUhfRUBHCmSl0oi9zMgDDqRUJkSxO3wm85+XLg=="],
+
+    "@protobufjs/codegen": ["@protobufjs/codegen@2.0.4", "", {}, "sha512-YyFaikqM5sH0ziFZCN3xDC7zeGaB/d0IUb9CATugHWbd1FRFwWwt4ld4OYMPWu5a3Xe01mGAULCdqhMlPl29Jg=="],
+
+    "@protobufjs/eventemitter": ["@protobufjs/eventemitter@1.1.0", "", {}, "sha512-j9ednRT81vYJ9OfVuXG6ERSTdEL1xVsNgqpkxMsbIabzSo3goCjDIveeGv5d03om39ML71RdmrGNjG5SReBP/Q=="],
+
+    "@protobufjs/fetch": ["@protobufjs/fetch@1.1.0", "", { "dependencies": { "@protobufjs/aspromise": "^1.1.1", "@protobufjs/inquire": "^1.1.0" } }, "sha512-lljVXpqXebpsijW71PZaCYeIcE5on1w5DlQy5WH6GLbFryLUrBD4932W/E2BSpfRJWseIL4v/KPgBFxDOIdKpQ=="],
+
+    "@protobufjs/float": ["@protobufjs/float@1.0.2", "", {}, "sha512-Ddb+kVXlXst9d+R9PfTIxh1EdNkgoRe5tOX6t01f1lYWOvJnSPDBlG241QLzcyPdoNTsblLUdujGSE4RzrTZGQ=="],
+
+    "@protobufjs/inquire": ["@protobufjs/inquire@1.1.0", "", {}, "sha512-kdSefcPdruJiFMVSbn801t4vFK7KB/5gd2fYvrxhuJYg8ILrmn9SKSX2tZdV6V+ksulWqS7aXjBcRXl3wHoD9Q=="],
+
+    "@protobufjs/path": ["@protobufjs/path@1.1.2", "", {}, "sha512-6JOcJ5Tm08dOHAbdR3GrvP+yUUfkjG5ePsHYczMFLq3ZmMkAD98cDgcT2iA1lJ9NVwFd4tH/iSSoe44YWkltEA=="],
+
+    "@protobufjs/pool": ["@protobufjs/pool@1.1.0", "", {}, "sha512-0kELaGSIDBKvcgS4zkjz1PeddatrjYcmMWOlAuAPwAeccUrPHdUqo/J6LiymHHEiJT5NrF1UVwxY14f+fy4WQw=="],
+
+    "@protobufjs/utf8": ["@protobufjs/utf8@1.1.0", "", {}, "sha512-Vvn3zZrhQZkkBE8LSuW3em98c0FwgO4nxzv6OdSxPKJIEKY2bGbHn+mhGIPerzI4twdxaP8/0+06HBpwf345Lw=="],
+
     "@rollup/plugin-commonjs": ["@rollup/plugin-commonjs@28.0.9", "", { "dependencies": { "@rollup/pluginutils": "^5.0.1", "commondir": "^1.0.1", "estree-walker": "^2.0.2", "fdir": "^6.2.0", "is-reference": "1.2.1", "magic-string": "^0.30.3", "picomatch": "^4.0.2" }, "peerDependencies": { "rollup": "^2.68.0||^3.0.0||^4.0.0" }, "optionalPeers": ["rollup"] }, "sha512-PIR4/OHZ79romx0BVVll/PkwWpJ7e5lsqFa3gFfcrFPWwLXLV39JVUzQV9RKjWerE7B845Hqjj9VYlQeieZ2dA=="],
 
     "@rollup/plugin-json": ["@rollup/plugin-json@6.1.0", "", { "dependencies": { "@rollup/pluginutils": "^5.1.0" }, "peerDependencies": { "rollup": "^1.20.0||^2.0.0||^3.0.0||^4.0.0" }, "optionalPeers": ["rollup"] }, "sha512-EGI2te5ENk1coGeADSIwZ7G2Q8CJS2sF120T7jLw4xFw9n7wIOXHo+kIYRAoVpJAN+kmqZSoO3Fp4JtoNF4ReA=="],
@@ -209,16 +233,34 @@
 
     "@types/estree": ["@types/estree@1.0.8", "", {}, "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w=="],
 
+    "@types/long": ["@types/long@4.0.2", "", {}, "sha512-MqTGEo5bj5t157U6fA/BiDynNkn0YknVdh48CMPkTSpFTVmvao5UQmm7uEF6xBEo7qIMAlY/JSleYaE6VOdpaA=="],
+
     "@types/node": ["@types/node@22.19.3", "", { "dependencies": { "undici-types": "~6.21.0" } }, "sha512-1N9SBnWYOJTrNZCdh/yJE+t910Y128BoyY+zBLWhL3r0TYzlTmFdXrPwHL9DyFZmlEXNQQolTZh3KHV31QDhyA=="],
 
     "@types/resolve": ["@types/resolve@1.20.2", "", {}, "sha512-60BCwRFOZCQhDncwQdxxeOEEkbc5dIMccYLwbxsS4TUNeVECQ/pBJ0j09mrHOl/JJvpRPGwO9SvE4nR2Nb/a4Q=="],
 
+    "@xenova/transformers": ["@xenova/transformers@2.17.2", "", { "dependencies": { "@huggingface/jinja": "^0.2.2", "onnxruntime-web": "1.14.0", "sharp": "^0.32.0" }, "optionalDependencies": { "onnxruntime-node": "1.14.0" } }, "sha512-lZmHqzrVIkSvZdKZEx7IYY51TK0WDrC8eR0c5IMnBsO8di8are1zzw8BlLhyO2TklZKLN5UffNGs1IJwT6oOqQ=="],
+
     "acorn": ["acorn@8.15.0", "", { "bin": { "acorn": "bin/acorn" } }, "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg=="],
 
     "aria-query": ["aria-query@5.3.2", "", {}, "sha512-COROpnaoap1E2F000S62r6A60uHZnmlvomhfyT2DlTcrY1OrBKn2UhH7qn5wTC9zMvD0AY7csdPSNwKP+7WiQw=="],
 
     "axobject-query": ["axobject-query@4.1.0", "", {}, "sha512-qIj0G9wZbMGNLjLmg1PT6v2mE9AH2zlnADJD/2tC6E00hgmhUOfEB6greHPAfLRSufHqROIUTkw6E+M3lH0PTQ=="],
 
