Blueprints

SmartSearch

Interactive interface to ask questions based on documents using RAG

Voice Transcription

Interactive interface for recording audio messages and receiving transcriptions

Multi-Agent Orchestration with LangGraph

Build a system where AI agents work together under a central supervisor

Streaming Large Datasets During a Training Job

Train a model on a large dataset using streaming

RAG Application with LangChain and FlexAI Inference Endpoints

Interactive interface to ask questions based on documents using RAG

Speech-to-Text Application Using FlexAI Inference Endpoints

Interactive interface for recording audio messages and receiving transcriptions

Simple Distributed Data Parallel (DDP) Training Job

Shows that only two flags are needed to start a DDP Training Job

Simple Distributed Data Parallel (DDP) Training Job

Experiment tracking involves systematically recording and managing details of machine learning experiments, such as code, data, configurations, parameters, metrics, and results.

Resuming a Training Job from Checkpoint

This blueprint will continue training from a Checkpoint emitted by the Training Job in the A Simple Training Job on FlexAI blueprint.

Streaming Large Datasets during a Training Job

In some cases you might want to use large datasets that would be too large to download or push to FlexAI and you'd prefer to use that data transfer time more efficiently.

Fine-Tuning a Language Model with LlamaFactory

This blueprint demonstrates how to fine-tune a language model using LlamaFactory on FlexAI.

Fine-tuning Llama3.1 with QLoRA

In this blueprint, we will fine-tune a causal language model using QLoRA and the SFTTrainer from trl.

Fine-Tuning a Text-to-Speech model

The goal of this blueprint is to fine-tune the parler_tts_mini_v0.1 model to create a French version.

Fine-Tuning a Stable Diffusion XL with LoRA

Fine-tune a diffusion model efficiently using LoRA