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# AI Gateway #### Reliably route to 100+ LLMs with 1 fast & friendly API Gateway Demo
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Gateway streamlines requests to 100+ open & closed source models with a unified API. It is also production-ready with support for caching, fallbacks, retries, timeouts, loadbalancing, and can be edge-deployed for minimum latency. ✅  **Blazing fast** (9.9x faster) with a **tiny footprint** (~45kb installed)
✅  **Load balance** across multiple models, providers, and keys
✅  **Fallbacks** make sure your app stays resilient
✅  **Automatic Retries** with exponential fallbacks come by default
✅  **Configurable Request Timeouts** to easily handle unresponsive LLM requests
✅  **Multimodal** to support routing between Vision, TTS, STT, Image Gen, and more models
✅  **Plug-in** middleware as needed
✅  Battle tested over **300B tokens**
✅  **Enterprise-ready** for enhanced security, scale, and custom deployments

## How to Run the Gateway? 1. [Run it Locally](#run-it-locally) for complete control & customization 2. [Hosted by Portkey](#gateway-hosted-by-portkey) for quick setup without infrastructure concerns 3. [Enterprise On-Prem](#gateway-enterprise-version) for advanced features and dedicated support ### Run it Locally Run the following command in your terminal and it will spin up the Gateway on your local system: ```bash npx @portkey-ai/gateway ``` Your AI Gateway is now running on http://localhost:8787 🚀 Gateway is also edge-deployment ready. Explore Cloudflare, Docker, AWS etc. deployment [guides here](#deploying-the-ai-gateway). ### Gateway Hosted by Portkey This same open-source Gateway powers Portkey API that processes **billions of tokens** daily and is in production with companies like Postman, Haptik, Turing, MultiOn, SiteGPT, and more. Sign up for the free developer plan (10K request/month) [here](https://app.portkey.ai/) or [discuss here](https://calendly.com/rohit-portkey/noam) for enterprise deployments.
## How to Use the Gateway? ### Compatible with OpenAI API & SDK Gateway is fully compatible with the OpenAI API & SDK, and extends them to call 100+ LLMs and makes them reliable. To use the Gateway through OpenAI, you only need to update your `base_URL` and pass the provider name in headers. * To use through Portkey, set your `base_URL` to: `https://api.portkey.ai/v1` * To run locally, set: `http://localhost:8787/v1` Let's see how we can use the Gateway to make an Anthropic request in OpenAI spec below - the same will follow for all the other providers. ### Python ```bash pip install portkey-ai ``` While instantiating your OpenAI client, 1. Set the `base_URL` to `http://localhost:8787/v1` (or `PORTKEY_GATEWAY_URL` through the Portkey SDK if you're using the hosted version) 2. Pass the provider name in the `default_headers` param (here we are using `createHeaders` method with the Portkey SDK to auto-create the full header) ```python from openai import OpenAI from portkey_ai import PORTKEY_GATEWAY_URL, createHeaders gateway = OpenAI( api_key="ANTHROPIC_API_KEY", base_url=PORTKEY_GATEWAY_URL, # Or http://localhost:8787/v1 when running locally default_headers=createHeaders( provider="anthropic", api_key="PORTKEY_API_KEY" # Grab from https://app.portkey.ai # Not needed when running locally ) ) chat_complete = gateway.chat.completions.create( model="claude-3-sonnet-20240229", messages=[{"role": "user", "content": "What's a fractal?"