+    "b4a": ["b4a@1.7.3", "", { "peerDependencies": { "react-native-b4a": "*" }, "optionalPeers": ["react-native-b4a"] }, "sha512-5Q2mfq2WfGuFp3uS//0s6baOJLMoVduPYVeNmDYxu5OUA1/cBfvr2RIS7vi62LdNj/urk1hfmj867I3qt6uZ7Q=="],
+
+    "bare-events": ["bare-events@2.8.2", "", { "peerDependencies": { "bare-abort-controller": "*" }, "optionalPeers": ["bare-abort-controller"] }, "sha512-riJjyv1/mHLIPX4RwiK+oW9/4c3TEUeORHKefKAKnZ5kyslbN+HXowtbaVEqt4IMUB7OXlfixcs6gsFeo/jhiQ=="],
+
+    "bare-fs": ["bare-fs@4.5.2", "", { "dependencies": { "bare-events": "^2.5.4", "bare-path": "^3.0.0", "bare-stream": "^2.6.4", "bare-url": "^2.2.2", "fast-fifo": "^1.3.2" }, "peerDependencies": { "bare-buffer": "*" }, "optionalPeers": ["bare-buffer"] }, "sha512-veTnRzkb6aPHOvSKIOy60KzURfBdUflr5VReI+NSaPL6xf+XLdONQgZgpYvUuZLVQ8dCqxpBAudaOM1+KpAUxw=="],
+
+    "bare-os": ["bare-os@3.6.2", "", {}, "sha512-T+V1+1srU2qYNBmJCXZkUY5vQ0B4FSlL3QDROnKQYOqeiQR8UbjNHlPa+TIbM4cuidiN9GaTaOZgSEgsvPbh5A=="],
+
+    "bare-path": ["bare-path@3.0.0", "", { "dependencies": { "bare-os": "^3.0.1" } }, "sha512-tyfW2cQcB5NN8Saijrhqn0Zh7AnFNsnczRcuWODH0eYAXBsJ5gVxAUuNr7tsHSC6IZ77cA0SitzT+s47kot8Mw=="],
+
+    "bare-stream": ["bare-stream@2.7.0", "", { "dependencies": { "streamx": "^2.21.0" }, "peerDependencies": { "bare-buffer": "*", "bare-events": "*" }, "optionalPeers": ["bare-buffer", "bare-events"] }, "sha512-oyXQNicV1y8nc2aKffH+BUHFRXmx6VrPzlnaEvMhram0nPBrKcEdcyBg5r08D0i8VxngHFAiVyn1QKXpSG0B8A=="],
+
+    "bare-url": ["bare-url@2.3.2", "", { "dependencies": { "bare-path": "^3.0.0" } }, "sha512-ZMq4gd9ngV5aTMa5p9+UfY0b3skwhHELaDkhEHetMdX0LRkW9kzaym4oo/Eh+Ghm0CCDuMTsRIGM/ytUc1ZYmw=="],
+
     "base64-js": ["base64-js@1.5.1", "", {}, "sha512-AKpaYlHn8t4SVbOHCy+b5+KKgvR4vrsD8vbvrbiQJps7fKDTkjkDry6ji0rUJjC0kzbNePLwzxq8iypo41qeWA=="],
 
     "better-sqlite3": ["better-sqlite3@12.5.0", "", { "dependencies": { "bindings": "^1.5.0", "prebuild-install": "^7.1.1" } }, "sha512-WwCZ/5Diz7rsF29o27o0Gcc1Du+l7Zsv7SYtVPG0X3G/uUI1LqdxrQI7c9Hs2FWpqXXERjW9hp6g3/tH7DlVKg=="],
@@ -237,6 +279,14 @@
 
     "clsx": ["clsx@2.1.1", "", {}, "sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA=="],
 
+    "color": ["color@4.2.3", "", { "dependencies": { "color-convert": "^2.0.1", "color-string": "^1.9.0" } }, "sha512-1rXeuUUiGGrykh+CeBdu5Ie7OJwinCgQY0bc7GCRxy5xVHy+moaqkpL/jqQq0MtQOeYcrqEz4abc5f0KtU7W4A=="],
+
+    "color-convert": ["color-convert@2.0.1", "", { "dependencies": { "color-name": "~1.1.4" } }, "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ=="],
+
+    "color-name": ["color-name@1.1.4", "", {}, "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA=="],
+
+    "color-string": ["color-string@1.9.1", "", { "dependencies": { "color-name": "^1.0.0", "simple-swizzle": "^0.2.2" } }, "sha512-shrVawQFojnZv6xM40anx4CkoDP+fZsw/ZerEMsW/pyzsRbElpsL/DBVW7q3ExxwusdNXI3lXpuhEZkzs8p5Eg=="],
+
     "commondir": ["commondir@1.0.1", "", {}, "sha512-W9pAhw0ja1Edb5GVdIF1mjZw/ASI0AlShXM83UUGe2DVr5TdAPEA1OA8m/g8zWp9x6On7gqufY+FatDbC3MDQg=="],
 
     "cookie": ["cookie@0.6.0", "", {}, "sha512-U71cyTamuh1CRNCfpGY6to28lxvNwPG4Guz/EVjgf3Jmzv0vlDp1atT9eS5dDjMYHucpHbWns6Lwf3BKz6svdw=="],
@@ -273,14 +323,20 @@
 
     "estree-walker": ["estree-walker@2.0.2", "", {}, "sha512-Rfkk/Mp/DL7JVje3u18FxFujQlTNR2q6QfMSMB7AvCBx91NGj/ba3kCfza0f6dVDbw7YlRf/nDrn7pQrCCyQ/w=="],
 
+    "events-universal": ["events-universal@1.0.1", "", { "dependencies": { "bare-events": "^2.7.0" } }, "sha512-LUd5euvbMLpwOF8m6ivPCbhQeSiYVNb8Vs0fQ8QjXo0JTkEHpz8pxdQf0gStltaPpw0Cca8b39KxvK9cfKRiAw=="],
+
     "expand-template": ["expand-template@2.0.3", "", {}, "sha512-XYfuKMvj4O35f/pOXLObndIRvyQ+/+6AhODh+OKWj9S9498pHHn/IMszH+gt0fBCRWMNfk1ZSp5x3AifmnI2vg=="],
 
