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	feat(llm): improve type safety and error handling in tool call transformations
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				@ -69,7 +69,9 @@ export class ToolCallingStage extends BasePipelineStage<ToolExecutionInput, { re
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        }
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        // Check if the registry has any tools
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        const availableTools: ToolInterface[] = toolRegistry.getAllTools() as unknown as ToolInterface[];
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        // Convert from ToolHandler[] to ToolInterface[] with proper type conversion
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        const registryTools = toolRegistry.getAllTools();
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        const availableTools: ToolInterface[] = registryTools.map(tool => tool as unknown as ToolInterface);
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        log.info(`Available tools in registry: ${availableTools.length}`);
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        // Log available tools for debugging
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@ -6,7 +6,7 @@ import type { ToolCall, Tool } from '../tools/tool_interfaces.js';
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import toolRegistry from '../tools/tool_registry.js';
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import type { OllamaOptions } from './provider_options.js';
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import { getOllamaOptions } from './providers.js';
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import { Ollama, type ChatRequest, type ChatResponse as OllamaChatResponse } from 'ollama';
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import { Ollama, type ChatRequest } from 'ollama';
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import options from '../../options.js';
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import {
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    StreamProcessor,
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@ -366,9 +366,17 @@ export class OllamaService extends BaseAIService {
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                },
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                async (callback) => {
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                    let completeText = '';
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                    let responseToolCalls: any[] = [];
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                    let responseToolCalls: ToolCall[] = [];
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                    let chunkCount = 0;
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                    // Create a response object that will be updated during streaming
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                    const response: ChatResponse = {
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                        text: '',
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                        model: providerOptions.model,
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                        provider: this.getName(),
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                        tool_calls: []
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                    };
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                    try {
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                        // Perform health check
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                        await performProviderHealthCheck(
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@ -400,8 +408,12 @@ export class OllamaService extends BaseAIService {
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                            // Extract any tool calls
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                            const toolCalls = StreamProcessor.extractToolCalls(chunk);
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                            // Update response tool calls if any are found
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                            if (toolCalls.length > 0) {
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                                // Update tool calls in the overall response
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                                responseToolCalls = toolCalls;
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                                // Also update the response object's tool_calls for final return
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                                response.tool_calls = toolCalls;
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                            }
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                            // Send to callback - directly pass the content without accumulating
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@ -438,35 +450,38 @@ export class OllamaService extends BaseAIService {
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    /**
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     * Transform Ollama tool calls to the standard format expected by the pipeline
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     * @param toolCalls Array of tool calls from Ollama response or undefined
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     * @returns Standardized ToolCall array for consistent handling in the pipeline
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     */
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    private transformToolCalls(toolCalls: any[] | undefined): ToolCall[] {
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    private transformToolCalls(toolCalls: unknown[] | undefined): ToolCall[] {
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        if (!toolCalls || !Array.isArray(toolCalls) || toolCalls.length === 0) {
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            return [];
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        }
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        return toolCalls.map((toolCall, index) => {
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            // Use type guards to safely access properties
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            const toolCallObj = toolCall as { id?: string; function?: { name?: string; arguments?: string } };
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            // Generate a unique ID if none is provided
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            const id = toolCall.id || `tool-call-${Date.now()}-${index}`;
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            const id = typeof toolCallObj.id === 'string' ? toolCallObj.id : `tool-call-${Date.now()}-${index}`;
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            // Handle arguments based on their type
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            let processedArguments: Record<string, any> | string = toolCall.function?.arguments || {};
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            // Safely extract function name and arguments with defaults
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            const functionName = toolCallObj.function && typeof toolCallObj.function.name === 'string' 
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                ? toolCallObj.function.name 
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                : 'unknown_function';
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            if (typeof processedArguments === 'string') {
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                try {
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                    processedArguments = JSON.parse(processedArguments);
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                } catch (error) {
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                    // If we can't parse as JSON, create a simple object
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                    log.info(`Could not parse tool arguments as JSON in transformToolCalls: ${error}`);
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                    processedArguments = { raw: processedArguments };
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                }
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            }
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            const functionArgs = toolCallObj.function && typeof toolCallObj.function.arguments === 'string'
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                ? toolCallObj.function.arguments
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                : '{}';
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            // Return a properly typed ToolCall object
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            return {
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                id,
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                type: 'function',
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                function: {
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                    name: toolCall.function?.name || '',
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                    arguments: processedArguments
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                    name: functionName,
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                    arguments: functionArgs
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                }
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            };
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        });
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