}], max_tokens=512 ) ``` If you want to run the Gateway locally, don't forget to run `npx @portkey-ai/gateway` in your terminal before this! Otherwise just [sign up on Portkey](https://app.portkey.ai/) and keep your Portkey API Key handy. ### Node.JS Works the same as in Python. Add `baseURL` & `defaultHeaders` while instantiating your OpenAI client and pass the relevant provider details. ```bash npm install portkey-ai ``` ```js import OpenAI from 'openai'; import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai' const gateway = new OpenAI({ apiKey: "ANTHROPIC_API_KEY", baseURL: PORTKEY_GATEWAY_URL, // Or http://localhost:8787/v1 when running locally defaultHeaders: createHeaders({ provider: "anthropic", apiKey: "PORTKEY_API_KEY" // Grab from https://app.portkey.ai / Not needed when running locally }) }); async function main(){ const chatCompletion = await portkey.chat.completions.create({ messages: [{ role: 'user', content: 'Who are you?' }], model: 'claude-3-sonnet-20240229', maxTokens:512 }); console.log(chatCompletion.choices[0].message.content); } main() ``` ### REST In your OpenAI REST request, 1. Change the request URL to `https://api.portkey.ai/v1` (or `http://localhost:8787/v1` if you're hosting locally) 2. Pass an additional `x-portkey-provider` header with the provider's name 3. Change the model's name to `claude-3` ```bash curl 'http://localhost:8787/v1/chat/completions' \ -H 'x-portkey-provider: anthropic' \ -H "Authorization: Bearer $ANTHROPIC_API_KEY" \ -H 'Content-Type: application/json' \ -d '{ "model": "claude-3-haiku-20240229", "messages": [{"role": "user","content": "Hi"}] }' ``` For other providers, change the `provider` & `model` to their respective values. ## Gateway Docs Head over to [Portkey docs](https://portkey.ai/docs/product/ai-gateway-streamline-llm-integrations) for detailed [guides & cookbooks](https://portkey.ai/docs/welcome/integration-guides) on more [provider integrations](https://portkey.ai/docs/welcome/integration-guides). | | Provider | Support | Stream | | -------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------- | ------- | ------ | | | [OpenAI](https://portkey.ai/docs/welcome/integration-guides/openai) | ✅ | ✅ | | | [Azure OpenAI](https://portkey.ai/docs/welcome/integration-guides/azure-openai) | ✅ | ✅ | | | [Anyscale](https://portkey.ai/docs/welcome/integration-guides/anyscale-llama2-mistral-zephyr) | ✅ | ✅ | | | [Google Gemini & Palm](https://portkey.ai/docs/welcome/integration-guides/gemini) | ✅ | ✅ | | | [Anthropic](https://portkey.ai/docs/welcome/integration-guides/anthropic) | ✅ | ✅ | | | [Cohere](https://portkey.ai/docs/welcome/integration-guides/cohere) | ✅ | ✅ | | | [Together AI](https://portkey.ai/docs/welcome/integration-guides/together-ai) | ✅ | ✅ | | | [Perplexity](https://portkey.ai/docs/welcome/integration-guides/perplexity-ai) | ✅ | ✅ | | | [Mistral](https://portkey.ai/docs/welcome/integration-guides/mistral-ai) | ✅ | ✅ | | | [Nomic](https://portkey.ai/docs/welcome/integration-guides/nomic) | ✅ | ✅ | | | [AI21](https://portkey.ai/docs/welcome/integration-guides) | ✅ | ✅ | | | [Stability AI](https://portkey.ai/docs/welcome/integration-guides/stability-ai) | ✅ | ✅ | | | [DeepInfra](https://portkey.ai/docs/welcome/integration-guides) | ✅ | ✅ | | | [Ollama](https://portkey.ai/docs/welcome/integration-guides/ollama) | ✅ | ✅ | | | Novita AI | ✅ | ✅ | `/chat/completions`, `/completions` | > [View the complete list of 100+ supported models here](https://portkey.ai/docs/welcome/what-is-portkey#ai-providers-supported)
## Reliability Features