+    "fast-fifo": ["fast-fifo@1.3.2", "", {}, "sha512-/d9sfos4yxzpwkDkuN7k2SqFKtYNmCTzgfEpz82x34IM9/zc8KGxQoXg1liNC/izpRM/MBdt44Nmx41ZWqk+FQ=="],
+
     "fast-xml-parser": ["fast-xml-parser@5.3.3", "", { "dependencies": { "strnum": "^2.1.0" }, "bin": { "fxparser": "src/cli/cli.js" } }, "sha512-2O3dkPAAC6JavuMm8+4+pgTk+5hoAs+CjZ+sWcQLkX9+/tHRuTkQh/Oaifr8qDmZ8iEHb771Ea6G8CdwkrgvYA=="],
 
     "fdir": ["fdir@6.5.0", "", { "peerDependencies": { "picomatch": "^3 || ^4" }, "optionalPeers": ["picomatch"] }, "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg=="],
 
     "file-uri-to-path": ["file-uri-to-path@1.0.0", "", {}, "sha512-0Zt+s3L7Vf1biwWZ29aARiVYLx7iMGnEUl9x33fbB/j3jR81u/O2LbqK+Bm1CDSNDKVtJ/YjwY7TUd5SkeLQLw=="],
 
+    "flatbuffers": ["flatbuffers@1.12.0", "", {}, "sha512-c7CZADjRcl6j0PlvFy0ZqXQ67qSEZfrVPynmnL+2zPc+NtMvrF8Y0QceMo7QqnSPc7+uWjUIAbvCQ5WIKlMVdQ=="],
+
     "fs-constants": ["fs-constants@1.0.0", "", {}, "sha512-y6OAwoSIf7FyjMIv94u+b5rdheZEjzR63GTyZJm5qh4Bi+2YgwLCcI/fPFZkL5PSixOt6ZNKm+w+Hfp/Bciwow=="],
 
     "fsevents": ["fsevents@2.3.3", "", { "os": "darwin" }, "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw=="],
@@ -293,6 +349,8 @@
 
     "graceful-fs": ["graceful-fs@4.2.11", "", {}, "sha512-RbJ5/jmFcNNCcDV5o9eTnBLJ/HszWV0P73bc+Ff4nS/rJj+YaS6IGyiOL0VoBYX+l1Wrl3k63h/KrH+nhJ0XvQ=="],
 
+    "guid-typescript": ["guid-typescript@1.0.9", "", {}, "sha512-Y8T4vYhEfwJOTbouREvG+3XDsjr8E3kIr7uf+JZ0BYloFsttiHU0WfvANVsR7TxNUJa/WpCnw/Ino/p+DeBhBQ=="],
+
     "hasown": ["hasown@2.0.2", "", { "dependencies": { "function-bind": "^1.1.2" } }, "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ=="],
 
     "ieee754": ["ieee754@1.2.1", "", {}, "sha512-dcyqhDvX1C46lXZcVqCpK+FtMRQVdIMN6/Df5js2zouUsqG7I6sFxitIC+7KYK29KdXOLHdu9zL4sFnoVQnqaA=="],
@@ -301,6 +359,8 @@
 
     "ini": ["ini@1.3.8", "", {}, "sha512-JV/yugV2uzW5iMRSiZAyDtQd+nxtUnjeLt0acNdw98kKLrvuRVyB80tsREOE7yvGVgalhZ6RNXCmEHkUKBKxew=="],
 
+    "is-arrayish": ["is-arrayish@0.3.4", "", {}, "sha512-m6UrgzFVUYawGBh1dUsWR5M2Clqic9RVXC/9f8ceNlv2IcO9j9J/z8UoCLPqtsPBFNzEpfR3xftohbfqDx8EQA=="],
+
     "is-core-module": ["is-core-module@2.16.1", "", { "dependencies": { "hasown": "^2.0.2" } }, "sha512-UfoeMA6fIJ8wTYFEUjelnaGI67v6+N7qXJEvQuIGa99l4xsCruSYOVSQ0uPANn4dAzm8lkYPaKLrrijLq7x23w=="],
 
     "is-module": ["is-module@1.0.0", "", {}, "sha512-51ypPSPCoTEIN9dy5Oy+h4pShgJmPCygKfyRCISBI+JoWT/2oJvK8QPxmwv7b/p239jXrm9M1mlQbyKJ5A152g=="],
@@ -337,6 +397,8 @@
 
     "locate-character": ["locate-character@3.0.0", "", {}, "sha512-SW13ws7BjaeJ6p7Q6CO2nchbYEc3X3J6WrmTTDto7yMPqVSZTUyY5Tjbid+Ab8gLnATtygYtiDIJGQRRn2ZOiA=="],
 
+    "long": ["long@4.0.0", "", {}, "sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA=="],
+
     "magic-string": ["magic-string@0.30.21", "", { "dependencies": { "@jridgewell/sourcemap-codec": "^1.5.5" } }, "sha512-vd2F4YUyEXKGcLHoq+TEyCjxueSeHnFxyyjNp80yg0XV4vUhnDer/lvvlqM/arB5bXQN5K2/3oinyCRyx8T2CQ=="],
 
     "mimic-response": ["mimic-response@3.1.0", "", {}, "sha512-z0yWI+4FDrrweS8Zmt4Ej5HdJmky15+L2e6Wgn3+iK5fWzb6T3fhNFq2+MeTRb064c6Wr4N/wv0DzQTjNzHNGQ=="],
@@ -357,20 +419,34 @@
 
     "node-abi": ["node-abi@3.85.0", "", { "dependencies": { "semver": "^7.3.5" } }, "sha512-zsFhmbkAzwhTft6nd3VxcG0cvJsT70rL+BIGHWVq5fi6MwGrHwzqKaxXE+Hl2GmnGItnDKPPkO5/LQqjVkIdFg=="],
 
+    "node-addon-api": ["node-addon-api@6.1.0", "", {}, "sha512-+eawOlIgy680F0kBzPUNFhMZGtJ1YmqM6l4+Crf4IkImjYrO/mqPwRMh352g23uIaQKFItcQ64I7KMaJxHgAVA=="],
+
     "once": ["once@1.4.0", "", { "dependencies": { "wrappy": "1" } }, "sha512-lNaJgI+2Q5URQBkccEKHTQOPaXdUxnZZElQTZY0MFUAuaEqe1E+Nyvgdz/aIyNi6Z9MzO5dv1H8n58/GELp3+w=="],
 
