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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:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Huggingface Datasets Dataset Preprocessing
Principles
- Principle:Langgenius Dify Application Publishing
- Principle:Webdriverio Webdriverio Performance Reporting
- Principle:ArroyoSystems Arroyo Pipeline Submission
- Principle:Volcengine Verl LoRA Configuration
- Principle:Lance format Lance Fragment Rewriting
- Principle:Vllm project Vllm Output Validation
- Principle:Huggingface Datatrove Parquet Data Writing
- Principle:Hpcaitech ColossalAI Continual Pretraining Loop
- Principle:Allenai Open instruct Evaluation Pipeline
- Principle:EvolvingLMMs Lab Lmms eval TUI Command Interface
Implementations
- Implementation:Gretelai Gretel synthetics TensorFlowConfig
- Implementation:Zai org CogVideo MoVQ Decoder3D Dev
- Implementation:Open compass VLMEvalKit Phi4Multimodal
- Implementation:Apache Paimon ConfigOptions
- Implementation:Facebookresearch Audiocraft NormConv
- Implementation:NVIDIA TransformerEngine PyTorch Permutation
- Implementation:OpenGVLab InternVL ScienceQA Inference
- Implementation:LMCache LMCache Redis Adapter
- Implementation:Ggml org Llama cpp Diffusion CLI
- Implementation:Open compass VLMEvalKit Ross
Heuristics
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
Environments
- Environment:Openai Evals OpenAI API Configuration
- Environment:Kserve Kserve GPU Accelerator
- Environment:Ucbepic Docetl Python Runtime
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment