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Dylan
commited on
Commit
·
98efca2
1
Parent(s):
e82b768
added initial files
Browse files- README.md +105 -1
- poetry.lock +0 -0
- pyproject.toml +23 -0
- requirements.txt +241 -0
README.md
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short_description: App that gives funny descriptions of images
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---
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-
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short_description: App that gives funny descriptions of images
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---
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# Fun Image Caption
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A delightful app that captions your images through the voice of unique characters. Built with Gradio, LangGraph, and Hugging Face models.
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## Description
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This project creates an interactive AI application that captions and describes images in entertaining character voices. It combines modern vision-language models with a user-friendly interface to make image descriptions more engaging and fun.
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## Features
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- Upload any image for captioning
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- Choose from multiple voice personas:
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- Scurvy-ridden pirate
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- Forgetful wizard
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- Sarcastic teenager
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- Two-step LangGraph workflow:
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- Image captioning with vision-language model
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- Creative voice-based description
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- Built on efficient 4-bit quantized models for ZeroGPU environments
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## Useful Poetry Commands
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- Show all installed packages: `poetry show`
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- Show detailed info about a specific package: `poetry show <package>`
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- Show package location and details: `poetry show -v <package>`
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- List virtual environments: `poetry env list`
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- Show current environment info: `poetry env info`
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- Export dependencies to requirements.txt: `uv pip compile pyproject.toml -o requirements.txt`
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## Requirements
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- Python 3.10+
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- Poetry (Python package manager)
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- Git
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- CUDA-compatible GPU
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## Installation
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1. Install Poetry if you haven't already:
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```bash
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curl -sSL https://install.python-poetry.org | python3 -
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```
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2. Clone the repository:
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```bash
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git clone https://github.com/yourusername/fun-image-caption.git
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cd fun-image-caption
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```
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3. Create and activate a new Poetry environment:
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```bash
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poetry env use python3.10
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poetry shell
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```
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4. Install dependencies:
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```bash
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poetry install
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```
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5. Verify installation:
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```bash
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poetry show
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```
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## Key Dependencies
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- accelerate==1.2.1: Framework for efficient model deployment
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- bitsandbytes==0.41.3.post2: Quantization library for model optimization
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- torch==2.4.0: PyTorch for ML operations
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- transformers==4.49.0: Hugging Face transformers library
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- gradio: Web interface framework
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- langgraph: Workflow orchestration for language model pipelines
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- pillow: Python Imaging Library
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## Usage
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1. Run the application:
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```bash
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python app.py
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```
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2. Open your browser and navigate to the provided URL (typically http://127.0.0.1:7860)
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3. Upload an image using the interface
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4. Select a voice persona from the dropdown menu
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5. Click "Generate Description" to see the results
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6. Enjoy your image description in the selected character voice!
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## Models
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The application uses the following models:
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- Image Captioning: google/gemma-3-12b-vision (4-bit quantized)
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- Voice Description: google/gemma-3-12b (4-bit quantized)
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## Author
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[Your name and contact information]
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## License
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[License information to be added]
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poetry.lock
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pyproject.toml
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[project]
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name = "fun-image-caption"
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version = "0.1.0"
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description = "This Gradio app processes images and provides descriptions in different voice personas using a LangGraph workflow."
