cooking v1.6

README.md

@@ -12,7 +12,7 @@ LLM Scraper is a TypeScript library that allows you to extract structured data f
 
 ### Features
 
-- Supports **Local (Ollama, GGUF)**, OpenAI, Vercel AI SDK Providers
+- Supports **Local (Ollama)**, OpenAI, Vercel AI SDK Providers
 - Schemas defined with Zod
 - Full type-safety with TypeScript
 - Based on Playwright framework
@@ -50,6 +50,18 @@ LLM Scraper is a TypeScript library that allows you to extract structured data f
    const llm = openai.chat('gpt-4o')
    ```
 
+   **Anthropic**
+
+   ```
+   npm i @ai-sdk/anthropic
+   ```
+
+   ```js
+   import { anthropic } from '@ai-sdk/anthropic'
+
+   const llm = anthropic('claude-3-5-sonnet-20240620')
+   ```
+
    **Groq**
 
    ```
@@ -78,14 +90,6 @@ LLM Scraper is a TypeScript library that allows you to extract structured data f
    const llm = ollama('llama3')
    ```
 
-   **GGUF**
-
-   ```js
-   import { LlamaModel } from 'node-llama-cpp'
-
-   const llm = new LlamaModel({ modelPath: 'model.gguf' })
-   ```
-
 3. Create a new scraper instance provided with the llm:
 
    ```js

examples/codegen.ts

@@ -1,13 +1,13 @@
 import { chromium } from 'playwright'
 import { z } from 'zod'
-import { anthropic } from '@ai-sdk/anthropic'
+import { openai } from '@ai-sdk/openai'
 import LLMScraper from './../src'
 
 // Launch a browser instance
 const browser = await chromium.launch()
 
 // Initialize LLM provider
-const llm = anthropic('claude-3-5-sonnet-20240620')
+const llm = openai('gpt-4o')
 
 // Create a new LLMScraper
 const scraper = new LLMScraper(llm)

examples/local.ts

@@ -1,34 +0,0 @@
-import { chromium } from 'playwright'
-import { LlamaModel } from 'node-llama-cpp'
-import { z } from 'zod'
-import LLMScraper from './../src'
-
-// Launch a browser instance
-const browser = await chromium.launch()
-
-const modelPath =
-  '/Users/mish/jan/models/tinyllama-1.1b/tinyllama-1.1b-chat-v1.0.Q4_K_M.gguf'
-
-const llm = new LlamaModel({ modelPath })
-
-// Initialize a new LLMScraper with local model
-const scraper = new LLMScraper(llm)
-
-// Open the page
-const page = await browser.newPage()
-await page.goto('https://example.com')
-
-// Define schema to extract contents into
-const schema = z.object({
-  h1: z.string().describe('The main heading of the page'),
-})
-
-// Run the scraper
-const { data } = await scraper.run(page, schema, {
-  format: 'text',
-})
-
-console.log(data)
-
-await page.close()
-await browser.close()

examples/toolUse.ts

@@ -0,0 +1,47 @@
+import { openai } from '@ai-sdk/openai'
+import { generateText, jsonSchema as toJSONSChema, tool } from 'ai'
+import { chromium } from 'playwright'
+import { z } from 'zod'
+import LLMScraper from './../src'
+
+const model = openai('gpt-4o-mini')
+const scraper = new LLMScraper(model)
+
+const { text } = await generateText({
+  model,
+  tools: {
+    scrapeWebsite: tool({
+      description: 'Scrape a website with a given schema and URL',
+      parameters: z.object({
+        url: z.string(),
+        jsonSchema: z.string(),
+      }),
+      execute: async ({ url, jsonSchema }) => {
+        console.log('scraping website', url)
+        console.log('with schema', jsonSchema)
+
+        // Launch a browser instance
+        const browser = await chromium.launch()
+
+        // Open new page
+        const page = await browser.newPage()
+        await page.goto('https://news.ycombinator.com')
+
+        // Parse jsonSchema
+        const schema = toJSONSChema(JSON.parse(jsonSchema))
+
+        // Run the scraper
+        const result = await scraper.run(page, schema)
+        await page.close()
+        await browser.close()
+
+        // Feed the result back to the model
+        return result.data
+      },
+    }),
+  },
+  maxSteps: 2,
+  prompt: 'List top stories from HackerNews frontpage and summarize them',
+})
+
+console.log(text)

