genai.owl

<?xml version="1.0"?>
<rdf:RDF xmlns="http://www.example.com/generative_ai#"
         xml:base="http://www.example.com/generative_ai"
         xmlns:owl="http://www.w3.org/2002/07/owl#"
         xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
         xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#"
         xmlns:xsd="http://www.w3.org/2001/XMLSchema#">

  <owl:Ontology rdf:about="http://www.example.com/generative_ai">
    <rdfs:label>Complete Generative AI Ontology - Extended Version</rdfs:label>
    <rdfs:comment>An extensive ontology that represents all relevant concepts, relationships, and processes in generative AI, including model types, architectures, components, training techniques, tools, deployment methods, and frameworks for research and PoC development.</rdfs:comment>
  </owl:Ontology>

  <!-- 1. Generative Model Types -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/GenerativeModel"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/LLM">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GenerativeModel"/>
    <owl:DatatypeProperty rdf:about="http://www.example.com/generative_ai/architecture">
      <rdfs:range rdf:resource="xsd:string"/>
    </owl:DatatypeProperty>
    <owl:DatatypeProperty rdf:about="http://www.example.com/generative_ai/usesPretrainedWeights">
      <rdfs:range rdf:resource="xsd:boolean"/>
    </owl:DatatypeProperty>
    <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/supportsTokenization">
      <rdfs:range rdf:resource="http://www.example.com/generative_ai/TokenizationMethod"/>
    </owl:ObjectProperty>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/DiffusionModel">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GenerativeModel"/>
    <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/usesNoiseScheduler"/>
    <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/usesUNetArchitecture"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/AutoregressiveModel">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GenerativeModel"/>
    <owl:DatatypeProperty rdf:about="http://www.example.com/generative_ai/sequenceLength">
      <rdfs:range rdf:resource="xsd:int"/>
    </owl:DatatypeProperty>
  </owl:Class>

  <!-- Subclasses for Specific Models -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/GPT">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/LLM"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/BERT">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/LLM"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/VariationalAutoencoder">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GenerativeModel"/>
    <owl:DatatypeProperty rdf:about="http://www.example.com/generative_ai/latentSpaceSize">
      <rdfs:range rdf:resource="xsd:int"/>
    </owl:DatatypeProperty>
    <owl:DatatypeProperty rdf:about="http://www.example.com/generative_ai/reconstructionLoss">
      <rdfs:range rdf:resource="xsd:string"/>
    </owl:DatatypeProperty>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/GAN">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GenerativeModel"/>
    <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/discriminator"/>
    <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/generator"/>
    <owl:DatatypeProperty rdf:about="http://www.example.com/generative_ai/lossFunction">
      <rdfs:range rdf:resource="xsd:string"/>
    </owl:DatatypeProperty>
  </owl:Class>

  <!-- Subclasses of GAN -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/DCGAN">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GAN"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/WGAN">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GAN"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/StyleGAN">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GAN"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/CycleGAN">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/GAN"/>
  </owl:Class>

  <!-- 2. Transformer Architecture Components -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/Transformer"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/AttentionMechanism"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/SelfAttention">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/AttentionMechanism"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/MultiHeadAttention">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/AttentionMechanism"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/PositionalEncoding"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/AbsolutePositionalEncoding">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/PositionalEncoding"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/RelativePositionalEncoding">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/PositionalEncoding"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/NormalizationLayer"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/LayerNormalization">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/NormalizationLayer"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/BatchNormalization">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/NormalizationLayer"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/FeedForwardNetwork"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/ResidualConnection"/>

  <!-- 3. Diffusion Model Components -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/NoiseScheduler"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/LinearScheduler">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/NoiseScheduler"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/NonLinearScheduler">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/NoiseScheduler"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/UNetArchitecture"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/DownsamplingBlock"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/UpsamplingBlock"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/SkipConnection"/>

  <!-- 4. Training Techniques -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/TrainingTechnique"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/SelfSupervisedLearning">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/TrainingTechnique"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/ReinforcementLearning">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/TrainingTechnique"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/RLHF">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/ReinforcementLearning"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/DiffusionTrainingTechnique"/>

  <!-- 5. Fine-Tuning Techniques for LLM and Multimodal -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/FineTuningTechnique"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/LoRA">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/FineTuningTechnique"/>
  </owl:Class>
  
  <owl:Class rdf:about="http://www.example.com/generative_ai/PromptTuning">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/FineTuningTechnique"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/AdapterTuning">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/FineTuningTechnique"/>
  </owl:Class>

  <!-- 6. Retrieval-Augmented Generation (RAG) and Vector Databases -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/RAG"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/VectorDatabase">
    <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/embeddingModel"/>
  </owl:Class>

  <!-- 7. Tools and Frameworks for Development -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/DevelopmentTool"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/Gradio">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/Streamlit">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/Flask">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/HuggingFace">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/Ollama">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/LLaMAFile">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/MAGMA">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/Colab">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/DevelopmentTool"/>
  </owl:Class>

  <!-- 8. Infrastructure Components for Deployment and Training -->
  <owl:Class rdf:about="http://www.example.com/generative_ai/InferenceHardware"/>
  <owl:Class rdf:about="http://www.example.com/generative_ai/GPU">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/InferenceHardware"/>
  </owl:Class>

  <owl:Class rdf:about="http://www.example.com/generative_ai/CPU">
    <rdfs:subClassOf rdf:resource="http://www.example.com/generative_ai/InferenceHardware"/>
  </owl:Class>

  <!-- 9. Relationships -->
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/usesQuantizationMethod"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/trainsWith"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/evaluatesWith"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/appliesEthicalGuideline"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/combinesModality"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/implementsAttentionMechanism"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/hasPositionalEncoding"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/usesOptimizationAlgorithm"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/deploysVia"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/usesDevelopmentTool"/>
  <owl:ObjectProperty rdf:about="http://www.example.com/generative_ai/runsOnHardware"/>

</rdf:RDF>