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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:Treeverse LakeFS External Data Import
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Googleapis Python genai Context Caching
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
Principles
- Principle:Facebookresearch Audiocraft Masked Parallel Token Generation
- Principle:Testtimescaling Testtimescaling github io Repository Checkout
- Principle:Lucidrains X transformers Encoder Decoder Training
- Principle:Open compass VLMEvalKit VLM Adapter Pattern
- Principle:Apache Hudi Table Schema Definition
- Principle:Eventual Inc Daft Distributed Scaling Ray
- Principle:Cypress io Cypress Project Configuration
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Interpretml Interpret EBM JSON Deserialization
- Principle:Kserve Kserve InferenceGraph Specification
Implementations
- Implementation:Ollama Ollama Mtmd Whisper Encoder
- Implementation:SeleniumHQ Selenium Closure Array
- Implementation:Alibaba ROLL DPO Get Encode Function
- Implementation:Evidentlyai Evidently Legacy Metric Calculation
- Implementation:Spotify Luigi SparkeyExportTask
- Implementation:Tensorflow Serving Docker Push To Registry
- Implementation:Microsoft DeepSpeedExamples Offload States Demo
- Implementation:Lm sys FastChat Gen Model Answer
- Implementation:Hpcaitech ColossalAI Eval JSON Config
- Implementation:Apache Druid ConsoleEntry
Heuristics
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Getgauge Taiko Browser Launch Flags
Environments
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Ollama Ollama CGo Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Sgl project Sglang CUDA
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies