MVP - first commit

2025-05-06 17:12:54 -05:00 · 2025-05-06 17:12:54 -05:00 · 8c6f336cad
commit 8c6f336cad
11 changed files with 1337 additions and 0 deletions
--- a/.gitignore
+++ b/.gitignore
@ -0,0 +1,2 @@
+node_modules
+nodeapp/config.json
--- a/README.md
+++ b/README.md
@ -0,0 +1 @@
+# embedwith
--- a/bunapp/App.jsx
+++ b/bunapp/App.jsx
@ -0,0 +1,94 @@
+import React, { StrictMode, useState } from 'react'
+import { createRoot } from 'react-dom/client'
+
+
+import { useUnstrictEffect as useEffect } from './useUnstrictEffect'
+
+
+const ApiTest = function ({ path, method, params }) {
+	const [ result, setResult ] = useState(null)
+	useEffect(() => {
+		let endpoint_full
+		let body
+		if (method === 'GET') {
+			endpoint_full = path + '?' + new URLSearchParams({
+				p: JSON.stringify(params),
+			}).toString()
+		}
+		else if (method === 'POST') {
+			endpoint_full = path
+			body = JSON.stringify(params)
+		}
+		else {
+			throw `bad method : ${method}`
+		}
+		fetch(endpoint_full, { method, body }).then(async (resp) => {
+			const resp_json = await resp.json()
+			setResult(resp_json)
+			return
+		})
+		return () => {
+			return
+		}
+	}, [])
+	return (
+		<div>
+			{JSON.stringify(result)}
+		</div>
+	)
+}
+
+
+const App = function () {
+	
+	//let jsx_inner = <ApiTest path={'/stash'} method={'POST'} params={{ collection_name: 'misc', documents: ['hello', 'world'], wait_for_result: true }} />
+	let jsx_inner = <ApiTest path={'/search'} method={'POST'} params={{ collection_name: 'misc', qtext: 'hello!', limit: 10 }} />
+
+	return (
+		<div style={{ height: '100%', width: '100%', overflow: 'auto', backgroundColor: '#000', color: '#FFF', fontFamily: 'monospace', fontSize: `${2*8}px`, lineHeight: `${2*8}px` }}>
+			{jsx_inner}
+		</div>
+	)
+}
+
+
+const render_app = function () {
+	
+	const elem_appstyles = document.createElement('style')
+	elem_appstyles.innerHTML = `
+html, body {
+	height: 100%;
+	width: 100%;
+	overflow: hidden;
+	margin: 0px;
+	padding: 0px;
+	border: 0px;
+}
+`.trim()
+	document.head.appendChild(elem_appstyles)
+	
+	const elem_root = document.createElement('div')
+	elem_root.style = 'height:100%; width:100%;'
+	document.body.appendChild(elem_root)
+	
+	const func_render_app = () => {
+		
+		const react_root = createRoot(elem_root)
+		
+		react_root.render((
+			<StrictMode>
+				<App />
+			</StrictMode>
+		))
+		
+		return
+		
+	}
+	
+	func_render_app()
+
+	return {}
+	
+}
+
+export { render_app }
--- a/bunapp/bun.lock
+++ b/bunapp/bun.lock
@ -0,0 +1,29 @@
+{
+  "lockfileVersion": 1,
+  "workspaces": {
+    "": {
+      "dependencies": {
+        "motion": "^12.9.7",
+        "react": "^19.1.0",
+        "react-dom": "^19.1.0",
+      },
+    },
+  },
+  "packages": {
+    "framer-motion": ["framer-motion@12.9.7", "", { "dependencies": { "motion-dom": "^12.9.6", "motion-utils": "^12.9.4", "tslib": "^2.4.0" }, "peerDependencies": { "@emotion/is-prop-valid": "*", "react": "^18.0.0 || ^19.0.0", "react-dom": "^18.0.0 || ^19.0.0" }, "optionalPeers": ["@emotion/is-prop-valid", "react", "react-dom"] }, "sha512-Eo5TYU6sEPPy82GDx32PJm++G+AkBCrzxtEQOWLnpQX896Q3LFrsYhMZ5YO5ct4wL7wyHU6hqlrpYXeexKAevg=="],
