Self-Hosted LLM Deployment Guide

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Complete guide for deploying self-hosted LLMs covering infrastructure setup, model optimization, operations, and TCO analysis.

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Guide me through deploying a self-hosted LLM for production use.

## Model Selection
{{model_options}}

## Infrastructure
{{infrastructure_available}}

## Requirements
- Throughput: {{target_throughput}}
- Latency: {{target_latency}}
- Budget: {{monthly_budget}}

Provide a deployment guide:

**Infrastructure Setup**
- Hardware sizing
- Container orchestration
- Load balancing

**Model Optimization**
- Quantization strategy
- Batching configuration
- Caching layers

**Operations**
- Health monitoring
- Scaling policies
- Update procedures

**Cost Analysis**
- TCO calculation
- Break-even vs API pricing
- Hidden costs to consider

Include Kubernetes manifests and monitoring configs.

Details

Category

Analysis

Use Cases

Self-hosted deploymentInfrastructure planningCost analysis

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