package-lock.json

@@ -1,38 +1,38 @@
 {
   "name": "llm-scraper",
-  "version": "1.2.2",
+  "version": "1.5.1",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "llm-scraper",
-      "version": "1.2.2",
+      "version": "1.5.1",
       "license": "MIT",
       "dependencies": {
-        "ai": "^3.1.12",
-        "node-llama-cpp": "^2.8.9",
-        "turndown": "^7.1.3",
-        "zod-to-json-schema": "^3.22.5"
+        "@ai-sdk/provider": "^1.1.3",
+        "ai": "^4.3.15",
+        "turndown": "^7.2.0",
+        "zod-to-json-schema": "^3.24.5"
       },
       "devDependencies": {
-        "@ai-sdk/anthropic": "^0.0.30",
-        "@ai-sdk/openai": "^0.0.2",
-        "@types/node": "^20.12.7",
+        "@ai-sdk/openai": "^1.3.22",
+        "@types/node": "^22.15.18",
         "@types/react": "^18.2.79",
-        "ollama-ai-provider": "^0.10.0",
-        "playwright": "^1.43.1",
-        "typescript": "^5.4.5",
-        "zod": "^3.22.5"
+        "ollama-ai-provider": "^1.2.0",
+        "playwright": "^1.52.0",
+        "typescript": "^5.8.3",
+        "zod": "^3.24.4"
       }
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@@ -41,55 +41,52 @@
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@@ -97,2852 +94,335 @@
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+      "integrity": "sha512-OdqJE9UDRPwWsrHjLN2F8bPxvwJBK22EHLWtanu0LSYr5YqzsaaW3RMgmjwr8Rypg5k+meEJdSPXJZXE/yqOMg==",
+      "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
     },
     "node_modules/zod-to-json-schema": {
-      "version": "3.22.5",
-      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.22.5.tgz",
-      "integrity": "sha512-+akaPo6a0zpVCCseDed504KBJUQpEW5QZw7RMneNmKw+fGaML1Z9tUNLnHHAC8x6dzVRO1eB2oEMyZRnuBZg7Q==",
+      "version": "3.24.5",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
+      "integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
+      "license": "ISC",
       "peerDependencies": {
-        "zod": "^3.22.4"
+        "zod": "^3.24.1"
       }
     }
   }

package.json

@@ -26,19 +26,18 @@
   },
   "homepage": "https://github.com/mishushakov/llm-scraper#readme",
   "dependencies": {
-    "ai": "^3.1.12",
-    "node-llama-cpp": "^2.8.9",
-    "turndown": "^7.1.3",
-    "zod-to-json-schema": "^3.22.5"
+    "@ai-sdk/provider": "^1.1.3",
+    "ai": "^4.3.15",
+    "turndown": "^7.2.0",
+    "zod-to-json-schema": "^3.24.5"
   },
   "devDependencies": {
-    "@ai-sdk/anthropic": "^0.0.30",
-    "@ai-sdk/openai": "^0.0.2",
-    "@types/node": "^20.12.7",
+    "@ai-sdk/openai": "^1.3.22",
+    "@types/node": "^22.15.18",
     "@types/react": "^18.2.79",
-    "ollama-ai-provider": "^0.10.0",
-    "playwright": "^1.43.1",
-    "typescript": "^5.4.5",
-    "zod": "^3.22.5"
+    "ollama-ai-provider": "^1.2.0",
+    "playwright": "^1.52.0",
+    "typescript": "^5.8.3",
+    "zod": "^3.24.4"
   }
 }

