initial commit

.env

@@ -0,0 +1 @@
+LICENSE="Apache-2.0"

.github/CODEOWNERS

@@ -0,0 +1 @@
+*@muhammad-fiaz

.github/FUNDING.yml

@@ -0,0 +1,3 @@
+# These are supported funding model platforms
+
+github: muhammad-fiaz

.gitignore

@@ -0,0 +1,5 @@
+.venv
+.idea/
+*.xml
+*.iml
+/log.txt

CITATION.cff

@@ -0,0 +1,9 @@
+cff-version: 1.2.0
+message: "If you use this software, please cite it as below."
+title: "GemGPT"
+authors:
+  - name: "Muhammad Fiaz"
+version: 0.0.0
+date-released: 2024-03-25
+license: "Apache-2.0"
+url: "https://github.com/muhammad-fiaz/GemGPT"

CODE_OF_CONDUCT.md

@@ -0,0 +1,128 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible disability, ethnicity, sex characteristics, gender
+identity and expression, level of experience, education, socio-economic status,
+nationality, personal appearance, race, religion, or sexual identity
+and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the
+  overall community
+
+Examples of unacceptable behavior include:
+
+* The use of sexualized language or imagery, and sexual attention or
+  advances of any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email
+  address, without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject
+comments, commits, code, wiki edits, issues, and other contributions that are
+not aligned to this Code of Conduct, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official e-mail address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement at
+.
+All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining
+the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behavior deemed
+unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing
+clarity around the nature of the violation and an explanation of why the
+behavior was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series
+of actions.
+
+**Consequence**: A warning with consequences for continued behavior. No
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+those enforcing the Code of Conduct, for a specified period of time. This
+includes avoiding interactions in community spaces as well as external channels
+like social media. Violating these terms may lead to a temporary or
+permanent ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including
+sustained inappropriate behavior.
+
+**Consequence**: A temporary ban from any sort of interaction or public
+communication with the community for a specified period of time. No public or
+private interaction with the people involved, including unsolicited interaction
+with those enforcing the Code of Conduct, is allowed during this period.
+Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community
+standards, including sustained inappropriate behavior,  harassment of an
+individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within
+the community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.0, available at
+https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
+
+Community Impact Guidelines were inspired by [Mozilla's code of conduct
+enforcement ladder](https://github.com/mozilla/diversity).
+
+[homepage]: https://www.contributor-covenant.org
+
+For answers to common questions about this code of conduct, see the FAQ at
+https://www.contributor-covenant.org/faq. Translations are available at
+https://www.contributor-covenant.org/translations.

LICENSE

@@ -0,0 +1,201 @@
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README.md

@@ -1,13 +1,115 @@
----
-title: GemGPT
-emoji: 🔥
-colorFrom: blue
-colorTo: red
-sdk: gradio
-sdk_version: 4.24.0
-app_file: app.py
-pinned: false
-license: apache-2.0
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+<div style="text-align: center;">
+    
+![Preview ](https://github.com/muhammad-fiaz/GemGPT/assets/75434191/9c6566ca-db7f-49e2-9ddd-0781edea042f)
+
+[![License](https://img.shields.io/github/license/muhammad-fiaz/gemgpt)](./LICENSE)
+[![Version](https://img.shields.io/github/v/release/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt/releases)
+[![Code Size](https://img.shields.io/github/languages/code-size/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt)
+[![Top Language](https://img.shields.io/github/languages/top/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt)
+[![Last Commit](https://img.shields.io/github/last-commit/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt/commits/main)
+[![Contributors](https://img.shields.io/github/contributors/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt/graphs/contributors)
+[![Open Issues](https://img.shields.io/github/issues-raw/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt/issues)
+[![Closed Issues](https://img.shields.io/github/issues-closed-raw/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt/issues?q=is%3Aissue+is%3Aclosed)
+[![Pull Requests](https://img.shields.io/github/issues-pr-raw/muhammad-fiaz/gemgpt)](https://github.com/muhammad-fiaz/gemgpt/pulls)
+[![Forks](https://img.shields.io/github/forks/muhammad-fiaz/gemgpt?style=social)](https://github.com/muhammad-fiaz/gemgpt/network/members)
+[![Stars](https://img.shields.io/github/stars/muhammad-fiaz/gemgpt?style=social)](https://github.com/muhammad-fiaz/gemgpt/stargazers)
+[![Watchers](https://img.shields.io/github/watchers/muhammad-fiaz/gemgpt?style=social)](https://github.com/muhammad-fiaz/gemgpt/watchers)
+
+</div>
+
+GemGPT is a project that leverages the Gemma model published by Google to create powerful natural language processing applications using the GPT architecture. This repository contains the codebase for GemGPT, which aims to provide a user-friendly interface for fine-tuning the Gemma model for 2b and 7b variants.
+
+> Don't forget to star ⭐ and fork 🍴 the repository if you find GemGPT useful!
+
+## Table of Contents
+
+1. [Overview](#)
+2. [Features](#features)
+3. [Getting Started](#getting-started)
+4. [Technology Stack](#technology-stack)
+5. [Contributing](#contributing)
+6. [Code of Conduct](#code-of-conduct)
+7. [Support](#support)
+8. [Acknowledgements](#acknowledgements)
+9. [License](#license)
+
+## Features
+
+- Utilizes the Gemma model for natural language processing tasks.
+- Provides an easy-to-use interface for integrating Gemma with AI applications.
+- Offers advanced features for text generation, sentiment analysis, and more.
+
+## Getting Started
+
+To get started with GemGPT, clone the repository and follow the setup instructions in the documentation.
+
+```shell
+git clone https://github.com/muhammad-fiaz/gemgpt.git
+```
+Navigate to the project directory and install the required dependencies:
+    
+```shell
+    cd gemgpt
+    pip install -r requirements.txt
+```
+Run the application using the following command:
+
+```shell
+    python launch.py
+```
+To use GemGpt on Colab or Jupyter Notebook, you can use the following code:
+
+```bash
+!git clone https://github.com/muhammad-fiaz/gemgpt.git
+!python -m pip install -r requirements.txt
+!python launch.py --share
+```
+
+
+## Technology Stack
+
+GemGPT is built using the following technologies:
+
+- **Python**: Programming language used for the core implementation.
+- **PyTorch**: Deep learning framework used for training and inference.
+- **Gradio**: Web-based UI library used for creating the user interface.
+- **Transformers**: Library used for working with pre-trained language models.
+- **Hugging Face**: Platform used for sharing and downloading pre-trained models.
+- **Logly**: Logging library used for tracking and monitoring the application.
+
+
+## Contributing
+
+We welcome contributions from the community to improve GemGPT. If you're interested in contributing, please read our contributing guidelines.
+
+## CODE OF CONDUCT
+
+We expect contributors to adhere to the GemGPT code of conduct. Please read the [code of conduct](./CODE_OF_CONDUCT.md) before contributing.
+
+## Support
+
+If you have any questions or need help with GemGPT, please reach out to us via the issue tracker.
+
+_Support the Project by Becoming a Sponsor on GitHub_
+
+[![Sponsor muhammad-fiaz](https://img.shields.io/badge/Sponsor-%231EAEDB.svg?&style=for-the-badge&logo=GitHub-Sponsors&logoColor=white)](https://github.com/sponsors/muhammad-fiaz)
+
+## Acknowledgements
+
+GemGPT is built on top of the Gemma model published by Google. We would like to thank the authors of the Gemma model for their work and for making it available to the public.
+
+## License
+
+GemGPT is licensed under the Apache License 2.0. See the [LICENSE](./LICENSE) file for more details.
+
+```bibtex
+@software{Muhammad_Fiaz_GemGPT_2024,
+  author = {{Muhammad Fiaz}},
+  license = {Apache-2.0},
+  month = mar,
+  title = {{GemGPT}},
+  url = {https://github.com/muhammad-fiaz/GemGPT},
+  version = {0.0.0},
+  year = {2024}
+}
+

launch.py

@@ -0,0 +1,7 @@
+import sys
+from webui import app
+
+if "--share" in sys.argv:
+    app.launch(share=True)
+else:
+    app.launch()

modules/log.py

@@ -0,0 +1,14 @@
+# Import Logly
+import os
+
+from logly import Logly
+
+logly = Logly()
+
+# Set the default file path and maximum file size
+logly.set_default_max_file_size(50)
+logger = os.path.join(os.path.dirname(os.path.abspath(__file__)), "../log.txt")
+logly.set_default_file_path(logger)
+
+
+logly.start_logging()

modules/pipeline.py

@@ -0,0 +1,47 @@
+import os
+
+from modules.log import logly
+
+os.environ["TF_ENABLE_ONEDNN_OPTS"] = "0"
+import torch
+from transformers import pipeline, AutoTokenizer, BitsAndBytesConfig
+
+
+def pipeline_tunnel(model, device):
+    return pipeline(
+        "text-generation",
+        model=model,
+        model_kwargs={
+            "torch_dtype": torch.float16,
+        },
+        device=device,
+    )
+
+
+def chatbot(input_text, max_new_tokens=1250, temperature=0.7, top_k=50, top_p=0.95, model="google/gemma-2b-it",
+            quantization="4-bit", device="cuda"):
+    try:
+        if quantization == "4-bit":
+            quantization_config = BitsAndBytesConfig(load_in_4bit=True)
+
+        else:
+            quantization_config = BitsAndBytesConfig(load_in_8bit=True)
+
+        tokenizer = AutoTokenizer.from_pretrained(model, quantization_config=quantization_config)
+
+        pipeline_model = pipeline_tunnel(model, device)
+        messages = [{"role": "user", "content": input_text}]
+        prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+        outputs = pipeline_model(
+            prompt,
+            max_new_tokens=max_new_tokens,
+            do_sample=True,
+            temperature=temperature,
+            top_k=top_k,
+            top_p=top_p
+        )
+        generated_text = outputs[0]["generated_text"][len(prompt):]
+        return generated_text
+    except Exception as e:
+        logly.error(f"Error in GemGPT: {e}")
+        return str(e)

