ModelForge
Unleash the Power of Custom Language Models
Overview
An end-to-end platform for building, optimizing, and deploying enterprise-grade Large Language Models (LLMs), transforming general-purpose models into highly specialized, production-ready assets.
Key Features
Visual Pipeline Editor
Build, visualize, and manage your entire LLM workflow with an intuitive drag-and-drop interface. Export to YAML for CI/CD integration.
Advanced Knowledge Distillation (KD)
Go beyond simple fine-tuning with multiple KD strategies (e.g., progressive, multi-stage) and techniques (e.g., response-based, feature-based)..
Parameter-Efficient Fine-Tuning (PEFT)
Efficiently adapt models to new tasks with state-of-the-art PEFT methods like QLoRA & LoRA, with granular control over ranks, alpha, and dropout.
Model Optimization & Quantization
Shrink models and accelerate inference with PTQ, QAT, and dynamic quantization. Optimize for INT8, INT4, FP8 & BF16 with hardware-aware tuning.
Human Feedback & Alignment
Align models with human preferences and safety standards using Direct Preference Optimization (DPO) and Reinforcement Learning from Human Feedback (RLHF).
Integrated MLOps
Manage experiments with MLflow/W&B and version models in a centralized registry like Hugging Face Hub or MLflow.
Enterprise-Ready Deployment
Deploy models as containerized services with real-time monitoring and alerting for performance and resource usage.
Technology Stack
Common Use Cases
Solution Gallery
Visual pipeline editor for building complex LLM workflows.