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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:Huggingface Datasets Format Conversion
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Princeton nlp SimPO SimPO Training
Principles
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:FlagOpen FlagEmbedding Evaluation Model Loading
- Principle:Farama Foundation Gymnasium Vector Episode Statistics
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:Apache Hudi Clustering Commit
- Principle:Farama Foundation Gymnasium Episode Time Limiting
- Principle:Langgenius Dify BrandingConfiguration
- Principle:Isaac sim IsaacGymEnvs Randomization State Initialization
- Principle:Sdv dev SDV Range Constraint
Implementations
- Implementation:Microsoft Onnxruntime TrainingRunner Initialize
- Implementation:Lm sys FastChat Clean Battle Data
- Implementation:Apache Druid CompactionHistoryDialog
- Implementation:Ray project Ray MessagePackSerializer Encode
- Implementation:DevExpress Testcafe TestController TypeDefs
- Implementation:Deepspeedai DeepSpeed Inference Cublas Wrappers
- Implementation:Langgenius Dify URL Validation
- Implementation:Risingwavelabs Risingwave PostgresSchema
- Implementation:Microsoft Onnxruntime TorchCustomFunctionKernelBase
- Implementation:BerriAI Litellm Completion With Fine Tuned Model
Heuristics
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
Environments
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:Intel Ipex llm CPU Finetuning Environment