src/index.ts

@@ -1,10 +1,9 @@
-import { Page } from 'playwright'
+import { type Page } from 'playwright'
 import Turndown from 'turndown'
 import { LanguageModelV1 } from '@ai-sdk/provider'
-import { LlamaModel } from 'node-llama-cpp'
 import { z } from 'zod'
+import { Schema } from 'ai'
 import {
-  generateLlamaCompletions,
   generateAISDKCompletions,
   streamAISDKCompletions,
   generateAISDKCode,
@@ -36,13 +35,13 @@ export type ScraperLLMOptions = {
   temperature?: number
   maxTokens?: number
   topP?: number
-  mode?: 'auto' | 'json' | 'tool' | 'grammar'
+  mode?: 'auto' | 'json' | 'tool'
 }
 
 export type ScraperRunOptions = ScraperLLMOptions & ScraperLoadOptions
 
 export default class LLMScraper {
-  constructor(private client: LanguageModelV1 | LlamaModel) {
+  constructor(private client: LanguageModelV1) {
     this.client = client
   }
 
@@ -107,63 +106,33 @@ export default class LLMScraper {
   // Generate completion using AI SDK
   private async generateCompletions<T extends z.ZodSchema<any>>(
     page: ScraperLoadResult,
-    schema: T,
+    schema: T | Schema,
     options?: ScraperRunOptions
   ) {
-    switch (this.client.constructor) {
-      default:
-        return generateAISDKCompletions<T>(
-          this.client as LanguageModelV1,
-          page,
-          schema,
-          options
-        )
-      case LlamaModel:
-        return generateLlamaCompletions<T>(this.client, page, schema, options)
-    }
+    return generateAISDKCompletions<T>(this.client, page, schema, options)
   }
 
   // Stream completions using AI SDK
   private async streamCompletions<T extends z.ZodSchema<any>>(
     page: ScraperLoadResult,
-    schema: T,
+    schema: T | Schema,
     options?: ScraperRunOptions
   ) {
-    switch (this.client.constructor) {
-      default:
-        return streamAISDKCompletions<T>(
-          this.client as LanguageModelV1,
-          page,
-          schema,
-          options
-        )
-      case LlamaModel:
-        throw new Error('Streaming not supported with GGUF models')
-    }
+    return streamAISDKCompletions<T>(this.client, page, schema, options)
   }
 
   private async generateCode<T extends z.ZodSchema<any>>(
     page: ScraperLoadResult,
-    schema: T,
+    schema: T | Schema,
     options?: ScraperLLMOptions
   ) {
-    switch (this.client.constructor) {
-      default:
-        return generateAISDKCode<T>(
-          this.client as LanguageModelV1,
-          page,
-          schema,
-          options
-        )
-      case LlamaModel:
-        throw new Error('Code-generation not supported with GGUF models')
-    }
+    return generateAISDKCode<T>(this.client, page, schema, options)
   }
 
   // Pre-process the page and generate completion
   async run<T extends z.ZodSchema<any>>(
     page: Page,
-    schema: T,
+    schema: T | Schema,
     options?: ScraperRunOptions
   ) {
     const preprocessed = await this.preprocess(page, options)
@@ -173,7 +142,7 @@ export default class LLMScraper {
   // Pre-process the page and stream completion
   async stream<T extends z.ZodSchema<any>>(
     page: Page,
-    schema: T,
+    schema: T | Schema,
     options?: ScraperRunOptions
   ) {
     const preprocessed = await this.preprocess(page, options)
@@ -181,7 +150,11 @@ export default class LLMScraper {
   }
 
