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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:LMCache LMCache P2P KV Cache Sharing
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Trailofbits Fickling PyTorch Payload Injection
Principles
- Principle:Tensorflow Serving Bundle Factory Configuration
- Principle:Confident ai Deepeval PydanticAI Instrumentation
- Principle:Openai CLIP Contrastive Similarity Prediction
- Principle:Langchain ai Langgraph Graph Execution
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:Mlflow Mlflow GenAI Evaluation Execution
- Principle:Promptfoo Promptfoo Build And Packaging
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:Avhz RustQuant Bond Pricing
- Principle:Huggingface Datasets Download Management
Implementations
- Implementation:FlowiseAI Flowise AsyncDropdown
- Implementation:Ucbepic Docetl ExperimentSimpleAgent
- Implementation:Vibrantlabsai Ragas LiteLLM
- Implementation:Facebookresearch Audiocraft Checkpoint Manipulation
- Implementation:Shiyu coder Kronos CustomFinetuneConfig Init
- Implementation:FMInference FlexLLMGen DeepSpeed Replace Module
- Implementation:Vllm project Vllm Pip Install Vllm
- Implementation:Openai Openai python Completion Choice Model
- Implementation:Facebookresearch Habitat lab Hitl main
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Activation Bias
Heuristics
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
Environments
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Vllm project Vllm GitHub
- Environment:Openai Whisper PyTorch CUDA
- Environment:Interpretml Interpret Python Core Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment