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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:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Togethercomputer Together python Chat Completion
Principles
- Principle:Online ml River Feature Standardization
- Principle:Openai CLIP Linear Probe Feature Extraction
- Principle:Triton inference server Server Container Compose Build
- Principle:FlagOpen FlagEmbedding Embedding Similarity Computation
- Principle:CrewAIInc CrewAI Flow Class Definition
- Principle:Confident ai Deepeval PydanticAI Instrumentation
- Principle:Open compass VLMEvalKit Video Inference Orchestration
- Principle:Apache Shardingsphere MetaData Context Creation
- Principle:Zai org CogVideo SAT Video Decoding and Export
- Principle:ClickHouse ClickHouse Pull Request Submission
Implementations
- Implementation:Microsoft DeepSpeedExamples SQuAD Baseline Training
- Implementation:LMCache LMCache LMCacheEngine Store
- Implementation:Promptfoo Promptfoo Database Migration
- Implementation:Tensorflow Serving Tfrt Saved Model Factory
- Implementation:Vllm project Vllm LLM Generate Constrained
- Implementation:Openai Openai node Conversations Resource
- Implementation:Sgl project Sglang CPU QKV Projection
- Implementation:Recommenders team Recommenders Conjugate Gradient MS
- Implementation:Ollama Ollama Llama Batch
- Implementation:Unstructured IO Unstructured Example Docs Fixture
Heuristics
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
Environments
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:BerriAI Litellm Python Runtime
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Sgl project Sglang Kubernetes
- Environment:Huggingface Open r1 vLLM Server
- Environment:Apache Hudi Flink Runtime Environment