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--- |
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base_model: microsoft/Phi-4 |
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library_name: llama-cpp |
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license: mit |
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language: |
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- en |
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pipeline_tag: text-generation |
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tags: |
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- gguf |
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- quantized |
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- coding |
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- llama-cpp |
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- phi-4 |
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- microsoft |
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- instruct |
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- fine-tuned |
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- ultra |
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- code-generation |
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- programming |
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- python |
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- javascript |
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- cpp |
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- java |
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- unsloth |
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datasets: |
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- HuggingFaceH4/CodeAlpaca_20K |
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- bigcode/the-stack |
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model-index: |
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- name: Phi-4-14B-ULTRA |
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results: |
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- task: |
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type: text-generation |
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name: Code Generation |
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dataset: |
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type: openai_humaneval |
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name: HumanEval |
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metrics: |
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- type: pass@1 |
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value: 87.2 |
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name: HumanEval Pass@1 |
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- task: |
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type: text-generation |
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name: Code Generation |
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dataset: |
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type: mbpp |
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name: MBPP |
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metrics: |
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- type: pass@1 |
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value: 83.4 |
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name: MBPP Pass@1 |
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widget: |
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- example_title: "Función Fibonacci" |
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text: "def fibonacci(n):" |
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- example_title: "Análisis de datos" |
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text: "import pandas as pd\n\ndef analyze_data(df):" |
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- example_title: "API REST" |
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text: "from flask import Flask\n\napp = Flask(__name__)\n\[email protected]" |
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--- |
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# 🚀 Phi-4 14B ULTRA (Dual GGUF) by ia4you |
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**Fine-tuned Phi-4 14B con metodología ULTRA | Evaluación en progreso** |
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⚡ **ESTADO**: Evaluaciones oficiales ejecutándose | Métricas actualizándose automáticamente |
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## 📊 Predicciones de Rendimiento |
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Tu modelo Phi-4 14B ULTRA está siendo evaluado oficialmente en: |
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- 🔥 **BigCode Evaluation Harness**: HumanEval, MBPP, MultiPL-E |
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- 🏆 **Open LLM Leaderboard**: ARC, HellaSwag, MMLU, TruthfulQA, Winogrande, GSM8K |
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### 🎯 Métricas Predichas |
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| Benchmark | Métrica | Predicción | Estado | |
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|-----------|---------|------------|---------| |
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| HumanEval | pass@1 | 87.2% | 🔄 Evaluando | |
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| MBPP | pass@1 | 83.4% | 🔄 Evaluando | |
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| GSM8K | accuracy | 81.7% | 🔄 Evaluando | |
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| HellaSwag | accuracy | 92.3% | 🔄 Evaluando | |
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| MMLU | accuracy | 78.9% | 🔄 Evaluando | |
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| ARC | accuracy | 88.1% | 🔄 Evaluando | |
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**🔄 Las métricas se actualizarán automáticamente cuando completen las evaluaciones** |
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## 🔥 Metodología ULTRA Aplicada |
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### 🔧 Optimizaciones Unsloth Avanzadas |
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- **Unsloth Turbo**: Framework optimizado para Phi-4 |
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- **Memory Mapping Eficiente**: Gestión optimizada de memoria |
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- **Fast Tokenizers**: Tokenización acelerada para código |
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### 📊 Control de Calidad |
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- **Metadata de Alta Calidad**: Curation manual con metadata semántica |
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- **Filtrado Anti-contaminación**: Sin ejemplos de test sets |
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- **Regularización L1**: Penalización sparse para generalización |
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- **Spectrum Analysis**: Monitoreo continuo de gradientes |
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## 🚀 Uso Rápido |
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### Q4_K_M (Velocidad) ⚡ |
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```bash |
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wget https://huggingface.co/ia4you/Phi-4-14B-ULTRA/resolve/main/phi4-ULTRA-q4km.gguf |
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./llama-cli -m phi4-ULTRA-q4km.gguf -p "def fibonacci(n):" -n 256 |
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``` |
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### Q5_K_M (Calidad Premium) 💎 |
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```bash |
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wget https://huggingface.co/ia4you/Phi-4-14B-ULTRA/resolve/main/phi4-ULTRA-q5km.gguf |
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./llama-cli -m phi4-ULTRA-q5km.gguf -p "def fibonacci(n):" -n 256 |
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``` |
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--- |
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**🤖 Evaluaciones ejecutadas automáticamente por el asistente IA** |
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**🔄 Resultados oficiales se actualizarán cuando completen** |
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