commit c06dea8d7e8fc7ac649704252b9e5f2c127f3176 Author: User Name Date: Sat Jun 7 23:27:56 2025 +0200 init diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..00067c1 --- /dev/null +++ b/.dockerignore @@ -0,0 +1,6 @@ +__pycache__ +*.pyc +*.pyo +*.pyd +*.git +*myenv diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml new file mode 100644 index 0000000..4c63f0a --- /dev/null +++ b/.github/workflows/deploy.yml @@ -0,0 +1,38 @@ +name: Deploy to Heroku + +on: + push: + branches: + - main + +jobs: + deploy: + runs-on: ubuntu-latest + + steps: + - name: Checkout Code + uses: actions/checkout@v3 + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: 3.9 # Match your app's Python version + + - name: Install Dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + + - name: Test Application + run: | + pytest # Assuming you have tests configured + + - name: Deploy to Heroku + env: + HEROKU_API_KEY: ${{ secrets.HEROKU_API_KEY }} + HEROKU_APP_NAME: ${{ secrets.HEROKU_APP_NAME }} + run: | + echo "Deploying to Heroku..." + heroku container:login + heroku container:push web --app $HEROKU_APP_NAME + heroku container:release web --app $HEROKU_APP_NAME diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..1867652 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,24 @@ +# Use the official Python image as a base +FROM python:3.9-slim + +# Set environment variables to prevent Python from writing .pyc files and buffer outputs +ENV PYTHONDONTWRITEBYTECODE=1 +ENV PYTHONUNBUFFERED=1 + +# Set the working directory inside the container +WORKDIR /app + +# Copy the requirements file to the container +COPY requirements.txt /app/requirements.txt + +# Install the Python dependencies +RUN pip install -r /app/requirements.txt + +# Copy the application code to the container +COPY . /app + +# Expose the port the app runs on +EXPOSE 8000 + +# Ensure the application runs on Heroku's dynamic port +CMD ["sh", "-c", "uvicorn main:app --host 0.0.0.0 --port $PORT"] \ No newline at end of file diff --git a/IRIS.csv b/IRIS.csv new file mode 100644 index 0000000..0955467 --- /dev/null +++ b/IRIS.csv @@ -0,0 +1,151 @@ +sepal_length,sepal_width,petal_length,petal_width,species +5.1,3.5,1.4,0.2,Iris-setosa +4.9,3,1.4,0.2,Iris-setosa +4.7,3.2,1.3,0.2,Iris-setosa +4.6,3.1,1.5,0.2,Iris-setosa +5,3.6,1.4,0.2,Iris-setosa +5.4,3.9,1.7,0.4,Iris-setosa +4.6,3.4,1.4,0.3,Iris-setosa +5,3.4,1.5,0.2,Iris-setosa +4.4,2.9,1.4,0.2,Iris-setosa +4.9,3.1,1.5,0.1,Iris-setosa +5.4,3.7,1.5,0.2,Iris-setosa +4.8,3.4,1.6,0.2,Iris-setosa +4.8,3,1.4,0.1,Iris-setosa +4.3,3,1.1,0.1,Iris-setosa +5.8,4,1.2,0.2,Iris-setosa +5.7,4.4,1.5,0.4,Iris-setosa +5.4,3.9,1.3,0.4,Iris-setosa +5.1,3.5,1.4,0.3,Iris-setosa +5.7,3.8,1.7,0.3,Iris-setosa +5.1,3.8,1.5,0.3,Iris-setosa +5.4,3.4,1.7,0.2,Iris-setosa +5.1,3.7,1.5,0.4,Iris-setosa +4.6,3.6,1,0.2,Iris-setosa +5.1,3.3,1.7,0.5,Iris-setosa +4.8,3.4,1.9,0.2,Iris-setosa +5,3,1.6,0.2,Iris-setosa +5,3.4,1.6,0.4,Iris-setosa +5.2,3.5,1.5,0.2,Iris-setosa +5.2,3.4,1.4,0.2,Iris-setosa +4.7,3.2,1.6,0.2,Iris-setosa +4.8,3.1,1.6,0.2,Iris-setosa +5.4,3.4,1.5,0.4,Iris-setosa +5.2,4.1,1.5,0.1,Iris-setosa +5.5,4.2,1.4,0.2,Iris-setosa +4.9,3.1,1.5,0.1,Iris-setosa +5,3.2,1.2,0.2,Iris-setosa +5.5,3.5,1.3,0.2,Iris-setosa +4.9,3.1,1.5,0.1,Iris-setosa +4.4,3,1.3,0.2,Iris-setosa +5.1,3.4,1.5,0.2,Iris-setosa +5,3.5,1.3,0.3,Iris-setosa +4.5,2.3,1.3,0.3,Iris-setosa +4.4,3.2,1.3,0.2,Iris-setosa +5,3.5,1.6,0.6,Iris-setosa +5.1,3.8,1.9,0.4,Iris-setosa +4.8,3,1.4,0.3,Iris-setosa +5.1,3.8,1.6,0.2,Iris-setosa +4.6,3.2,1.4,0.2,Iris-setosa +5.3,3.7,1.5,0.2,Iris-setosa +5,3.3,1.4,0.2,Iris-setosa +7,3.2,4.7,1.4,Iris-versicolor +6.4,3.2,4.5,1.5,Iris-versicolor +6.9,3.1,4.9,1.5,Iris-versicolor +5.5,2.3,4,1.3,Iris-versicolor +6.5,2.8,4.6,1.5,Iris-versicolor +5.7,2.8,4.5,1.3,Iris-versicolor +6.3,3.3,4.7,1.6,Iris-versicolor +4.9,2.4,3.3,1,Iris-versicolor +6.6,2.9,4.6,1.3,Iris-versicolor +5.2,2.7,3.9,1.4,Iris-versicolor +5,2,3.5,1,Iris-versicolor +5.9,3,4.2,1.5,Iris-versicolor +6,2.2,4,1,Iris-versicolor +6.1,2.9,4.7,1.4,Iris-versicolor +5.6,2.9,3.6,1.3,Iris-versicolor +6.7,3.1,4.4,1.4,Iris-versicolor +5.6,3,4.5,1.5,Iris-versicolor +5.8,2.7,4.1,1,Iris-versicolor +6.2,2.2,4.5,1.5,Iris-versicolor +5.6,2.5,3.9,1.1,Iris-versicolor +5.9,3.2,4.8,1.8,Iris-versicolor +6.1,2.8,4,1.3,Iris-versicolor +6.3,2.5,4.9,1.5,Iris-versicolor +6.1,2.8,4.7,1.2,Iris-versicolor +6.4,2.9,4.3,1.3,Iris-versicolor +6.6,3,4.4,1.4,Iris-versicolor +6.8,2.8,4.8,1.4,Iris-versicolor +6.7,3,5,1.7,Iris-versicolor +6,2.9,4.5,1.5,Iris-versicolor +5.7,2.6,3.5,1,Iris-versicolor +5.5,2.4,3.8,1.1,Iris-versicolor +5.5,2.4,3.7,1,Iris-versicolor +5.8,2.7,3.9,1.2,Iris-versicolor +6,2.7,5.1,1.6,Iris-versicolor +5.4,3,4.5,1.5,Iris-versicolor +6,3.4,4.5,1.6,Iris-versicolor +6.7,3.1,4.7,1.5,Iris-versicolor +6.3,2.3,4.4,1.3,Iris-versicolor +5.6,3,4.1,1.3,Iris-versicolor +5.5,2.5,4,1.3,Iris-versicolor +5.5,2.6,4.4,1.2,Iris-versicolor +6.1,3,4.6,1.4,Iris-versicolor +5.8,2.6,4,1.2,Iris-versicolor +5,2.3,3.3,1,Iris-versicolor +5.6,2.7,4.2,1.3,Iris-versicolor +5.7,3,4.2,1.2,Iris-versicolor +5.7,2.9,4.2,1.3,Iris-versicolor +6.2,2.9,4.3,1.3,Iris-versicolor +5.1,2.5,3,1.1,Iris-versicolor +5.7,2.8,4.1,1.3,Iris-versicolor +6.3,3.3,6,2.5,Iris-virginica +5.8,2.7,5.1,1.9,Iris-virginica +7.1,3,5.9,2.1,Iris-virginica +6.3,2.9,5.6,1.8,Iris-virginica +6.5,3,5.8,2.2,Iris-virginica +7.6,3,6.6,2.1,Iris-virginica +4.9,2.5,4.5,1.7,Iris-virginica +7.3,2.9,6.3,1.8,Iris-virginica +6.7,2.5,5.8,1.8,Iris-virginica +7.2,3.6,6.1,2.5,Iris-virginica +6.5,3.2,5.1,2,Iris-virginica +6.4,2.7,5.3,1.9,Iris-virginica +6.8,3,5.5,2.1,Iris-virginica +5.7,2.5,5,2,Iris-virginica +5.8,2.8,5.1,2.4,Iris-virginica +6.4,3.2,5.3,2.3,Iris-virginica +6.5,3,5.5,1.8,Iris-virginica +7.7,3.8,6.7,2.2,Iris-virginica +7.7,2.6,6.9,2.3,Iris-virginica +6,2.2,5,1.5,Iris-virginica +6.9,3.2,5.7,2.3,Iris-virginica 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/dev/null +++ b/Untitled.ipynb @@ -0,0 +1,414 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "5fa5adcc-86f6-419c-ae35-34ea81f66f46", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn import metrics\n", + "from sklearn.preprocessing import LabelEncoder, StandardScaler\n", + "import warnings\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "91e59c2d-3fcf-43ce-9226-faee2c9df9cf", + "metadata": {}, + "outputs": [], + "source": [ + "iris = pd.read_csv('IRIS.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f610afac-0de7-4d1f-b7e3-95f36af6bb28", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset Preview:\n", + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 Iris-setosa\n", + "1 4.9 3.0 1.4 0.2 Iris-setosa\n", + "2 4.7 3.2 1.3 0.2 Iris-setosa\n", + "3 4.6 3.1 1.5 0.2 Iris-setosa\n", + "4 5.0 3.6 1.4 0.2 Iris-setosa\n" + ] + } + ], + "source": [ + "print(\"Dataset Preview:\")\n", + "print(iris.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "406d0cba-6ad8-42ff-8d21-75b099e7fd76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Summary of Dataset:\n", + " sepal_length sepal_width petal_length petal_width\n", + "count 150.000000 150.000000 150.000000 150.000000\n", + "mean 5.843333 3.054000 3.758667 1.198667\n", + "std 0.828066 0.433594 1.764420 0.763161\n", + "min 4.300000 2.000000 1.000000 0.100000\n", + "25% 5.100000 2.800000 1.600000 0.300000\n", + "50% 5.800000 3.000000 4.350000 1.300000\n", + "75% 6.400000 3.300000 5.100000 1.800000\n", + "max 7.900000 4.400000 6.900000 2.500000\n" + ] + } + ], + "source": [ + "\n", + "# Basic Dataset Information\n", + "print(\"\\nSummary of Dataset:\")\n", + "print(iris.describe())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "357599cb-fabb-42e5-ac7e-b9866a0bfeef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing Values:\n", + "sepal_length 0\n", + "sepal_width 0\n", + "petal_length 0\n", + "petal_width 0\n", + "species 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check for missing values\n", + "print(\"Missing Values:\")\n", + "print(iris.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a4f3b447-2ef8-4c5d-b2c7-439aa29e1c5e", + "metadata": {}, + "outputs": [], + "source": [ + "# Encode the target variable\n", + "label_encoder = LabelEncoder()\n", + "iris['species_encoded'] = label_encoder.fit_transform(iris['species'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6d7e016b-d95c-44a0-afbf-dfd8123170ad", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Encoded Classes:\n", + "['Iris-setosa' 'Iris-versicolor' 'Iris-virginica']\n" + ] + } + ], + "source": [ + "print(\"\\nEncoded Classes:\")\n", + "print(label_encoder.classes_)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4e8c81e7-7dbc-4142-a0d4-0030085e4198", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataset Shape: (150, 6)\n", + "\n", + "Grouped Mean by Species:\n", + " sepal_length sepal_width petal_length petal_width \\\n", + "species \n", + "Iris-setosa 5.006 3.418 1.464 0.244 \n", + "Iris-versicolor 5.936 2.770 4.260 1.326 \n", + "Iris-virginica 6.588 2.974 5.552 2.026 \n", + "\n", + " species_encoded \n", + "species \n", + "Iris-setosa 0.0 \n", + "Iris-versicolor 1.0 \n", + "Iris-virginica 2.0 \n" + ] + } + ], + "source": [ + "# Dataset Dimensions\n", + "print(f\"\\nDataset Shape: {iris.shape}\")\n", + "\n", + "# Grouped Statistics\n", + "print(\"\\nGrouped Mean by Species:\")\n", + "print(iris.groupby('species').mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "667e827f-2197-4b2c-902c-37e34d3cd21f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Visualizations\n", + "# Scatter Plot\n", + "sns.scatterplot(x='sepal_length', y='sepal_width', hue='species', data=iris)\n", + "plt.title(\"Sepal Length vs. Sepal Width\")\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "50f4245a-2157-438c-88c0-e778918c1ce8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Line Plot\n", + "sns.lineplot(data=iris.drop(['species', 'species_encoded'], axis=1))\n", + "plt.title(\"Line Plot of Features\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bf909556-ddb4-404a-bdad-ddfb57052247", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Histogram for each feature\n", + "iris.drop(['species', 'species_encoded'], axis=1).plot.hist(subplots=True, layout=(2, 2), figsize=(10, 8), bins=15, edgecolor='black')\n", + "plt.suptitle(\"Feature Distributions\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "99751c1f-07f5-4b4b-8b8e-b8a08c6d51b9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compute correlation only for numeric columns\n", + "numeric_iris = iris.drop('species', axis=1)\n", + "\n", + "# Create the heatmap\n", + "sns.heatmap(numeric_iris.corr(), annot=True, cmap='coolwarm')\n", + "plt.title(\"Feature Correlation Heatmap\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "097bf29b-f1ba-4b99-8451-b0592d569bc1", + "metadata": {}, + "outputs": [], + "source": [ + "# Split features and target\n", + "X = iris.drop(['species', 'species_encoded'], axis=1)\n", + "y = iris['species_encoded']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "75861ca2-d55f-42a4-a4a6-e78952f01e08", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Set Shape: (90, 4)\n", + "Testing Set Shape: (60, 4)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Split dataset (60% training, 40% testing)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42, stratify=y)\n", + "\n", + "# Display the split dimensions\n", + "print(f\"Training Set Shape: {X_train.shape}\")\n", + "print(f\"Testing Set Shape: {X_test.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9063213f-9ded-4510-9aba-a07be03a3ce0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "SVM Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 20\n", + " 1 0.95 0.95 0.95 20\n", + " 2 0.95 0.95 0.95 20\n", + "\n", + " accuracy 0.97 60\n", + " macro avg 0.97 0.97 0.97 60\n", + "weighted avg 0.97 0.97 0.97 60\n", + "\n", + "SVM Accuracy: 0.9667\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "\n", + "svm = SVC(kernel='rbf', gamma=0.1, C=1.0)\n", + "svm.fit(X_train, y_train)\n", + "y_pred_svm = svm.predict(X_test)\n", + "\n", + "# Evaluate SVM\n", + "print(\"\\nSVM Classification Report:\")\n", + "print(metrics.classification_report(y_test, y_pred_svm))\n", + "print(f\"SVM Accuracy: {metrics.accuracy_score(y_test, y_pred_svm):.