Update README.md

README.md

@@ -27,6 +27,106 @@ Detail Graph: https://github.com/AaronCWacker/Yggdrasil/blob/main/Mermaid/Multim
 
 5. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/CfbenG3-7zxOxmuc5hRvJ.png)
 
+
+
+
+# AI Pipeline Architecture Models for Multimodal Model Space Workflows
+
+Zero GPU and GPU Spaces of note:
+
+1. https://huggingface.co/spaces/awacke1/midi-composer
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/n-PkaPq3PIkhWoca7S8cY.png)
+
+2. https://huggingface.co/spaces/awacke1/OpenDalleV1.1-GPU-Demo
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/JXQp7Zms-cNEc7zsSnuN-.png)
+
+3. https://huggingface.co/spaces/awacke1/AudioFileGenerationWithSDAudio
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/5Jzmziz_KCRBMEGrVJ22g.png)
+
+4. https://huggingface.co/spaces/multimodalart/stable-video-diffusion
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/0xNstTp_AtGYNJaJRlHg1.png)
+
+5. https://huggingface.co/spaces/mukaist/Midjourney
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/SFnE05CGFi7SYtLwTLit3.png)
+
+6. https://huggingface.co/spaces/multimodalart/stable-cascade
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/S2atWZqgj6xnG6c8N8MWZ.png)
+
+7. https://huggingface.co/spaces/stabilityai/stable-diffusion-3-medium
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/FHPref69BgJmNxPO7uxT-.png)
+
+8. https://huggingface.co/spaces/ehristoforu/dalle-3-xl-lora-v2
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/RLuL7SuQmVv53DisDCkXx.png)
+
+9. https://huggingface.co/spaces/stabilityai/stable-diffusion-3.5-large
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/xjUKEsH6jcdMA3yGMfTI8.png)
+
+10. https://huggingface.co/spaces/TencentARC/InstantMesh
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/8mH5XFoIOXjw4n4XhlXVb.png)
+
+11. https://huggingface.co/spaces/playgroundai/playground-v2.5
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/YHIj0Ts14Gt1iSmAQicrw.png)
+
+12. https://huggingface.co/spaces/jasperai/Flux.1-dev-Controlnet-Upscaler
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/kU6f8n_gpYsSOjxpq5XbV.png)
+
+13. https://huggingface.co/spaces/akhaliq/anychat
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/IOpK_ueGakzkF9knGg3es.png)
+
+
+
+ 
+15. https://huggingface.co/spaces/awacke1/stable-video-diffusion
+16. https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
+17. https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
+18. https://huggingface.co/spaces/awacke1/AnthropicClaude3.5Sonnet-ACW
+19. https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook
+20. https://huggingface.co/spaces/awacke1/AIKnowledgeTreeBuilder
+21. https://huggingface.co/spaces/awacke1/RescuerOfStolenBikes
+22. https://huggingface.co/spaces/awacke1/PDF-text-to-speech-Per-Page
+23. https://huggingface.co/spaces/awacke1/AzureCosmosDBUI
+24. https://huggingface.co/spaces/awacke1/MSGraphAPI
+25. https://huggingface.co/spaces/awacke1/RealTimeAsyncASR
+26. https://huggingface.co/spaces/awacke1/whisper-web
+27. https://huggingface.co/spaces/awacke1/MarkdownMagicEditor.md
+28. https://huggingface.co/spaces/awacke1/EZ-Voice-Clone-From-Long-Text
+29. https://huggingface.co/spaces/awacke1/Edge-TTS-Text-to-Speech
+30. https://huggingface.co/spaces/awacke1/StreamlitDotEdgeGraphViz-Images-SVG (Image button and rounded buttons)
+31. https://huggingface.co/spaces/awacke1/DynamicMapCreator2
+32. https://huggingface.co/spaces/awacke1/RealTimeAsyncASR
+33. https://huggingface.co/spaces/awacke1/realtime-whisper-webgpu
+34. https://huggingface.co/collections/Xenova/transformersjs-demos-64f9c4f49c099d93dbc611df
+35. https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
+36. https://huggingface.co/spaces/awacke1/AutoMLUsingStreamlit-Plotly   (CSV to Plotly Graph Objects)
+37. https://huggingface.co/spaces/awacke1/Multiplayer-Eval-App-Upvote
+38. https://huggingface.co/spaces/awacke1/AI-MovieMaker-Comedy
+39. https://huggingface.co/spaces/awacke1/Multiplayer-Image-Evaluate-Upvote
+40. https://huggingface.co/spaces/awacke1/Multiplayer-USMLE-Story-Voting-Evals
+41. https://huggingface.co/spaces/awacke1/Multiplayer-RLHF-Evals
+42. https://huggingface.co/spaces/awacke1/RLHF.Reinforce.Learn.With.Human.Feedback
+43. https://huggingface.co/spaces/awacke1/MultiuserFarmSimulator
+44. https://huggingface.co/spaces/awacke1/SocketIO-Multiplayer-DrawingGame
+45. https://huggingface.co/spaces/awacke1/Multiplayer-Self-Play-Sankey-Simulator
+46. https://huggingface.co/spaces/awacke1/Multiplayer-Action-Battle
+47. https://huggingface.co/spaces/awacke1/Multiplayer-Image-Character-Terrain
+48. https://huggingface.co/spaces/awacke1/MultiplayerMapMovement
+49. https://huggingface.co/spaces/awacke1/MultiplayerDiceGameFromGrok
+50. https://huggingface.co/spaces/awacke1/AaronWackerMusic
+
+
 # Architecture to AI Space
 
