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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:Snorkel team Snorkel Multitask Classification
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Architecture
- Principle:Huggingface Diffusers Quantized Inference
- Principle:Apache Kafka GPG Prerequisite Verification
- Principle:Apache Kafka JVM Configuration
- Principle:Apache Beam Job Execution
- Principle:Sgl project Sglang HTTP Server Deployment
- Principle:Eventual Inc Daft Distributed Scaling Ray
- Principle:Ggml org Llama cpp Speculation Strategy Selection
- Principle:Unslothai Unsloth RL Model Loading
- Principle:OpenGVLab InternVL Vision Encoder Abstraction
Implementations
- Implementation:Mlc ai Mlc llm Convert weight
- Implementation:Fede1024 Rust rdkafka BaseProducer Send
- Implementation:Kubeflow Kubeflow Model Registry API
- Implementation:Apache Paimon DLFAuthProvider
- Implementation:Apache Paimon SnapshotManager
- Implementation:Haifengl Smile InferenceService Setup
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:ARISE Initiative Robosuite ConeObject
- Implementation:Apache Flink HybridSourceEnumeratorState Snapshot
- Implementation:Apache Shardingsphere DatabaseMetaDataManager Manage
Heuristics
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Protectai Llm guard Token Limit Early Guard
Environments
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Getgauge Taiko Node Runtime
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Datahub project Datahub Docker Runtime