+    "onnx-proto": ["onnx-proto@4.0.4", "", { "dependencies": { "protobufjs": "^6.8.8" } }, "sha512-aldMOB3HRoo6q/phyB6QRQxSt895HNNw82BNyZ2CMh4bjeKv7g/c+VpAFtJuEMVfYLMbRx61hbuqnKceLeDcDA=="],
+
+    "onnxruntime-common": ["onnxruntime-common@1.14.0", "", {}, "sha512-3LJpegM2iMNRX2wUmtYfeX/ytfOzNwAWKSq1HbRrKc9+uqG/FsEA0bbKZl1btQeZaXhC26l44NWpNUeXPII7Ew=="],
+
+    "onnxruntime-node": ["onnxruntime-node@1.14.0", "", { "dependencies": { "onnxruntime-common": "~1.14.0" }, "os": [ "linux", "win32", "darwin", ] }, "sha512-5ba7TWomIV/9b6NH/1x/8QEeowsb+jBEvFzU6z0T4mNsFwdPqXeFUM7uxC6QeSRkEbWu3qEB0VMjrvzN/0S9+w=="],
+
+    "onnxruntime-web": ["onnxruntime-web@1.14.0", "", { "dependencies": { "flatbuffers": "^1.12.0", "guid-typescript": "^1.0.9", "long": "^4.0.0", "onnx-proto": "^4.0.4", "onnxruntime-common": "~1.14.0", "platform": "^1.3.6" } }, "sha512-Kcqf43UMfW8mCydVGcX9OMXI2VN17c0p6XvR7IPSZzBf/6lteBzXHvcEVWDPmCKuGombl997HgLqj91F11DzXw=="],
+
     "path-parse": ["path-parse@1.0.7", "", {}, "sha512-LDJzPVEEEPR+y48z93A0Ed0yXb8pAByGWo/k5YYdYgpY2/2EsOsksJrq7lOHxryrVOn1ejG6oAp8ahvOIQD8sw=="],
 
     "picocolors": ["picocolors@1.1.1", "", {}, "sha512-xceH2snhtb5M9liqDsmEw56le376mTZkEX/jEb/RxNFyegNul7eNslCXP9FDj/Lcu0X8KEyMceP2ntpaHrDEVA=="],
 
     "picomatch": ["picomatch@4.0.3", "", {}, "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q=="],
 
+    "platform": ["platform@1.3.6", "", {}, "sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg=="],
+
     "postcss": ["postcss@8.5.6", "", { "dependencies": { "nanoid": "^3.3.11", "picocolors": "^1.1.1", "source-map-js": "^1.2.1" } }, "sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg=="],
 
     "postcss-selector-parser": ["postcss-selector-parser@6.0.10", "", { "dependencies": { "cssesc": "^3.0.0", "util-deprecate": "^1.0.2" } }, "sha512-IQ7TZdoaqbT+LCpShg46jnZVlhWD2w6iQYAcYXfHARZ7X1t/UGhhceQDs5X0cGqKvYlHNOuv7Oa1xmb0oQuA3w=="],
 
     "prebuild-install": ["prebuild-install@7.1.3", "", { "dependencies": { "detect-libc": "^2.0.0", "expand-template": "^2.0.3", "github-from-package": "0.0.0", "minimist": "^1.2.3", "mkdirp-classic": "^0.5.3", "napi-build-utils": "^2.0.0", "node-abi": "^3.3.0", "pump": "^3.0.0", "rc": "^1.2.7", "simple-get": "^4.0.0", "tar-fs": "^2.0.0", "tunnel-agent": "^0.6.0" }, "bin": { "prebuild-install": "bin.js" } }, "sha512-8Mf2cbV7x1cXPUILADGI3wuhfqWvtiLA1iclTDbFRZkgRQS0NqsPZphna9V+HyTEadheuPmjaJMsbzKQFOzLug=="],
 
+    "protobufjs": ["protobufjs@6.11.4", "", { "dependencies": { "@protobufjs/aspromise": "^1.1.2", "@protobufjs/base64": "^1.1.2", "@protobufjs/codegen": "^2.0.4", "@protobufjs/eventemitter": "^1.1.0", "@protobufjs/fetch": "^1.1.0", "@protobufjs/float": "^1.0.2", "@protobufjs/inquire": "^1.1.0", "@protobufjs/path": "^1.1.2", "@protobufjs/pool": "^1.1.0", "@protobufjs/utf8": "^1.1.0", "@types/long": "^4.0.1", "@types/node": ">=13.7.0", "long": "^4.0.0" }, "bin": { "pbjs": "bin/pbjs", "pbts": "bin/pbts" } }, "sha512-5kQWPaJHi1WoCpjTGszzQ32PG2F4+wRY6BmAT4Vfw56Q2FZ4YZzK20xUYQH4YkfehY1e6QSICrJquM6xXZNcrw=="],
+
     "pump": ["pump@3.0.3", "", { "dependencies": { "end-of-stream": "^1.1.0", "once": "^1.3.1" } }, "sha512-todwxLMY7/heScKmntwQG8CXVkWUOdYxIvY2s0VWAAMh/nd8SoYiRaKjlr7+iCs984f2P8zvrfWcDDYVb73NfA=="],
 
     "rc": ["rc@1.2.8", "", { "dependencies": { "deep-extend": "^0.6.0", "ini": "~1.3.0", "minimist": "^1.2.0", "strip-json-comments": "~2.0.1" }, "bin": { "rc": "./cli.js" } }, "sha512-y3bGgqKj3QBdxLbLkomlohkvsA8gdAiUQlSBJnBhfn+BPxg4bc62d8TcBW15wavDfgexCgccckhcZvywyQYPOw=="],
@@ -389,14 +465,20 @@
 
     "safe-buffer": ["safe-buffer@5.2.1", "", {}, "sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ=="],
 
+    "sax": ["sax@1.4.3", "", {}, "sha512-yqYn1JhPczigF94DMS+shiDMjDowYO6y9+wB/4WgO0Y19jWYk0lQ4tuG5KI7kj4FTp1wxPj5IFfcrz/s1c3jjQ=="],
+
     "semver": ["semver@7.7.3", "", { "bin": { "semver": "bin/semver.js" } }, "sha512-SdsKMrI9TdgjdweUSR9MweHA4EJ8YxHn8DFaDisvhVlUOe4BF1tLD7GAj0lIqWVl+dPb/rExr0Btby5loQm20Q=="],
 
