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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:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Predibase Lorax Server Deployment
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
Principles
- Principle:CrewAIInc CrewAI Flow Execution And Visualization
- Principle:Teamcapybara Capybara Browser Specialization
- Principle:Webdriverio Webdriverio W3C WebDriver Bidi Specification
- Principle:Spotify Luigi Worker Scheduler Communication
- Principle:Huggingface Trl DPO Training
- Principle:Lance format Lance Tag Management
- Principle:Sdv dev SDV Metadata Detection
- Principle:Pola rs Polars Streaming Query Building
- Principle:Truera Trulens Feedback Result Retrieval
- Principle:Tensorflow Serving TFLite Serving
Implementations
- Implementation:InternLM Lmdeploy Gemm Measurer
- Implementation:Microsoft LoRA Custom JS Version Selector
- Implementation:Sgl project Sglang GPU Trace To Graph
- Implementation:Apache Kafka CoordinatorRuntime ScheduleWriteOperation
- Implementation:Mage ai Mage ai Write State
- Implementation:Puppeteer Puppeteer Browsers Launch
- Implementation:Ggml org Llama cpp Perplexity CLI Args
- Implementation:Risingwavelabs Risingwave ChangeEventSourceCoordinator
- Implementation:VainF Torch Pruning Measure Latency
- Implementation:Hpcaitech ColossalAI SafetyBenchZHDataset
Heuristics
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Sgl project Sglang CUDA SM100
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment