Google Gemini
Portkey provides a robust and secure gateway to facilitate the integration of various Large Language Models (LLMs) into your applications, including Google Gemini APIs.
With Portkey, you can take advantage of features like fast AI gateway access, observability, prompt management, and more, all while ensuring the secure management of your LLM API keys through a virtual key system.
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Portkey SDK Integration with Google Gemini Models
Portkey provides a consistent API to interact with models from various providers. To integrate Google Gemini with Portkey:
1. Install the Portkey SDK
Add the Portkey SDK to your application to interact with Google Gemini’s API through Portkey’s gateway.
2. Initialize Portkey with the Virtual Key
To use Gemini with Portkey, get your API key from here, then add it to Portkey to create the virtual key.
3. Invoke Chat Completions with Google Gemini
Use the Portkey instance to send requests to Google Gemini. You can also override the virtual key directly in the API call if needed.
Portkey supports the system_instructions
parameter for Google Gemini 1.5 - allowing you to control the behavior and output of your Gemini-powered applications with ease.
Simply include your Gemini system prompt as part of the {"role":"system"}
message within the messages
array of your request body. Portkey Gateway will automatically transform your message to ensure seamless compatibility with the Google Gemini API.
Function Calling
Portkey supports function calling mode on Google’s Gemini Models. Explore this
Cookbook for a deep dive and examples:Document, Video, Audio Processing with Gemini
Gemini supports attaching mp4
, pdf
, jpg
, mp3
, wav
, etc. file types to your messages.
Gemini Docs:
Using Portkey, here’s how you can send these media files:
This same message format also works for all other media types — just send your media file in the url
field, like "url": "gs://cloud-samples-data/video/animals.mp4"
.
Your URL should have the file extension, this is used for inferring MIME_TYPE
which is a required parameter for prompting Gemini models with files.
Sending base64 Image
Here, you can send the base64
image data along with the url
field too:
Managing Google Gemini Prompts
You can manage all prompts to Google Gemini in the Prompt Library. All the current models of Google Gemini are supported and you can easily start testing different prompts.
Once you’re ready with your prompt, you can use the portkey.prompts.completions.create
interface to use the prompt in your application.
Gemini grounding mode may not work via Portkey SDK. Contact [email protected] for assistance.
Next Steps
The complete list of features supported in the SDK are available on the link below.
SDK
You’ll find more information in the relevant sections:
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