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authors = [
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{name = "Dylan",email = "[email protected]"}
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]
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readme = "README.md"
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requires-python = "==3.10.13"
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dependencies = [
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"langgraph (>=0.3.18,<0.4.0)",
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"pillow (>=11.1.0,<12.0.0)",
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"gradio (>=5.22.0,<6.0.0)",
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"transformers (==4.49.0)",
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"torch (==2.4.0)",
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"bitsandbytes (~=0.41.3)",
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"accelerate (==1.2.1)",
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]
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[build-system]
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requires = ["poetry-core>=2.0.0,<3.0.0"]
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build-backend = "poetry.core.masonry.api"
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requirements.txt
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# This file was autogenerated by uv via the following command:
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# uv pip compile pyproject.toml -o requirements.txt
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accelerate==1.2.1
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# via fun-image-caption (pyproject.toml)
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aiofiles==23.2.1
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# via gradio
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annotated-types==0.7.0
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# via pydantic
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anyio==4.9.0
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# via
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# gradio
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# httpx
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# starlette
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bitsandbytes==0.41.3.post2
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# via fun-image-caption (pyproject.toml)
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certifi==2025.1.31
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# via
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# httpcore
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# httpx
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# requests
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charset-normalizer==3.4.1
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# via requests
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click==8.1.8
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# via
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# typer
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# uvicorn
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exceptiongroup==1.2.2
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# via anyio
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fastapi==0.115.11
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# via gradio
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ffmpy==0.5.0
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# via gradio
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filelock==3.18.0
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# via
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# huggingface-hub
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# torch
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# transformers
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fsspec==2025.3.0
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# via
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# gradio-client
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# huggingface-hub
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# torch
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gradio==5.22.0
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# via fun-image-caption (pyproject.toml)
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gradio-client==1.8.0
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# via gradio
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groovy==0.1.2
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48 |
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# via gradio
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49 |
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h11==0.14.0
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# via
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# httpcore
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# uvicorn
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53 |
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httpcore==1.0.7
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54 |
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# via httpx
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55 |
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httpx==0.28.1
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# via
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57 |
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# gradio
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58 |
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# gradio-client
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# langgraph-sdk
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# langsmith
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# safehttpx
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huggingface-hub==0.29.3
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# via
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# accelerate
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65 |
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# gradio
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# gradio-client
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# tokenizers
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68 |
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# transformers
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idna==3.10
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# via
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# anyio
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# httpx
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# requests
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74 |
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jinja2==3.1.6
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75 |
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# via
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# gradio
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# torch
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jsonpatch==1.33
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# via langchain-core
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jsonpointer==3.0.0
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# via jsonpatch
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langchain-core==0.3.47
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# via
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84 |
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# langgraph
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# langgraph-checkpoint
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# langgraph-prebuilt
