From 2be8a59103af77fe618f9d74cf57a619136c403e Mon Sep 17 00:00:00 2001 From: babayaga Date: Sun, 6 Apr 2025 21:36:09 +0200 Subject: [PATCH] kbot - async it transformer example --- .../examples/core/async-iterator-example.js | 60 +++------------- packages/kbot/logs/params.json | 2 +- .../examples/core/async-iterator-example.ts | 68 +++---------------- 3 files changed, 18 insertions(+), 112 deletions(-) diff --git a/packages/kbot/dist-in/examples/core/async-iterator-example.js b/packages/kbot/dist-in/examples/core/async-iterator-example.js index e10e417a..1cc42fd3 100644 --- a/packages/kbot/dist-in/examples/core/async-iterator-example.js +++ b/packages/kbot/dist-in/examples/core/async-iterator-example.js @@ -1,12 +1,9 @@ import { sync as write } from "@polymech/fs/write"; -// Import path but not the logger import * as path from 'path'; import { E_OPENROUTER_MODEL } from '../../models/cache/openrouter-models.js'; -// Configurable constants const MODEL = E_OPENROUTER_MODEL.MODEL_OPENROUTER_QUASAR_ALPHA; const ROUTER = 'openrouter'; -const LOG_LEVEL = 2; // 0=trace, 1=debug, 2=info, 3=warn, 4=error, 5=fatal -// Create a simple console logger +const LOG_LEVEL = 2; let logger = { info: (message) => console.log(`INFO: ${message}`), warn: (message) => console.log(`WARN: ${message}`), @@ -14,11 +11,8 @@ let logger = { debug: (message) => console.log(`DEBUG: ${message}`), trace: (message) => console.log(`TRACE: ${message}`) }; -// Import the actual kbot modules directly from source import { transformObject } from '../../async-iterator.js'; -// Import run function from commands import { run } from '../../commands/run.js'; -// Example data structure with fields to be transformed const exampleData = { products: { fruits: [ @@ -72,20 +66,16 @@ const exampleData = { description: 'Collection of common fruits and vegetables' } }; -// Create a mapping of fields to transform with JSONPath const fieldMappings = [ { - // Transform all product descriptions jsonPath: '$..description', - // Target field to store LLM result - same as source in this case - targetPath: null, // null means replace in place + targetPath: null, options: { model: MODEL, prompt: 'Make this description more engaging and detailed, around 20-30 words' } }, { - // Transform nutrition information jsonPath: '$..nutrition', targetPath: null, options: { @@ -94,96 +84,75 @@ const fieldMappings = [ } }, { - // Transform product names and store in a new 'marketingName' field jsonPath: '$..name', - targetPath: 'marketingName', // will create a new field called marketingName + targetPath: 'marketingName', options: { model: MODEL, prompt: 'Generate a more appealing marketing name for this product' } } ]; -// Create an async transformer function that uses an LLM to transform text const createLLMTransformer = (options) => { return async (input, jsonPath) => { logger.info(`Transforming field at path: ${jsonPath}`); logger.info(`Input: ${input}`); logger.info(`Using prompt: ${options.prompt}`); - // Configure the task for kbot const kbotTask = { model: options.model || MODEL, router: ROUTER, prompt: `${options.prompt}\n\nText to transform: "${input}"`, logLevel: LOG_LEVEL, - path: path.resolve('./'), // Fix: provide absolute path + path: path.resolve('./'), mode: 'completion' }; try { - // Run kbot with the configured task const results = await run(kbotTask); if (results && results.length > 0 && typeof results[0] === 'string') { const result = results[0].trim(); logger.info(`Result: ${result}`); return result; } - // Return original if transformation fails logger.warn(`No valid result received for ${jsonPath}, returning original`); return input; } catch (error) { console.error(`Error calling LLM API: ${error.message}`, error); - return input; // Return original on error + return input; } }; }; -// Function to handle field transformation for a specific mapping export async function transformField(data, mapping) { const { jsonPath, targetPath, options } = mapping; - // Create a transformer for this specific field const transformer = createLLMTransformer(options); - // Set up error callback const errorCallback = (path, value, error) => { logger.error(`Error transforming ${path}: ${error.message}`); - // Don't throw to allow continued processing }; - // Set up filter callback - always return true to transform all matching fields const filterCallback = async () => true; - // Try/catch to handle any JSONPath or transformation errors try { if (!targetPath) { - // Transform in place - await transformObject(data, transformer, jsonPath, 1000, // throttle delay - higher for real API calls - 1, // concurrent tasks - limit for API rate limits - errorCallback, filterCallback); + await transformObject(data, transformer, jsonPath, 1000, 1, errorCallback, filterCallback); } else { - // Create a copy of the data to transform const dataCopy = JSON.parse(JSON.stringify(data)); - // Transform the copy await transformObject(dataCopy, transformer, jsonPath, 1000, 1, errorCallback, filterCallback); - // Extract transformed values and store in target fields const { JSONPath } = await import('jsonpath-plus'); const paths = JSONPath({ path: jsonPath, json: dataCopy, resultType: 'pointer' }); for (const p of paths) { const keys = p.slice(1).split('/'); - // Navigate to the value in the transformed copy let value = dataCopy; for (const key of keys) { if (key === '') - continue; // Skip empty segments + continue; value = value[key]; } - // Store in target path in the original data const originalKeys = p.slice(1).split('/'); const parentKeys = originalKeys.slice(0, -1); - // Navigate to parent object in original data let target = data; for (const key of parentKeys) { if (key === '') continue; target = target[key]; } - // Set the new field with transformed value target[targetPath] = value; } } @@ -192,28 +161,23 @@ export async function transformField(data, mapping) { logger.error(`Error in field transformation: ${error.message}`); } } -// Main function to demonstrate the transformation export async function transformExample() { console.log("========================================"); console.log("Starting async-iterator example transformation"); console.log("========================================"); try { - // Clone the data to avoid modifying the original const data = JSON.parse(JSON.stringify(exampleData)); logger.info("Starting transformation of data fields with LLM..."); console.log("Processing field mappings..."); - // Process each field mapping for (const mapping of fieldMappings) { console.log(`Processing mapping: ${mapping.jsonPath} -> ${mapping.targetPath || 'in-place'}`); logger.info(`Processing field mapping: ${mapping.jsonPath} -> ${mapping.targetPath || 'in-place'}`); await transformField(data, mapping); } - // Save the result to a file const outputPath = path.resolve('./tests/test-data/core/async-iterator-data.json'); write(outputPath, JSON.stringify(data, null, 2)); console.log(`Transformation complete. Results saved to ${outputPath}`); logger.info(`Transformation complete. Results saved to ${outputPath}`); - // Display before/after comparison for a sample field console.log("\nBefore/After Comparison Example:"); console.log(`Original description: ${exampleData.products.fruits[0].description}`); console.log(`Transformed description: ${data.products.fruits[0].description}`); @@ -232,24 +196,17 @@ export async function transformExample() { throw error; } } -// Run directly with Node.js -// This section checks if this module is being executed directly (not imported) console.log("Module loading, checking if this is direct execution"); console.log("process.argv[1]:", process.argv[1]); console.log("import.meta.url:", import.meta.url); -// Directly check if file is run directly const isDirectExecution = process.argv[1] && process.argv[1].includes('async-iterator-example'); console.log("Is direct execution:", isDirectExecution); if (isDirectExecution) { - // Process command line arguments const isDebug = process.argv.includes('--debug'); console.log('Starting async-iterator example...'); console.log(`Command arguments: ${process.argv.slice(2).join(', ')}`); console.log(`Debug mode: ${isDebug ? 'enabled' : 'disabled'}`); - // Use more verbose logging if debug mode is enabled if (isDebug) { - // Override the LOG_LEVEL constant for debug mode - // @ts-ignore logger = { info: (message) => console.log(`DEBUG-INFO: ${message}`), warn: (message) => console.log(`DEBUG-WARN: ${message}`), @@ -263,6 +220,5 @@ if (isDirectExecution) { console.error("Unhandled error:", error); }); } -// Export for potential reuse export { createLLMTransformer, exampleData }; -//# 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\ No newline at end of file diff --git a/packages/kbot/logs/params.json b/packages/kbot/logs/params.json index ca1fa4ea..8f996877 100644 --- a/packages/kbot/logs/params.json +++ b/packages/kbot/logs/params.json @@ -3,7 +3,7 @@ "messages": [ { "role": "user", - "content": "Expand this nutrition information with 2-3 specific health benefits, around 25-35 words\n\nText to transform: \"Rich in fiber and vitamin C\"" + "content": "Generate a more appealing marketing name for this product\n\nText to transform: \"broccoli\"" }, { "role": "user", diff --git a/packages/kbot/src/examples/core/async-iterator-example.ts b/packages/kbot/src/examples/core/async-iterator-example.ts index cd2c2a11..2dc6112a 100644 --- a/packages/kbot/src/examples/core/async-iterator-example.ts +++ b/packages/kbot/src/examples/core/async-iterator-example.ts @@ -1,16 +1,12 @@ import { sync as write } from "@polymech/fs/write"; -// Import path but not the logger import * as path from 'path'; import type { IKBotTask } from '@polymech/ai-tools'; import { E_OPENROUTER_MODEL } from '../../models/cache/openrouter-models.js' -// Configurable constants const MODEL = E_OPENROUTER_MODEL.MODEL_OPENROUTER_QUASAR_ALPHA; const ROUTER = 'openrouter'; +const LOG_LEVEL = 2; -const LOG_LEVEL = 2; // 0=trace, 1=debug, 2=info, 3=warn, 4=error, 5=fatal - -// Create a simple console logger let logger = { info: (message: string) => console.log(`INFO: ${message}`), warn: (message: string) => console.log(`WARN: ${message}`), @@ -19,7 +15,6 @@ let logger = { trace: (message: string) => console.log(`TRACE: ${message}`) }; -// Import the actual kbot modules directly from source import { transformObject, defaultOptions, @@ -29,10 +24,8 @@ import { AsyncTransformer } from '../../async-iterator.js'; -// Import run function from commands import { run } from '../../commands/run.js'; -// Example data structure with fields to be transformed const exampleData = { products: { fruits: [ @@ -87,20 +80,16 @@ const exampleData = { } }; -// Create a mapping of fields to transform with JSONPath const fieldMappings = [ { - // Transform all product descriptions jsonPath: '$..description', - // Target field to store LLM result - same as source in this case - targetPath: null, // null means replace in place + targetPath: null, options: { model: MODEL, prompt: 'Make this description more engaging and detailed, around 20-30 words' } }, { - // Transform nutrition information jsonPath: '$..nutrition', targetPath: null, options: { @@ -109,9 +98,8 @@ const fieldMappings = [ } }, { - // Transform product names and store in a new 'marketingName' field jsonPath: '$..name', - targetPath: 'marketingName', // will create a new field called marketingName + targetPath: 'marketingName', options: { model: MODEL, prompt: 'Generate a more appealing marketing name for this product' @@ -119,25 +107,22 @@ const fieldMappings = [ } ]; -// Create an async transformer function that uses an LLM to transform text const createLLMTransformer = (options: any): AsyncTransformer => { return async (input: string, jsonPath: string): Promise => { logger.info(`Transforming field at path: ${jsonPath}`); logger.info(`Input: ${input}`); logger.info(`Using prompt: ${options.prompt}`); - // Configure the task for kbot const kbotTask: IKBotTask = { model: options.model || MODEL, router: ROUTER, prompt: `${options.prompt}\n\nText to transform: "${input}"`, logLevel: LOG_LEVEL, - path: path.resolve('./'), // Fix: provide absolute path + path: path.resolve('./'), mode: 'completion' as any }; try { - // Run kbot with the configured task const results = await run(kbotTask); if (results && results.length > 0 && typeof results[0] === 'string') { @@ -146,50 +131,37 @@ const createLLMTransformer = (options: any): AsyncTransformer => { return result; } - // Return original if transformation fails logger.warn(`No valid result received for ${jsonPath}, returning original`); return input; } catch (error) { console.error(`Error calling LLM API: ${error.message}`, error); - return input; // Return original on error + return input; } }; }; -// Function to handle field transformation for a specific mapping export async function transformField(data: any, mapping: { jsonPath: string, targetPath: string | null, options: any }) { const { jsonPath, targetPath, options } = mapping; - - // Create a transformer for this specific field const transformer = createLLMTransformer(options); - - // Set up error callback const errorCallback = (path: string, value: string, error: any) => { logger.error(`Error transforming ${path}: ${error.message}`); - // Don't throw to allow continued processing }; - - // Set up filter callback - always return true to transform all matching fields const filterCallback = async () => true; - // Try/catch to handle any JSONPath or transformation errors try { if (!targetPath) { - // Transform in place await transformObject( data, transformer, jsonPath, - 1000, // throttle delay - higher for real API calls - 1, // concurrent tasks - limit for API rate limits + 1000, + 1, errorCallback, filterCallback ); } else { - // Create a copy of the data to transform const dataCopy = JSON.parse(JSON.stringify(data)); - // Transform the copy await transformObject( dataCopy, transformer, @@ -200,32 +172,25 @@ export async function transformField(data: any, mapping: { jsonPath: string, tar filterCallback ); - // Extract transformed values and store in target fields const { JSONPath } = await import('jsonpath-plus'); const paths = JSONPath({ path: jsonPath, json: dataCopy, resultType: 'pointer' }); for (const p of paths) { const keys = p.slice(1).split('/'); - - // Navigate to the value in the transformed copy let value = dataCopy; for (const key of keys) { - if (key === '') continue; // Skip empty segments + if (key === '') continue; value = value[key]; } - // Store in target path in the original data const originalKeys = p.slice(1).split('/'); const parentKeys = originalKeys.slice(0, -1); - - // Navigate to parent object in original data let target = data; for (const key of parentKeys) { if (key === '') continue; target = target[key]; } - // Set the new field with transformed value target[targetPath] = value; } } @@ -234,34 +199,28 @@ export async function transformField(data: any, mapping: { jsonPath: string, tar } } -// Main function to demonstrate the transformation export async function transformExample() { console.log("========================================"); console.log("Starting async-iterator example transformation"); console.log("========================================"); try { - // Clone the data to avoid modifying the original const data = JSON.parse(JSON.stringify(exampleData)); - logger.info("Starting transformation of data fields with LLM..."); console.log("Processing field mappings..."); - // Process each field mapping for (const mapping of fieldMappings) { console.log(`Processing mapping: ${mapping.jsonPath} -> ${mapping.targetPath || 'in-place'}`); logger.info(`Processing field mapping: ${mapping.jsonPath} -> ${mapping.targetPath || 'in-place'}`); await transformField(data, mapping); } - // Save the result to a file const outputPath = path.resolve('./tests/test-data/core/async-iterator-data.json'); write(outputPath, JSON.stringify(data, null, 2)); console.log(`Transformation complete. Results saved to ${outputPath}`); logger.info(`Transformation complete. Results saved to ${outputPath}`); - // Display before/after comparison for a sample field console.log("\nBefore/After Comparison Example:"); console.log(`Original description: ${exampleData.products.fruits[0].description}`); console.log(`Transformed description: ${data.products.fruits[0].description}`); @@ -282,28 +241,20 @@ export async function transformExample() { } } -// Run directly with Node.js -// This section checks if this module is being executed directly (not imported) console.log("Module loading, checking if this is direct execution"); console.log("process.argv[1]:", process.argv[1]); console.log("import.meta.url:", import.meta.url); -// Directly check if file is run directly const isDirectExecution = process.argv[1] && process.argv[1].includes('async-iterator-example'); console.log("Is direct execution:", isDirectExecution); if (isDirectExecution) { - // Process command line arguments const isDebug = process.argv.includes('--debug'); - console.log('Starting async-iterator example...'); console.log(`Command arguments: ${process.argv.slice(2).join(', ')}`); console.log(`Debug mode: ${isDebug ? 'enabled' : 'disabled'}`); - // Use more verbose logging if debug mode is enabled if (isDebug) { - // Override the LOG_LEVEL constant for debug mode - // @ts-ignore logger = { info: (message) => console.log(`DEBUG-INFO: ${message}`), warn: (message) => console.log(`DEBUG-WARN: ${message}`), @@ -319,8 +270,7 @@ if (isDirectExecution) { }); } -// Export for potential reuse export { createLLMTransformer, exampleData -}; \ No newline at end of file +}; \ No newline at end of file