diff --git a/examples/data.json b/examples/data.json
new file mode 100644
index 00000000..3d5f84c1
--- /dev/null
+++ b/examples/data.json
@@ -0,0 +1,180008 @@
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+ ],
+ "n_samples": 1000,
+ "n_neighbors": 90
+}
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
index a779ce06..e359b506 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -55,6 +55,10 @@
"unist-util-visit": "^5.0.0",
"vite": "^4.3.3",
"vite-plugin-svgr": "^2.4.0",
+ "vite-plugin-top-level-await": "^1.4.4",
+ "vite-plugin-wasm": "^3.3.0",
+ "wasm-dist-bhtsne": "^1.1.0",
+ "wasm-feature-detect": "^1.6.2",
"web-vitals": "^2.1.4"
},
"devDependencies": {
@@ -1719,6 +1723,22 @@
"node": ">=14"
}
},
+ "node_modules/@rollup/plugin-virtual": {
+ "version": "3.0.2",
+ "resolved": "https://registry.npmjs.org/@rollup/plugin-virtual/-/plugin-virtual-3.0.2.tgz",
+ "integrity": "sha512-10monEYsBp3scM4/ND4LNH5Rxvh3e/cVeL3jWTgZ2SrQ+BmUoQcopVQvnaMcOnykb1VkxUFuDAN+0FnpTFRy2A==",
+ "engines": {
+ "node": ">=14.0.0"
+ },
+ "peerDependencies": {
+ "rollup": "^1.20.0||^2.0.0||^3.0.0||^4.0.0"
+ },
+ "peerDependenciesMeta": {
+ "rollup": {
+ "optional": true
+ }
+ }
+ },
"node_modules/@rollup/pluginutils": {
"version": "4.2.1",
"resolved": "https://registry.npmjs.org/@rollup/pluginutils/-/pluginutils-4.2.1.tgz",
@@ -1771,6 +1791,206 @@
"url": "https://github.com/sponsors/gregberge"
}
},
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+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core/-/core-1.7.10.tgz",
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+ "hasInstallScript": true,
+ "dependencies": {
+ "@swc/counter": "^0.1.3",
+ "@swc/types": "^0.1.12"
+ },
+ "engines": {
+ "node": ">=10"
+ },
+ "funding": {
+ "type": "opencollective",
+ "url": "https://opencollective.com/swc"
+ },
+ "optionalDependencies": {
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+ "@swc/core-darwin-x64": "1.7.10",
+ "@swc/core-linux-arm-gnueabihf": "1.7.10",
+ "@swc/core-linux-arm64-gnu": "1.7.10",
+ "@swc/core-linux-arm64-musl": "1.7.10",
+ "@swc/core-linux-x64-gnu": "1.7.10",
+ "@swc/core-linux-x64-musl": "1.7.10",
+ "@swc/core-win32-arm64-msvc": "1.7.10",
+ "@swc/core-win32-ia32-msvc": "1.7.10",
+ "@swc/core-win32-x64-msvc": "1.7.10"
+ },
+ "peerDependencies": {
+ "@swc/helpers": "*"
+ },
+ "peerDependenciesMeta": {
+ "@swc/helpers": {
+ "optional": true
+ }
+ }
+ },
+ "node_modules/@swc/core-darwin-arm64": {
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+ "resolved": "https://registry.npmjs.org/@swc/core-darwin-arm64/-/core-darwin-arm64-1.7.10.tgz",
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+ "cpu": [
+ "arm64"
+ ],
+ "optional": true,
+ "os": [
+ "darwin"
+ ],
+ "engines": {
+ "node": ">=10"
+ }
+ },
+ "node_modules/@swc/core-darwin-x64": {
+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core-darwin-x64/-/core-darwin-x64-1.7.10.tgz",
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+ "cpu": [
+ "x64"
+ ],
+ "optional": true,
+ "os": [
+ "darwin"
+ ],
+ "engines": {
+ "node": ">=10"
+ }
+ },
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-arm-gnueabihf/-/core-linux-arm-gnueabihf-1.7.10.tgz",
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+ "cpu": [
+ "arm"
+ ],
+ "optional": true,
+ "os": [
+ "linux"
+ ],
+ "engines": {
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+ }
+ },
+ "node_modules/@swc/core-linux-arm64-gnu": {
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-arm64-gnu/-/core-linux-arm64-gnu-1.7.10.tgz",
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+ "arm64"
+ ],
+ "optional": true,
+ "os": [
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+ ],
+ "engines": {
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+ }
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+ ],
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+ }
+ },
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+ "cpu": [
+ "x64"
+ ],
+ "optional": true,
+ "os": [
+ "linux"
+ ],
+ "engines": {
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+ }
+ },
+ "node_modules/@swc/core-linux-x64-musl": {
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-x64-musl/-/core-linux-x64-musl-1.7.10.tgz",
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+ "cpu": [
+ "x64"
+ ],
+ "optional": true,
+ "os": [
+ "linux"
+ ],
+ "engines": {
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+ }
+ },
+ "node_modules/@swc/core-win32-arm64-msvc": {
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+ "resolved": "https://registry.npmjs.org/@swc/core-win32-arm64-msvc/-/core-win32-arm64-msvc-1.7.10.tgz",
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+ "cpu": [
+ "arm64"
+ ],
+ "optional": true,
+ "os": [
+ "win32"
+ ],
+ "engines": {
+ "node": ">=10"
+ }
+ },
+ "node_modules/@swc/core-win32-ia32-msvc": {
+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core-win32-ia32-msvc/-/core-win32-ia32-msvc-1.7.10.tgz",
+ "integrity": "sha512-GntrVNT23viHtbfzmlK8lfBiKeajH24GzbDT7qXhnoO20suUPcyYZxyvCb4gWM2zu8ZBTPHNlqfrNsriQCZ+lQ==",
+ "cpu": [
+ "ia32"
+ ],
+ "optional": true,
