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Dockerfile

@@ -1,24 +1,33 @@
-FROM python:3.11-slim
+# ==============================================================================
+# Dockerfile — AetherMap API (versão profissional)
+# ==============================================================================
 
+# Imagem Python robusta (não slim → evita erros de build)
+FROM python:3.10
+
+# Define diretório da aplicação
 WORKDIR /app
 
-# Install system dependencies
-RUN apt-get update && apt-get install -y \
-    gcc \
-    && rm -rf /var/lib/apt/lists/*
+# --- INSTALAR TORCH CPU ANTES (CRÍTICO!) ---
+# Isso garante que a versão certa (CPU) seja instalada
+RUN pip install --no-cache-dir \
+    torch \
+    torchvision \
+    torchaudio \
+    --index-url https://download.pytorch.org/whl/cpu
+
 
-# Copy requirements first for better caching
+# Copiar requirements
 COPY requirements.txt .
+
+# Instalar dependências restantes
 RUN pip install --no-cache-dir -r requirements.txt
 
-# Copy application code
+# Copiar código da aplicação
 COPY . .
 
-# Create data directory for SQLite
-RUN mkdir -p /app/data
-
-# Expose port (HF Spaces uses 7860)
+# Expor porta usada pelo Hugging Face Spaces
 EXPOSE 7860
 
-# Run the application
-CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "7860"]
+# Comando padrão para executar FastAPI
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]

requirements.txt

@@ -1,12 +1,28 @@
-fastapi==0.104.1
-uvicorn[standard]==0.24.0
-sqlalchemy==2.0.23
-pydantic==2.5.2
-pydantic-settings==2.1.0
-requests==2.31.0
-beautifulsoup4==4.12.2
-httpx==0.25.2
-python-multipart==0.0.6
-aiohttp==3.9.1
-feedparser==6.0.10
-# httpx already included - used for Cerebras API calls
+# --- SERVIDOR E API ---
+fastapi
+uvicorn[standard]
+python-multipart
+openai
+prometheus-fastapi-instrumentator  
+prometheus-client
+tavily-python                 
+
+# --- MACHINE LEARNING E NLP ---
+sentence-transformers
+numpy
+pandas
+scikit-learn
+scipy
+umap-learn
+hdbscan
+faiss-cpu
+nltk
+spacy
+langdetect
+https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl
+https://github.com/explosion/spacy-models/releases/download/pt_core_news_sm-3.7.0/pt_core_news_sm-3.7.0-py3-none-any.whl
+
+# --- TORCH CPU (>=2.6 required for CVE-2025-32434) ---
+torch>=2.6.0
+torchvision
+torchaudio

stopwords.txt

@@ -543,4 +543,45 @@ terceiro
 último
 próximo
 anterior
-seguinte
+seguinte
+
+# --- TERMOS ADICIONAIS COMUNS (PT) ---
+ano
+anos
+dia
+dias
+brasil
+paulo
+casa
+feira
+postado
+ainda
+sobre
+ver
+hoje
+aqui
+lá
+vez
+vezes
+sempre
+nunca
+muito
+muita
+muitos
+muitas
+pouco
+poucos
+outro
+outra
+outros
+outras
+porque
+porquê
+então
+assim
+pois
+melhor
+pior
+maior
+menor
+menos