     "set-cookie-parser": ["set-cookie-parser@2.7.2", "", {}, "sha512-oeM1lpU/UvhTxw+g3cIfxXHyJRc/uidd3yK1P242gzHds0udQBYzs3y8j4gCCW+ZJ7ad0yctld8RYO+bdurlvw=="],
 
+    "sharp": ["sharp@0.32.6", "", { "dependencies": { "color": "^4.2.3", "detect-libc": "^2.0.2", "node-addon-api": "^6.1.0", "prebuild-install": "^7.1.1", "semver": "^7.5.4", "simple-get": "^4.0.1", "tar-fs": "^3.0.4", "tunnel-agent": "^0.6.0" } }, "sha512-KyLTWwgcR9Oe4d9HwCwNM2l7+J0dUQwn/yf7S0EnTtb0eVS4RxO0eUSvxPtzT4F3SY+C4K6fqdv/DO27sJ/v/w=="],
+
     "simple-concat": ["simple-concat@1.0.1", "", {}, "sha512-cSFtAPtRhljv69IK0hTVZQ+OfE9nePi/rtJmw5UjHeVyVroEqJXP1sFztKUy1qU+xvz3u/sfYJLa947b7nAN2Q=="],
 
     "simple-get": ["simple-get@4.0.1", "", { "dependencies": { "decompress-response": "^6.0.0", "once": "^1.3.1", "simple-concat": "^1.0.0" } }, "sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA=="],
 
+    "simple-swizzle": ["simple-swizzle@0.2.4", "", { "dependencies": { "is-arrayish": "^0.3.1" } }, "sha512-nAu1WFPQSMNr2Zn9PGSZK9AGn4t/y97lEm+MXTtUDwfP0ksAIX4nO+6ruD9Jwut4C49SB1Ws+fbXsm/yScWOHw=="],
+
     "sirv": ["sirv@3.0.2", "", { "dependencies": { "@polka/url": "^1.0.0-next.24", "mrmime": "^2.0.0", "totalist": "^3.0.0" } }, "sha512-2wcC/oGxHis/BoHkkPwldgiPSYcpZK3JU28WoMVv55yHJgcZ8rlXvuG9iZggz+sU1d4bRgIGASwyWqjxu3FM0g=="],
 
     "source-map": ["source-map@0.6.1", "", {}, "sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g=="],
@@ -405,6 +487,8 @@
 
     "source-map-support": ["source-map-support@0.5.21", "", { "dependencies": { "buffer-from": "^1.0.0", "source-map": "^0.6.0" } }, "sha512-uBHU3L3czsIyYXKX88fdrGovxdSCoTGDRZ6SYXtSRxLZUzHg5P/66Ht6uoUlHu9EZod+inXhKo3qQgwXUT/y1w=="],
 
+    "streamx": ["streamx@2.23.0", "", { "dependencies": { "events-universal": "^1.0.0", "fast-fifo": "^1.3.2", "text-decoder": "^1.1.0" } }, "sha512-kn+e44esVfn2Fa/O0CPFcex27fjIL6MkVae0Mm6q+E6f0hWv578YCERbv+4m02cjxvDsPKLnmxral/rR6lBMAg=="],
+
     "string_decoder": ["string_decoder@1.3.0", "", { "dependencies": { "safe-buffer": "~5.2.0" } }, "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA=="],
 
     "strip-json-comments": ["strip-json-comments@2.0.1", "", {}, "sha512-4gB8na07fecVVkOI6Rs4e7T6NOTki5EmL7TUduTs6bu3EdnSycntVJ4re8kgZA+wx9IueI2Y11bfbgwtzuE0KQ=="],
@@ -421,9 +505,11 @@
 
     "tapable": ["tapable@2.3.0", "", {}, "sha512-g9ljZiwki/LfxmQADO3dEY1CbpmXT5Hm2fJ+QaGKwSXUylMybePR7/67YW7jOrrvjEgL1Fmz5kzyAjWVWLlucg=="],
 
-    "tar-fs": ["tar-fs@2.1.4", "", { "dependencies": { "chownr": "^1.1.1", "mkdirp-classic": "^0.5.2", "pump": "^3.0.0", "tar-stream": "^2.1.4" } }, "sha512-mDAjwmZdh7LTT6pNleZ05Yt65HC3E+NiQzl672vQG38jIrehtJk/J3mNwIg+vShQPcLF/LV7CMnDW6vjj6sfYQ=="],
+    "tar-fs": ["tar-fs@3.1.1", "", { "dependencies": { "pump": "^3.0.0", "tar-stream": "^3.1.5" }, "optionalDependencies": { "bare-fs": "^4.0.1", "bare-path": "^3.0.0" } }, "sha512-LZA0oaPOc2fVo82Txf3gw+AkEd38szODlptMYejQUhndHMLQ9M059uXR+AfS7DNo0NpINvSqDsvyaCrBVkptWg=="],
 
-    "tar-stream": ["tar-stream@2.2.0", "", { "dependencies": { "bl": "^4.0.3", "end-of-stream": "^1.4.1", "fs-constants": "^1.0.0", "inherits": "^2.0.3", "readable-stream": "^3.1.1" } }, "sha512-ujeqbceABgwMZxEJnk2HDY2DlnUZ+9oEcb1KzTVfYHio0UE6dG71n60d8D2I4qNvleWrrXpmjpt7vZeF1LnMZQ=="],
+    "tar-stream": ["tar-stream@3.1.7", "", { "dependencies": { "b4a": "^1.6.4", "fast-fifo": "^1.2.0", "streamx": "^2.15.0" } }, "sha512-qJj60CXt7IU1Ffyc3NJMjh6EkuCFej46zUqJ4J7pqYlThyd9bO0XBTmcOIhSzZJVWfsLks0+nle/j538YAW9RQ=="],
+
+    "text-decoder": ["text-decoder@1.2.3", "", { "dependencies": { "b4a": "^1.6.4" } }, "sha512-3/o9z3X0X0fTupwsYvR03pJ/DjWuqqrfwBgTQzdWDiQSm9KitAyz/9WqsT2JQW7KV2m+bC2ol/zqpW37NHxLaA=="],
 
     "tinyglobby": ["tinyglobby@0.2.15", "", { "dependencies": { "fdir": "^6.5.0", "picomatch": "^4.0.3" } }, "sha512-j2Zq4NyQYG5XMST4cbs02Ak8iJUdxRM0XI5QyxXuZOzKOINmWurp3smXu3y5wDcJrptwpSjgXHzIQxR0omXljQ=="],
 
@@ -443,6 +529,10 @@
 
     "wrappy": ["wrappy@1.0.2", "", {}, "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="],
 
+    "xml2js": ["xml2js@0.6.2", "", { "dependencies": { "sax": ">=0.6.0", "xmlbuilder": "~11.0.0" } }, "sha512-T4rieHaC1EXcES0Kxxj4JWgaUQHDk+qwHcYOCFHfiwKz7tOVPLq7Hjq9dM1WCMhylqMEfP7hMcOIChvotiZegA=="],
+
+    "xmlbuilder": ["xmlbuilder@11.0.1", "", {}, "sha512-fDlsI/kFEx7gLvbecc0/ohLG50fugQp8ryHzMTuW9vSa1GJ0XYWKnhsUx7oie3G98+r56aTQIUB4kht42R3JvA=="],
+
     "zimmerframe": ["zimmerframe@1.1.4", "", {}, "sha512-B58NGBEoc8Y9MWWCQGl/gq9xBCe4IiKM0a2x7GZdQKOW5Exr8S1W24J6OgM1njK8xCRGvAJIL/MxXHf6SkmQKQ=="],
 
     "@esbuild-kit/core-utils/esbuild": ["esbuild@0.18.20", "", { "optionalDependencies": { "@esbuild/android-arm": "0.18.20", "@esbuild/android-arm64": "0.18.20", "@esbuild/android-x64": "0.18.20", "@esbuild/darwin-arm64": "0.18.20", "@esbuild/darwin-x64": "0.18.20", "@esbuild/freebsd-arm64": "0.18.20", "@esbuild/freebsd-x64": "0.18.20", "@esbuild/linux-arm": "0.18.20", "@esbuild/linux-arm64": "0.18.20", "@esbuild/linux-ia32": "0.18.20", "@esbuild/linux-loong64": "0.18.20", "@esbuild/linux-mips64el": "0.18.20", "@esbuild/linux-ppc64": "0.18.20", "@esbuild/linux-riscv64": "0.18.20", "@esbuild/linux-s390x": "0.18.20", "@esbuild/linux-x64": "0.18.20", "@esbuild/netbsd-x64": "0.18.20", "@esbuild/openbsd-x64": "0.18.20", "@esbuild/sunos-x64": "0.18.20", "@esbuild/win32-arm64": "0.18.20", "@esbuild/win32-ia32": "0.18.20", "@esbuild/win32-x64": "0.18.20" }, "bin": { "esbuild": "bin/esbuild" } }, "sha512-ceqxoedUrcayh7Y7ZX6NdbbDzGROiyVBgC4PriJThBKSVPWnnFHZAkfI1lJT8QFkOwH4qOS2SJkS4wvpGl8BpA=="],
@@ -461,6 +551,8 @@
 
     "@tailwindcss/oxide-wasm32-wasi/tslib": ["tslib@2.8.1", "", { "bundled": true }, "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="],
 
+    "prebuild-install/tar-fs": ["tar-fs@2.1.4", "", { "dependencies": { "chownr": "^1.1.1", "mkdirp-classic": "^0.5.2", "pump": "^3.0.0", "tar-stream": "^2.1.4" } }, "sha512-mDAjwmZdh7LTT6pNleZ05Yt65HC3E+NiQzl672vQG38jIrehtJk/J3mNwIg+vShQPcLF/LV7CMnDW6vjj6sfYQ=="],
+
     "vite/esbuild": ["esbuild@0.27.1", "", { "optionalDependencies": { "@esbuild/aix-ppc64": "0.27.1", "@esbuild/android-arm": "0.27.1", "@esbuild/android-arm64": "0.27.1", "@esbuild/android-x64": "0.27.1", "@esbuild/darwin-arm64": "0.27.1", "@esbuild/darwin-x64": "0.27.1", "@esbuild/freebsd-arm64": "0.27.1", "@esbuild/freebsd-x64": "0.27.1", "@esbuild/linux-arm": "0.27.1", "@esbuild/linux-arm64": "0.27.1", "@esbuild/linux-ia32": "0.27.1", "@esbuild/linux-loong64": "0.27.1", "@esbuild/linux-mips64el": "0.27.1", "@esbuild/linux-ppc64": "0.27.1", "@esbuild/linux-riscv64": "0.27.1", "@esbuild/linux-s390x": "0.27.1", "@esbuild/linux-x64": "0.27.1", "@esbuild/netbsd-arm64": "0.27.1", "@esbuild/netbsd-x64": "0.27.1", "@esbuild/openbsd-arm64": "0.27.1", "@esbuild/openbsd-x64": "0.27.1", "@esbuild/openharmony-arm64": "0.27.1", "@esbuild/sunos-x64": "0.27.1", "@esbuild/win32-arm64": "0.27.1", "@esbuild/win32-ia32": "0.27.1", "@esbuild/win32-x64": "0.27.1" }, "bin": { "esbuild": "bin/esbuild" } }, "sha512-yY35KZckJJuVVPXpvjgxiCuVEJT67F6zDeVTv4rizyPrfGBUpZQsvmxnN+C371c2esD/hNMjj4tpBhuueLN7aA=="],
 
     "@esbuild-kit/core-utils/esbuild/@esbuild/android-arm": ["@esbuild/android-arm@0.18.20", "", { "os": "android", "cpu": "arm" }, "sha512-fyi7TDI/ijKKNZTUJAQqiG5T7YjJXgnzkURqmGj13C6dCqckZBLdl4h7bkhHt/t0WP+zO9/zwroDvANaOqO5Sw=="],
@@ -507,6 +599,8 @@
 
     "@esbuild-kit/core-utils/esbuild/@esbuild/win32-x64": ["@esbuild/win32-x64@0.18.20", "", { "os": "win32", "cpu": "x64" }, "sha512-kTdfRcSiDfQca/y9QIkng02avJ+NCaQvrMejlsB3RRv5sE9rRoeBPISaZpKxHELzRxZyLvNts1P27W3wV+8geQ=="],
 