+ "os": [
+ "win32"
+ ],
+ "engines": {
+ "node": ">=10"
+ }
+ },
+ "node_modules/@swc/core-win32-x64-msvc": {
+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core-win32-x64-msvc/-/core-win32-x64-msvc-1.7.10.tgz",
+ "integrity": "sha512-uXIF8GuSappe1imm6Lf7pHGepfCBjDQlS+qTqvEGE0wZAsL1IVATK9P/cH/OCLfJXeQDTLeSYmrpwjtXNt46tQ==",
+ "cpu": [
+ "x64"
+ ],
+ "optional": true,
+ "os": [
+ "win32"
+ ],
+ "engines": {
+ "node": ">=10"
+ }
+ },
+ "node_modules/@swc/counter": {
+ "version": "0.1.3",
+ "resolved": "https://registry.npmjs.org/@swc/counter/-/counter-0.1.3.tgz",
+ "integrity": "sha512-e2BR4lsJkkRlKZ/qCHPw9ZaSxc0MVUd7gtbtaB7aMvHeJVYe8sOB8DBZkP2DtISHGSku9sCK6T6cnY0CtXrOCQ=="
+ },
+ "node_modules/@swc/types": {
+ "version": "0.1.12",
+ "resolved": "https://registry.npmjs.org/@swc/types/-/types-0.1.12.tgz",
+ "integrity": "sha512-wBJA+SdtkbFhHjTMYH+dEH1y4VpfGdAc2Kw/LK09i9bXd/K6j6PkDcFCEzb6iVfZMkPRrl/q0e3toqTAJdkIVA==",
+ "dependencies": {
+ "@swc/counter": "^0.1.3"
+ }
+ },
"node_modules/@testing-library/dom": {
"version": "8.20.0",
"resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-8.20.0.tgz",
@@ -8296,6 +8516,18 @@
"react": "^16.8.0 || ^17.0.0 || ^18.0.0"
}
},
+ "node_modules/uuid": {
+ "version": "10.0.0",
+ "resolved": "https://registry.npmjs.org/uuid/-/uuid-10.0.0.tgz",
+ "integrity": "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==",
+ "funding": [
+ "https://github.com/sponsors/broofa",
+ "https://github.com/sponsors/ctavan"
+ ],
+ "bin": {
+ "uuid": "dist/bin/uuid"
+ }
+ },
"node_modules/uvu": {
"version": "0.5.6",
"resolved": "https://registry.npmjs.org/uvu/-/uvu-0.5.6.tgz",
@@ -8637,6 +8869,27 @@
"@svgr/core": "^6.0.0"
}
},
+ "node_modules/vite-plugin-top-level-await": {
+ "version": "1.4.4",
+ "resolved": "https://registry.npmjs.org/vite-plugin-top-level-await/-/vite-plugin-top-level-await-1.4.4.tgz",
+ "integrity": "sha512-QyxQbvcMkgt+kDb12m2P8Ed35Sp6nXP+l8ptGrnHV9zgYDUpraO0CPdlqLSeBqvY2DToR52nutDG7mIHuysdiw==",
+ "dependencies": {
+ "@rollup/plugin-virtual": "^3.0.2",
+ "@swc/core": "^1.7.0",
+ "uuid": "^10.0.0"
+ },
+ "peerDependencies": {
+ "vite": ">=2.8"
+ }
+ },
+ "node_modules/vite-plugin-wasm": {
+ "version": "3.3.0",
+ "resolved": "https://registry.npmjs.org/vite-plugin-wasm/-/vite-plugin-wasm-3.3.0.tgz",
+ "integrity": "sha512-tVhz6w+W9MVsOCHzxo6SSMSswCeIw4HTrXEi6qL3IRzATl83jl09JVO1djBqPSwfjgnpVHNLYcaMbaDX5WB/pg==",
+ "peerDependencies": {
+ "vite": "^2 || ^3 || ^4 || ^5"
+ }
+ },
"node_modules/vite/node_modules/rollup": {
"version": "3.29.4",
"resolved": "https://registry.npmjs.org/rollup/-/rollup-3.29.4.tgz",
@@ -8743,6 +8996,16 @@
"node": ">=14"
}
},
+ "node_modules/wasm-dist-bhtsne": {
+ "version": "1.1.1",
+ "resolved": "https://registry.npmjs.org/wasm-dist-bhtsne/-/wasm-dist-bhtsne-1.1.1.tgz",
+ "integrity": "sha512-mjB23Uczh6EX9Xht+ndb++qOw7s9d5bzmGgKvmUaJ6Dw278ZahVzA7H/jiIJtizuZB7gbYHwN6GFVoVieHycmg=="
+ },
+ "node_modules/wasm-feature-detect": {
+ "version": "1.6.2",
+ "resolved": "https://registry.npmjs.org/wasm-feature-detect/-/wasm-feature-detect-1.6.2.tgz",
+ "integrity": "sha512-4dnaZ+Fq/q+BbMlTIfaNS851i+0zmHzui++NUZdskESRu3xwB6g6x2FnGvBdWtpijqO5yuj1l+EUTJGc4S4DKg=="
+ },
"node_modules/web-vitals": {
"version": "2.1.4",
"resolved": "https://registry.npmjs.org/web-vitals/-/web-vitals-2.1.4.tgz",
@@ -10006,6 +10269,12 @@
"resolved": "https://registry.npmjs.org/@remix-run/router/-/router-1.4.0.tgz",
"integrity": "sha512-BJ9SxXux8zAg991UmT8slpwpsd31K1dHHbD3Ba4VzD+liLQ4WAMSxQp2d2ZPRPfN0jN2NPRowcSSoM7lCaF08Q=="
},
+ "@rollup/plugin-virtual": {
+ "version": "3.0.2",
+ "resolved": "https://registry.npmjs.org/@rollup/plugin-virtual/-/plugin-virtual-3.0.2.tgz",
+ "integrity": "sha512-10monEYsBp3scM4/ND4LNH5Rxvh3e/cVeL3jWTgZ2SrQ+BmUoQcopVQvnaMcOnykb1VkxUFuDAN+0FnpTFRy2A==",
+ "requires": {}
+ },
"@rollup/pluginutils": {
"version": "4.2.1",
"resolved": "https://registry.npmjs.org/@rollup/pluginutils/-/pluginutils-4.2.1.tgz",
@@ -10036,6 +10305,98 @@
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},
+ "@swc/core": {
+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core/-/core-1.7.10.tgz",
+ "integrity": "sha512-l0xrFwBQ9atizhmV94yC2nwcecTk/oftofwMNPiFMGe56dqdmi2ArHaTV3PCtMlgaUH6rGCehoRMt5OrCI1ktg==",
+ "requires": {
+ "@swc/core-darwin-arm64": "1.7.10",
+ "@swc/core-darwin-x64": "1.7.10",
+ "@swc/core-linux-arm-gnueabihf": "1.7.10",
+ "@swc/core-linux-arm64-gnu": "1.7.10",
+ "@swc/core-linux-arm64-musl": "1.7.10",
+ "@swc/core-linux-x64-gnu": "1.7.10",
+ "@swc/core-linux-x64-musl": "1.7.10",
+ "@swc/core-win32-arm64-msvc": "1.7.10",
+ "@swc/core-win32-ia32-msvc": "1.7.10",
+ "@swc/core-win32-x64-msvc": "1.7.10",
+ "@swc/counter": "^0.1.3",
+ "@swc/types": "^0.1.12"
+ }
+ },
+ "@swc/core-darwin-arm64": {
+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core-darwin-arm64/-/core-darwin-arm64-1.7.10.tgz",
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+ "optional": true
+ },
+ "@swc/core-darwin-x64": {
+ "version": "1.7.10",
+ "resolved": "https://registry.npmjs.org/@swc/core-darwin-x64/-/core-darwin-x64-1.7.10.tgz",
