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<?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>
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