+    "prebuild-install/tar-fs/tar-stream": ["tar-stream@2.2.0", "", { "dependencies": { "bl": "^4.0.3", "end-of-stream": "^1.4.1", "fs-constants": "^1.0.0", "inherits": "^2.0.3", "readable-stream": "^3.1.1" } }, "sha512-ujeqbceABgwMZxEJnk2HDY2DlnUZ+9oEcb1KzTVfYHio0UE6dG71n60d8D2I4qNvleWrrXpmjpt7vZeF1LnMZQ=="],
+
     "vite/esbuild/@esbuild/aix-ppc64": ["@esbuild/aix-ppc64@0.27.1", "", { "os": "aix", "cpu": "ppc64" }, "sha512-HHB50pdsBX6k47S4u5g/CaLjqS3qwaOVE5ILsq64jyzgMhLuCuZ8rGzM9yhsAjfjkbgUPMzZEPa7DAp7yz6vuA=="],
 
     "vite/esbuild/@esbuild/android-arm": ["@esbuild/android-arm@0.27.1", "", { "os": "android", "cpu": "arm" }, "sha512-kFqa6/UcaTbGm/NncN9kzVOODjhZW8e+FRdSeypWe6j33gzclHtwlANs26JrupOntlcWmB0u8+8HZo8s7thHvg=="],

package.json

@@ -34,7 +34,9 @@
 		"vite": "^7.2.6"
 	},
 	"dependencies": {
+		"@xenova/transformers": "^2.17.2",
 		"better-sqlite3": "^12.5.0",
-		"fast-xml-parser": "^5.3.3"
+		"fast-xml-parser": "^5.3.3",
+		"xml2js": "^0.6.2"
 	}
 }

src/hooks.server.ts

@@ -1,6 +1,9 @@
 import type { Handle } from '@sveltejs/kit';
 import * as auth from '$lib/server/auth';
 
+import { initializeEmbeddings } from '$lib/server/bible-embeddings';
+import { getAllNKJVVerses } from '$lib/server/xml-bible';
+
 const handleAuth: Handle = async ({ event, resolve }) => {
 	const sessionToken = event.cookies.get(auth.sessionCookieName);
 
@@ -26,3 +29,7 @@ const handleAuth: Handle = async ({ event, resolve }) => {
 };
 
 export const handle: Handle = handleAuth;
+
+// Initialize embeddings on server start (runs once on module load)
+const verses = getAllNKJVVerses();
+await initializeEmbeddings(verses);

src/lib/server/bible-embeddings.ts

@@ -0,0 +1,98 @@
+import { pipeline } from '@xenova/transformers';
+import type { FeatureExtractionPipeline, Tensor } from '@xenova/transformers';
+import fs from 'fs/promises';
+
+let extractor: FeatureExtractionPipeline | null = null;
+const EMBEDDING_DIM = 384;
+let verseEmbeddings: Float32Array[] = [];
+let verses: Array<{ text: string; book: string; chapter: number; verse: number }> = [];
+
+// Initialize once on server startup
+export async function initializeEmbeddings(bibleVerses: Array<{ text: string; book: string; chapter: number; verse: number; }>) {
+	if (extractor) return; // Already initialized
+
+	console.log('Loading embedding model...');
+	extractor = await pipeline('feature-extraction', 'Xenova/all-MiniLM-L12-v2');
+	// main ^
+	// extractor = await pipeline('feature-extraction', 'Xenova/all-MiniLM-L6-v2'); not used
+	// extractor = await pipeline('feature-extraction', 'Xenova/gte-base'); // testing
+
+	verses = bibleVerses;
+
+	const CACHE_PATH = './embeddings-cache-L12.json';
+	//  main ^
+	// const CACHE_PATH = './embeddings-cache-L6.json'; not used
+	// const CACHE_PATH = './embeddings-cache-GTE-base.json'; // testing
+
+	try {
+		await fs.access(CACHE_PATH);
+		const cachedStr = await fs.readFile(CACHE_PATH, 'utf-8');
+		const cached = JSON.parse(cachedStr);
+		verseEmbeddings = cached.embeddings.map((arr: number[]) => Float32Array.from(arr));
+		verses = cached.verses;
+		console.log('Loaded embeddings from cache!');
+		return;
+	} catch {
+		console.log('No cache found, computing embeddings...');
+	}
+
+	console.log(`Encoding ${verses.length} verses in small batches to manage memory...`);
+
+	const BATCH_SIZE = 128;
+	const texts = verses.map((v) => v.text);
+	verseEmbeddings = [];
+	for (let start = 0; start < texts.length; start += BATCH_SIZE) {
+		const batchTexts = texts.slice(start, start + BATCH_SIZE);
+		console.log(`Processing batch ${Math.floor(start / BATCH_SIZE) + 1} (${batchTexts.length} verses)...`);
+
+		const output = await extractor!(batchTexts, { pooling: 'mean', normalize: true });
+		const data = output.data as Float32Array;
+		const embeddingDim = EMBEDDING_DIM;
+		for (let k = 0; k < batchTexts.length; k++) {
+			verseEmbeddings.push(Float32Array.from(data.slice(k * embeddingDim, (k + 1) * embeddingDim)));
+		}
+	}
+
+	// Save to cache
+	const embeddingsData = {
+		embeddings: verseEmbeddings.map(e => Array.from(e)),
+		verses: verses
+	};
+	await fs.writeFile(CACHE_PATH, JSON.stringify(embeddingsData));
+	console.log('Embeddings computed and cached to disk!');
+}
+
+function cosineSimilarity(a: Float32Array, b: Float32Array): number {
+	let sum = 0;
+	for (let i = 0; i < a.length; i++) {
+		sum += a[i] * b[i];
+	}
+	return sum;
+}
+
+export async function findSimilarVerses(sentence: string, topK: number = 10) {
+	if (!extractor || verseEmbeddings.length === 0) {
+		throw new Error('Embeddings not initialized');
+	}
+	if (verseEmbeddings.length !== verses.length) {
+		throw new Error(`Embeddings/verses length mismatch: ${verseEmbeddings.length} != ${verses.length}`);
+	}
+
+	// Encode query sentence
+	const queryOutput = await extractor(sentence, { pooling: 'mean', normalize: true });
+	const queryEmbedding = queryOutput.data as Float32Array;
+	if (queryEmbedding.length !== EMBEDDING_DIM) {
+		throw new Error(`Query embedding dim mismatch: ${queryEmbedding.length} != ${EMBEDDING_DIM}`);
+	}
+
+	// Calculate similarities
+	const scores = verses.map((verse, idx) => ({
+		...verse,
+		score: cosineSimilarity(queryEmbedding, verseEmbeddings[idx])
+	}));
+
+	// Sort and return top K
+	return scores
+		.sort((a, b) => b.score - a.score)
+		.slice(0, topK);
+}