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+ "optional": true
+ },
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-arm-gnueabihf/-/core-linux-arm-gnueabihf-1.7.10.tgz",
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-arm64-gnu/-/core-linux-arm64-gnu-1.7.10.tgz",
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-arm64-musl/-/core-linux-arm64-musl-1.7.10.tgz",
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+ "resolved": "https://registry.npmjs.org/@swc/core-linux-x64-musl/-/core-linux-x64-musl-1.7.10.tgz",
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+ "optional": true
+ },
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+ "resolved": "https://registry.npmjs.org/@swc/core-win32-arm64-msvc/-/core-win32-arm64-msvc-1.7.10.tgz",
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+ "optional": true
+ },
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+ "optional": true
+ },
+ "@swc/counter": {
+ "version": "0.1.3",
+ "resolved": "https://registry.npmjs.org/@swc/counter/-/counter-0.1.3.tgz",
+ "integrity": "sha512-e2BR4lsJkkRlKZ/qCHPw9ZaSxc0MVUd7gtbtaB7aMvHeJVYe8sOB8DBZkP2DtISHGSku9sCK6T6cnY0CtXrOCQ=="
+ },
+ "@swc/types": {
+ "version": "0.1.12",
+ "resolved": "https://registry.npmjs.org/@swc/types/-/types-0.1.12.tgz",
+ "integrity": "sha512-wBJA+SdtkbFhHjTMYH+dEH1y4VpfGdAc2Kw/LK09i9bXd/K6j6PkDcFCEzb6iVfZMkPRrl/q0e3toqTAJdkIVA==",
+ "requires": {
+ "@swc/counter": "^0.1.3"
+ }
+ },
"@testing-library/dom": {
"version": "8.20.0",
"resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-8.20.0.tgz",
@@ -14526,6 +14887,11 @@
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"requires": {}
},
+ "uuid": {
+ "version": "10.0.0",
+ "resolved": "https://registry.npmjs.org/uuid/-/uuid-10.0.0.tgz",
+ "integrity": "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ=="
+ },
"uvu": {
"version": "0.5.6",
"resolved": "https://registry.npmjs.org/uvu/-/uvu-0.5.6.tgz",
@@ -14707,6 +15073,22 @@
}
}
},
+ "vite-plugin-top-level-await": {
+ "version": "1.4.4",
+ "resolved": "https://registry.npmjs.org/vite-plugin-top-level-await/-/vite-plugin-top-level-await-1.4.4.tgz",
+ "integrity": "sha512-QyxQbvcMkgt+kDb12m2P8Ed35Sp6nXP+l8ptGrnHV9zgYDUpraO0CPdlqLSeBqvY2DToR52nutDG7mIHuysdiw==",
+ "requires": {
+ "@rollup/plugin-virtual": "^3.0.2",
+ "@swc/core": "^1.7.0",
+ "uuid": "^10.0.0"
+ }
+ },
+ "vite-plugin-wasm": {
+ "version": "3.3.0",
+ "resolved": "https://registry.npmjs.org/vite-plugin-wasm/-/vite-plugin-wasm-3.3.0.tgz",
+ "integrity": "sha512-tVhz6w+W9MVsOCHzxo6SSMSswCeIw4HTrXEi6qL3IRzATl83jl09JVO1djBqPSwfjgnpVHNLYcaMbaDX5WB/pg==",
+ "requires": {}
+ },
"vitest": {
"version": "0.30.1",
"resolved": "https://registry.npmjs.org/vitest/-/vitest-0.30.1.tgz",
@@ -14750,6 +15132,16 @@
"xml-name-validator": "^4.0.0"
}
},
+ "wasm-dist-bhtsne": {
+ "version": "1.1.1",
+ "resolved": "https://registry.npmjs.org/wasm-dist-bhtsne/-/wasm-dist-bhtsne-1.1.1.tgz",
+ "integrity": "sha512-mjB23Uczh6EX9Xht+ndb++qOw7s9d5bzmGgKvmUaJ6Dw278ZahVzA7H/jiIJtizuZB7gbYHwN6GFVoVieHycmg=="
+ },
+ "wasm-feature-detect": {
+ "version": "1.6.2",
+ "resolved": "https://registry.npmjs.org/wasm-feature-detect/-/wasm-feature-detect-1.6.2.tgz",
+ "integrity": "sha512-4dnaZ+Fq/q+BbMlTIfaNS851i+0zmHzui++NUZdskESRu3xwB6g6x2FnGvBdWtpijqO5yuj1l+EUTJGc4S4DKg=="
+ },
"web-vitals": {
"version": "2.1.4",
"resolved": "https://registry.npmjs.org/web-vitals/-/web-vitals-2.1.4.tgz",
diff --git a/package.json b/package.json
index 481501dd..a8c3d779 100644
--- a/package.json
+++ b/package.json
@@ -50,6 +50,10 @@
"unist-util-visit": "^5.0.0",
"vite": "^4.3.3",
"vite-plugin-svgr": "^2.4.0",
+ "vite-plugin-top-level-await": "^1.4.4",
+ "vite-plugin-wasm": "^3.3.0",
+ "wasm-dist-bhtsne": "^1.1.0",
+ "wasm-feature-detect": "^1.6.2",
"web-vitals": "^2.1.4"
},
"scripts": {
@@ -91,4 +95,4 @@
"vite-plugin-eslint": "^1.8.1",
"vitest": "^0.30.1"
}
-}
+}
\ No newline at end of file
diff --git a/src/components/FilterEditorWindow/config/RequestFromCode.js b/src/components/FilterEditorWindow/config/RequestFromCode.js
index 27e9af7a..cd196240 100644
--- a/src/components/FilterEditorWindow/config/RequestFromCode.js
+++ b/src/components/FilterEditorWindow/config/RequestFromCode.js
@@ -1,5 +1,53 @@
import axios from 'axios';
import { bigIntJSON } from '../../../common/bigIntJSON';
+import { tsneConfig } from '../../VisualizeChart/tsneConfig';
+
+// function parseDataToRequest(reqBody) {
+// // Validate color_by
+// if (reqBody.color_by) {
+// const colorBy = reqBody.color_by;
+
+// if (typeof colorBy === 'string') {
+// // Parse into payload variant
+// reqBody.color_by = {
+// payload: colorBy,
+// };
+// } else {
+// // Check we only have one of the options: payload, or discover_score
+// const options = [colorBy.payload, colorBy.discover_score];
+// const optionsCount = options.filter((option) => option).length;
+// if (optionsCount !== 1) {
+// return {
+// reqBody: reqBody,
+// error: '`color_by`: Only one of `payload`, or `discover_score` can be used',
+// };
+// }
+
+// // Put search arguments in main request body
+// if (colorBy.discover_score) {
