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016e3e3
1
Parent(s):
10a0600
Deploy AnySecret Chat Assistant
Browse files- Gradio-based chat interface
- Llama 3.2 3B Instruct with LoRA fine-tuning
- Specialized for AnySecret configuration management
- Professional UI with examples and advanced settings
- Ready for production deployment
- .gitignore +51 -0
- Dockerfile +41 -0
- README.md +90 -6
- app.py +268 -0
- requirements.txt +14 -0
.gitignore
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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build/
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develop-eggs/
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+
dist/
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downloads/
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+
eggs/
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.eggs/
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lib/
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+
lib64/
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parts/
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+
sdist/
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var/
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wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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+
MANIFEST
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# Virtual environments
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# IDEs
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.vscode/
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.idea/
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*.swp
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*.swo
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*~
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# OS
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.DS_Store
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Thumbs.db
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# Gradio
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gradio_cached_examples/
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flagged/
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# Model cache
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.cache/
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models/
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# Logs
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*.log
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Dockerfile
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# Dockerfile for AnySecret Chat Assistant
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# Optimized for HuggingFace Spaces deployment
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FROM python:3.10-slim
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# Set working directory
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WORKDIR /app
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# Install system dependencies
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RUN apt-get update && apt-get install -y \
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git \
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curl \
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&& rm -rf /var/lib/apt/lists/*
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# Copy requirements first for better caching
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COPY requirements.txt .
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# Install Python dependencies
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy application files
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COPY . .
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# Create non-root user for security
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RUN useradd -m -u 1000 anysecret
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RUN chown -R anysecret:anysecret /app
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USER anysecret
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# Expose port
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EXPOSE 7860
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# Health check
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HEALTHCHECK --interval=30s --timeout=30s --start-period=60s --retries=3 \
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CMD curl -f http://localhost:7860/ || exit 1
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# Set environment variables
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ENV GRADIO_SERVER_NAME=0.0.0.0
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ENV GRADIO_SERVER_PORT=7860
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# Run the application
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CMD ["python", "app.py"]
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README.md
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@@ -1,12 +1,96 @@
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---
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-
title:
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emoji:
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colorFrom: indigo
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colorTo:
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sdk: gradio
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sdk_version:
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app_file: app.py
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pinned:
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---
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-
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---
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title: AnySecret Chat Assistant
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emoji: 🔐
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colorFrom: indigo
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colorTo: purple
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sdk: gradio
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sdk_version: 4.44.0
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app_file: app.py
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pinned: true
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license: mit
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short_description: AI assistant for AnySecret configuration management
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hardware: cpu-upgrade
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---
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# 🔐 AnySecret Chat Assistant
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An AI-powered assistant specialized in AnySecret configuration management, trained to help with:
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- **Multi-cloud configuration** (AWS, GCP, Azure, Kubernetes)
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- **CLI commands** and usage patterns
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- **CI/CD integration** (GitHub Actions, Jenkins, GitLab)
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- **Python SDK** implementation
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- **Security best practices** for secrets management
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- **Migration guidance** from other tools
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## 🚀 Features
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- **Specialized Knowledge**: Trained specifically on AnySecret documentation and patterns
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- **Interactive Chat**: Real-time conversation interface
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- **Code Examples**: Provides practical, copy-pasteable code snippets
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- **Multi-cloud Expertise**: Understands differences between cloud providers
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- **Production Ready**: Includes enterprise deployment guidance
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## 💬 Example Questions
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Try asking:
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- "How do I configure AnySecret for AWS?"
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- "Show me a GitHub Actions workflow with AnySecret"
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- "What's the difference between secrets and parameters?"
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- "How do I migrate from AWS Parameter Store?"
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- "Can you show me Python SDK examples?"
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## 🛠️ Technical Details
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- **Base Model**: Meta Llama 3.2 3B Instruct
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- **Fine-tuning**: LoRA (Low-Rank Adaptation) on AnySecret-specific data
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- **Training Data**: 43 curated examples across 7 categories
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- **Framework**: Transformers + PEFT + Gradio
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## 📚 Related Links
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- **Website**: [anysecret.io](https://anysecret.io)
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- **Documentation**: [docs.anysecret.io](https://docs.anysecret.io)
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- **GitHub**: [anysecret-io/anysecret-lib](https://github.com/anysecret-io/anysecret-lib)
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- **Commercial License**: [License Terms](https://github.com/anysecret-io/anysecret-lib/blob/main/LICENSE-COMMERCIAL)
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## 🔧 Local Development
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```bash
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# Clone this space
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git clone https://huggingface.co/spaces/anysecret-io/anysecret-chat
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cd anysecret-chat
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# Install dependencies
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pip install -r requirements.txt
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# Run locally
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python app.py
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```
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## 📖 Model Information
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This assistant uses a fine-tuned version of Llama 3.2 3B Instruct, specifically trained on AnySecret patterns and best practices. The model can:
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- Generate CLI commands with proper syntax
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- Explain configuration concepts clearly
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- Provide code examples in multiple languages
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- Suggest architectural patterns for different scales
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- Help troubleshoot common issues
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## ⚠️ Limitations
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- **Training Data**: Based on AnySecret v1.x documentation
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- **Not Official Support**: For production issues, use official support channels
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- **General Purpose**: May not have latest feature updates
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- **Experimental**: This is a demonstration of AI-assisted documentation
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## 📄 License
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This chat interface is MIT licensed. The underlying AnySecret software is dual-licensed:
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- **AGPL-3.0** for open source use
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- **Commercial License** for business use
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---
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Built with ❤️ by the AnySecret team • [Get Commercial License](https://anysecret.io/#license)
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app.py
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| 1 |
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#!/usr/bin/env python3
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| 2 |
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"""
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| 3 |
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AnySecret Chat Assistant - HuggingFace Spaces Gradio Interface
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| 4 |
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A specialized AI assistant for AnySecret configuration management
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| 5 |
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"""
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| 6 |
+
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| 7 |
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import os
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| 8 |
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import gradio as gr
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| 9 |
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import torch
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| 10 |
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from transformers import AutoTokenizer, AutoModelForCausalLM
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| 11 |
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from peft import PeftModel
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| 12 |
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import logging
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| 13 |
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| 14 |
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# Configure logging
|
| 15 |
+
logging.basicConfig(level=logging.INFO)
|
| 16 |
+
logger = logging.getLogger(__name__)
|
| 17 |
+
|
| 18 |
+
# Model configuration
|
| 19 |
+
BASE_MODEL = "meta-llama/Llama-3.2-3B-Instruct"
|
| 20 |
+
PEFT_MODEL = "anysecret-io/anysecret-assistant"
|
| 21 |
+
|
| 22 |
+
# Global variables for model and tokenizer
|
| 23 |
+
model = None
|
| 24 |
+
tokenizer = None
|
| 25 |
+
device = None
|
| 26 |
+
|
| 27 |
+
def load_model():
|
| 28 |
+
"""Load the model and tokenizer"""
|
| 29 |
+
global model, tokenizer, device
|
| 30 |
+
|
| 31 |
+
try:
|
| 32 |
+
# Determine device
|
| 33 |
+
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
| 34 |
+
logger.info(f"Using device: {device}")
|
| 35 |
+
|
| 36 |
+
# Load tokenizer
|
| 37 |
+
logger.info("Loading tokenizer...")
|
| 38 |
+
tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, use_fast=True)
|
| 39 |
+
if tokenizer.pad_token is None:
|
| 40 |
+
tokenizer.pad_token = tokenizer.eos_token
|
| 41 |
+
tokenizer.padding_side = "left" # Better for chat
|
| 42 |
+
|
| 43 |
+
# Load base model
|
| 44 |
+
logger.info("Loading base model...")
|
| 45 |
+
base_model = AutoModelForCausalLM.from_pretrained(
|
| 46 |
+
BASE_MODEL,
|
| 47 |
+
torch_dtype=torch.float16 if device.type == "cuda" else torch.float32,
|
| 48 |
+
device_map="auto" if device.type == "cuda" else None,
|
| 49 |
+
trust_remote_code=True,
|
| 50 |
+
low_cpu_mem_usage=True
|
| 51 |
+
)
|
| 52 |
+
|
| 53 |
+
# Load LoRA adapter
|
| 54 |
+
logger.info("Loading LoRA adapter...")
|
| 55 |
+
model = PeftModel.from_pretrained(
|
| 56 |
+
base_model,
|
| 57 |
+
PEFT_MODEL,
|
| 58 |
+
torch_dtype=torch.float16 if device.type == "cuda" else torch.float32
|
| 59 |
+
)
|
| 60 |
+
|
| 61 |
+
# Move to device if not using device_map
|
| 62 |
+
if device.type != "cuda":
|
| 63 |
+
model = model.to(device)
|
| 64 |
+
|
| 65 |
+
model.eval()
|
| 66 |
+
logger.info("Model loaded successfully!")
|
| 67 |
+
return True
|
| 68 |
+
|
| 69 |
+
except Exception as e:
|
| 70 |
+
logger.error(f"Error loading model: {e}")
|
| 71 |
+
return False
|
| 72 |
+
|
| 73 |
+
def generate_response(message, history, max_new_tokens=512, temperature=0.1, top_p=0.9):
|
| 74 |
+
"""Generate response from the model"""
|
| 75 |
+
if model is None or tokenizer is None:
|
| 76 |
+
return "Model not loaded. Please try again."
|
| 77 |
+
|
| 78 |
+
try:
|
| 79 |
+
# Format the conversation with proper prompt structure
|
| 80 |
+
conversation = ""
|
| 81 |
+
|
| 82 |
+
# Add conversation history
|
| 83 |
+
for user_msg, assistant_msg in history:
|
| 84 |
+
conversation += f"### Instruction:\n{user_msg}\n\n### Response:\n{assistant_msg}\n\n"
|
| 85 |
+
|
| 86 |
+
# Add current message
|
| 87 |
+
conversation += f"### Instruction:\n{message}\n\n### Response:\n"
|
| 88 |
+
|
| 89 |
+
# Tokenize
|
| 90 |
+
inputs = tokenizer(
|
| 91 |
+
conversation,
|
| 92 |
+
return_tensors="pt",
|
| 93 |
+
truncation=True,
|
| 94 |
+
max_length=1024, # Leave room for generation
|
| 95 |
+
padding=True
|
| 96 |
+
).to(device)
|
| 97 |
+
|
| 98 |
+
# Generate
|
| 99 |
+
with torch.no_grad():
|
| 100 |
+
outputs = model.generate(
|
| 101 |
+
**inputs,
|
| 102 |
+
max_new_tokens=max_new_tokens,
|
| 103 |
+
temperature=temperature,
|
| 104 |
+
top_p=top_p,
|
| 105 |
+
do_sample=True,
|
| 106 |
+
pad_token_id=tokenizer.pad_token_id,
|
| 107 |
+
eos_token_id=tokenizer.eos_token_id,
|
| 108 |
+
repetition_penalty=1.1
|
| 109 |
+
)
|
| 110 |
+
|
| 111 |
+
# Decode response
|
| 112 |
+
full_response = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 113 |
+
|
| 114 |
+
# Extract just the new response
|
| 115 |
+
if "### Response:\n" in full_response:
|
| 116 |
+
response = full_response.split("### Response:\n")[-1].strip()
|
| 117 |
+
else:
|
| 118 |
+
response = full_response[len(conversation):].strip()
|
| 119 |
+
|
| 120 |
+
# Clean up response
|
| 121 |
+
response = response.replace("### Instruction:", "").strip()
|
| 122 |
+
|
| 123 |
+
return response
|
| 124 |
+
|
| 125 |
+
