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add quant tester
Signed-off-by: Matt Williams <m@technovangelist.com>
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2024-08-20-quant-tester/.gitignore
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175
2024-08-20-quant-tester/.gitignore
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# Based on https://raw.githubusercontent.com/github/gitignore/main/Node.gitignore
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# Logs
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logs
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_.log
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npm-debug.log_
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yarn-debug.log*
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yarn-error.log*
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lerna-debug.log*
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.pnpm-debug.log*
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# Caches
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.cache
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# Diagnostic reports (https://nodejs.org/api/report.html)
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report.[0-9]_.[0-9]_.[0-9]_.[0-9]_.json
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# Runtime data
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pids
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_.pid
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_.seed
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*.pid.lock
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# Directory for instrumented libs generated by jscoverage/JSCover
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lib-cov
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# Coverage directory used by tools like istanbul
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coverage
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*.lcov
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# nyc test coverage
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.nyc_output
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# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
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.grunt
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# Bower dependency directory (https://bower.io/)
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bower_components
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# node-waf configuration
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.lock-wscript
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# Compiled binary addons (https://nodejs.org/api/addons.html)
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build/Release
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# Dependency directories
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node_modules/
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jspm_packages/
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# Snowpack dependency directory (https://snowpack.dev/)
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web_modules/
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# TypeScript cache
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*.tsbuildinfo
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# Optional npm cache directory
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.npm
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# Optional eslint cache
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.eslintcache
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# Optional stylelint cache
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.stylelintcache
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# Microbundle cache
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.rpt2_cache/
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.rts2_cache_cjs/
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.rts2_cache_es/
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.rts2_cache_umd/
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# Optional REPL history
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.node_repl_history
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# Output of 'npm pack'
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*.tgz
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# Yarn Integrity file
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.yarn-integrity
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# dotenv environment variable files
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.env
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.env.development.local
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.env.test.local
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.env.production.local
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.env.local
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# parcel-bundler cache (https://parceljs.org/)
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.parcel-cache
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# Next.js build output
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.next
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out
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# Nuxt.js build / generate output
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.nuxt
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dist
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# Gatsby files
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# Comment in the public line in if your project uses Gatsby and not Next.js
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# https://nextjs.org/blog/next-9-1#public-directory-support
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# public
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# vuepress build output
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.vuepress/dist
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# vuepress v2.x temp and cache directory
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.temp
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# Docusaurus cache and generated files
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.docusaurus
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# Serverless directories
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.serverless/
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# FuseBox cache
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.fusebox/
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# DynamoDB Local files
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.dynamodb/
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# TernJS port file
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.tern-port
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# Stores VSCode versions used for testing VSCode extensions
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.vscode-test
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# yarn v2
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.yarn/cache
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.yarn/unplugged
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.yarn/build-state.yml
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.yarn/install-state.gz
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.pnp.*
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# IntelliJ based IDEs
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.idea
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# Finder (MacOS) folder config
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.DS_Store
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15
2024-08-20-quant-tester/README.md
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15
2024-08-20-quant-tester/README.md
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# quant-tester
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To install dependencies:
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```bash
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bun install
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```
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To run:
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```bash
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bun run index.ts
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```
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This project was created using `bun init` in bun v1.1.24. [Bun](https://bun.sh) is a fast all-in-one JavaScript runtime.
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BIN
2024-08-20-quant-tester/bun.lockb
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BIN
2024-08-20-quant-tester/bun.lockb
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77
2024-08-20-quant-tester/index.ts
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77
2024-08-20-quant-tester/index.ts
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import ollama from "ollama";
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import inquirer, { QuestionCollection} from "inquirer";
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const qrepeat = 5;
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const allmodels = await ollama.list();
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function processModelNames(
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allmodels: { name: string; details: { parameter_size: string } }[],
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) {
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// Extract names and process
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const names = allmodels
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.map((model) => `${model.name}:${model.details.parameter_size}`)
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.map((name) => {
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const splitname = name.split(":")
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return `${splitname[0]} - ${splitname[2]}`
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} )
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.filter((value, index, self) => self.indexOf(value) === index)
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.sort();
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return names;
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}
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async function getSelectedModel(names: string[]) {
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const questions: QuestionCollection = [
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{
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type: "list",
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name: "selectedName",
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message: "Select a model name:",
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choices: names,
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},
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];
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const answer = await inquirer.prompt(questions);
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return answer.selectedName;
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}
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async function getSelectedQuants(name: string, size: string, allmodels: { name: string, details: { parameter_size: string, quantization_level: string}}[]) {
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const modelNames = allmodels.filter((model) => model.name.split(":")[0] === name && model.details.parameter_size === size).map((model) => model.name);
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return modelNames;
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}
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async function getUserPrompt(): Promise<string> {
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const questions: QuestionCollection = [
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{
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type: "input",
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name: "userPrompt",
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message: "Enter a prompt you want to test:",
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},
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];
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const answer = await inquirer.prompt(questions);
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return answer.userPrompt;
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}
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const names = processModelNames(allmodels.models);
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const selected = await getSelectedModel(names);
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const modelName = selected.split(" - ")[0];
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const selectedSize = selected.split(" - ")[1];
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const quants = await getSelectedQuants(modelName, selectedSize, allmodels.models);
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const userPrompt = await getUserPrompt();
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for (const quant of quants) {
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for (let index = 0; index < qrepeat; index++) {
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let format = ""
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if (userPrompt.toLowerCase().includes("json")) {
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format = "json"
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}
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const output = await ollama.generate({model: quant, prompt: userPrompt, format: format});
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console.log(`\n${quant} round ${index + 1}:\n${output.response}\nGenerated in ${(output.eval_duration / 1000000000).toFixed(2)} seconds\n`);
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if (index < qrepeat - 1) {
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console.log('--------\n');
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}
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}
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console.log('========\n');
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}
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17
2024-08-20-quant-tester/package.json
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17
2024-08-20-quant-tester/package.json
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{
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"name": "quant-tester",
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"module": "index.ts",
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"type": "module",
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"devDependencies": {
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"@types/bun": "latest"
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},
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"peerDependencies": {
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"typescript": "^5.0.0"
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},
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"dependencies": {
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"@types/inquirer": "^9.0.7",
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"cheerio": "^1.0.0",
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"inquirer": "^10.1.8",
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"ollama": "^0.5.8"
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}
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}
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2024-08-20-quant-tester/tsconfig.json
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{
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"compilerOptions": {
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// Enable latest features
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"lib": ["ESNext", "DOM"],
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"target": "ESNext",
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"module": "ESNext",
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"moduleDetection": "force",
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"jsx": "react-jsx",
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"allowJs": true,
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// Bundler mode
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"moduleResolution": "bundler",
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"allowImportingTsExtensions": true,
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"verbatimModuleSyntax": true,
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"noEmit": true,
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// Best practices
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"strict": true,
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"skipLibCheck": true,
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"noFallthroughCasesInSwitch": true,
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// Some stricter flags (disabled by default)
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"noUnusedLocals": false,
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"noUnusedParameters": false,
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"noPropertyAccessFromIndexSignature": false
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}
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}
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