TorchTransformers-CV-SFT

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@@ -1,16 +1,63 @@
 ---
-title: TorchTransformers Diffusion CV SFT
-emoji: ⚡
 colorFrom: yellow
 colorTo: indigo
 sdk: streamlit
-sdk_version: 1.43.2
 app_file: app.py
 pinned: false
 license: mit
-short_description: Torch Transformers Diffusion SFT f. Streamlit & C. Vision
 ---
 # TorchTransformers Diffusion CV SFT Titans 🚀
 A Streamlit app blending `torch`, `transformers`, and `diffusers` for vision and NLP fun! Snap PDFs 📄, turn them into double-page spreads 🖼️, extract text with GPT 🤖, and craft emoji-packed Markdown outlines 📝—all with a witty UI and CPU-friendly SFT.
@@ -64,40 +111,6 @@ Run: `pip install -r requirements.txt`, `streamlit run app.py`. Snap, process, s
 - 🖼️ **Image Process**: OCR images with GPT vision.
 - 📚 **MD Gallery**: Summarize Markdown files into emoji outlines.
-## Tutorial: Single to Double Page Emoji Outlines
-### Single Page Outline: Key Functions in `app.py`
-| **Function**               | **Purpose** 🎯                              | **How It Works** 🛠️                              | **Emoji Insight** 😎          |
-|----------------------------|---------------------------------------------|--------------------------------------------------|-------------------------------|
-| `generate_filename`        | Unique file names 📅                       | Adds timestamp to sequence                       | 🕰️ Time’s your file buddy!   |
-| `pdf_url_to_filename`      | Safe PDF names 🖋️                         | Cleans URLs to underscores                       | 🚫 No URL mess!              |
-| `get_download_link`        | Downloadable files ⬇️                      | Base64-encodes for HTML links                    | 📦 Grab it, go!              |
-| `download_pdf`             | Web PDF snatcher 🌐                        | Fetches PDFs with `requests`                     | 📚 PDF pirate ahoy!          |
-| `process_pdf_snapshot`     | PDF to images 🖼️                          | Async snapshots (single/double/all) with `fitz`  | 📸 Double-page dazzle!       |
-| `process_ocr`              | Image text extractor 🔍                    | Async GOT-OCR2_0 with `transformers`             | 👀 Text ninja strikes!       |
-| `process_image_gen`        | Prompt to image 🎨                         | Async Stable Diffusion with `diffusers`          | 🖌️ Art from words—bam!       |
-| `process_image_with_prompt`| GPT image analysis 🤖                      | Base64 to GPT vision                             | 🧠 GPT sees all!             |
-| `process_text_with_prompt` | GPT text summarizer ✍️                    | Text to GPT for outlining                        | 📝 Summarize like a pro!     |
-| `update_gallery`           | File showcase 🖼️📖                        | Sidebar display with delete options             | 🌟 Your creations shine!     |
-### Double Page Outline: Libraries in `requirements.txt`
-| **Library**   | **Single Page Purpose** 🎯                | **Double Page Usage** 🛠️                           | **Emoji Insight** 😎          |
-|---------------|-------------------------------------------|----------------------------------------------------|-------------------------------|
-| `streamlit`   | App UI 🌐                                 | Tabs like “PDF Process 📄” and “MD Gallery 📚”     | 🎬 App star—lights, action!   |
-| `pandas`      | Data crunching 📈                         | Ready for OCR/metadata tables                     | 📊 Table tamer awaits!        |
-| `torch`       | ML engine 🔥                              | Powers `transformers` and `diffusers`              | 🔥 AI’s fiery heart!          |
-| `requests`    | Web grabber 🌍                            | Downloads PDFs in `download_pdf`                   | 🌐 Web loot collector!        |
-| `aiofiles`    | Fast file ops ⚡                           | Async writes in `process_ocr`                      | ✈️ File speed demon!          |
-| `pillow`      | Image magic 🖌️                           | PDF to image in `process_pdf_snapshot`             | 🖼️ Pixel Picasso!            |
-| `PyMuPDF`     | PDF handler 📜                            | Snapshots in `process_pdf_snapshot`                | 📜 PDF scroll master!         |
-| `transformers`| AI models 🗣️                             | GOT-OCR2_0 in `process_ocr`                        | 🤖 Brain in a box!            |
-| `diffusers`   | Image gen 🎨                              | Stable Diffusion in `process_image_gen`            | 🎨 Art generator supreme!     |
-| `openai`      | GPT vision/text 🤖                        | Image/text processing in GPT functions             | 🌌 All-seeing AI oracle!      |
-| `glob2`       | File finder 🔍                            | Gallery files in `update_gallery`                  | 🕵️ File sleuth!              |
-| `pytz`        | Time zones ⏰                             | Timestamps in `generate_filename`                  | ⏳ Time wizard!               |
 ## Automation Instructions: Witty & Funny Steps 😂
 1. **Load PDFs** 📚
@@ -169,4 +182,4 @@ Run: pip install -r requirements.txt, streamlit run app.py. Snap, process, outli
 - View it in a Markdown renderer (e.g., GitHub, VS Code) to see tables and Mermaid diagram rendered.
 - Follow the automation steps to process PDFs and generate outlines—perfect for learners exploring AI vision and text summarization!
-This README now serves as both a project overview and a tutorial, making it a fun, educational asset for all! 🚀

 ---
+title: 🧠Torch 📚Transformers 🖼️Diffusion CV 🧠SFT
+emoji: 🧠📚
 colorFrom: yellow
 colorTo: indigo
 sdk: streamlit
+sdk_version: 1.44.1
 app_file: app.py
 pinned: false
 license: mit
+short_description: 📷Torch 📚Transformers 🖼️Diffusion CV 🧠SFT
 ---
+# Features:
+1. Camera Snap 📷
+2. Test OCR 🔍
+3. MD Gallery 📚
+4. Download PDFs 📥
+5. Build Titan 🌱
+6. Test Image Gen 🎨
+7. PDF Process 📄
+8. Image Process 🖼️
+9. Character Editor 🧑‍🎨
+10. Character Gallery 🖼️
+## Tutorial: Single to Double Page Emoji Outlines
+### Single Page Outline: Key Functions in `app.py`
+| **Function**               | **Purpose** 🎯                              | **How It Works** 🛠️                              | **Emoji Insight** 😎          |
+|----------------------------|---------------------------------------------|--------------------------------------------------|-------------------------------|
+| `generate_filename`        | Unique file names 📅                       | Adds timestamp to sequence                       | 🕰️ Time’s your file buddy!   |
+| `pdf_url_to_filename`      | Safe PDF names 🖋️                         | Cleans URLs to underscores                       | 🚫 No URL mess!              |
+| `get_download_link`        | Downloadable files ⬇️                      | Base64-encodes for HTML links                    | 📦 Grab it, go!              |
+| `download_pdf`             | Web PDF snatcher 🌐                        | Fetches PDFs with `requests`                     | 📚 PDF pirate ahoy!          |
+| `process_pdf_snapshot`     | PDF to images 🖼️                          | Async snapshots (single/double/all) with `fitz`  | 📸 Double-page dazzle!       |
+| `process_ocr`              | Image text extractor 🔍                    | Async GOT-OCR2_0 with `transformers`             | 👀 Text ninja strikes!       |
+| `process_image_gen`        | Prompt to image 🎨                         | Async Stable Diffusion with `diffusers`          | 🖌️ Art from words—bam!       |
+| `process_image_with_prompt`| GPT image analysis 🤖                      | Base64 to GPT vision                             | 🧠 GPT sees all!             |
+| `process_text_with_prompt` | GPT text summarizer ✍️                    | Text to GPT for outlining                        | 📝 Summarize like a pro!     |
+| `update_gallery`           | File showcase 🖼️📖                        | Sidebar display with delete options             | 🌟 Your creations shine!     |
+### Double Page Outline: Libraries in `requirements.txt`
+| **Library**   | **Single Page Purpose** 🎯                | **Double Page Usage** 🛠️                           | **Emoji Insight** 😎          |
+|---------------|-------------------------------------------|----------------------------------------------------|-------------------------------|
+| `streamlit`   | App UI 🌐                                 | Tabs like “PDF Process 📄” and “MD Gallery 📚”     | 🎬 App star—lights, action!   |
+| `pandas`      | Data crunching 📈                         | Ready for OCR/metadata tables                     | 📊 Table tamer awaits!        |
+| `torch`       | ML engine 🔥                              | Powers `transformers` and `diffusers`              | 🔥 AI’s fiery heart!          |
+| `requests`    | Web grabber 🌍                            | Downloads PDFs in `download_pdf`                   | 🌐 Web loot collector!        |
+| `aiofiles`    | Fast file ops ⚡                           | Async writes in `process_ocr`                      | ✈️ File speed demon!          |
+| `pillow`      | Image magic 🖌️                           | PDF to image in `process_pdf_snapshot`             | 🖼️ Pixel Picasso!            |
+| `PyMuPDF`     | PDF handler 📜                            | Snapshots in `process_pdf_snapshot`                | 📜 PDF scroll master!         |
+| `transformers`| AI models 🗣️                             | GOT-OCR2_0 in `process_ocr`                        | 🤖 Brain in a box!            |
+| `diffusers`   | Image gen 🎨                              | Stable Diffusion in `process_image_gen`            | 🎨 Art generator supreme!     |
+| `openai`      | GPT vision/text 🤖                        | Image/text processing in GPT functions             | 🌌 All-seeing AI oracle!      |
+| `glob2`       | File finder 🔍                            | Gallery files in `update_gallery`                  | 🕵️ File sleuth!              |
+| `pytz`        | Time zones ⏰                             | Timestamps in `generate_filename`                  | ⏳ Time wizard!               |
 # TorchTransformers Diffusion CV SFT Titans 🚀
 A Streamlit app blending `torch`, `transformers`, and `diffusers` for vision and NLP fun! Snap PDFs 📄, turn them into double-page spreads 🖼️, extract text with GPT 🤖, and craft emoji-packed Markdown outlines 📝—all with a witty UI and CPU-friendly SFT.
 - 🖼️ **Image Process**: OCR images with GPT vision.
 - 📚 **MD Gallery**: Summarize Markdown files into emoji outlines.
 ## Automation Instructions: Witty & Funny Steps 😂
 1. **Load PDFs** 📚
 - View it in a Markdown renderer (e.g., GitHub, VS Code) to see tables and Mermaid diagram rendered.
 - Follow the automation steps to process PDFs and generate outlines—perfect for learners exploring AI vision and text summarization!
+This README now serves as both a project overview and a tutorial, making it a fun, educational asset for all! 🚀