except Exception as e:
|
| 126 |
+
logger.error(f"Error generating response: {e}")
|
| 127 |
+
return f"Sorry, I encountered an error: {str(e)}"
|
| 128 |
+
|
| 129 |
+
def chat_interface(message, history):
|
| 130 |
+
"""Main chat interface function for Gradio"""
|
| 131 |
+
response = generate_response(message, history)
|
| 132 |
+
return response
|
| 133 |
+
|
| 134 |
+
# Custom CSS for AnySecret branding
|
| 135 |
+
css = """
|
| 136 |
+
.gradio-container {
|
| 137 |
+
max-width: 1000px !important;
|
| 138 |
+
}
|
| 139 |
+
|
| 140 |
+
.header {
|
| 141 |
+
text-align: center;
|
| 142 |
+
padding: 20px 0;
|
| 143 |
+
background: linear-gradient(135deg, #6366f1 0%, #818cf8 100%);
|
| 144 |
+
color: white;
|
| 145 |
+
margin-bottom: 20px;
|
| 146 |
+
border-radius: 10px;
|
| 147 |
+
}
|
| 148 |
+
|
| 149 |
+
.header h1 {
|
| 150 |
+
margin: 0;
|
| 151 |
+
font-size: 2.5em;
|
| 152 |
+
font-weight: bold;
|
| 153 |
+
}
|
| 154 |
+
|
| 155 |
+
.header p {
|
| 156 |
+
margin: 10px 0 0 0;
|
| 157 |
+
font-size: 1.1em;
|
| 158 |
+
opacity: 0.9;
|
| 159 |
+
}
|
| 160 |
+
|
| 161 |
+
.footer {
|
| 162 |
+
text-align: center;
|
| 163 |
+
padding: 20px 0;
|
| 164 |
+
color: #666;
|
| 165 |
+
font-size: 0.9em;
|
| 166 |
+
}
|
| 167 |
+
|
| 168 |
+
.examples-container {
|
| 169 |
+
margin: 20px 0;
|
| 170 |
+
}
|
| 171 |
+
|
| 172 |
+
.examples-container h3 {
|
| 173 |
+
color: #374151;
|
| 174 |
+
margin-bottom: 10px;
|
| 175 |
+
}
|
| 176 |
+
"""
|
| 177 |
+
|
| 178 |
+
# Load model on startup
|
| 179 |
+
logger.info("Initializing AnySecret Chat Assistant...")
|
| 180 |
+
model_loaded = load_model()
|
| 181 |
+
|
| 182 |
+
if not model_loaded:
|
| 183 |
+
logger.error("Failed to load model!")
|
| 184 |
+
|
| 185 |
+
# Create Gradio interface
|
| 186 |
+
with gr.Blocks(css=css, title="AnySecret Chat Assistant") as demo:
|
| 187 |
+
# Header
|
| 188 |
+
gr.HTML("""
|
| 189 |
+
<div class="header">
|
| 190 |
+
<h1>🔐 AnySecret Chat Assistant</h1>
|
| 191 |
+
<p>Your AI assistant for configuration management across any cloud provider</p>
|
| 192 |
+
</div>
|
| 193 |
+
""")
|
| 194 |
+
|
| 195 |
+
if model_loaded:
|
| 196 |
+
# Main chat interface
|
| 197 |
+
chatbot = gr.ChatInterface(
|
| 198 |
+
fn=chat_interface,
|
| 199 |
+
title="",
|
| 200 |
+
description="Ask me anything about AnySecret configuration management, CLI commands, cloud integrations, or best practices!",
|
| 201 |
+
examples=[
|
| 202 |
+
"How do I configure AnySecret for AWS?",
|
| 203 |
+
"What's the difference between secrets and parameters?",
|
| 204 |
+
"Show me how to use anysecret in a GitHub Actions workflow",
|
| 205 |
+
"How do I set up AnySecret with Kubernetes?",
|
| 206 |
+
"What are the best practices for managing secrets in production?",
|
| 207 |
+
"How do I migrate from AWS Parameter Store to AnySecret?",
|
| 208 |
+
"Can you show me a Python example using the AnySecret SDK?"