 # 🤖 AI Types and Capabilities Classification
@@ -172,102 +272,101 @@ Detail Graph: https://github.com/AaronCWacker/Yggdrasil/blob/main/Mermaid/Multim
 - `RLHF.Reinforce.Learn.With.Human.Feedback`
 
 
+# AI Architecture Synopsis for GPU Spaces:
 
-# AI Pipeline Architecture Models for Multimodal Model Space Workflows
-
-Zero GPU and GPU Spaces of note:
-
-1. https://huggingface.co/spaces/awacke1/midi-composer
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/n-PkaPq3PIkhWoca7S8cY.png)
-
-2. https://huggingface.co/spaces/awacke1/OpenDalleV1.1-GPU-Demo
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/JXQp7Zms-cNEc7zsSnuN-.png)
-
-3. https://huggingface.co/spaces/awacke1/AudioFileGenerationWithSDAudio
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/5Jzmziz_KCRBMEGrVJ22g.png)
-
-4. https://huggingface.co/spaces/multimodalart/stable-video-diffusion
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/0xNstTp_AtGYNJaJRlHg1.png)
-
-5. https://huggingface.co/spaces/mukaist/Midjourney
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/SFnE05CGFi7SYtLwTLit3.png)
-
-6. https://huggingface.co/spaces/multimodalart/stable-cascade
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/S2atWZqgj6xnG6c8N8MWZ.png)
-
-7. https://huggingface.co/spaces/stabilityai/stable-diffusion-3-medium
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/FHPref69BgJmNxPO7uxT-.png)
-
-8. https://huggingface.co/spaces/ehristoforu/dalle-3-xl-lora-v2
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/RLuL7SuQmVv53DisDCkXx.png)
-
-9. https://huggingface.co/spaces/stabilityai/stable-diffusion-3.5-large
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/xjUKEsH6jcdMA3yGMfTI8.png)
-
-10. https://huggingface.co/spaces/TencentARC/InstantMesh
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/8mH5XFoIOXjw4n4XhlXVb.png)
-
-11. https://huggingface.co/spaces/playgroundai/playground-v2.5
+Below is a grouped synopsis of the provided dataset, highlighting common model families, tasks, and modalities. We’ve identified 10 thematic clusters, collapsed similar entries, and tallied their approximate counts. Each section includes representative examples and a brief summary:
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/YHIj0Ts14Gt1iSmAQicrw.png)
+---
 
