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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:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Groq Groq python Audio Transcription
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
Principles
- Principle:Bentoml BentoML Model Cleanup
- Principle:OpenHands OpenHands Business Route Mounting
- Principle:Triton inference server Server ORCA Load Reporting
- Principle:Googleapis Python genai Pagination
- Principle:Fastai Fastbook Language Model Data
- Principle:Recommenders team Recommenders ALS Matrix Factorization
- Principle:Huggingface Datatrove Document Filtering Framework
- Principle:FMInference FlexLLMGen Model Replacement Policy
- Principle:Ggml org Llama cpp Multimodal Encoding And Generation
- Principle:Spotify Luigi HPC Batch Execution
Implementations
- Implementation:Ggml org Llama cpp Peg Parser Header
- Implementation:Infiniflow Ragflow LinkDataPipeline Component
- Implementation:Huggingface Trl Get Dataset GRPO
- Implementation:Triton inference server Server Optimal Config Application
- Implementation:Pyro ppl Pyro ProfileHMM
- Implementation:ArroyoSystems Arroyo Kinesis Sink
- Implementation:Hpcaitech ColossalAI ExperienceMaker Base
- Implementation:Langfuse Langfuse Comments Repository
- Implementation:Triton inference server Server GenQaReshapeModels
- Implementation:Ggml org Ggml Opencl backend
Heuristics
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
Environments
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Sgl project Sglang Multimodal
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Intel Ipex llm Portable Environment
- Environment:Bentoml BentoML Triton Inference Server