google/gemini-3.1-pro-preview-customtools
Data publikacji: 2026-02-26
1,048,576 context · $2.00/M input tokens · $12.00/M output tokens
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.
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Użycie API
Użyj poniższych przykładów kodu, aby zintegrować się z naszym API:
import OpenAI from 'openai';
if (!process.env.WAVESPEED_API_KEY) throw new Error('Set WAVESPEED_API_KEY');
const client = new OpenAI({
apiKey: process.env.WAVESPEED_API_KEY,
baseURL: 'https://llm.wavespeed.ai/v1',
timeout: 120_000,
maxRetries: 2,
});
try {
const response = await client.chat.completions.create({
model: 'google/gemini-3.1-pro-preview-customtools',
messages: [{ role: 'user', content: 'Hello!' }],
});
console.log(response.choices[0]?.message?.content ?? '');
} catch (error) {
console.error('LLM request failed:', error);
process.exitCode = 1;
}import OpenAI from 'openai';
if (!process.env.WAVESPEED_API_KEY) throw new Error('Set WAVESPEED_API_KEY');
const client = new OpenAI({
apiKey: process.env.WAVESPEED_API_KEY,
baseURL: 'https://llm.wavespeed.ai/v1',
timeout: 120_000,
maxRetries: 2,
});
try {
const response = await client.chat.completions.create({
model: 'google/gemini-3.1-pro-preview-customtools',
messages: [{ role: 'user', content: 'Hello!' }],
});
console.log(response.choices[0]?.message?.content ?? '');
} catch (error) {
console.error('LLM request failed:', error);
process.exitCode = 1;
}Wprowadzenie do modelu
Google gemini-3.1-pro-preview-customtools
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.
Why It Looks Great
- Large Language Model architecture for efficient processing
- 1048576 context window for long document handling
- Competitive pricing at $2.0/$12.0 per million tokens
Key Features
- Context Window: 1048576 tokens
- Max Output: 65536 tokens
- Vision: Supported
- Function Calling: Supported
Specifications
| Specification | Value |
|---|---|
| Provider | |
| Model Type | Large Language Model (LLM) |
| Architecture | N/A |
| Context Window | 1048576 tokens |
| Max Output | 65536 tokens |
| Input | Text |
| Output | Text |
| Vision | Supported |
| Function Calling | Supported |
Pricing
| Token Type | Cost per Million Tokens |
|---|---|
| Input | $2.0 |
| Output | $12.0 |
How to Use
- Write your prompt — describe the task, provide context, and specify desired output format.
- Submit — the model processes your request and returns the response.
API Integration
Base URL: https://llm.wavespeed.ai/v1 API Endpoint: chat/completions Model ID: google/gemini-3.1-pro-preview-customtools
API Usage
Python SDK
from openai import OpenAI
client = OpenAI(
api_key="YOUR_API_KEY",
base_url="https://llm.wavespeed.ai/v1"
)
response = client.chat.completions.create(
model="google/gemini-3.1-pro-preview-customtools",
messages=[
{"role": "user", "content": "Hello!"}
]
)
print(response.choices[0].message.content)cURL
curl https://llm.wavespeed.ai/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{
"model": "google/gemini-3.1-pro-preview-customtools",
"messages": [{"role": "user", "content": "Hello!"}]
}'Notes
- Model: google/gemini-3.1-pro-preview-customtools
- Provider: Google
Info
Obsługiwane funkcje
Przewodnik dostępu do API
Gemini 3.1 Pro Preview Customtools API
google/gemini-3.1-pro-preview-customtools
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.
Wejście
$2 /M
Wyjście
$12 /M
Kontekst
1049K
Maks. wyjście
66K
Vision
Obsługiwane
Użycie narzędzi
Obsługiwane
Wypróbuj Gemini 3.1 Pro Preview Customtools w WaveSpeedAI
Uzyskaj dostęp do Gemini 3.1 Pro Preview Customtools przez nasze ujednolicone API — kompatybilne z OpenAI, bez zimnych startów, przejrzyste ceny.
Najczęstsze pytania o Gemini 3.1 Pro Preview Customtools
Ile kosztuje API Gemini 3.1 Pro Preview Customtools?+
Cennik na WaveSpeedAI: $2.00 za milion tokenów wejściowych i $12.00 za milion tokenów wyjściowych. Prompt caching i przetwarzanie wsadowe są rozliczane oddzielnie i obniżają efektywny koszt długich, powtarzalnych obciążeń.
Jakie jest okno kontekstu Gemini 3.1 Pro Preview Customtools?+
Gemini 3.1 Pro Preview Customtools obsługuje do 1049K tokenów kontekstu i do 66K tokenów wyjściowych na zapytanie.
Czy Gemini 3.1 Pro Preview Customtools jest kompatybilny z OpenAI?+
WaveSpeedAI udostępnia Gemini 3.1 Pro Preview Customtools pod adresem https://llm.wavespeed.ai/v1 przez interfejs Chat Completions zgodny z OpenAI. W większości klientów OpenAI SDK wystarczy zmienić base URL i klucz API; opcjonalne pola zależą od modelu.
Jak zacząć z Gemini 3.1 Pro Preview Customtools?+
Zaloguj się do WaveSpeedAI, utwórz klucz API w Access Keys i wyślij żądanie do https://llm.wavespeed.ai/v1/chat/completions z identyfikatorem modelu pokazanym powyżej. Bieżącą dostępność, możliwości i ceny sprawdź w katalogu modeli.