WISP

TECHNOLOGIES

AI/MLIn Progress

ForgeLM

ForgeLM is a comprehensive platform that streamlines the deployment and management of large language models. It provides developers with a simple interface to deploy, scale, and monitor LLMs across different cloud providers. The platform handles infrastructure provisioning, model optimization, and automatic scaling based on demand.

ForgeLM

2024
Year
6 months
Duration
4
Team Size
8
Technologies

Technologies Used

A comprehensive stack of modern technologies powering this project

DockerKubernetesFastAPIHugging Face TransformersAWSTypeScriptTerraformPrometheus

Challenges

  • Complex infrastructure management

  • Model optimization for different hardware

  • Cost optimization for cloud resources

  • Ensuring high availability and reliability

Solutions

  • Created infrastructure-as-code templates

  • Implemented automatic model quantization

  • Built intelligent resource allocation algorithms

  • Designed fault-tolerant architecture with auto-recovery

Results & Impact

Measurable outcomes and achievements from this project

90% reduction in deployment time

60% cost savings through optimization

99.9% uptime achieved

Support for 50+ different model architectures

Project Journey

A detailed timeline of the ForgeLM development process, showcasing challenges, solutions, and milestones.

Phase 1

Infrastructure Analysis

Analyzed cloud providers and containerization strategies

1 month
2024-06-01

Challenges

  • Multi-cloud compatibility
  • Resource optimization

Solutions

  • Created provider abstraction layer
  • Implemented cost analysis tools

Technologies Used

TerraformAWSGCPAzure
Phase 2

Core Platform Development

Built the main deployment and management platform

3 months
2024-07-01

Challenges

  • Kubernetes complexity
  • Model loading optimization

Solutions

  • Created custom operators
  • Implemented model caching

Technologies Used

KubernetesFastAPIDockerTypeScript
Phase 3

Performance Testing & Integration

Comprehensive testing and third-party integrations

2 months
2024-10-01

Challenges

  • Load testing
  • Integration complexity

Solutions

  • Automated testing pipeline
  • API standardization

Technologies Used

JestPrometheusGrafana

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