+// reqBody = {
+// ...reqBody,
+// ...colorBy.discover_score,
+// };
+// }
+// }
+// }
+
+// // Set with_vector name
+// if (reqBody.vector_name) {
+// reqBody.with_vector = [reqBody.vector_name];
+// return {
+// reqBody: reqBody,
+// error: null,
+// };
+// } else if (!reqBody.vector_name) {
+// reqBody.with_vector = true;
+// return {
+// reqBody: reqBody,
+// error: null,
+// };
+// }
+// }
function parseDataToRequest(reqBody) {
// Validate color_by
@@ -11,69 +59,92 @@ function parseDataToRequest(reqBody) {
reqBody.color_by = {
payload: colorBy,
};
- } else {
- // Check we only have one of the options: payload, or discover_score
- const options = [colorBy.payload, colorBy.discover_score];
- const optionsCount = options.filter((option) => option).length;
- if (optionsCount !== 1) {
- return {
- reqBody: reqBody,
- error: '`color_by`: Only one of `payload`, or `discover_score` can be used',
- };
- }
-
- // Put search arguments in main request body
- if (colorBy.discover_score) {
- reqBody = {
- ...reqBody,
- ...colorBy.discover_score,
- };
- }
}
}
- // Set with_vector name
- if (reqBody.vector_name) {
- reqBody.with_vector = [reqBody.vector_name];
- return {
- reqBody: reqBody,
- error: null,
- };
- } else if (!reqBody.vector_name) {
- reqBody.with_vector = true;
- return {
- reqBody: reqBody,
- error: null,
- };
- }
+ reqBody.limit = tsneConfig.number_of_neighbors;
+ return {
+ reqBody: reqBody,
+ error: null,
+ };
}
+
+// export async function requestFromCode(dataRaw, collectionName) {
+// const data = parseDataToRequest(dataRaw);
+// // Sending request
+// const colorBy = data.reqBody.color_by;
+// if (colorBy?.payload) {
+// return await actionFromCode(collectionName, data, 'scroll');
+// }
+// if (colorBy?.discover_score) {
+// return discoverFromCode(collectionName, data);
+// }
+// return await actionFromCode(collectionName, data, 'scroll');
+// }
+
export async function requestFromCode(dataRaw, collectionName) {
const data = parseDataToRequest(dataRaw);
// Sending request
- const colorBy = data.reqBody.color_by;
- if (colorBy?.payload) {
- return await actionFromCode(collectionName, data, 'scroll');
- }
- if (colorBy?.discover_score) {
- return discoverFromCode(collectionName, data);
- }
- return await actionFromCode(collectionName, data, 'scroll');
+ return await actionFromCode(collectionName, data);
+}
+
+// async function actionFromCode(collectionName, data, action) {
+// try {
+// const response = await axios({
+// method: 'POST',
+// url: `collections/${collectionName}/points/${action || 'scroll'}`,
+// data: data.reqBody,
+// });
+// response.data.color_by = data.reqBody.color_by;
+// response.data.vector_name = data.reqBody.vector_name;
+// response.data.result.points = response.data.result.points.filter((point) => Object.keys(point.vector).length > 0);
+// return {
+// data: response.data,
+// error: null,
+// };
+// } catch (err) {
+// return {
+// data: null,
+// error: err.response?.data?.status ? err.response?.data?.status : err,
+// };
+// }
+// }
+
+async function getDistanceType(collectionName) {
+ const response = await axios({
+ method: 'GET',
+ url: `collections/${collectionName}`,
+ });
+ return response.data.result.config.params.vectors.distance ?? "";
}
-async function actionFromCode(collectionName, data, action) {
+async function actionFromCode(collectionName, data) {
try {
const response = await axios({
method: 'POST',
- url: `collections/${collectionName}/points/${action || 'scroll'}`,
+ url: `collections/${collectionName}/points/search/matrix/offsets`,
data: data.reqBody,
});
+ // fetch points with given ids
+ const vecResponse = await axios({
+ method: 'POST',
+ url: `collections/${collectionName}/points`,
+ data: {
+ ids: response.data.result.ids,
+ with_payload: true,
+ }
+ });
+ // get distance type
+ response.data.distance_type = await getDistanceType(collectionName);
+
response.data.color_by = data.reqBody.color_by;
- response.data.vector_name = data.reqBody.vector_name;
- response.data.result.points = response.data.result.points.filter((point) => Object.keys(point.vector).length > 0);
+ response.data.result.points = vecResponse.data.result;
+
return {
data: response.data,
error: null,
};
+
} catch (err) {
return {
data: null,
@@ -82,73 +153,73 @@ async function actionFromCode(collectionName, data, action) {
}
}
-async function discoverFromCode(collectionName, data) {
- // Do 20/80 split. 20% of the points will be returned with the query
- // and 80 % will be returned with random sampling
- const queryLimit = Math.floor(data.reqBody.limit * 0.2);
- const randomLimit = data.reqBody.limit - queryLimit;
- data.reqBody.limit = queryLimit;
- data.reqBody.with_payload = true;
-
- const queryResponse = await actionFromCode(collectionName, data, 'discover');
- if (queryResponse.error) {
- return {
- data: null,
- error: queryResponse.error,
- };
- }
-
- // Add tag to know which points were returned by the query
- queryResponse.data.result = queryResponse.data.result.map((point) => ({
- ...point,
- from_query: true,
- }));
-
- // Get "random" points ids.
- // There is no sampling endpoint in Qdrant yet, so for now we just scroll excluding the previous results
- const idsToExclude = queryResponse.data.result.map((point) => point.id);
-
- const originalFilter = data.reqBody.filter;
- const mustNotFilter = [{ has_id: idsToExclude }];
- data.reqBody.filter = originalFilter || {};
- data.reqBody.filter.must_not = mustNotFilter.concat(data.reqBody.filter.must_not ?? []);
-
- data.reqBody.limit = randomLimit;
- const randomResponse = await actionFromCode(collectionName, data, 'scroll');
- if (randomResponse.error) {
- return {
- data: null,
- error: randomResponse.error,
- };
- }
-
- // Then score these random points
- const idsToInclude = randomResponse.data.result.points.map((point) => point.id);
- const mustFilter = [{ has_id: idsToInclude }];
- data.reqBody.filter = originalFilter || {};
- data.reqBody.filter.must = mustFilter.concat(data.reqBody.filter.must || []);
-
- const scoredRandomResponse = await actionFromCode(collectionName, data, 'discover');
- if (scoredRandomResponse.error) {
- return {
- data: null,
- error: scoredRandomResponse.error,
- };
- }
-
- // Concat both results
- const points = queryResponse.data.result.concat(scoredRandomResponse.data.result);
-
- return {
- data: {
- ...queryResponse.data,
- result: {
- points: points,
- },
- },
- error: null,
- };
-}
+// async function discoverFromCode(collectionName, data) {
+// // Do 20/80 split. 20% of the points will be returned with the query
+// // and 80 % will be returned with random sampling
+// const queryLimit = Math.floor(data.reqBody.limit * 0.2);
+// const randomLimit = data.reqBody.limit - queryLimit;
+// data.reqBody.limit = queryLimit;
+// data.reqBody.with_payload = true;
+
+// const queryResponse = await actionFromCode(collectionName, data, 'discover');
+// if (queryResponse.error) {
+// return {
+// data: null,
+// error: queryResponse.error,
+// };
+// }
+
+// // Add tag to know which points were returned by the query
+// queryResponse.data.result = queryResponse.data.result.map((point) => ({
+// ...point,
+// from_query: true,
+// }));
+
+// // Get "random" points ids.
+// // There is no sampling endpoint in Qdrant yet, so for now we just scroll excluding the previous results
+// const idsToExclude = queryResponse.data.result.map((point) => point.id);
+
+// const originalFilter = data.reqBody.filter;
+// const mustNotFilter = [{ has_id: idsToExclude }];
+// data.reqBody.filter = originalFilter || {};
+// data.reqBody.filter.must_not = mustNotFilter.concat(data.reqBody.filter.must_not ?? []);
+
+// data.reqBody.limit = randomLimit;
+// const randomResponse = await actionFromCode(collectionName, data, 'scroll');
+// if (randomResponse.error) {
+// return {
+// data: null,
+// error: randomResponse.error,
+// };
+// }
+
+// // Then score these random points
+// const idsToInclude = randomResponse.data.result.points.map((point) => point.id);
+// const mustFilter = [{ has_id: idsToInclude }];
+// data.reqBody.filter = originalFilter || {};
+// data.reqBody.filter.must = mustFilter.concat(data.reqBody.filter.must || []);
+
+// const scoredRandomResponse = await actionFromCode(collectionName, data, 'discover');
+// if (scoredRandomResponse.error) {
+// return {
+// data: null,
+// error: scoredRandomResponse.error,
+// };
+// }
+
+// // Concat both results
+// const points = queryResponse.data.result.concat(scoredRandomResponse.data.result);
+
+// return {
+// data: {
+// ...queryResponse.data,
+// result: {
+// points: points,
+// },
+// },
+// error: null,
+// };
+// }
export function codeParse(codeText) {
// Parse JSON
diff --git a/src/components/VisualizeChart/index.jsx b/src/components/VisualizeChart/index.jsx
index 4b55901f..3f64a6d4 100644
--- a/src/components/VisualizeChart/index.jsx
+++ b/src/components/VisualizeChart/index.jsx
@@ -1,5 +1,210 @@
+// import Chart from 'chart.js/auto';
+// import chroma from 'chroma-js';
+// import get from 'lodash/get';
+// import { useSnackbar } from 'notistack';
+// import PropTypes from 'prop-types';
+// import React, { useEffect, useState } from 'react';
+// import ViewPointModal from './ViewPointModal';
+// import { imageTooltip } from './ImageTooltip';
+// import { bigIntJSON } from '../../common/bigIntJSON';
+
+// const SCORE_GRADIENT_COLORS = ['#EB5353', '#F9D923', '#36AE7C'];
+
+// const VisualizeChart = ({ scrollResult }) => {
+// const { enqueueSnackbar } = useSnackbar();
+// const [openViewPoints, setOpenViewPoints] = useState(false);
+// const [viewPoints, setViewPoint] = useState([]);
+
+// useEffect(() => {
+// if (!scrollResult.data && !scrollResult.error) {
+// return;
+// }
+
+// if (scrollResult.error) {
+// enqueueSnackbar(`Visualization Unsuccessful, error: ${bigIntJSON.stringify(scrollResult.error)}`, {
+// variant: 'error',
+// });
+
+// return;
+// } else if (!scrollResult.data?.result?.points.length) {
+// enqueueSnackbar(`Visualization Unsuccessful, error: No data returned`, {
+// variant: 'error',
+// });
+// return;
+// }
+
+// const dataset = [];
+// const colorBy = scrollResult.data.color_by;
+
+// let labelby = null;
+// if (colorBy?.payload) {
+// labelby = colorBy.payload;
+// // Color and label by payload field
+// if (get(scrollResult.data.result?.points[0]?.payload, labelby) === undefined) {
+// enqueueSnackbar(`Visualization Unsuccessful, error: Color by field ${labelby} does not exist`, {
+// variant: 'error',
+// });
+// return;
+// }
+// scrollResult.data.labelByArrayUnique = [
+// ...new Set(scrollResult.data.result?.points?.map((point) => get(point.payload, labelby))),
+// ];
+// scrollResult.data.labelByArrayUnique.forEach((label) => {
+// dataset.push({
+// label: label,
+// data: [],
+// });
+// });
+// } else if (colorBy?.discover_score) {
+// // Color by discover score
+// const scores = scrollResult.data.result?.points.map((point) => point.score);
