co-mono/packages/ai/src/providers/gemini.ts
Mario Zechner 3e1422d3d7 feat(ai): Add proper thinking support for Gemini 2.5 models
- Added thinkingConfig with includeThoughts and thinkingBudget support
- Use part.thought boolean flag to detect thinking content per API docs
- Capture and preserve thought signatures for multi-turn function calling
- Added supportsThinking() check for Gemini 2.5 series models
- Updated example to demonstrate thinking configuration
- Handle SDK type limitations with proper type assertions
2025-08-25 10:26:23 +02:00

302 lines
7.3 KiB
TypeScript

import { FunctionCallingMode, GoogleGenerativeAI } from "@google/generative-ai";
import type {
AssistantMessage,
Context,
LLM,
LLMOptions,
Message,
StopReason,
TokenUsage,
Tool,
ToolCall,
} from "../types.js";
export interface GeminiLLMOptions extends LLMOptions {
toolChoice?: "auto" | "none" | "any";
thinking?: {
enabled: boolean;
budgetTokens?: number; // -1 for dynamic, 0 to disable
};
}
export class GeminiLLM implements LLM<GeminiLLMOptions> {
private client: GoogleGenerativeAI;
private model: string;
constructor(model: string, apiKey?: string) {
if (!apiKey) {
if (!process.env.GEMINI_API_KEY) {
throw new Error(
"Gemini API key is required. Set GEMINI_API_KEY environment variable or pass it as an argument.",
);
}
apiKey = process.env.GEMINI_API_KEY;
}
this.client = new GoogleGenerativeAI(apiKey);
this.model = model;
}
async complete(context: Context, options?: GeminiLLMOptions): Promise<AssistantMessage> {
try {
const model = this.client.getGenerativeModel({
model: this.model,
systemInstruction: context.systemPrompt,
tools: context.tools ? this.convertTools(context.tools) : undefined,
toolConfig: options?.toolChoice
? {
functionCallingConfig: {
mode: this.mapToolChoice(options.toolChoice),
},
}
: undefined,
});
const contents = this.convertMessages(context.messages);
const config: any = {
contents,
generationConfig: {
temperature: options?.temperature,
maxOutputTokens: options?.maxTokens,
},
};
// Add thinking configuration if enabled
if (options?.thinking?.enabled && this.supportsThinking()) {
config.config = {
thinkingConfig: {
includeThoughts: true,
thinkingBudget: options.thinking.budgetTokens ?? -1, // Default to dynamic
},
};
}
const stream = await model.generateContentStream(config);
let content = "";
let thinking = "";
let thoughtSignature: string | undefined;
const toolCalls: ToolCall[] = [];
let usage: TokenUsage = {
input: 0,
output: 0,
cacheRead: 0,
cacheWrite: 0,
};
let stopReason: StopReason = "stop";
let inTextBlock = false;
let inThinkingBlock = false;
// Process the stream
for await (const chunk of stream.stream) {
// Extract parts from the chunk
const candidate = chunk.candidates?.[0];
if (candidate?.content?.parts) {
for (const part of candidate.content.parts) {
// Cast to any to access thinking properties not yet in SDK types
const partWithThinking = part as any;
if (partWithThinking.text !== undefined) {
// Check if it's thinking content using the thought boolean flag
if (partWithThinking.thought === true) {
if (inTextBlock) {
options?.onText?.("", true);
inTextBlock = false;
}
thinking += partWithThinking.text;
options?.onThinking?.(partWithThinking.text, false);
inThinkingBlock = true;
// Capture thought signature if present
if (partWithThinking.thoughtSignature) {
thoughtSignature = partWithThinking.thoughtSignature;
}
} else {
if (inThinkingBlock) {
options?.onThinking?.("", true);
inThinkingBlock = false;
}
content += partWithThinking.text;
options?.onText?.(partWithThinking.text, false);
inTextBlock = true;
}
}
// Handle function calls
if (part.functionCall) {
if (inTextBlock) {
options?.onText?.("", true);
inTextBlock = false;
}
if (inThinkingBlock) {
options?.onThinking?.("", true);
inThinkingBlock = false;
}
toolCalls.push({
id: `call_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`,
name: part.functionCall.name,
arguments: part.functionCall.args as Record<string, any>,
});
}
}
}
// Map finish reason
if (candidate?.finishReason) {
stopReason = this.mapStopReason(candidate.finishReason);
}
}
// Signal end of blocks
if (inTextBlock) {
options?.onText?.("", true);
}
if (inThinkingBlock) {
options?.onThinking?.("", true);
}
// Get final response for usage metadata
const response = await stream.response;
if (response.usageMetadata) {
usage = {
input: response.usageMetadata.promptTokenCount || 0,
output: response.usageMetadata.candidatesTokenCount || 0,
cacheRead: response.usageMetadata.cachedContentTokenCount || 0,
cacheWrite: 0,
};
}
return {
role: "assistant",
content: content || undefined,
thinking: thinking || undefined,
thinkingSignature: thoughtSignature,
toolCalls: toolCalls.length > 0 ? toolCalls : undefined,
model: this.model,
usage,
stopReason,
};
} catch (error) {
return {
role: "assistant",
model: this.model,
usage: {
input: 0,
output: 0,
cacheRead: 0,
cacheWrite: 0,
},
stopReason: "error",
error: error instanceof Error ? error.message : String(error),
};
}
}
private convertMessages(messages: Message[]): any[] {
const contents: any[] = [];
for (const msg of messages) {
if (msg.role === "user") {
contents.push({
role: "user",
parts: [{ text: msg.content }],
});
} else if (msg.role === "assistant") {
const parts: any[] = [];
// Add thinking if present (with thought signature for function calling)
if (msg.thinking && msg.thinkingSignature) {
parts.push({
text: msg.thinking,
thought: true,
thoughtSignature: msg.thinkingSignature,
});
}
if (msg.content) {
parts.push({ text: msg.content });
}
if (msg.toolCalls) {
for (const toolCall of msg.toolCalls) {
parts.push({
functionCall: {
name: toolCall.name,
args: toolCall.arguments,
},
});
}
}
if (parts.length > 0) {
contents.push({
role: "model",
parts,
});
}
} else if (msg.role === "toolResult") {
// Tool results are sent as function responses
contents.push({
role: "user",
parts: [
{
functionResponse: {
name: msg.toolCallId.split("_")[1], // Extract function name from our ID format
response: {
result: msg.content,
isError: msg.isError || false,
},
},
},
],
});
}
}
return contents;
}
private convertTools(tools: Tool[]): any[] {
return [
{
functionDeclarations: tools.map((tool) => ({
name: tool.name,
description: tool.description,
parameters: tool.parameters,
})),
},
];
}
private mapToolChoice(choice: string): FunctionCallingMode {
switch (choice) {
case "auto":
return FunctionCallingMode.AUTO;
case "none":
return FunctionCallingMode.NONE;
case "any":
return FunctionCallingMode.ANY;
default:
return FunctionCallingMode.AUTO;
}
}
private mapStopReason(reason: string): StopReason {
switch (reason) {
case "STOP":
return "stop";
case "MAX_TOKENS":
return "length";
case "SAFETY":
return "safety";
case "RECITATION":
return "safety";
default:
return "stop";
}
}
private supportsThinking(): boolean {
// Gemini 2.5 series models support thinking
return this.model.includes("2.5") || this.model.includes("gemini-2");
}
}