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README.md
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---
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license: apache-2.0
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base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
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tags:
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- gguf
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- russian
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- legal
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- investigator
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- tinyLlama
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- quantized
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language:
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- ru
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pipeline_tag: text-generation
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---
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# СЛЕДОВАТЕЛЬ - Сфера 047 (M4 Overnight) - GGUF
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Это квантизованная версия модели [nativemind/sphere_047_m4_overnight](https://huggingface.co/nativemind/sphere_047_m4_overnight) в формате GGUF, оптимизированная для запуска на устройствах с ограниченными ресурсами.
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## 📋 О модели
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**Базовая модель:** TinyLlama/TinyLlama-1.1B-Chat-v1.0
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**Обучено на:** M4 MacBook Pro за ~2 часа
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**Метод:** LoRA (rank=8)
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**Датасет:** Реальное уголовное дело + Alpaca + Kene
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**Формат:** GGUF (конвертировано из PyTorch + LoRA)
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## 📦 Доступные квантизации
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| Файл | Квантизация | Размер | Описание |
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|------|-------------|--------|----------|
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| `sphere_047_m4_overnight.gguf` | F16 | ~2.2 GB | Полная точность |
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| `sphere_047_m4_overnight-q4_0.gguf` | Q4_0 | ~630 MB | 4-bit квантизация |
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| `sphere_047_m4_overnight-q4_k_m.gguf` | Q4_K_M | ~650 MB | 4-bit K-квантизация (средняя) |
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| `sphere_047_m4_overnight-q5_k_m.gguf` | Q5_K_M | ~750 MB | 5-bit K-квантизация (средняя) |
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| `sphere_047_m4_overnight-q8_0.gguf` | Q8_0 | ~1.2 GB | 8-bit квантизация |
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## 🚀 Использование
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### llama.cpp
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```bash
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# Загрузите модель
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huggingface-cli download nativemind/sphere_047_m4_overnight-gguf sphere_047_m4_overnight-q4_k_m.gguf
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# Запустите inference
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./llama.cpp/build/bin/llama-cli -m sphere_047_m4_overnight-q4_k_m.gguf -p "Проанализируй документ..." -n 512
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```
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### Flutter Llama Plugin
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```dart
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import 'package:flutter_llama/flutter_llama.dart';
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final llama = FlutterLlama();
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// Загрузите модель
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await llama.loadModel(
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modelPath: 'path/to/sphere_047_m4_overnight-q4_k_m.gguf',
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config: LlamaConfig(
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contextSize: 2048,
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numThreads: 4,
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),
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);
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// Генерируйте текст
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final response = await llama.generateText(
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prompt: 'Проанализируй документ: ...',
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maxTokens: 512,
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);
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print(response);
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```
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### Python (llama-cpp-python)
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```python
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from llama_cpp import Llama
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llm = Llama(
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model_path="sphere_047_m4_overnight-q4_k_m.gguf",
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n_ctx=2048,
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n_threads=4,
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)
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output = llm(
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"Проанализируй документ: ...",
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max_tokens=512,
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temperature=0.7,
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)
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print(output['choices'][0]['text'])
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```
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## 📱 Рекомендации по устройствам
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- **Мобильные устройства (iOS/Android):** Q4_0 или Q4_K_M
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- **Ноутбуки/Desktop:** Q5_K_M или Q8_0
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- **Серверы:** F16 (полная точность)
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## 🎯 Примеры промптов
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```
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Проанализируй следующий документ и выдели ключевые факты...
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Составь краткое резюме материалов дела...
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Определи противоречия в показаниях свидетелей...
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```
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## ⚖️ Лицензия
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Apache 2.0
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## 🙏 Благодарности
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- Базовая модель: [TinyLlama Team](https://github.com/jzhang38/TinyLlama)
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- GGUF конвертация: [llama.cpp](https://github.com/ggerganov/llama.cpp)
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**⚖️ Истина восторжествует! 🕉️**
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