+
+    "motion": ["motion@12.9.7", "", { "dependencies": { "framer-motion": "^12.9.7", "tslib": "^2.4.0" }, "peerDependencies": { "@emotion/is-prop-valid": "*", "react": "^18.0.0 || ^19.0.0", "react-dom": "^18.0.0 || ^19.0.0" }, "optionalPeers": ["@emotion/is-prop-valid", "react", "react-dom"] }, "sha512-Vh5NJxec7lZ4iNZXEhdweJpKwP2gjgevL/4Dx+dfMc7ABPMnLJaBUkz91TG/ZONhz/GUAy0Mw3Xd5rYtnxNRmw=="],
+
+    "motion-dom": ["motion-dom@12.9.6", "", { "dependencies": { "motion-utils": "^12.9.4" } }, "sha512-IK9pm5zU8BIp3FCoUGF3T7AHVLVOlXxlwco/bIbcnpBtyYb2gDQhdOzUh2KSDJVjYl1MZ9vdq8tnFTTahX2lfg=="],
+
+    "motion-utils": ["motion-utils@12.9.4", "", {}, "sha512-BW3I65zeM76CMsfh3kHid9ansEJk9Qvl+K5cu4DVHKGsI52n76OJ4z2CUJUV+Mn3uEP9k1JJA3tClG0ggSrRcg=="],
+
+    "react": ["react@19.1.0", "", {}, "sha512-FS+XFBNvn3GTAWq26joslQgWNoFu08F4kl0J4CgdNKADkdSGXQyTCnKteIAJy96Br6YbpEU1LSzV5dYtjMkMDg=="],
+
+    "react-dom": ["react-dom@19.1.0", "", { "dependencies": { "scheduler": "^0.26.0" }, "peerDependencies": { "react": "^19.1.0" } }, "sha512-Xs1hdnE+DyKgeHJeJznQmYMIBG3TKIHJJT95Q58nHLSrElKlGQqDTR2HQ9fx5CN/Gk6Vh/kupBTDLU11/nDk/g=="],
+
+    "scheduler": ["scheduler@0.26.0", "", {}, "sha512-NlHwttCI/l5gCPR3D1nNXtWABUmBwvZpEQiD4IXSbIDq8BzLIK/7Ir5gTFSGZDUu37K5cMNp0hFtzO38sC7gWA=="],
+
+    "tslib": ["tslib@2.8.1", "", {}, "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="],
+  }
+}
--- a/bunapp/index.js
+++ b/bunapp/index.js
@ -0,0 +1,18 @@
+import { render_app } from './App.jsx'
+
+const async_main = async function () {
+	const ref_renderapp = render_app()
+	return
+}
+
+let after_page_ready
+after_page_ready = async function () {
+	async_main().then(()=>{}).catch(console.error)
+	return
+}
+if (document.readyState === 'loading') {
+	document.addEventListener('DOMContentLoaded', after_page_ready)
+}
+else {
+	after_page_ready()
+}
--- a/bunapp/package.json
+++ b/bunapp/package.json
@ -0,0 +1,7 @@
+{
+  "dependencies": {
+    "motion": "^12.9.7",
+    "react": "^19.1.0",
+    "react-dom": "^19.1.0"
+  }
+}
--- a/bunapp/useUnstrictEffect.js
+++ b/bunapp/useUnstrictEffect.js
@ -0,0 +1,29 @@
+import React, { useEffect, useRef } from 'react'
+const useUnstrictEffect = function (og_func, og_deps) {
+	const ref_obj = {}
+	const ref_teardown = useRef()
+	useEffect(() => {
+		const id_timeout = setTimeout(() => {
+			// do the original thing //
+			const func_teardown = og_func()
+			ref_teardown.current = () => {
+				func_teardown()
+				return
+			}
+			return
+		}, 1)
+		return () => {
+			if (ref_teardown.current) {
+				ref_teardown.current()
+				ref_teardown.current = undefined
+			}
+			else {
+				// immediate Unmount = STOP og_func from ever running
+				clearTimeout(id_timeout)
+			}
+			return
+		}
+	}, [ ...og_deps ])
+	return ref_obj
+}
+export { useUnstrictEffect }
--- a/nodeapp/milvus_utils.js
+++ b/nodeapp/milvus_utils.js
@ -0,0 +1,14 @@
+import { MilvusClient } from '@zilliz/milvus2-sdk-node'
+
+const async_get_client = async () => {
+	const address = process.env['MILVUS_HOST']
+	console.info('connecting...')