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langgraph==0.3.18
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# via fun-image-caption (pyproject.toml)
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langgraph-checkpoint==2.0.21
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# via
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91 |
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# langgraph
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# langgraph-prebuilt
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langgraph-prebuilt==0.1.4
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# via langgraph
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langgraph-sdk==0.1.58
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96 |
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# via langgraph
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97 |
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langsmith==0.3.18
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# via langchain-core
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99 |
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markdown-it-py==3.0.0
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100 |
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# via rich
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101 |
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markupsafe==3.0.2
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102 |
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# via
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103 |
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# gradio
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104 |
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# jinja2
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105 |
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mdurl==0.1.2
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106 |
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# via markdown-it-py
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107 |
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mpmath==1.3.0
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# via sympy
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msgpack==1.1.0
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# via langgraph-checkpoint
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networkx==3.4.2
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# via torch
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numpy==2.2.4
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# via
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115 |
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# accelerate
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116 |
+
# gradio
|
117 |
+
# pandas
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118 |
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# transformers
|
119 |
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orjson==3.10.15
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120 |
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# via
|
121 |
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# gradio
|
122 |
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# langgraph-sdk
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123 |
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# langsmith
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124 |
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packaging==24.2
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125 |
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# via
|
126 |
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# accelerate
|
127 |
+
# gradio
|
128 |
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# gradio-client
|
129 |
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# huggingface-hub
|
130 |
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# langchain-core
|
131 |
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# langsmith
|
132 |
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# transformers
|
133 |
+
pandas==2.2.3
|
134 |
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# via gradio
|
135 |
+
pillow==11.1.0
|
136 |
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# via
|
137 |
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# fun-image-caption (pyproject.toml)
|
138 |
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# gradio
|
139 |
+
psutil==7.0.0
|
140 |
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# via accelerate
|
141 |
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pydantic==2.10.6
|
142 |
+
# via
|
143 |
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# fastapi
|
144 |
+
# gradio
|
145 |
+
# langchain-core
|
146 |
+
# langsmith
|
147 |
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pydantic-core==2.27.2
|
148 |
+
# via pydantic
|
149 |
+
pydub==0.25.1
|
150 |
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# via gradio
|
151 |
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pygments==2.19.1
|
152 |
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# via rich
|
153 |
+
python-dateutil==2.9.0.post0
|
154 |
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# via pandas
|
155 |
+
python-multipart==0.0.20
|
156 |
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# via gradio
|
157 |
+
pytz==2025.1
|
158 |
+
# via pandas
|
159 |
+
pyyaml==6.0.2
|
160 |
+
# via
|
161 |
+
# accelerate
|
162 |
+
# gradio
|
163 |
+
# huggingface-hub
|
164 |
+
# langchain-core
|
165 |
+
# transformers
|
166 |
+
regex==2024.11.6
|
167 |
+
# via transformers
|
168 |
+
requests==2.32.3
|
169 |
+
# via
|
170 |
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# huggingface-hub
|
171 |
+
# langsmith
|
172 |
+
# requests-toolbelt
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173 |
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# transformers
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174 |
+
requests-toolbelt==1.0.0
|
175 |
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# via langsmith
|
176 |
+
rich==13.9.4
|
177 |
+
# via typer
|
178 |
+
ruff==0.11.2
|
179 |
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# via gradio
|
180 |
+
safehttpx==0.1.6
|
181 |
+
# via gradio
|
182 |
+
safetensors==0.5.3
|
183 |
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# via
|
184 |
+
# accelerate
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185 |
+
# transformers
|
186 |
+
semantic-version==2.10.0
|
187 |
+
# via gradio
|
188 |
+
shellingham==1.5.4
|
189 |
+
# via typer
|
190 |
+
six==1.17.0
|
191 |
+
# via python-dateutil
|
192 |
+
sniffio==1.3.1
|
193 |
+
# via anyio
|
194 |
+
starlette==0.46.1
|
195 |
+
# via
|
196 |
+
# fastapi
|
197 |
+
# gradio
|
198 |
+
sympy==1.13.3
|
199 |
+
# via torch
|
200 |
+
tenacity==9.0.0
|
201 |
+
# via langchain-core
|
202 |
+
tokenizers==0.21.1
|
203 |
+
# via transformers
|
204 |
+
tomlkit==0.13.2
|
205 |
+
# via gradio
|
206 |
+
torch==2.4.0
|
207 |
+
# via
|
208 |
+
# fun-image-caption (pyproject.toml)
|
209 |
+
# accelerate
|
210 |
+
tqdm==4.67.1
|
211 |
+
# via
|
212 |
+
# huggingface-hub
|
213 |
+
# transformers
|
214 |
+
transformers==4.49.0
|
215 |
+
# via fun-image-caption (pyproject.toml)
|
216 |
+
typer==0.15.2
|
217 |
+
# via gradio
|
218 |
+
typing-extensions==4.12.2
|
219 |
+
# via
|
220 |
+
# anyio
|
221 |
+
# fastapi
|
222 |
+
# gradio
|
223 |
+
# gradio-client
|
224 |
+
# huggingface-hub
|
225 |
+
# langchain-core
|
226 |
+
# pydantic
|
227 |
+
# pydantic-core
|
228 |
+
# rich
|
229 |
+
# torch
|
230 |
+
# typer
|
231 |
+
# uvicorn
|
232 |
+
tzdata==2025.2
|
233 |
+
# via pandas
|
234 |
+
urllib3==2.3.0
|
235 |
+
# via requests
|
236 |
+
uvicorn==0.34.0
|
237 |
+
# via gradio
|
238 |
+
websockets==15.0.1
|
239 |
+
# via gradio-client
|
240 |
+
zstandard==0.23.0
|
241 |
+
# via langsmith
|