{"id":28815369,"url":"https://github.com/wronai/llm-demo","last_synced_at":"2026-04-21T16:37:29.272Z","repository":{"id":297244520,"uuid":"996118799","full_name":"wronai/llm-demo","owner":"wronai","description":"minimalne rozwiązanie z Ollama + Streamlit, by stworzyć własny model LLM","archived":false,"fork":false,"pushed_at":"2025-06-04T22:04:04.000Z","size":325,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-08-25T04:04:21.236Z","etag":null,"topics":["cline","codemistral","codestral","cursor","demo","devmistral","hf","huggingface","llm","local","mistral","model","ollama","windsur"],"latest_commit_sha":null,"homepage":"https://wronai.github.io/llm-demo/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/wronai.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-06-04T13:35:47.000Z","updated_at":"2025-06-04T22:04:06.000Z","dependencies_parsed_at":"2025-06-04T21:28:04.133Z","dependency_job_id":null,"html_url":"https://github.com/wronai/llm-demo","commit_stats":null,"previous_names":["wronai/llm-demo"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/wronai/llm-demo","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wronai%2Fllm-demo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wronai%2Fllm-demo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wronai%2Fllm-demo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wronai%2Fllm-demo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wronai","download_url":"https://codeload.github.com/wronai/llm-demo/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wronai%2Fllm-demo/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32100629,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-21T11:25:29.218Z","status":"ssl_error","status_checked_at":"2026-04-21T11:25:28.499Z","response_time":128,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cline","codemistral","codestral","cursor","demo","devmistral","hf","huggingface","llm","local","mistral","model","ollama","windsur"],"created_at":"2025-06-18T16:08:44.031Z","updated_at":"2026-04-21T16:37:29.260Z","avatar_url":"https://github.com/wronai.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"---\nlicense: apache-2.0\nbase_model:\n- mistralai/Mistral-7B-Instruct-v0.3\npipeline_tag: translation\ntags:\n- llm\n- devops\n- development\n- polish\n- english\n- python\n- iac\n---\n\n# 🚀 WronAI - End-to-End LLM Toolkit\n\n[![PyPI Version](https://img.shields.io/pypi/v/wronai.svg)](https://pypi.org/project/wronai/)\n[![Python Version](https://img.shields.io/pypi/pyversions/wronai.svg)](https://python.org)\n[![License](https://img.shields.io/pypi/l/wronai.svg)](https://github.com/wronai/llm-demo/blob/main/LICENSE)\n[![Tests](https://github.com/wronai/llm-demo/actions/workflows/tests.yml/badge.svg)](https://github.com/wronai/llm-demo/actions)\n[![Code Style](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)\n[![Documentation](https://img.shields.io/badge/docs-readthedocs-blue.svg)](https://wronai.readthedocs.io/)\n[![Docker Pulls](https://img.shields.io/docker/pulls/wronai/wronai)](https://hub.docker.com/r/wronai/wronai)\n\n\u003e A comprehensive toolkit for creating, fine-tuning, and deploying large language models with support for both Polish and English.\n\n## 🌟 Features\n\n- **Ready-to-use WronAI package** - All functionality available through the `wronai` package\n- **Model Management** - Easy installation and management of LLM models\n- **Multiple Model Support** - Works with various models via Ollama\n- **Optimizations** - 4-bit quantization, LoRA, FP16 support\n- **CLI Tools** - Command-line interface for all operations\n- **Production Ready** - Easy deployment with Docker\n- **Web Interface** - User-friendly Streamlit-based web UI\n\n## 🚀 Quick Start\n\n### Prerequisites\n- Python 3.8+\n- [Ollama](https://ollama.ai/) installed and running\n- CUDA (optional, for GPU acceleration)\n\n### Installation\n\n```bash\n# Install the package\npip install wronai\n\n# Start Ollama (if not already running)\nollama serve \u0026\n\n# Pull the required model (e.g., mistral:7b-instruct)\nollama pull mistral:7b-instruct\n```\n\n### Basic Usage\n\n#### Using Python Package\n\n```python\nfrom wronai import WronAI\n\n# Initialize with default settings\nwron = WronAI()\n\n# Chat with the model\nresponse = wron.chat(\"Explain quantum computing in simple terms\")\nprint(response)\n```\n\n#### Command Line Interface\n\n```bash\n# Start interactive chat\nwronai chat\n\n# Run a single query\nwronai query \"Explain quantum computing in simple terms\"\n```\n\n#### Web Interface\n\n```bash\n# Start the web UI\nwronai web\n```\n\n## 🔧 Model Management\n\nList available models:\n```bash\nollama list\n```\n\nPull a model (if not already available):\n```bash\nollama pull mistral:7b-instruct\n```\n\n## 🐳 Docker Support\n\nRun with Docker:\n```bash\ndocker run -p 8501:8501 wronai/wronai web\n```\n\n## 🛠️ Development\n\n### Installation from Source\n\n```bash\n# Clone the repository\ngit clone https://github.com/wronai/llm-demo.git\ncd llm-demo\n\n# Install in development mode\npip install -e \".[dev]\"\n\n# Install pre-commit hooks\npre-commit install\n```\n\n### Running Tests\n\n```bash\n# Run all tests\npytest\n\n# Run with coverage\npytest --cov=wronai --cov-report=term-missing\n```\n\n## 🤝 Contributing\n\nContributions are welcome! Please see our [Contributing Guide](CONTRIBUTING.md) for details.\n\n## 📜 License\n\nThis project is licensed under the Apache 2.0 License - see the [LICENSE](LICENSE) file for details.\n\n## 📧 Contact\n\nFor questions or support, please open an issue on GitHub or contact us at [email protected]\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwronai%2Fllm-demo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwronai%2Fllm-demo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwronai%2Fllm-demo/lists"}