+	const client = new MilvusClient({
+		address,
+	})
+	await client.connectPromise
+	console.info('connected .')
+	return client
+}
+
+export { async_get_client }
--- a/nodeapp/package-lock.json
+++ b/nodeapp/package-lock.json
@ -0,0 +1,789 @@
+{
+  "name": "mount",
+  "lockfileVersion": 3,
+  "requires": true,
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+        "@zilliz/milvus2-sdk-node": "^2.5.8",
+        "ioredis": "^5.6.1"
+      }
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+      "license": "MIT",
+      "engines": {
+        "node": ">=0.1.90"
+      }
+    },
+    "node_modules/@dabh/diagnostics": {
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+      "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "safe-buffer": "~5.2.0"
+      }
+    },
+    "node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "license": "MIT",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/strip-ansi": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/text-hex": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/text-hex/-/text-hex-1.0.0.tgz",
+      "integrity": "sha512-uuVGNWzgJ4yhRaNSiubPY7OjISw4sw4E5Uv0wbjp+OzcbmVU/rsT8ujgcXJhn9ypzsgr5vlzpPqP+MBBKcGvbg==",
+      "license": "MIT"
+    },
+    "node_modules/triple-beam": {
+      "version": "1.4.1",
+      "resolved": "https://registry.npmjs.org/triple-beam/-/triple-beam-1.4.1.tgz",
+      "integrity": "sha512-aZbgViZrg1QNcG+LULa7nhZpJTZSLm/mXnHXnbAbjmN5aSa0y7V+wvv6+4WaBtpISJzThKy+PIPxc1Nq1EJ9mg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 14.0.0"
+      }
+    },
+    "node_modules/undici-types": {
+      "version": "6.21.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
+      "integrity": "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==",
+      "license": "MIT"
+    },
+    "node_modules/util-deprecate": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
+      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
+      "license": "MIT"
+    },
+    "node_modules/winston": {
+      "version": "3.17.0",
+      "resolved": "https://registry.npmjs.org/winston/-/winston-3.17.0.tgz",
+      "integrity": "sha512-DLiFIXYC5fMPxaRg832S6F5mJYvePtmO5G9v9IgUFPhXm9/GkXarH/TUrBAVzhTCzAj9anE/+GjrgXp/54nOgw==",
+      "license": "MIT",
+      "dependencies": {
+        "@colors/colors": "^1.6.0",
+        "@dabh/diagnostics": "^2.0.2",
+        "async": "^3.2.3",
+        "is-stream": "^2.0.0",
+        "logform": "^2.7.0",
+        "one-time": "^1.0.0",
+        "readable-stream": "^3.4.0",
+        "safe-stable-stringify": "^2.3.1",
+        "stack-trace": "0.0.x",
+        "triple-beam": "^1.3.0",
+        "winston-transport": "^4.9.0"
+      },
+      "engines": {
+        "node": ">= 12.0.0"
+      }
+    },
+    "node_modules/winston-transport": {
+      "version": "4.9.0",
+      "resolved": "https://registry.npmjs.org/winston-transport/-/winston-transport-4.9.0.tgz",
+      "integrity": "sha512-8drMJ4rkgaPo1Me4zD/3WLfI/zPdA9o2IipKODunnGDcuqbHwjsbB79ylv04LCGGzU0xQ6vTznOMpQGaLhhm6A==",
