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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:Hpcaitech ColossalAI RAG Application
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Openclaw Openclaw Docker Deployment
Principles
- Principle:Openclaw Openclaw Channel Registration
- Principle:Langgenius Dify Node Graph Composition
- Principle:CarperAI Trlx RL Data Structures
- Principle:FlowiseAI Flowise Vector Store Provider Configuration
- Principle:ContextualAI HALOs Model Checkpointing
- Principle:InternLM Lmdeploy Multimodal Inference
- Principle:Vespa engine Vespa Subscriber Shutdown
- Principle:SqueezeAILab ETS Policy Model Serving
- Principle:Huggingface Peft Adapter Persistence
- Principle:CarperAI Trlx Prompt Preparation
Implementations
- Implementation:Iamhankai Forest of Thought ToT Task Run
- Implementation:Allenai Open instruct FlatArguments
- Implementation:Treeverse LakeFS Java SDK Model SetupState
- Implementation:Lance format Lance TakeBench
- Implementation:Anthropics Anthropic sdk python Beta Tool Decorator
- Implementation:Google deepmind Dm control Composer Environment For Manipulation
- Implementation:Langgenius Dify FetchAllInspectVars
- Implementation:Vibrantlabsai Ragas AgUI Integration
- Implementation:Microsoft Playwright Validator Primitives
- Implementation:Mlc ai Web llm Package Configuration
Heuristics
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
Environments
- Environment:Ollama Ollama CGo Runtime
- Environment:Unstructured IO Unstructured All Docs
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:CarperAI Trlx Python Accelerate
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention