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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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|---|---|---|
| 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:Vespa engine Vespa Document indexing pipeline
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Apache Flink File Source Pipeline
- Workflow:Haifengl Smile Nearest Neighbor Search
Principles
- Principle:Huggingface Datasets Streaming Output Format
- Principle:LLMBook zh LLMBook zh github io Mixture of Experts Routing
- Principle:Run llama Llama index Training Data Validation
- Principle:Vespa engine Vespa Cloud Deployment Context
- Principle:CarperAI Trlx Evaluation Metrics Design
- Principle:EvolvingLMMs Lab Lmms eval Registry Registration
- Principle:NVIDIA DALI TensorFlow Training Integration
- Principle:Huggingface Datasets Nifti Feature Handling
- Principle:AUTOMATIC1111 Stable diffusion webui File And Path Utility Functions
- Principle:Heibaiying BigData Notes Kafka Offset Management
Implementations
- Implementation:SeleniumHQ Selenium Closure Testing MockClock
- Implementation:Microsoft Onnxruntime CPU BroadcastGradArgs
- Implementation:Apache Paimon OptionsUtils
- Implementation:InternLM Lmdeploy Barrier
- Implementation:Haosulab ManiSkill RoboCasaHandles
- Implementation:Langgenius Dify SendChatMessage
- Implementation:Trailofbits Fickling Activate Safe ML Environment
- Implementation:Promptfoo Promptfoo readTests
- Implementation:Huggingface Datatrove BaseMediaWriter
- Implementation:NVIDIA TransformerEngine Comm GEMM Overlap API
Heuristics
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
Environments
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Bigscience workshop Petals Python Hivemind