+      "license": "MIT",
+      "dependencies": {
+        "logform": "^2.7.0",
+        "readable-stream": "^3.6.2",
+        "triple-beam": "^1.3.0"
+      },
+      "engines": {
+        "node": ">= 12.0.0"
+      }
+    },
+    "node_modules/wrap-ansi": {
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yargs": {
+      "version": "17.7.2",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
+      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+      "license": "MIT",
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    }
+  }
+}
--- a/nodeapp/package.json
+++ b/nodeapp/package.json
@ -0,0 +1,6 @@
+{
+  "dependencies": {
+    "@zilliz/milvus2-sdk-node": "^2.5.8",
+    "ioredis": "^5.6.1"
+  }
+}
--- a/nodeapp/run.js
+++ b/nodeapp/run.js
@ -0,0 +1,348 @@
+import http from 'http'
+import url from 'url'
+import crypto from 'crypto'
+
+import child_process from 'node:child_process'
+import util from 'node:util'
+const execFile = util.promisify(child_process.execFile)
+
+
+import { DataType } from '@zilliz/milvus2-sdk-node'
+
+
+// init a single Milvus client for this process lifecycle
+import { async_get_client } from './milvus_utils.js'
+const client = await async_get_client()
+process.on('exit', (code) => {
+	client.closeConnection()
+	return
+})
+
+
+import fs from 'fs'
+import path from 'path'
+const CONFIG = JSON.parse(fs.readFileSync(path.resolve(import.meta.dirname, './config.json'), 'utf8'))
+const { MODELKEY_SERVER_MAP } = CONFIG
+
+
+const PORT = 8801
+const HOST = '0.0.0.0'
+
+
+const get_siteroot_html = function () {return `
+<!DOCTYPE html>
+<html lang=en>
+	<head>
+		<meta charset=utf-8>
+		<link rel="icon" href="data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg'/>">
+		<meta name="viewport" content="width=device-width, initial-scale=1">
+		<title>${'embedwith'}</title>
+	</head>
+	<body>
+		<script type="text/javascript" src="/index.js">
+		</script>
+	</body>
+</html>
+`.trim()}
+
+
+const get_siteroot_js = async () => {
+	const { stdout } = await execFile("/home/user/bun-linux-x64/bun", ["build", "index.js"], { cwd: '/home/user/mount/bunapp', encoding : 'utf8' })
+	const str_output = stdout.trim()
+	return str_output
+}
+
+
+const async_get_embeddings_for_model = async (model_key, documents) => {
+
+	if (!(model_key in MODELKEY_SERVER_MAP)) {
+		console.warn(`no matching model_key: ${model_key}`)
+		return []
+	}
+	const { endpoint } = MODELKEY_SERVER_MAP[model_key]
+
+	// direct pass, no pre-processing
+	const endpoint_content = [ ...documents ]
+
+	const resp = await fetch(endpoint, {
+		method: 'POST',
+		body: JSON.stringify({ content: endpoint_content }),
+	})
+
+	const resp_json = await resp.json()
+
+	return [ ...resp_json ]
+
+}
+
+
+const async_get_request_body = (req) => {
+	return new Promise((resolve) => {
+	        const lst_chunks = []
+		req.on("data", function (chunk) {
+		    lst_chunks.push(chunk)
+	        })
+	        req.on("end", function () {
+		    const all_bytes = []