requirements.txt

@@ -0,0 +1,5 @@
+torch~=2.2.1+cu121
+transformers~=4.38.1
+gradio~=4.24.0
+accelerate~=0.28.0
+logly~=0.0.6

webui.py

@@ -0,0 +1,66 @@
+import torch
+
+from modules.log import logly
+from modules.pipeline import chatbot
+
+import gradio as gr
+
+if torch.cuda.is_available():
+    device = "cuda"
+    logly.info("CUDA is available and using GPU instead.")
+else:
+    device = "cpu"
+    logly.info("CUDA is not available and using CPU instead.")
+
+with gr.Blocks(theme=gr.themes.Soft(), title="GemGPT") as app:#head="<link rel='icon' href='' sizes='32x32' />"
+    gr.HTML("<link rel='icon' href='https://gemmamodels.com/wp-content/uploads/2021/10/cropped-gem-32x32.png' sizes='32x32' />")
+    gr.HTML("<h1 style='text-align: center;'>GemGPT</h1>")
+    gr.HTML("<h3 style='text-align: center;'>Talk to GemGPT, Powered by Gemma Models</h3>")
+    with gr.Row():
+        gr.Markdown("Select a model to run. Gemma-2b-it is a smaller model that is faster and uses less memory. Gemma-7b-it is a larger model that is slower and uses more memory.")
+    model_options = gr.Dropdown(label="Select a Model", choices=["google/gemma-2b-it", "google/gemma-7b-it"],
+                                value="google/gemma-2b-it")
+    with gr.Row():
+        gr.Markdown("Select the device to run the model on. If you are running this on a CPU, select CPU. If you are running this on a GPU, select CUDA.")
+    device = gr.Dropdown(label="Device", choices=["cuda", "cpu"], value=device)
+    with gr.Row():
+        gr.Markdown("Output Generated by Selected Model:")
+    with gr.Row():
+        outputs = gr.Textbox(lines=15, label="Output", value="")
+    with gr.Row():
+        gr.Markdown("Input your Prompt and click Generate to get a response.")
+    with gr.Row():
+        inputs = gr.Textbox(lines=2, label="Prompt", placeholder="Type here")
+    with gr.Row():
+        generate = gr.Button("Generate")
+    with gr.Row():
+        advanced_checkbox = gr.Checkbox(label="Show Advanced Options", container=False, elem_classes='min_check',
+                                            value=False)
+
+    with gr.Column(scale=1,visible=False) as advanced_column:
+            with gr.Row():
+                gr.Markdown("<h4>Adjust the parameters to control the model's output.</h4>")
+            with gr.Row():
+                gr.Markdown("Max New Tokens is the maximum number of tokens that the model will generate.")
+            with gr.Row():
+                tokens = gr.Slider(minimum=50, maximum=2000, label="Max New Tokens", value=1250)
+            with gr.Row():
+                gr.Markdown("Temperature is a parameter that controls the randomness of the model's output. A higher temperature will produce more random output.")
+            with gr.Row():
+                temp = gr.Slider(minimum=0.0, maximum=1.0, label="Temperature", value=0.7)
+            with gr.Row():
+                gr.Markdown("Top K is a parameter that controls the diversity of the model's output. A higher value will produce more diverse output.")
+            with gr.Row():
+                top_k = gr.Slider(minimum=1, maximum=100, label="Top K", value=50)
+            with gr.Row():
+                gr.Markdown("Top P is an alternative to Top K that selects the smallest set of tokens whose cumulative probability exceeds the threshold P.")
+            with gr.Row():
+                top_p = gr.Slider(minimum=0.0, maximum=1.0, label="Top P", value=0.95)
+            with gr.Row():
+                gr.Markdown("Quantization is a technique to reduce the size of the model and speed up inference. 4-bit quantization is faster but less accurate than 8-bit.")
+            with gr.Row():
+                quantization = gr.Dropdown(label="Quantization", choices=["8-bit", "4-bit"], value="4-bit")
+            generate.click(fn=chatbot, inputs=[inputs, tokens, temp, top_k, top_p, model_options,quantization,device], outputs=outputs)
+
+    advanced_checkbox.change(lambda x: gr.update(visible=x), advanced_checkbox, advanced_column,
+                                 queue=False, show_progress=False)