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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:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Apache Airflow Core Release Process
- Workflow:Langgenius Dify Plugin Management
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Apache Spark Building and Testing
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Mage ai Mage ai Destination Data Loading
Principles
- Principle:Deepspeedai DeepSpeed Supervised Fine Tuning
- Principle:Langchain ai Langgraph Graph Execution
- Principle:CrewAIInc CrewAI State Persistence
- Principle:Togethercomputer Together python Result Integration
- Principle:Cypress io Cypress Release Verification
- Principle:Openclaw Openclaw Extension Verification
- Principle:Lucidrains X transformers Hybrid Discrete Continuous Tokens
- Principle:CrewAIInc CrewAI Embedding Configuration
- Principle:Marker Inc Korea AutoRAG Strategy Based Module Selection
- Principle:Apache Flink Cross Source Checkpointing
Implementations
- Implementation:Ggml org Llama cpp Llama Sampler Chain Init
- Implementation:Interpretml Interpret Powerlift BicepAzureContainerInstance
- Implementation:EvolvingLMMs Lab Lmms eval Capability Prompt Templates
- Implementation:Dagster io Dagster Sensor Decorator
- Implementation:Huggingface Datatrove RegexFilter
- Implementation:Onnx Onnx Graph Node List
- Implementation:Langfuse Langfuse API Blob Storage Schema
- Implementation:Scikit learn Scikit learn Conftest
- Implementation:Datajuicer Data juicer KeyValueGrouper
- Implementation:Astronomer Astronomer cosmos TrinoCertificateProfileMapping
Heuristics
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
Environments
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Unslothai Unsloth Python Transformers
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment