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Delete app
Browse files- app/main.py +0 -8
- app/models.py +0 -40
- app/templates/index.html +0 -26
- app/utils.py +0 -0
app/main.py
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from fastapi import FastAPI
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from models import summarize_text, analyze_image, answer_question, generate_visualization, translate_document
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app = FastAPI()
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@app.get("/")
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def read_root():
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return {"message": "Hello, World!"}
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app/models.py
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from transformers import pipeline
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# وظيفة تلخيص النصوص
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def summarize_text(document: str):
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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summary = summarizer(document, max_length=130, min_length=30, do_sample=False)
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return summary[0]['summary_text']
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# وظيفة تفسير الصور
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def analyze_image(image):
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image_analyzer = pipeline("image-to-text", model="nlpconnect/vit-gpt2-image-captioning")
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result = image_analyzer(image)
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return result[0]['generated_text']
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# وظيفة الإجابة على الأسئلة
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def answer_question(question: str, document: str):
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qa_pipeline = pipeline("question-answering", model="deepset/roberta-base-squad2")
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result = qa_pipeline(question=question, context=document)
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return result['answer']
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# وظيفة إنشاء تصورات بيانات
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def generate_visualization(data, request):
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import pandas as pd
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import matplotlib.pyplot as plt
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import seaborn as sns
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df = pd.read_excel(data)
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# تنفيذ الطلب (مثال: رسم مخطط)
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if "bar" in request:
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plt.bar(df['column_name'], df['values'])
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elif "line" in request:
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plt.plot(df['column_name'], df['values'])
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plt.savefig("visualization.png")
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return "visualization.png"
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# وظيفة ترجمة المستندات
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def translate_document(document, target_language):
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translator = pipeline("translation", model=f"Helsinki-NLP/opus-mt-{target_language}")
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translation = translator(document)
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return translation[0]['translation_text']
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app/templates/index.html
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<!DOCTYPE html>
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<html>
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<head>
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<title>AI Web App</title>
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</head>
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<body>
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<h1>AI-Powered Web Application</h1>
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<form action="/upload/" method="post" enctype="multipart/form-data">
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<input type="file" name="file">
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<button type="submit">Upload</button>
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</form>
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<form action="/summarize/" method="post">
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<textarea name="document" placeholder="Enter document text"></textarea>
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<button type="submit">Summarize</button>
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</form>
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<form action="/analyze-image/" method="post" enctype="multipart/form-data">
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<input type="file" name="image">
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<button type="submit">Analyze Image</button>
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</form>
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<form action="/answer/" method="post">
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<textarea name="document" placeholder="Enter document text"></textarea>
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<input type="text" name="question" placeholder="Enter your question">
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<button type="submit">Get Answer</button>
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</form>
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</body>
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</html>
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app/utils.py
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