+// const minScore = Math.min(...scores);
+// const maxScore = Math.max(...scores);
+
+// const colorScale = chroma.scale(SCORE_GRADIENT_COLORS);
+// const scoreColors = scores.map((score) => {
+// const normalizedScore = (score - minScore) / (maxScore - minScore);
+// return colorScale(normalizedScore).hex();
+// });
+
+// const pointRadii = scrollResult.data.result?.points.map((point) => {
+// if (point.from_query) {
+// return 4;
+// } else {
+// return 3;
+// }
+// });
+
+// dataset.push({
+// label: 'Discover scores',
+// pointBackgroundColor: scoreColors,
+// pointBorderColor: scoreColors,
+// pointRadius: pointRadii,
+// data: [],
+// });
+// } else {
+// // No special coloring
+// dataset.push({
+// label: 'Data',
+// data: [],
+// });
+// }
+// const ctx = document.getElementById('myChart');
+// const myChart = new Chart(ctx, {
+// type: 'scatter',
+// data: {
+// datasets: dataset,
+// },
+// options: {
+// responsive: true,
+// maintainAspectRatio: false,
+// scales: {
+// x: {
+// grid: {
+// display: false,
+// },
+// display: false,
+// },
+// y: {
+// display: false,
+// },
+// },
+// plugins: {
+// tooltip: {
+// // only use custom tooltip if color by is not discover score
+// enabled: !colorBy?.discover_score,
+// external: (colorBy?.discover_score && imageTooltip) || undefined,
+// usePointStyle: true,
+// callbacks: {
+// label: (context) => {
+// const payload = bigIntJSON
+// .stringify(context.dataset.data[context.dataIndex].point.payload, null, 1)
+// .split('\n');
+
+// if (colorBy?.discover_score) {
+// const id = context.dataset.data[context.dataIndex].point.id;
+// const score = context.dataset.data[context.dataIndex].point.score;
+
+// return [`id: ${id}`, `score: ${score}`];
+// } else {
+// return payload;
+// }
+// },
+// },
+// },
+// legend: {
+// display: !!labelby,
+// },
+// },
+// },
+// plugins: [
+// {
+// id: 'myEventCatcher',
+// beforeEvent(chart, args) {
+// const event = args.event;
+// if (event.type === 'click') {
+// if (chart.tooltip._active.length > 0) {
+// const activePoints = chart.tooltip._active.map((point) => {
+// return {
+// id: point.element.$context.raw.point.id,
+// payload: point.element.$context.raw.point.payload,
+// vector: point.element.$context.raw.point.vector,
+// };
+// });
+// setViewPoint(activePoints);
+// setOpenViewPoints(true);
+// }
+// }
+// },
+// },
+// ],
+// });
+
+// const worker = new Worker(new URL('./worker.js', import.meta.url), {
+// type: 'module',
+// });
+
+// worker.onmessage = (m) => {
+// if (m.data.error) {
+// enqueueSnackbar(`Visualization Unsuccessful, error: ${m.data.error}`, {
+// variant: 'error',
+// });
+// } else if (m.data.result && m.data.result.length > 0) {
+// m.data.result.forEach((dataset, index) => {
+// myChart.data.datasets[index].data = dataset.data;
+// });
+// myChart.update();
+// } else {
+// enqueueSnackbar(`Visualization Unsuccessful, error: Unexpected Error Occured`, { variant: 'error' });
+// }
+// };
+
+// if (scrollResult.data.result?.points?.length > 0) {
+// worker.postMessage(scrollResult.data);
+// }
+
+// return () => {
+// myChart.destroy();
+// worker.terminate();
+// };
+// }, [scrollResult]);
+
+// return (
+// <>
+//
+//
+//
+// );
+// };
+
+// VisualizeChart.propTypes = {
+// scrollResult: PropTypes.object.isRequired,
+// };
+
+// export default VisualizeChart;
+
+import { Button } from '@mui/material';
import Chart from 'chart.js/auto';
-import chroma from 'chroma-js';
import get from 'lodash/get';
import { useSnackbar } from 'notistack';
import PropTypes from 'prop-types';
@@ -8,80 +213,146 @@ import ViewPointModal from './ViewPointModal';
import { imageTooltip } from './ImageTooltip';
import { bigIntJSON } from '../../common/bigIntJSON';
-const SCORE_GRADIENT_COLORS = ['#EB5353', '#F9D923', '#36AE7C'];
+const labelIdxDict = {};
+export let myChart = null;
+
+function prepareDataset(data) {
+ const dataset = [];
+ const labelBy = data.color_by?.payload;
+ const points = data.result?.points;
+
+ if (labelBy) {
+ data.labelByArrayUnique.forEach(label => {
+ dataset.push({
+ label: label,
+ data: [],
+ });
+ });
+ points?.forEach((point) => {
+ const label = get(point.payload, labelBy);
+ const labelIdx = get(labelIdxDict, label, data.labelByArrayUnique.indexOf(label));
+ dataset[labelIdx].data.push({
+ x: 0,
+ y: 0,
+ point,
+ });
+ labelIdxDict[label] = labelIdx;
+ });
+ }
+ else {
+ dataset.push({
+ label: 'data',
+ data: [],
+ });
+ points?.forEach((point) => {
+ dataset[0].data.push({
+ x: 0,
+ y: 0,
+ point,
+ });
+ });
+ }
+
+ return dataset;
+}
+
+function mutateDataset(actualDataset, resultDataset, reducedPoint, cols) {
+ const labelBy = actualDataset.color_by?.payload;
+ const points = actualDataset.result?.points;
-const VisualizeChart = ({ scrollResult }) => {
- const { enqueueSnackbar } = useSnackbar();
+ if (labelBy) {
+ const labelDataDict = {};
+ points?.forEach((point, idx) => {
+ const label = get(point.payload, labelBy);
+ const labelDataIdx = get(labelDataDict, label, 0);
+
+ resultDataset[labelIdxDict[label]]
+ .data[labelDataIdx].x = reducedPoint[idx * cols];
+ resultDataset[labelIdxDict[label]]
+ .data[labelDataIdx].y = reducedPoint[idx * cols + 1];
+
+ labelDataDict[label] = labelDataIdx + 1;
+ });
+ }
+ else {
+ for (let i = 0; i < reducedPoint.length / cols; ++i) {
+ resultDataset[0].data[i].x = reducedPoint[i * cols];
+ resultDataset[0].data[i].y = reducedPoint[i * cols + 1];
+ }
+ }
+}
+
+const VisualizeChart = ({ distanceMatrixResult }) => {
+ const { enqueueSnackbar, closeSnackbar } = useSnackbar();
const [openViewPoints, setOpenViewPoints] = useState(false);
const [viewPoints, setViewPoint] = useState([]);
+ const action = (snackbarId) => (
+
+ );
useEffect(() => {
- if (!scrollResult.data && !scrollResult.error) {
+ if (!distanceMatrixResult.data && !distanceMatrixResult.error) {
return;
}