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "376bc7cd-2a17-4617-bf89-5cbe9669757b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model saved successfully!\n" + ] + } + ], + "source": [ + "import joblib\n", + "\n", + "# Save the best model to a file\n", + "joblib.dump(svm, 'model.pkl')\n", + "\n", + "print(\"Model saved successfully!\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6e20a38-505c-4b83-b5fb-4e15f6589ab3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/main.py b/main.py new file mode 100644 index 0000000..d67e428 --- /dev/null +++ b/main.py @@ -0,0 +1,85 @@ +from fastapi import FastAPI, Form, Request +from fastapi.responses import HTMLResponse, JSONResponse +from fastapi.staticfiles import StaticFiles +import logging +import joblib +import numpy as np +import pandas as pd +import os +import uvicorn + + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format="%(asctime)s - %(name)s - %(levelname)s - %(message)s", + handlers=[logging.StreamHandler()] +) + +logger = logging.getLogger("FastAPI Iris Predictor") + +try: + model = joblib.load("model.pkl") + logger.info("Model loaded successfully.") +except Exception as e: + logger.error("Failed to load the model: %s", e) + raise RuntimeError("Model loading failed.") from e + +app = FastAPI() + +# Mount static folder for serving static files like CSS, HTML +app.mount("/static", StaticFiles(directory="static"), name="static") + + +species_mapping = {0: "Iris Setosa", 1: "Iris Versicolor", 2: "Iris Virginica"} + +@app.get("/", response_class=HTMLResponse) +async def home(): + try: + # Serve the home page + with open("static/index.html", "r") as file: + logger.info("Home page served.") + return file.read() + except Exception as e: + logger.error("Error serving home page: %s", e) + return HTMLResponse(content="Error loading the home page.", status_code=500) + +@app.get("/predict", response_class=HTMLResponse) +async def predict(): + # Serve the prediction page + try: + with open("static/predict.html", "r") as file: + logger.info("Prediction page served.") + return file.read() + except Exception as e: + logger.error("Error serving prediction page: %s", e) + return HTMLResponse(content="Error loading the prediction page.", status_code=500) + +@app.post("/predict") +async def predict_species( + sepal_length: float = Form(...), + sepal_width: float = Form(...), + petal_length: float = Form(...), + petal_width: float = Form(...) +): + feature_names = ["sepal_length", "sepal_width", "petal_length", "petal_width"] + try: + input_df = pd.DataFrame([[sepal_length, sepal_width, petal_length, petal_width]], columns=feature_names) + logger.info("Input data received: %s", input_df) + + # Predict using the model + prediction = model.predict(input_df)[0] + + # Get the species name + species = species_mapping.get(prediction, "Unknown") + logger.info("Prediction made: %s", species) + + return { "prediction": species} + except Exception as e: + logger.error("Error making prediction: %s", e) + return JSONResponse(content={"error": "Failed to make a prediction"}, status_code=500) + +if __name__ == "__main__": + port = int(os.getenv("PORT", 8000)) # Use Heroku's PORT + uvicorn.run(app, host="0.0.0.0", port=port) + \ No newline at end of file diff --git a/model.pkl b/model.pkl new file mode 100644 index 0000000..5fec68d Binary files /dev/null and b/model.pkl differ diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..856f0ff --- /dev/null +++ b/requirements.txt @@ -0,0 +1,10 @@ +fastapi +joblib +numpy +pandas +pydantic +pytest +httpx +uvicorn +scikit-learn +python-multipart \ No newline at end of file diff --git a/static/index.html b/static/index.html new file mode 100644 index 0000000..73c0b60 --- /dev/null +++ b/static/index.html @@ -0,0 +1,18 @@ + + + + + + Iris Prediction Home + + + + +
+

Welcome to Iris Species Predictor

+

This application predicts the species of an Iris flower based on its features.

+ Go to Prediction +

© Meta Brains. All rights reserved.

+
+ + diff --git a/static/predict.html b/static/predict.html new file mode 100644 index 0000000..fa757ac --- /dev/null +++ b/static/predict.html @@ -0,0 +1,57 @@ + + + + + + Iris Prediction + + + + +
+

Predict Iris Species

+
+ + + + + + + + + + + + + +
+ + +
+
+ + diff --git a/static/styles.css b/static/styles.css new file mode 100644 index 0000000..4979a4b --- /dev/null +++ b/static/styles.css @@ -0,0 +1,65 @@ +body { + font-family: Arial, sans-serif; + background: linear-gradient(135deg, #87CEEB, #FFDEE9); + margin: 0; + padding: 0; +} + +.container { + text-align: center; + margin: 50px auto; + max-width: 600px; + background: white; + padding: 20px; + border-radius: 10px; + box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2); +} + +h1 { + color: #333; +} + +p { + color: #555; +} + +form { + display: flex; + flex-direction: column; + align-items: center; +} + +form label { + margin-top: 10px; + font-weight: bold; +} + +form input { + margin: 10px 0; + padding: 10px; + width: 80%; + border: 1px solid #ccc; + border-radius: 5px; +} + +.button { + display: inline-block; + background: #4CAF50; + color: white; + padding: 10px 20px; + margin: 20px 0; + text-decoration: none; + border-radius: 5px; + transition: background 0.3s; +} + +.button:hover { + background: #45a049; +} + +.result { + margin-top: 20px; + font-size: 1.2em; + color: #333; + font-weight: bold; +} diff --git a/test_integration.py b/test_integration.py new file mode 100644 index 0000000..a9443c0 --- /dev/null +++ b/test_integration.py @@ -0,0 +1,27 @@ +import pytest +from fastapi.testclient import TestClient +from main import app + +client = TestClient(app) + +def test_home_endpoint(): + """Test if the home page loads successfully.""" + response = client.get("/") + assert response.status_code == 200, "Failed to load the home page." + +def test_predict_page_endpoint(): + """Test if the prediction page loads successfully.""" + response = client.get("/predict") + assert response.status_code == 200, "Failed to load the prediction page." + +def test_predict_species_endpoint(): + """Test if the predict endpoint works.""" + payload = { + "sepal_length": 5.1, + "sepal_width": 3.5, + "petal_length": 1.4, + "petal_width": 0.2 + } + response = client.post("/predict", data=payload) + assert response.status_code == 200, "Failed to predict species." + assert "prediction" in response.json(), "Response missing prediction field." \ No newline at end of file diff --git a/test_unit.py b/test_unit.py new file mode 100644 index 0000000..358988f --- /dev/null +++ b/test_unit.py @@ -0,0 +1,15 @@ +import pytest +import pandas as pd +from main import model, species_mapping + + +def test_model_prediction(): + # Arrange: Create a test input DataFrame + input_df = pd.DataFrame([[5.1, 3.5, 1.4, 0.2]], columns=["sepal_length", "sepal_width", "petal_length", "petal_width"]) + + # Act: Perform prediction + prediction = model.predict(input_df)[0] + species = species_mapping.get(prediction, "Unknown") + + # Assert: Check prediction result + assert species == "Iris Setosa", "The prediction did not return the expected result."