src/routes/api/similar-verses/+server.ts

@@ -0,0 +1,20 @@
+import { json } from '@sveltejs/kit';
+import { findSimilarVerses } from '$lib/server/bible-embeddings';
+import type { RequestHandler } from './$types';
+
+export const POST: RequestHandler = async ({ request }) => {
+	const formData = await request.json();
+	const { sentence, topK = 10 }: { sentence: string; topK?: number } = formData;
+
+	if (!sentence || typeof sentence !== 'string') {
+		return json({ error: 'Invalid sentence' }, { status: 400 });
+	}
+
+	try {
+		const results = await findSimilarVerses(sentence, topK);
+		return json({ results });
+	} catch (error) {
+		console.error('Error finding similar verses:', error);
+		return json({ error: 'Failed to find similar verses' }, { status: 500 });
+	}
+};

src/routes/imposter/+page.svelte

@@ -0,0 +1,214 @@
+<script lang="ts">
+  let sentence = $state("");
+  let results = $state<
+    Array<{
+      book: string;
+      chapter: number;
+      verse: number;
+      text: string;
+      score: number;
+    }>
+  >([]);
+  let loading = $state(false);
+
+  async function searchVerses() {
+    loading = true;
+    try {
+      const response = await fetch("/api/similar-verses", {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({ sentence, topK: 10 }),
+      });
+
+      if (!response.ok) {
+        throw new Error(`HTTP ${response.status}: ${await response.text()}`);
+      }
+
+      const data = await response.json();
+      if (data.error) {
+        throw new Error(data.error);
+      }
+      results = data.results || [];
+    } catch (error) {
+      console.error("Search error:", error);
+      results = [];
+    } finally {
+      loading = false;
+    }
+  }
+</script>
+
+<div class="page">
+  <h1 class="title">Similar Verse Finder</h1>
+
+  <div class="search-section">
+    <input
+      bind:value={sentence}
+      placeholder="Enter a sentence to find similar Bible verses..."
+      class="input"
+    />
+    <button onclick={searchVerses} disabled={loading} class="button">
+      {loading ? "Searching..." : "Find Similar Verses"}
+    </button>
+  </div>
+
+  {#if results.length > 0}
+    <div class="results">
+      {#each results as result, i (i)}
+        <article class="result">
+          <header>
+            <strong>{result.book} {result.chapter}:{result.verse}</strong>
+            <span class="score">Score: {result.score.toFixed(3)}</span>
+          </header>
+          <p>{result.text}</p>
+        </article>
+      {/each}
+    </div>
+  {:else if sentence.trim() && !loading}
+    <p class="no-results">No similar verses found. Try another sentence!</p>
+  {/if}
+</div>
+
+<style>
+  .page {
+    max-width: 900px;
+    margin: 0 auto;
+    padding: 1rem 0.75rem;
+    font-family:
+      system-ui,
+      -apple-system,
+      sans-serif;
+  }
+
+  .title {
+    text-align: center;
+    margin-bottom: 1.75rem;
+    font-size: clamp(2rem, 5vw, 3rem);
+    color: #2c3e50;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    -webkit-background-clip: text;
+    -webkit-text-fill-color: transparent;
+    background-clip: text;
+  }
+
+  .search-section {
+    display: flex;
+    gap: 0.75rem;
+    margin-bottom: 1.5rem;
+    flex-wrap: wrap;
+  }
+
+  .input {
+    flex: 1;
+    min-width: 300px;
+    padding: 0.75rem 1rem;
+    border: 2px solid #e1e5e9;
+    border-radius: 12px;
+    font-size: 1.1rem;
+    transition: all 0.2s ease;
+    background: #fafbfc;
+  }
+
+  .input:focus {
+    outline: none;
+    border-color: #667eea;
+    box-shadow: 0 0 0 4px rgba(102, 126, 234, 0.1);
+    background: white;
+  }
+
+  .button {
+    padding: 0.75rem 1.5rem;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    color: white;
+    border: none;
+    border-radius: 12px;
+    font-size: 1.1rem;
+    font-weight: 500;
+    cursor: pointer;
+    transition: all 0.2s ease;
+    white-space: nowrap;
+  }
+
+  .button:hover:not(:disabled) {
+    transform: translateY(-1px);
+    box-shadow: 0 8px 25px rgba(102, 126, 234, 0.3);
+  }
+
+  .button:disabled {
+    background: #a0aec0;
+    cursor: not-allowed;
+    transform: none;
+    box-shadow: none;
+  }
+
+  .results {
+    display: flex;
+    flex-direction: column;
+    gap: 1rem;
+  }
+
+  .result {
+    background: linear-gradient(145deg, #ffffff 0%, #f8fafc 100%);
+    border: 1px solid #e2e8f0;
+    border-radius: 16px;
+    padding: 1.25rem;
+    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08);
+    transition: all 0.2s ease;
+  }
+
+  .result:hover {
+    transform: translateY(-2px);
+    box-shadow: 0 12px 24px rgba(0, 0, 0, 0.15);
+  }
+
+  .result header {
+    display: flex;
+    justify-content: space-between;
+    align-items: flex-start;
+    margin-bottom: 0.75rem;
+    gap: 0.75rem;
+  }
+
+  .result strong {
+    font-size: 1.3rem;
+    color: #1a202c;
+  }
+
+  .score {
+    font-size: 1rem;
+    color: #718096;
+    font-weight: 500;
+    white-space: nowrap;
+  }
+
+  .result p {
+    margin: 0;
+    line-height: 1.7;
+    color: #4a5568;
+    font-size: 1.1rem;
+  }
+
+  .no-results {
+    text-align: center;
+    padding: 1.75rem 0.75rem;
+    color: #a0aec0;
+    font-size: 1.2rem;
+    font-style: italic;
+  }
+
+  @media (max-width: 768px) {
+    .search-section {
+      flex-direction: column;
+    }
+
+    .input {
+      min-width: unset;
+    }
+
+    .result header {
+      flex-direction: column;
+      align-items: flex-start;
+      gap: 0.5rem;
+    }
+  }
+</style>