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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:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Apache Paimon Table Read Write
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Wandb Weave Evaluation Pipeline
Principles
- Principle:LMCache LMCache KV Cache Retrieval
- Principle:Ggml org Ggml Model Quantization
- Principle:LLMBook zh LLMBook zh github io Privacy Filtering
- Principle:Huggingface Datasets Arrow Dataset Building
- Principle:Groq Groq python Speech Request Configuration
- Principle:Dagster io Dagster Dbt Asset Translation
- Principle:Huggingface Transformers Distributed Process Initialization
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Hpcaitech ColossalAI GRPO Reward Configuration
- Principle:Langgenius Dify Web App Sharing
Implementations
- Implementation:Infiniflow Ragflow MetadataManageModalColumn Component
- Implementation:Open compass VLMEvalKit MathCanvas Utils
- Implementation:EvolvingLMMs Lab Lmms eval WildVision Bench Evaluation Utils
- Implementation:LMCache LMCache LMCBlender Blend
- Implementation:Lm sys FastChat OpenAI API Server
- Implementation:Risingwavelabs Risingwave BinlogOffsetContext
- Implementation:Datajuicer Data juicer AudioDurationFilter
- Implementation:DevExpress Testcafe TestRunTracker
- Implementation:Pyro ppl Pyro Poutine Handlers
- Implementation:Intel Ipex llm AutoModelForCausalLM From Pretrained DPO
Heuristics
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
Environments
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Obss Sahi Python Pycocotools
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Bigscience workshop Petals Python Transformers
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:NVIDIA DALI TensorFlow Environment