|
| 209 |
+
],
|
| 210 |
+
retry_btn="🔄 Retry",
|
| 211 |
+
undo_btn="↩️ Undo",
|
| 212 |
+
clear_btn="🗑️ Clear Chat",
|
| 213 |
+
submit_btn="Send",
|
| 214 |
+
stop_btn="⏹️ Stop",
|
| 215 |
+
theme="default"
|
| 216 |
+
)
|
| 217 |
+
|
| 218 |
+
# Advanced settings
|
| 219 |
+
with gr.Accordion("⚙️ Advanced Settings", open=False):
|
| 220 |
+
with gr.Row():
|
| 221 |
+
max_tokens = gr.Slider(
|
| 222 |
+
minimum=50,
|
| 223 |
+
maximum=1024,
|
| 224 |
+
value=512,
|
| 225 |
+
label="Max Response Length",
|
| 226 |
+
info="Maximum number of tokens to generate"
|
| 227 |
+
)
|
| 228 |
+
temperature = gr.Slider(
|
| 229 |
+
minimum=0.1,
|
| 230 |
+
maximum=1.0,
|
| 231 |
+
value=0.1,
|
| 232 |
+
label="Temperature",
|
| 233 |
+
info="Higher values make responses more creative"
|
| 234 |
+
)
|
| 235 |
+
else:
|
| 236 |
+
gr.HTML("""
|
| 237 |
+
<div style="text-align: center; padding: 40px; color: #dc2626;">
|
| 238 |
+
<h2>⚠️ Model Loading Failed</h2>
|
| 239 |
+
<p>The AnySecret assistant model could not be loaded. Please try refreshing the page or contact support.</p>
|
| 240 |
+
</div>
|
| 241 |
+
""")
|
| 242 |
+
|
| 243 |
+
# Footer
|
| 244 |
+
gr.HTML("""
|
| 245 |
+
<div class="footer">
|
| 246 |
+
<p>
|
| 247 |
+
Powered by <strong>AnySecret.io</strong> •
|
| 248 |
+
<a href="https://anysecret.io" target="_blank">Website</a> •
|
| 249 |
+
<a href="https://docs.anysecret.io" target="_blank">Documentation</a> •
|
| 250 |
+
<a href="https://github.com/anysecret-io/anysecret-lib" target="_blank">GitHub</a>
|
| 251 |
+
</p>
|
| 252 |
+
<p style="font-size: 0.8em; margin-top: 10px; opacity: 0.7;">
|
| 253 |
+
This assistant is trained on AnySecret documentation and best practices.
|
| 254 |
+
For production support, please visit our official channels.
|
| 255 |
+
</p>
|
| 256 |
+
</div>
|
| 257 |
+
""")
|
| 258 |
+
|
| 259 |
+
# Launch configuration
|
| 260 |
+
if __name__ == "__main__":
|
| 261 |
+
demo.launch(
|
| 262 |
+
server_name="0.0.0.0",
|
| 263 |
+
server_port=7860,
|
| 264 |
+
share=False,
|
| 265 |
+
debug=False,
|
| 266 |
+
show_error=True,
|
| 267 |
+
quiet=False
|
| 268 |
+
)
|
requirements.txt
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Core dependencies for AnySecret Chat Assistant
|
| 2 |
+
torch>=2.0.0
|
| 3 |
+
transformers>=4.35.0
|
| 4 |
+
peft>=0.6.0
|
| 5 |
+
accelerate>=0.24.0
|
| 6 |
+
gradio>=4.0.0
|
| 7 |
+
|
| 8 |
+
# Optional: Better performance on GPU
|
| 9 |
+
# bitsandbytes>=0.41.0
|
| 10 |
+
|
| 11 |
+
# Utilities
|
| 12 |
+
numpy
|
| 13 |
+
requests
|
| 14 |
+
huggingface_hub>=0.17.0
|