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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Predibase Lorax Single LoRA Inference
Principles
- Principle:Mit han lab Llm awq W8A8 Vision Encoder Quantization
- Principle:Triton inference server Server Classification Postprocessing
- Principle:Predibase Lorax Inference Request Construction
- Principle:InternLM Lmdeploy SmoothQuant Quantization
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Isaac sim IsaacGymEnvs Task Registration
- Principle:FlowiseAI Flowise Dynamic Form Input
- Principle:Pyro ppl Pyro Causal Effect Estimation
- Principle:Pyro ppl Pyro Custom Distribution Framework
- Principle:Microsoft Onnxruntime TensorBoard Monitoring
Implementations
- Implementation:Sgl project Sglang Marlin MoE WNA16 Template
- Implementation:Predibase Lorax Prepare Chat Input
- Implementation:NVIDIA TransformerEngine TELlamaDecoderLayer
- Implementation:LMCache LMCache LMCacheControllerManager Init
- Implementation:Mlc ai Mlc llm Config Base
- Implementation:Microsoft DeepSpeedExamples Add Argument CIFAR
- Implementation:Onnx Onnx Model Subgraph Extractor
- Implementation:Alibaba MNN FlatBuffers IDL Gen Text
- Implementation:Openai Openai python Fine Tuning Job Cancelled Webhook
- Implementation:Predibase Lorax GPTQ Quant Linear
Heuristics
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
Environments
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:BerriAI Litellm Python Runtime