+		    for (let chunk of lst_chunks) {
+		    	for (let int_byte of chunk) {
+				all_bytes.push(int_byte)
+			}
+		    }
+		    resolve(new Uint8Array(all_bytes))
+		    return
+	        })
+		return
+	})
+}
+
+
+const ensure_collection_exists = async (collection_name, model_dim) => {
+	const collections = await client.listCollections()
+	if (collections.collection_names.indexOf(collection_name) === -1) {
+		console.info(`creating collection : ${collection_name} ...`)
+		const schema = [
+			{
+				name: 'id',
+				description: 'ID field',
+				data_type: DataType.VarChar,
+				max_length: 32,
+				is_primary_key: true,
+				autoID: false,
+			},
+			{
+				name: 'vector',
+				description: 'Vector field',
+				data_type: DataType.FloatVector,
+				dim: model_dim,
+			},
+		]
+		const result = await client.createCollection({
+			collection_name,
+			fields: schema,
+		})
+		if (result.error_code === 'Success') {
+			console.info(`created collection : ${collection_name} .`)
+			//
+			console.info(`creating index ...`)
+			const r2 = await client.createIndex({
+				collection_name,
+				field_name: 'vector',
+				index_name: 'myindex_A',
+			})
+			if (r2.error_code === 'Success') {
+				console.info('created index .')
+			}
+			else {
+				console.error('failed to create index .')
+			}
+			//
+		}
+		else {
+			console.info('failed to create collection.')
+		}
+	}
+	else {
+		//console.info(`collection exists already: ${collection_name}`)
+	}
+	return
+}
+
+
+const get_modelkey_from_original = (og_collectionname, model_key) => `${og_collectionname}_${model_key}`
+
+
+const async_get_documents_embeddings_then_insert_into_collection = async (model_key, model_dim, og_collectionname, documents) => {
+
+	// make stable key for model-specific Collection
+	const collection_name = get_modelkey_from_original(og_collectionname, model_key)
+
+	await ensure_collection_exists(collection_name, model_dim)
+
+	const result = await async_get_embeddings_for_model(model_key, documents)
+
+	const fields_data = result.map(({ index, embedding }) => {
+		const vector = embedding[0]
+		const og_document = documents[index]
+		// create stable key (used as primary key) for doc-specific Embedding
+		const md5_doc = crypto.createHash('md5').update(og_document).digest('hex')
+		return { id: md5_doc, vector }
+	})
+	//console.info(`upserting data : ${fields_data.length} ...`)
+	const result_upsert = await client.upsert({
+		collection_name,
+		fields_data
+	})
+	if (result_upsert.status.error_code === 'Success') {
+		//console.info('upsert succeeded .')
+	}
+	else {
+		console.warn(['upsert failed', { collection_name }])
+	}
+
+	return { finished: true }
+}
+
+
+const LOADED_COLLECTIONS = new Set()
+
+const ensure_collection_loaded = async (internal_collectionname) => {
+	if (!LOADED_COLLECTIONS.has(internal_collectionname)) {
+		console.info(`loading collection : ${internal_collectionname} ...`)
+		await client.loadCollection({ collection_name: internal_collectionname })
+		console.info('loaded collection .')