Fallbacks

This feature allows you to specify a prioritized list of LLMs. If the primary LLM fails, Portkey will automatically fallback to the next LLM in the list to ensure reliability.

Automatic Retries

AI Gateway can automatically retry failed requests up to 5 times. A backoff strategy spaces out retry attempts to prevent network overload.

Load Balancing

Distribute load effectively across multiple API keys or providers based on custom weights to ensure high availability and optimal performance.

Request Timeouts

Manage unruly LLMs & latencies by setting up granular request timeouts, allowing automatic termination of requests that exceed a specified duration.

#### Reliability features are set by passing a relevant Gateway Config (JSON) with the `x-portkey-config` header or with the `config` param in the SDKs ### Example: Setting up Fallback from OpenAI to Anthropic #### Write the fallback logic ```json { "strategy": { "mode": "fallback" }, "targets": [ { "provider": "openai", "api_key": "OPENAI_API_KEY" }, { "provider": "anthropic", "api_key": "ANTHROPIC_API_KEY" } ] } ``` #### Use it while making your request Portkey Gateway will automatically trigger Anthropic if the OpenAI request fails: ```REST``` ```bash curl 'http://localhost:8787/v1/chat/completions' \ -H 'x-portkey-provider: google' \ -H 'x-portkey-config: $CONFIG' \ -H "Authorization: Bearer $GOOGLE_AI_STUDIO_KEY" \ -H 'Content-Type: application/json' \ -d '{ "model": "gemini-1.5-pro-latest", "messages": [{"role": "user","content": "Hi"}] }' ``` You can also trigger Fallbacks only on specific status codes by passing an array of status codes with the `on_status_codes` param in `strategy`. [Read the full Fallback documentation here.](https://portkey.ai/docs/product/ai-gateway-streamline-llm-integrations/fallbacks) ### Example: Loadbalance Requests across 3 Accounts #### Write the loadbalancer config ```json { "strategy": { "mode": "loadbalance" }, "targets": [ { "provider": "openai", "api_key": "ACCOUNT_1_KEY", "weight": 1 }, { "provider": "openai", "api_key": "ACCOUNT_2_KEY", "weight": 1 }, { "provider": "openai", "api_key": "ACCOUNT_3_KEY", "weight": 1 } ] } ``` #### Pass the config while instantiating OpenAI client ```ts import OpenAI from 'openai'; import { PORTKEY_GATEWAY_URL, createHeaders } from 'portkey-ai' const gateway = new OpenAI({ baseURL: PORTKEY_GATEWAY_URL, defaultHeaders: createHeaders({ apiKey: "PORTKEY_API_KEY", config: "CONFIG_ID" }) }); ``` [Read the Loadbalancing docs here.](https://portkey.ai/docs/product/ai-gateway-streamline-llm-integrations/load-balancing) ### Automatic Retries
Similarly, you can write a Config that will attempt retries up to 5 times ```json { "retry": { "attempts": 5 } } ``` [Read the full Retries documentation here.](https://portkey.ai/docs/product/ai-gateway-streamline-llm-integrations/automatic-retries)
### Request Timeouts
Here, the request timeout of 10 seconds will be applied to *all* the targets. ```json { "strategy": { "mode": "fallback" }, "request_timeout": 10000, "targets": [ { "virtual_key": "open-ai-xxx" }, { "virtual_key": "azure-open-ai-xxx" } ] } ``` [Read the full Request Timeouts documentation here.](https://portkey.ai/docs/product/ai-gateway-streamline-llm-integrations/request-timeouts)
### Using Gateway Configs Here's a guide to [use the config object in your request](https://portkey.ai/docs/api-reference/config-object).
## Supported SDKs | Language | Supported SDKs | | ----------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Node.js / JS / TS | [Portkey SDK](https://www.npmjs.com/package/portkey-ai)
[OpenAI SDK](https://www.npmjs.com/package/openai)
[LangchainJS](https://www.npmjs.com/package/langchain)
[LlamaIndex.TS](https://www.npmjs.com/package/llamaindex) | | Python | [Portkey SDK](https://pypi.org/project/portkey-ai/)
[OpenAI SDK](https://portkey.ai/docs/welcome/integration-guides/openai)
[Langchain](https://portkey.ai/docs/welcome/integration-guides/langchain-python)
[LlamaIndex](https://portkey.ai/docs/welcome/integration-guides/llama-index-python) | | Go | [go-openai](https://github.com/sashabaranov/go-openai) | | Java | [openai-java](https://github.com/TheoKanning/openai-java) | | Rust | [async-openai](https://docs.rs/async-openai/latest/async_openai/) | | Ruby | [ruby-openai](https://github.com/alexrudall/ruby-openai) |
## Deploying the AI Gateway [See docs](docs/installation-deployments.md) on installing the AI Gateway locally or deploying it on popular locations. - Deploy to [Cloudflare Workers](https://github.com/Portkey-AI/gateway/blob/main/docs/installation-deployments.md#deploy-to-cloudflare-workers) - Deploy using [Docker](https://github.com/Portkey-AI/gateway/blob/main/docs/installation-deployments.md#deploy-using-docker) - Deploy using [Docker Compose](https://github.com/Portkey-AI/gateway/blob/main/docs/installation-deployments.md#deploy-using-docker-compose) - Deploy to [Zeabur](https://github.com/Portkey-AI/gateway/blob/main/docs/installation-deployments.md#deploy-to-zeabur) - Run a [Node.js server](https://github.com/Portkey-AI/gateway/blob/main/docs/installation-deployments.md#run-a-nodejs-server)
## Gateway Enterprise Version Make your AI app more reliable and forward compatible, while ensuring complete data security and privacy. ✅  Secure Key Management - for role-based access control and tracking
✅  Simple & Semantic Caching - to serve repeat queries faster & save costs
✅  Access Control & Inbound Rules - to control which IPs and Geos can connect to your deployments
✅  PII Redaction - to automatically remove sensitive data from your requests to prevent indavertent exposure
✅  SOC2, ISO, HIPAA, GDPR Compliances - for best security practices
✅  Professional Support - along with feature prioritization
[Schedule a call to discuss enterprise deployments](https://calendly.com/rohit-portkey/noam)
## Contributing The easiest way to contribute is to pick any issue with the `good first issue` tag 💪. Read the Contributing guidelines [here](/CONTRIBUTING.md). Bug Report? [File here](https://github.com/Portkey-AI/gateway/issues) | Feature Request? [File here](https://github.com/Portkey-AI/gateway/issues)
## Community Join our growing community around the world, for help, ideas, and discussions on AI. - View our official [Blog](https://portkey.ai/blog) - Chat with us on [Discord](https://portkey.ai/community) - Follow us on [Twitter](https://twitter.com/PortkeyAI) - Connect with us on [LinkedIn](https://www.linkedin.com/company/portkey-ai/) ![Rubeus Social Share (4)](https://github.com/Portkey-AI/gateway/assets/971978/89d6f0af-a95d-4402-b451-14764c40d03f)