- if (scrollResult.error) {
- enqueueSnackbar(`Visualization Unsuccessful, error: ${bigIntJSON.stringify(scrollResult.error)}`, {
+ if (distanceMatrixResult.error) {
+ enqueueSnackbar(`Visualization Unsuccessful\nError: ${bigIntJSON.stringify(distanceMatrixResult.error)}`, {
variant: 'error',
+ style: { whiteSpace: 'pre-line' },
+ action,
});
-
return;
- } else if (!scrollResult.data?.result?.points.length) {
- enqueueSnackbar(`Visualization Unsuccessful, error: No data returned`, {
+ }
+ else if (distanceMatrixResult.data?.result?.points.length === 0) {
+ enqueueSnackbar(`Visualization Unsuccessful\nError: No data returned`, {
variant: 'error',
+ style: { whiteSpace: 'pre-line' },
+ action,
+ });
+ return;
+ }
+ else if (distanceMatrixResult.data?.result?.ids.length === 1) {
+ enqueueSnackbar(`Visualization Unsuccessful\nError: Cannot perform t-SNE on single point`, {
+ variant: 'error',
+ style: { whiteSpace: 'pre-line' },
+ action,
});
return;
}
const dataset = [];
- const colorBy = scrollResult.data.color_by;
+ const colorBy = distanceMatrixResult.data.color_by;
+ const channel = new MessageChannel();
let labelby = null;
if (colorBy?.payload) {
labelby = colorBy.payload;
// Color and label by payload field
- if (get(scrollResult.data.result?.points[0]?.payload, labelby) === undefined) {
- enqueueSnackbar(`Visualization Unsuccessful, error: Color by field ${labelby} does not exist`, {
+ if (get(distanceMatrixResult.data.result?.points[0]?.payload, labelby) === undefined) {
+ enqueueSnackbar(`Visualization Unsuccessful\nError: Color by field ${labelby} does not exist`, {
variant: 'error',
+ style: { whiteSpace: 'pre-line' },
+ action,
});
return;
}
- scrollResult.data.labelByArrayUnique = [
- ...new Set(scrollResult.data.result?.points?.map((point) => get(point.payload, labelby))),
+ distanceMatrixResult.data.labelByArrayUnique = [
+ ...new Set(distanceMatrixResult.data.result?.points?.map((point) => get(point.payload, labelby))),
];
- scrollResult.data.labelByArrayUnique.forEach((label) => {
+ distanceMatrixResult.data.labelByArrayUnique.forEach((label) => {
dataset.push({
label: label,
data: [],
});
});
- } else if (colorBy?.discover_score) {
- // Color by discover score
- const scores = scrollResult.data.result?.points.map((point) => point.score);
- const minScore = Math.min(...scores);
- const maxScore = Math.max(...scores);
-
- const colorScale = chroma.scale(SCORE_GRADIENT_COLORS);
- const scoreColors = scores.map((score) => {
- const normalizedScore = (score - minScore) / (maxScore - minScore);
- return colorScale(normalizedScore).hex();
- });
-
- const pointRadii = scrollResult.data.result?.points.map((point) => {
- if (point.from_query) {
- return 4;
- } else {
- return 3;
- }
- });
-
- dataset.push({
- label: 'Discover scores',
- pointBackgroundColor: scoreColors,
- pointBorderColor: scoreColors,
- pointRadius: pointRadii,
- data: [],
- });
} else {
// No special coloring
dataset.push({
@@ -90,12 +361,13 @@ const VisualizeChart = ({ scrollResult }) => {
});
}
const ctx = document.getElementById('myChart');
- const myChart = new Chart(ctx, {
+ myChart = new Chart(ctx, {
type: 'scatter',
data: {
datasets: dataset,
},
options: {
+ animation: false,
responsive: true,
maintainAspectRatio: false,
scales: {
@@ -157,48 +429,101 @@ const VisualizeChart = ({ scrollResult }) => {
}
},
},
+ {
+ id: 'AfterUpdate',
+ afterRender: () => {
+ channel.port1.postMessage(false);
+ }
+ }
],
});
- const worker = new Worker(new URL('./worker.js', import.meta.url), {
+ // const worker = new Worker(new URL('./worker.js', import.meta.url), {
+ // type: 'module',
+ // });
+
+ const worker = new Worker(new URL('./tsneWorker.js', import.meta.url), {
type: 'module',
});
+ let sharedArray;
+ let typedArray;
+ let resultDataset;
+ const outputDim = 2;
+
worker.onmessage = (m) => {
if (m.data.error) {
- enqueueSnackbar(`Visualization Unsuccessful, error: ${m.data.error}`, {
+ enqueueSnackbar(`Visualization Unsuccessful\nError: ${m.data.error}`, {
variant: 'error',
+ style: { whiteSpace: 'pre-line' },
+ action,
});
- } else if (m.data.result && m.data.result.length > 0) {
- m.data.result.forEach((dataset, index) => {
+ console.error(m.data.error);
+ }
+ else if (m.data.error === null) {
+ mutateDataset(distanceMatrixResult.data, resultDataset, typedArray, outputDim);
+ resultDataset.forEach((dataset, index) => {
myChart.data.datasets[index].data = dataset.data;
});
myChart.update();
- } else {
- enqueueSnackbar(`Visualization Unsuccessful, error: Unexpected Error Occured`, { variant: 'error' });
+ }
+ else {
+ enqueueSnackbar(`Visualization Unsuccessful\nError: Unexpected Error Occured`, {
+ variant: 'error',
+ style: { whiteSpace: 'pre-line' },
+ action
+ });
}
};
- if (scrollResult.data.result?.points?.length > 0) {
- worker.postMessage(scrollResult.data);
+ // Error handling for worker
+ worker.onerror = e => {
+ console.error(e);
+ myChart.destroy();
+ }
+
+ if (distanceMatrixResult.data.result?.points?.length > 0) {
+ sharedArray = new SharedArrayBuffer(
+ Float64Array.BYTES_PER_ELEMENT * distanceMatrixResult.data.result.points.length * outputDim
+ );
+ typedArray = new Float64Array(sharedArray);
+ resultDataset = prepareDataset(distanceMatrixResult.data);
+ worker.postMessage({ command: "CONN" }, [channel.port2]);
+ worker.postMessage({
+ command: "FWD",
+ details: {
+ distances: distanceMatrixResult.data.result.scores,
+ indices: distanceMatrixResult.data.result.offsets_col,
+ nsamples: distanceMatrixResult.data.result.ids.length,
+ distanceType: distanceMatrixResult.data.distance_type,
+ },
+ sharedArray,
+ time: Date.now()
+ });
}
return () => {
myChart.destroy();
worker.terminate();
+ channel.port1.close();
+ channel.port2.close();
};
- }, [scrollResult]);
+ }, [distanceMatrixResult]);
return (
<>
-
+
);
};
VisualizeChart.propTypes = {
- scrollResult: PropTypes.object.isRequired,