+		LOADED_COLLECTIONS.add(internal_collectionname)
+	}
+	return
+}
+
+
+const get_searchresults_from_params = async (j_params) => {
+	const { qtext, collection_name, limit } = j_params
+	const async_getresult = async (model_key) => {
+		const embed_result = await async_get_embeddings_for_model(model_key, [ qtext ])
+		const vector = embed_result[0].embedding[0]
+		const internal_collectionname = get_modelkey_from_original(collection_name, model_key)
+		await ensure_collection_loaded(internal_collectionname)
+		const search_result = await client.search({
+			collection_name: internal_collectionname,
+			data: vector,
+			limit,
+			consistency_level: 'Eventually',
+			output_fields: ['id'],
+		})
+		return { model_key, search_result }
+	}
+	const lst_promises = []
+	for (let model_key of Object.keys(MODELKEY_SERVER_MAP)) {
+		lst_promises.push(async_getresult(model_key))
+	}
+	const results = await Promise.all(lst_promises)
+	return results
+}
+
+
+const wrap_handler_error = async (async_handlerfunc) => {
+	let result
+	let did_error = false
+	try {
+		result = await async_handlerfunc()
+	}
+	catch (err) {
+		console.error(err)
+		did_error = true
+	}
+	return [ did_error, result ]
+}
+
+
+const func_dohandle = async (request, res) => {
+	const { method, headers, body } = request
+	const url_parts = url.parse(request.url)
+	const pathname = url_parts.pathname
+
+	let func_handle_res
+
+	if (method === 'GET' && pathname === '/') {
+		const str_html = await get_siteroot_html()
+		func_handle_res = () => {
+			res.writeHead(200, { 'Content-Type': 'text/html' })
+			res.write(str_html)
+			res.end()
+		}
+	}
+	else if (method === 'GET' && pathname === '/index.js') {
+		const str_js = await get_siteroot_js()
+		func_handle_res = () => {
+			res.writeHead(200, { 'Content-Type': 'text/javascript' })
+			res.write(str_js)
+			res.end()
+		}
+	}
+	else if (pathname === '/search') {
+		let j_params
+		if (method === 'GET') {
+			const searchParams = new URLSearchParams(url_parts.query)
+			const str_jparams = searchParams.get('p')
+			j_params = JSON.parse(str_jparams)
+		}
+		else if (method === 'POST') {
+			const body = await async_get_request_body(request)
+			j_params = JSON.parse(new TextDecoder().decode(body))
+		}
+		if (j_params !== undefined) {
+			const results = await get_searchresults_from_params(j_params)
+			func_handle_res = () => {
+				res.writeHead(200, { 'Content-Type': 'application/json' })
+				res.write(JSON.stringify({ results }))
+				res.end()
+			}
+		}
+		// else: fallback to default Not Found
+	}
+	else if (method === 'POST' && pathname === '/stash') {
+
+		const body = await async_get_request_body(request)
+		const j_body = JSON.parse(new TextDecoder().decode(body))
+		const { collection_name, documents, wait_for_result } = j_body
+
+		const lst_promises = []
+		for (let [ model_key, { dim } ] of Object.entries(MODELKEY_SERVER_MAP)) {
+			const model_dim = dim
+			lst_promises.push(async_get_documents_embeddings_then_insert_into_collection(model_key, model_dim, collection_name, documents))
+		}
+
+		let results_out = null
+		if (wait_for_result === true) {
+			try {
+				results_out = await Promise.all(lst_promises)
+			}
+			catch (err) {
+				console.error(err)
+			}
+		}
+		else {
+			Promise.all(lst_promises).then(()=>{}).catch(console.error)
+		}
+
+		func_handle_res = () => {
+			res.writeHead(200, { 'Content-Type': 'application/json' })
+			res.write(JSON.stringify({ results: results_out }))
+			res.end()
+		}
+	}
+	return { func_handle_res }
+}
+
+
+const server = http.createServer(async (request, res) => {
+	const [ did_error, handler_result ] = await wrap_handler_error(func_dohandle.bind(null, request, res))
+	if (did_error) {
+		res.writeHead(404)
+		res.end()
+	}
+	else if (handler_result.func_handle_res === undefined) {
+		res.writeHead(404)
+		res.end()
+	}
+	else {
+		handler_result.func_handle_res()
+	}
+	return
+})
+
+server.listen(PORT, HOST, () => {
+	console.log(`Server is running on http://${HOST}:${PORT}`)
+	return
+})
+
+function do_shutdown() {
+	console.log('graceful shutdown')
+	server.close(() => {
+		console.info('server closed.')
+		return
+	})
+	return
+}
+
+process.on('SIGINT', do_shutdown)