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# Zero GPU Spaces - Best of AI Models Development Using Shared Quota GPU for Inference

https://huggingface.co/spaces/awacke1/ZeroHot

![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/sZ-rkBg44uubP0OahWqkB.png)


# AI Multimodal Media Workflows and Pipelines
Simple Graph: https://github.com/AaronCWacker/Yggdrasil/blob/main/Mermaid/MultimodalAIPipelines.md
Detail Graph: https://github.com/AaronCWacker/Yggdrasil/blob/main/Mermaid/MultimodalPipelinesDetail.md
1. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/evgOk9nBvin9HD_Mp5B5N.png)

2. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/WJ8zcpYPhO_l8LCsrhOU4.png)

3. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/jTRIrWU2C4o3qVtddwpES.png)

4. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/XPW-xeaQRWuJ6Xha0thMI.png)

5. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/CfbenG3-7zxOxmuc5hRvJ.png)

# Architecture to AI Space

# 🤖 AI Types and Capabilities Classification

## 1. Foundation Models & Orchestrators 🎯

### Large Language Models (LLMs) 
- 🧠 **General Purpose**
  - GPT-4 Omni
  - Claude 3.5 Sonnet
- 📚 **Domain-Specific**
  - Medical knowledge models

**_Mapped Spaces:_**
- `GPT-4o-omni-text-audio-image-video`
- `AnthropicClaude3.5Sonnet-ACW`

## 2. Content Generation 🎨

### 2.1 Image Generation
#### Static Images 
- 🖼️ **Text-to-Image**
  - Stable Diffusion 3
  - DALL-E 3
  - Midjourney
- 🔄 **Image-to-Image**
  - ControlNet
  - Stable Cascade

**_Mapped Spaces:_**
- `OpenDalleV1.1-GPU-Demo`
- `stable-cascade`
- `stable-diffusion-3-medium`
- `playgroundai/playground-v2.5`

### 2.2 Video Generation
#### Dynamic Content
- 🎥 **Text-to-Video**
  - Stable Video Diffusion
- 🎬 **Image-to-Video**
  - Video Generation models

**_Mapped Spaces:_**
- `stable-video-diffusion`
- `AI-MovieMaker-Comedy`

### 2.3 Audio Generation
#### Sound Creation
- 🎵 **Music Generation**
  - MusicGen
  - MIDI Composer
- 🗣️ **Text-to-Speech**
  - Edge TTS
- 🎙️ **Voice Cloning**
  - Voice Clone tools

**_Mapped Spaces:_**
- `midi-composer`
- `AudioFileGenerationWithSDAudio`
- `MusicGenStreamFacebook`
- `EZ-Voice-Clone-From-Long-Text`

## 3. Analysis & Understanding 🔍

### 3.1 Text Analysis
#### Document Processing
- 📄 **RAG Systems**
  - Arxiv RAG
- 📚 **Knowledge Extraction**

**_Mapped Spaces:_**
- `Arxiv-Paper-Search-And-QA-RAG-Pattern`
- `AIKnowledgeTreeBuilder`

### 3.2 Speech Processing
#### Audio Analysis
- 🎤 **Speech Recognition**
  - Real-Time ASR
- 📢 **Speech Understanding**

**_Mapped Spaces:_**
- `RealTimeAsyncASR`
- `whisper-web`

## 4. Visualization & Presentation 📊

### 4.1 Data Visualization
#### Chart Generation
- 📈 **AutoML Plotting**
- 🗺️ **Mapping Tools**

**_Mapped Spaces:_**
- `AutoMLUsingStreamlit-Plotly`
- `DynamicMapCreator2`

### 4.2 3D Visualization
#### 3D Content
- 💠 **Mesh Generation**
  - InstantMesh
- 🎮 **Interactive 3D**

**_Mapped Spaces:_**
- `InstantMesh`

## 5. Integration & Composition 🔄

### 5.1 Media Composition
#### Multi-modal Integration
- 🎬 **Video Composition**
- 🔊 **Audio Mixing**

**_Mapped Spaces:_**
- `Jasperai/Flux.1-dev-Controlnet-Upscaler`

### 5.2 Interactive Systems
#### User Interaction
- 👥 **Chat Interfaces**
- 🤝 **Multiplayer Systems**

**_Mapped Spaces:_**
- `anychat`
- `Multiplayer-Eval-App-Upvote`
- `SocketIO-Multiplayer-DrawingGame`

## 6. Specialized Applications 🏥

### 6.1 Healthcare Specific
#### Medical Tools
- 📋 **Training Material Generation**
- 👨‍⚕️ **Patient Communication**

**_Mapped Spaces:_**
- `USMLE-Story-Voting-Evals`
- `PDF-text-to-speech-Per-Page`

### 6.2 Research Tools
#### Scientific Applications
- 📚 **Literature Analysis**
- 🔬 **Data Processing**

**_Mapped Spaces:_**
- `Models-Datasets-Spaces-Search-Hub`
- `RLHF.Reinforce.Learn.With.Human.Feedback`



# 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



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Evolvable In:

Technology and Science:
Software and Systems: In computing, an "evolvable" system or software might refer to those that are designed with future changes in mind, incorporating modularity, scalability, and flexibility. For instance:
Evolvable APIs: Application Programming Interfaces (APIs) that are designed to evolve with changes in technology or user needs without breaking existing integrations.
Evolvable Hardware: Refers to hardware systems where the physical or functional aspects can be altered or improved, often through reconfigurable technology like FPGAs (Field-Programmable Gate Arrays).
Biological and Evolutionary Science: In biology, "evolvable" might describe organisms, traits, or genetic structures that have a high potential for evolutionary change due to variability, plasticity, or other mechanisms that aid in adaptation.
Machine Learning and AI: Here, "evolvable" could describe algorithms or models that can learn and adapt from data over time, improving their performance or changing their behavior based on new inputs or changes in the environment.

Business and Organizational Context:
Business Models: A company might be described as "evolvable" if it has the capability to adapt its business model to new market conditions, technologies, or consumer behaviors without losing its core identity or value proposition.
Organizational Structures: Refers to organizational designs that allow for change, learning, and growth, often through decentralized decision-making or agile methodologies.

Cultural and Philosophical Implications:
Ideas and Culture: Can describe ideas, cultures, or societal structures that are capable of changing, growing, or adapting in response to new knowledge, ethics, or external pressures.