+ distanceMatrixResult: PropTypes.object.isRequired,
};
export default VisualizeChart;
diff --git a/src/components/VisualizeChart/tsneConfig.js b/src/components/VisualizeChart/tsneConfig.js
new file mode 100644
index 00000000..7c703d5f
--- /dev/null
+++ b/src/components/VisualizeChart/tsneConfig.js
@@ -0,0 +1,18 @@
+function TsneConfig() {
+ this.perplexity = 30.0;
+ this.learning_rate = 150.0;
+ this.theta = 0.5;
+ // It is recommended to use number of neighbors
+ // as 3 times the perplexity
+ this.number_of_neighbors = 3.0 * this.perplexity;
+
+ // Other parameters include:
+ //
+ // this.momentum = 0.5;
+ // this.final_momentum = 0.8;
+ // this.momentum_switch_epoch = 250;
+ // this.stop_lying_epoch = 250;
+ // this.embedding_dim = 2;
+}
+
+export const tsneConfig = new TsneConfig();
\ No newline at end of file
diff --git a/src/components/VisualizeChart/tsneWorker.js b/src/components/VisualizeChart/tsneWorker.js
new file mode 100644
index 00000000..8b0d96fc
--- /dev/null
+++ b/src/components/VisualizeChart/tsneWorker.js
@@ -0,0 +1,100 @@
+import init, { initThreadPool, DistbhtSNEf64 } from 'wasm-dist-bhtsne';
+import { threads } from 'wasm-feature-detect';
+// import exampleData from 'examples/data';
+import { tsneConfig } from './tsneConfig';
+
+const errorMessage = {
+ data: [],
+ error: 'No data found',
+};
+
+let port;
+let RENDERING = false;
+const sleep = ms => new Promise(r => setTimeout(r, ms));
+
+self.onmessage = e => {
+ if (e.data.command === "CONN") {
+ port = e.ports[0];
+ port.onmessage = event => {
+ RENDERING = event.data;
+ };
+ return;
+ }
+
+ console.log(`Received data in: ${(Date.now() - e.data.time) / 1000}s`);
+ const { distances, indices, nsamples, distanceType } = e.data.details;
+ // const { distances: dist, indices, n_samples: nsamples } = exampleData;
+
+ if (distanceType === "") {
+ errorMessage.error = 'No distance type found';
+ self.postMessage(errorMessage);
+ return;
+ }
+
+ if (distanceType !== "Euclid") {
+ distances.forEach((dist, idx, arr) => {
+ arr[idx] = 1 - dist;
+ });
+ }
+ const outputDim = 2;
+ const sharedArray = new Float64Array(e.data.sharedArray);
+
+ (async () => {
+ const { memory } = await init();
+ if (await threads()) {
+ console.log(`Browser supports threads: ${navigator.hardwareConcurrency}`);
+ initThreadPool(navigator.hardwareConcurrency);
+ }
+ else {
+ console.log("Browser does not support threads");
+ }
+
+ try {
+ const tsneEncoder = new DistbhtSNEf64(
+ distances,
+ indices,
+ nsamples,
+ tsneConfig
+ );
+ let resultPtr;
+
+ for (let i = 0; i < 1000; i++) {
+ tsneEncoder.step(1);
+
+ // Give chance to other coroutines to run
+ await sleep(0);
+
+ // Check if rendering is in progress
+ // If yes, then don't send the result
+ if (RENDERING) continue;
+
+ resultPtr = tsneEncoder.get_embedding();
+ sendVisual(self, sharedArray, resultPtr, memory, nsamples, outputDim);
+ RENDERING = true;
+ }
+
+ sendVisual(self, sharedArray, resultPtr, memory, nsamples, outputDim);
+ }
+ catch (error) {
+ self.postMessage({
+ data: [],
+ error: error,
+ });
+ }
+ })();
+};
+
+self.onerror = e => {
+ console.error(e);
+};
+
+function sendVisual(worker, sharedArray, resultPtr, memory, nsamples, outputDim) {
+ const result = new Float64Array(memory.buffer, resultPtr, nsamples * outputDim);
+ result.forEach((val, idx) => {
+ sharedArray[idx] = val;
+ });
+
+ worker.postMessage({
+ error: null,
+ });
+}
\ No newline at end of file
diff --git a/src/pages/Visualize.jsx b/src/pages/Visualize.jsx
index 294cd30b..d184c4a9 100644
--- a/src/pages/Visualize.jsx
+++ b/src/pages/Visualize.jsx
@@ -15,7 +15,7 @@ const query = `
//
// Available parameters:
//
-// - 'limit': maximum number of vectors to visualize.
+// - 'sample': maximum number of vectors to visualize.
// *Warning*: large values may cause browser to freeze.
//
// - 'filter': filter expression to select vectors for visualization.
@@ -32,22 +32,11 @@ const query = `
// "payload": "field_name"
// }
//
-// or
-//
-// "color_by": {
-// "discover_score": {
-// "target": 42,
-// "context": [{"positive": 1, "negative": 0}]
-// }
-// }
-//
-// - 'vector_name': specify which vector to use for visualization
-// if there are multiple.
//
// Minimal example:
{
- "limit": 500
+ "sample": 500
}
@@ -146,7 +135,7 @@ function Visualize() {
-
+
diff --git a/vite.config.js b/vite.config.js
index bd0d8d83..d237c1d3 100644
--- a/vite.config.js
+++ b/vite.config.js
@@ -2,7 +2,25 @@ import { defineConfig } from 'vite';
import reactRefresh from '@vitejs/plugin-react';
import svgrPlugin from 'vite-plugin-svgr';
import eslintPlugin from 'vite-plugin-eslint';
-import {rehypeMetaAsAttributes} from "./src/lib/rehype-meta-as-attributes";
+import { rehypeMetaAsAttributes } from "./src/lib/rehype-meta-as-attributes";
+import wasm from "vite-plugin-wasm";
+import topLevelAwait from "vite-plugin-top-level-await";
+import path from 'path';
+
+// this is required for wasm rayon to work
+const viteServerConfig = {
+ name: "log-request-middleware",
+ configureServer(server) {
+ server.middlewares.use((req, res, next) => {
+ res.setHeader("Access-Control-Allow-Origin", "*");
+ res.setHeader("Access-Control-Allow-Methods", "GET");
+ res.setHeader("Cross-Origin-Opener-Policy", "same-origin");
+ res.setHeader("Cross-Origin-Embedder-Policy", "require-corp");
+ next();
+ });
+ }
+};
+
// https://vitejs.dev/config/
export default defineConfig(async () => {
@@ -15,7 +33,13 @@ export default defineConfig(async () => {
build: {
outDir: 'dist',
},
+ optimizeDeps: {
+ exclude: ['wasm-dist-bhtsne'],
+ },
plugins: [
+ viteServerConfig,
+ wasm(),
+ topLevelAwait(),
reactRefresh(),
svgrPlugin({
svgrOptions: {
@@ -42,5 +66,10 @@ export default defineConfig(async () => {
environment: 'jsdom',
setupFiles: ['./src/setupTests.js'],
},
+ resolve: {
+ alias: {
+ "examples": path.resolve(__dirname, "./examples"),
+ }
+ },
}
});