   // Pre-process the page and generate code
-  async generate(page, schema: z.ZodSchema<any>, options?: ScraperLLMOptions) {
+  async generate(
+    page,
+    schema: z.ZodSchema<any> | Schema,
+    options?: ScraperLLMOptions
+  ) {
     const preprocessed = await this.preprocess(page, {
       ...options,
       format: 'cleanup',

src/models.ts

@@ -1,14 +1,13 @@
 import { LanguageModelV1 } from '@ai-sdk/provider'
-import { generateObject, generateText, streamObject, UserContent } from 'ai'
+import {
+  generateObject,
+  generateText,
+  streamObject,
+  UserContent,
+  Schema,
+} from 'ai'
 import { z } from 'zod'
 import { ScraperLoadResult, ScraperLLMOptions } from './index.js'
-import {
-  LlamaModel,
-  LlamaJsonSchemaGrammar,
-  LlamaContext,
-  LlamaChatSession,
-  GbnfJsonSchema,
-} from 'node-llama-cpp'
 import { zodToJsonSchema } from 'zod-to-json-schema'
 
 export type ScraperCompletionResult<T extends z.ZodSchema<any>> = {
@@ -38,7 +37,7 @@ function prepareAISDKPage(page: ScraperLoadResult): UserContent {
 export async function generateAISDKCompletions<T extends z.ZodSchema<any>>(
   model: LanguageModelV1,
   page: ScraperLoadResult,
-  schema: T,
+  schema: T | Schema,
   options?: ScraperLLMOptions
 ) {
   const content = prepareAISDKPage(page)
@@ -64,7 +63,7 @@ export async function generateAISDKCompletions<T extends z.ZodSchema<any>>(
 export async function streamAISDKCompletions<T extends z.ZodSchema<any>>(
   model: LanguageModelV1,
   page: ScraperLoadResult,
-  schema: T,
+  schema: T | Schema,
   options?: ScraperLLMOptions
 ) {
   const content = prepareAISDKPage(page)
@@ -89,10 +88,12 @@ export async function streamAISDKCompletions<T extends z.ZodSchema<any>>(
 export async function generateAISDKCode<T extends z.ZodSchema<any>>(
   model: LanguageModelV1,
   page: ScraperLoadResult,
-  schema: T,
+  schema: T | Schema,
   options?: ScraperLLMOptions
 ) {
-  const generatedSchema = zodToJsonSchema(schema)
+  const parsedSchema =
+    schema instanceof z.ZodSchema ? zodToJsonSchema(schema) : schema
+
   const result = await generateText({
     model,
     messages: [
@@ -100,7 +101,7 @@ export async function generateAISDKCode<T extends z.ZodSchema<any>>(
       {
         role: 'user',
         content: `Website: ${page.url}
-        Schema: ${JSON.stringify(generatedSchema)}
+        Schema: ${JSON.stringify(parsedSchema)}
         Content: ${page.content}`,
       },
     ],
@@ -114,29 +115,3 @@ export async function generateAISDKCode<T extends z.ZodSchema<any>>(
     url: page.url,
   }
 }
-
-export async function generateLlamaCompletions<T extends z.ZodSchema<any>>(
-  model: LlamaModel,
-  page: ScraperLoadResult,
-  schema: T,
-  options?: ScraperLLMOptions
-): Promise<ScraperCompletionResult<T>> {
-  const generatedSchema = zodToJsonSchema(schema) as GbnfJsonSchema
-  const grammar = new LlamaJsonSchemaGrammar(generatedSchema) as any // any, because it has type inference going wild
-  const context = new LlamaContext({ model })
-  const session = new LlamaChatSession({ context })
-  const pagePrompt = `${options?.prompt || defaultPrompt}\n${page.content}`
-
-  const result = await session.prompt(pagePrompt, {
-    grammar,
-    temperature: options?.temperature,
-    maxTokens: options?.maxTokens,
-    topP: options?.topP,
-  })
-
-  const parsed = grammar.parse(result)
-  return {
-    data: parsed,
-    url: page.url,
-  }
-}