-12. https://huggingface.co/spaces/jasperai/Flux.1-dev-Controlnet-Upscaler
+### 1. **Llama-Based Language Models** 🦙📚  
+   - **Count:** ~10+  
+   - **Examples:**  
+     - *Llama 2 7B/13B Chat*, *Llama 3.2V 11B Cot*, *Llava Llama-3 8B*, *Llama-Vision-11B*  
+   - **Note:**  
+     Models derived from or combined with LLaMA, often used for chat, reasoning, and multimodal tasks.
+
+### 2. **FLUX Models & Tools** ⚡🖼  
+   - **Count:** ~30+  
+   - **Examples:**  
+     - *FLUXllama*, *FLUX.1 [dev]*, *FLUX 8Steps LoRA*, *FLUX Prompt Generator*, *FLUX.1 Redux Dev*  
+   - **Note:**  
+     A large ecosystem of FLUX-based image generation tools, LoRAs (Low-Rank Adapters), and control variations, emphasizing fast, high-quality image outputs and model refinements.
+
+### 3. **Stable Diffusion & Derivatives** 🎨🏃  
+   - **Count:** ~20+  
+   - **Examples:**  
+     - *Stable Diffusion 3.5 Large*, *Stable Diffusion 3 Medium*, *Stable Audio Open*, *StableDelight*, *Stable Design*  
+   - **Note:**  
+     Numerous text-to-image and image-to-image tools built on Stable Diffusion technology, including audio and video extensions. Often offer rapid generation and style customization.
+
+### 4. **TTS & Audio Generation/Processing** 🎤🔊  
+   - **Count:** ~25+  
+   - **Examples:**  
+     - *F5-TTS*, *Spanish F5*, *Sound AI SFX*, *Multi Parler-TTS*, *Kokoro TTS*, *Voice Clone*  
+   - **Note:**  
+     Text-to-speech models, voice cloning, audio upscaling, and SFX generation demos. Many support zero-shot voice cloning and multilingual options.
+
+### 5. **Video Generation & Editing** 🎥⚡  
+   - **Count:** ~20+  
+   - **Examples:**  
+     - *Stable Video Diffusion*, *MMAudio — generating synchronized audio from video/text*, *Instant Video*, *Video Background Removal*, *Animagine XL 3.1*  
+   - **Note:**  
+     Tools for creating or editing video content from text prompts, applying style transfers, removing backgrounds, and generating synchronized audio-visual experiences.
+
+### 6. **Image Editing, Inpainting & Upscaling** 🖌️🔍  
+   - **Count:** ~25+  
+   - **Examples:**  
+     - *Diffusers Image Outpaint*, *Background Removal*, *Finegrain Image Enhancer*, *IC Light*, *InstantMesh*, *GiniGen Canvas*, *PhotoMaker V2*  
+   - **Note:**  
+     A broad set of image refinement tools: removing backgrounds, outpainting, upscaling, enhancing clarity, inpainting, and object-specific edits.
+
+### 7. **Document Parsing, OCR & Retrieval** 📄🔎  
+   - **Count:** ~15+  
+   - **Examples:**  
+     - *Document Parser*, *PDF to Markdown*, *OmniParser demo*, *DocLayout YOLO*, *Newborn Article Impact Predict*, *RAG-Chatbot*  
+   - **Note:**  
+     Models dedicated to extracting information from documents, performing OCR, summarizing or querying text, and turning PDFs into searchable or structured formats.
+
+### 8. **Vision-Language & Multimodal Models** 🧩👁  
+   - **Count:** ~30+  
+   - **Examples:**  
+     - *Qwen2-VL-7B*, *Llava Video*, *BLIP2*, *Florence 2*, *OpenGPT 4o*, *MMAudio*, *Paligemma2 Vqav2*  
+   - **Note:**  
+     Models that combine text, images, audio, and sometimes video to answer questions, perform captioning, generate rich content, and handle complex multimodal tasks.
+
+### 9. **3D Generation & Geometry Processing** 🌐🦾  
+   - **Count:** ~15+  
+   - **Examples:**  
+     - *Make It Animatable*, *MeshAnything*, *3D-GRAND*, *Unique3D*, *Shap-E*, *Instant Text-to-3D Mesh Demo*  
+   - **Note:**  
+     Tools for converting images or text into 3D meshes, animating characters, and generating or refining 3D scenes. Often build on diffusion or 3D native generation methods.
+
+### 10. **Developer & Coding Tools** 👨🏻‍💻🔧  
+    - **Count:** ~10+  
+    - **Examples:**  
+      - *OpenCoder 8B Instruct*, *Code Review debug*, *Screenshot to HTML*, *Fake Data Generator (JSONL)*, *Beam Search Visualizer*  
+    - **Note:**  
+      A set of utilities for code generation, debugging, embeddings, dataset creation, and general developer-centric workflows.
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/kU6f8n_gpYsSOjxpq5XbV.png)
+---
 
-13. https://huggingface.co/spaces/akhaliq/anychat
+### Overall Synopsis  
+- **Common Models:**  
+  - **LLaMA-based:** Widely used for language and multimodal capabilities.  
+  - **Stable Diffusion & FLUX:** Predominant for image, audio, and video generation tasks.  
+  - **TTS & Voice Conversion:** Multiple frameworks offering multilingual and zero-shot cloning.
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/IOpK_ueGakzkF9knGg3es.png)
+- **Common Terms:**  
+  - **LoRA (Low-Rank Adaptation), ControlNet, Inpainting, Upscaling:** Frequent technical keywords pointing to image refinements and personalization.  
+  - **RAG (Retrieval Augmented Generation), OCR, Document Parser:** Indicative of text/data extraction and retrieval functionalities.  
+  - **Multimodal, Vision-Language, 3D Generation:** Emphasizes integrating multiple data types (text, image, audio, video, 3D).
 
+- **Common Modalities:**  
+  - **Text-to-Image/Video/Audio** conversions prevalent throughout.  
+  - **Image & Video Editing, Restoration, and Manipulation** capabilities are abundant.  
+  - **Document, OCR, and Data Processing** tasks show a strong presence.
 
 
- 
-15. https://huggingface.co/spaces/awacke1/stable-video-diffusion
-16. https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
-17. https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
-18. https://huggingface.co/spaces/awacke1/AnthropicClaude3.5Sonnet-ACW
-19. https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook
-20. https://huggingface.co/spaces/awacke1/AIKnowledgeTreeBuilder
-21. https://huggingface.co/spaces/awacke1/RescuerOfStolenBikes
-22. https://huggingface.co/spaces/awacke1/PDF-text-to-speech-Per-Page
-23. https://huggingface.co/spaces/awacke1/AzureCosmosDBUI
-24. https://huggingface.co/spaces/awacke1/MSGraphAPI
-25. https://huggingface.co/spaces/awacke1/RealTimeAsyncASR
-26. https://huggingface.co/spaces/awacke1/whisper-web
-27. https://huggingface.co/spaces/awacke1/MarkdownMagicEditor.md
-28. https://huggingface.co/spaces/awacke1/EZ-Voice-Clone-From-Long-Text
-29. https://huggingface.co/spaces/awacke1/Edge-TTS-Text-to-Speech
-30. https://huggingface.co/spaces/awacke1/StreamlitDotEdgeGraphViz-Images-SVG (Image button and rounded buttons)
-31. https://huggingface.co/spaces/awacke1/DynamicMapCreator2
-32. https://huggingface.co/spaces/awacke1/RealTimeAsyncASR
-33. https://huggingface.co/spaces/awacke1/realtime-whisper-webgpu
-34. https://huggingface.co/collections/Xenova/transformersjs-demos-64f9c4f49c099d93dbc611df
-35. https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
-36. https://huggingface.co/spaces/awacke1/AutoMLUsingStreamlit-Plotly   (CSV to Plotly Graph Objects)
-37. https://huggingface.co/spaces/awacke1/Multiplayer-Eval-App-Upvote
-38. https://huggingface.co/spaces/awacke1/AI-MovieMaker-Comedy
-39. https://huggingface.co/spaces/awacke1/Multiplayer-Image-Evaluate-Upvote
-40. https://huggingface.co/spaces/awacke1/Multiplayer-USMLE-Story-Voting-Evals
-41. https://huggingface.co/spaces/awacke1/Multiplayer-RLHF-Evals
-42. https://huggingface.co/spaces/awacke1/RLHF.Reinforce.Learn.With.Human.Feedback
-43. https://huggingface.co/spaces/awacke1/MultiuserFarmSimulator
-44. https://huggingface.co/spaces/awacke1/SocketIO-Multiplayer-DrawingGame
-45. https://huggingface.co/spaces/awacke1/Multiplayer-Self-Play-Sankey-Simulator
-46. https://huggingface.co/spaces/awacke1/Multiplayer-Action-Battle
-47. https://huggingface.co/spaces/awacke1/Multiplayer-Image-Character-Terrain
-48. https://huggingface.co/spaces/awacke1/MultiplayerMapMovement
-49. https://huggingface.co/spaces/awacke1/MultiplayerDiceGameFromGrok
-50. https://huggingface.co/spaces/awacke1/AaronWackerMusic