Main Page: Difference between revisions
Random page shuffling with NOCACHE |
Remove __NOCACHE__ text, use PHP hook instead |
||
| Line 54: | Line 54: | ||
== Explore Pages == | == Explore Pages == | ||
=== Workflows === | === Workflows === | ||
Revision as of 14:32, 22 February 2026
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent with the Leeroopedia MCP setup guide. Let it search docs, build plans, verify code, and diagnose failures on your behalf.
Go end-to-end. Leeroopedia gives your agent the knowledge. Kapso gives it the ability to act on it: research, experiment, and deploy.
Browse by Category
| 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:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Openai Openai node Function Calling
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Openai Openai node Audio Processing
Principles
- Principle:Intel Ipex llm Pipeline Parallel Init
- Principle:Ggml org Llama cpp Terminal IO
- Principle:Googleapis Python genai File Upload
- Principle:Huggingface Transformers Adapter Injection
- Principle:Mlc ai Mlc llm Preemption Recovery
- Principle:NVIDIA DALI Image Decoding
- Principle:Anthropics Anthropic sdk python API Request Execution
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:Huggingface Datasets Language Code Registry
- Principle:Deepspeedai DeepSpeed AutoTP Configuration
Implementations
- Implementation:CarperAI Trlx Trlx Train SFT
- Implementation:Risingwavelabs Risingwave Dashboard Package Lock
- Implementation:Langfuse Langfuse NormalizeInputOutput
- Implementation:Openai Openai node Node CJS Lockfile
- Implementation:Getgauge Taiko ListItemWrapper
- Implementation:NVIDIA DALI DALIClassificationIterator
- Implementation:Huggingface Transformers Benchmark V1 Runner
- Implementation:Kornia Kornia SSIM3D Metric
- Implementation:Online ml River FeatureExtraction Agg
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Rerank
Heuristics
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
Environments
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Apache Spark JDK Build Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Apache Dolphinscheduler Java Runtime