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InferiaLLM: distributed inference, filtration, and compute orchestration platform

Project description

InferiaLLM CLI

The Operating System for LLMs in Production

LicensePythonStatusPRs Welcome

InferiaLLM provides a unified CLI to manage the platform's control plane, initialize infrastructure, and orchestrate gateways (Orchestration, Inference, and Filtration).


Installation

pip install inferiallm

Quick Start

InferiaLLM requires a .env file in your current working directory to configure connections to PostgreSQL and Redis.

# 1. Initialize your environment
# Create a .env file with your DATABASE_URL and Redis settings
cp .env.sample .env

# 2. Bootstrap the platform
# This creates the database, roles, and applying schemas
inferiallm init

# 3. Launch all services
# Starts Orchestration, Inference, and Filtration gateways in a single process
inferiallm api-start

Configuration

The CLI manages configuration through environment variables. The most critical settings are:

1. Database & Security

Variable Description Default
DATABASE_URL Primary database connection string postgresql://inferia:inferia@localhost:5432/inferia
PG_ADMIN_USER Postgres admin user (required for init) postgres
PG_ADMIN_PASSWORD Postgres admin password (required for init) -
JWT_SECRET_KEY Secret for signing access tokens -
INTERNAL_API_KEY Secret for service-to-service auth -
SECRET_ENCRYPTION_KEY 32-byte base64 key for encrypting credentials -

2. Provider Specifics (Optional)

Required for provisioning compute from external providers:

  • AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY, AWS_REGION
  • AKASH_MNEMONIC
  • NOSANA_WALLET_PRIVATE_KEY

CLI Reference

inferiallm init

Bootstraps the unified database environment. Output:

[inferia:init] Connecting as admin to bootstrap inferia
[inferia:init] Creating role: inferia
[inferia:init] Creating database: inferia
[inferia:init] Applying schema: global_schema
[inferia:init] Bootstrap complete

inferiallm api-start

Starts all InferiaLLM gateways (Orchestration, Inference, Filtration) and the Dashboard in one command.

inferiallm orchestration-gateway

Starts the Orchestration Gateway standalone (manages compute and routing).

inferiallm inference-gateway

Starts the Inference Gateway standalone (handles data-plane ingress).

inferiallm filtration-gateway

Starts the Filtration Gateway standalone (enforces RBAC, quotas, and guardrails).


Core Capabilities

  • Unified Control Plane: Orchestrate LLMs across heterogeneous compute (K8s, DePIN, VPS).
  • Policy Enforcement: Centralized RBAC, safety guardrails, and budget controls.
  • Execution Boundary: Authority-based routing between applications and infrastructure.

For full documentation, architecture diagrams, and deployment guides, visit the main repository.

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