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Workflows
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Principles
16,832
Implementations
1,245
Heuristics
909
Environments
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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
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Workflows
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Neuml Txtai Semantic Search
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
Principles
- Principle:Unslothai Unsloth OCR Evaluation
- Principle:Zai org CogVideo SAT Model Loading for Inference
- Principle:Ggml org Llama cpp Jinja Template Engine
- Principle:Ggml org Ggml CANN NPU Computation
- Principle:Haotian liu LLaVA Model Loading
- Principle:Protectai Modelscan Unsafe Operator Detection
- Principle:Isaac sim IsaacGymEnvs Hierarchical Reinforcement Learning
- Principle:Kserve Kserve Admission Webhook Processing
- Principle:Shiyu coder Kronos Tokenizer Encoding
- Principle:OWASP Www project top 10 for large language model applications Translation Baseline Preparation
Implementations
- Implementation:Triton inference server Server Tritonserver CLI
- Implementation:OpenHands OpenHands SaaSServerConfig
- Implementation:Alibaba MNN Protobuf API PB H
- Implementation:Hpcaitech ColossalAI CEvalDataset
- Implementation:Protectai Llm guard NoRefusal
- Implementation:Cypress io Cypress Lerna Nx Build
- Implementation:Scikit learn Scikit learn RandomProjection
- Implementation:AUTOMATIC1111 Stable diffusion webui Extension Manager
- Implementation:Farama Foundation Gymnasium Check Env
- Implementation:Ucbepic Docetl Dataset Debate Baseline
Heuristics
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
Environments
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment