|
- John Doe
+ Souvik Mahanta
-
+
-
+
diff --git a/__pycache__/app.cpython-39.pyc b/__pycache__/app.cpython-39.pyc
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index 0000000..be03b05
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diff --git a/demand_forecast/Dockerfile b/demand_forecast/Dockerfile
new file mode 100644
index 0000000..d6fb935
--- /dev/null
+++ b/demand_forecast/Dockerfile
@@ -0,0 +1,20 @@
+# Use an official Python runtime as a parent image
+FROM python:3.9
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Copy the current directory contents into the container at /app
+COPY . /app
+
+# Upgrade pip to the latest version before installing dependencies
+RUN pip install --upgrade pip
+
+# Install necessary dependencies
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Expose port 5000 for Flask to run on
+EXPOSE 5000
+
+# Set the default command to run the application
+CMD ["python", "app.py"]
diff --git a/demand_forecast/__pycache__/bokeh_forecast.cpython-310.pyc b/demand_forecast/__pycache__/bokeh_forecast.cpython-310.pyc
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diff --git a/demand_forecast/__pycache__/utils.cpython-310.pyc b/demand_forecast/__pycache__/utils.cpython-310.pyc
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diff --git a/demand_forecast/app.py b/demand_forecast/app.py
new file mode 100644
index 0000000..709be2e
--- /dev/null
+++ b/demand_forecast/app.py
@@ -0,0 +1,126 @@
+from flask import Flask, request, jsonify, send_file
+from flask_cors import CORS
+from pathlib import Path
+from forecasting import predict_demand, check_stock_and_alert
+from bokeh_forecast import create_bokeh_plots
+from utils import load_data
+import os
+import logging
+
+app = Flask(__name__)
+
+# Enable CORS
+CORS(app, resources={r"/*": {"origins": "*"}})
+
+# Configure upload folder and file size limit
+UPLOAD_FOLDER = Path(os.getenv('UPLOAD_FOLDER', 'uploads'))
+UPLOAD_FOLDER.mkdir(parents=True, exist_ok=True)
+app.config['MAX_CONTENT_LENGTH'] = 16 * 1024 * 1024 # 16 MB
+
+# Logging setup
+app.logger.setLevel(logging.INFO)
+
+# Allowed file extensions
+ALLOWED_EXTENSIONS = {'csv', 'xlsx'}
+data_file_path = None
+
+
+def allowed_file(filename):
+ """Check if the uploaded file has an allowed extension."""
+ return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
+
+
+@app.route('/')
+def home():
+ return "Welcome to the Bookkeeping AI API! Use /upload to upload a file and /forecast for forecasting."
+
+
+@app.route('/upload', methods=['POST'])
+def upload_file():
+ global data_file_path
+
+ if 'file' not in request.files:
+ return jsonify({"error": "No file part in the request"}), 400
+
+ file = request.files['file']
+ if file.filename == '':
+ return jsonify({"error": "No file selected"}), 400
+
+ if not allowed_file(file.filename):
+ return jsonify({"error": "Only .csv and .xlsx files are allowed"}), 400
+
+ try:
+ # Save the new file and overwrite the existing one
+ data_file_path = UPLOAD_FOLDER / file.filename
+ file.save(data_file_path)
+
+ # Cleanup old plots
+ for plot in UPLOAD_FOLDER.glob("*.html"):
+ plot.unlink()
+
+ app.logger.info(f"File uploaded successfully: {data_file_path}")
+ return jsonify({"message": "File uploaded successfully", "file_path": str(data_file_path)})
+
+ except Exception as e:
+ app.logger.error(f"File upload error: {e}")
+ return jsonify({"error": "Failed to upload file"}), 500
+
+
+@app.route('/forecast', methods=['POST'])
+def forecast():
+ global data_file_path
+ if not data_file_path:
+ return jsonify({"error": "No data file uploaded yet. Please upload a file first."}), 400
+
+ data = request.get_json()
+ item_id = data.get('item_id')
+
+ if item_id is None:
+ return jsonify({"error": "Item ID is required."}), 400
+
+ try:
+ # Load data
+ df = load_data(data_file_path)
+
+ # Validate item ID
+ if item_id not in df['item_id'].values:
+ app.logger.error(f"Item ID {item_id} not found in the dataset")
+ return jsonify({"error": f"Item ID {item_id} not found in the dataset."}), 404
+
+ # Generate predictions
+ future_months, predicted_demand = predict_demand(df, item_id)
+
+ if predicted_demand is None:
+ return jsonify({"error": f"Could not generate forecasts for item ID {item_id}."}), 500
+
+ # Generate alerts and plots
+ alerts = check_stock_and_alert(df, item_id, predicted_demand, future_months)
+ plot_path = create_bokeh_plots(df, item_id, future_months, predicted_demand)
+
+ # Safely convert variables for JSON serialization
+ response = {
+ "future_months": future_months if isinstance(future_months, list) else future_months.tolist(),
+ "predicted_demand": predicted_demand if isinstance(predicted_demand, list) else predicted_demand.tolist(),
+ "alerts": alerts,
+ "plot_url": f"/plot/{item_id}"
+ }
+
+ app.logger.info(f"Forecast successfully generated for item ID {item_id}")
+ return jsonify(response)
+
+ except Exception as e:
+ app.logger.error(f"Error during forecasting: {e}")
+ return jsonify({"error": "An error occurred during forecasting. Please try again."}), 500
+
+
+@app.route('/plot/')
+def plot(item_id):
+ plot_path = UPLOAD_FOLDER / f"demand_forecast_{item_id}.html"
+ if plot_path.exists():
+ return send_file(plot_path)
+ else:
+ return jsonify({"error": "Plot not found"}), 404
+
+
+if __name__ == "__main__":
+ app.run(host='0.0.0.0', port=5000, debug=True)
diff --git a/demand_forecast/best_model.keras b/demand_forecast/best_model.keras
new file mode 100644
index 0000000..ed26591
Binary files /dev/null and b/demand_forecast/best_model.keras differ
diff --git a/demand_forecast/bokeh_forecast.py b/demand_forecast/bokeh_forecast.py
new file mode 100644
index 0000000..3fcbb07
--- /dev/null
+++ b/demand_forecast/bokeh_forecast.py
@@ -0,0 +1,91 @@
+from bokeh.plotting import figure, output_file, save
+from bokeh.layouts import column
+from bokeh.models import ColumnDataSource
+import os
+
+
+def create_bokeh_plots(df, item_id, future_months, predicted_demand):
+ # Filter data for the specified item_id
+ item_data = df[df['item_id'] == item_id].copy()
+
+ # Convert transaction date to year-month format
+ item_data['year_month'] = item_data['transaction_date'].dt.to_period('M')
+
+ # Aggregate actual demand data by month
+ actual_demand = item_data.groupby('year_month')['quantity'].sum().reset_index()
+
+ # Prepare ColumnDataSource for actual demand
+ actual_source = ColumnDataSource(data=dict(
+ month=actual_demand['year_month'].dt.to_timestamp(),
+ quantity=actual_demand['quantity']
+ ))
+
+ # Prepare ColumnDataSource for predicted demand
+ predicted_source = ColumnDataSource(data=dict(
+ month=future_months,
+ quantity=predicted_demand
+ ))
+
+ # Create the actual demand plot
+ actual_plot = figure(
+ title=f'Actual Demand for Item ID {item_id}',
+ x_axis_label='Date',
+ y_axis_label='Quantity',
+ x_axis_type='datetime',
+ width=800,
+ height=400,
+ toolbar_location='above',
+ background_fill_color='#f9f9f9'
+ )
+
+ actual_plot.line(
+ 'month', 'quantity',
+ source=actual_source,
+ line_width=2,
+ color='blue',
+ legend_label='Actual Demand'
+ )
+
+ actual_plot.scatter(
+ 'month', 'quantity',
+ source=actual_source,
+ size=8,
+ color='blue'
+ )
+
+ # Create the predicted demand plot
+ predicted_plot = figure(
+ title=f'Predicted Demand for Item ID {item_id}',
+ x_axis_label='Date',
+ y_axis_label='Quantity',
+ x_axis_type='datetime',
+ width=800,
+ height=400,
+ toolbar_location='above',
+ background_fill_color='#f9f9f9'
+ )
+
+ predicted_plot.line(
+ 'month', 'quantity',
+ source=predicted_source,
+ line_width=2,
+ color='orange',
+ legend_label='Predicted Demand'
+ )
+
+ predicted_plot.scatter(
+ 'month', 'quantity',
+ source=predicted_source,
+ size=8,
+ color='orange'
+ )
+
+ # Define the HTML file path
+ plot_filename = f"uploads/demand_forecast_{item_id}.html"
+ os.makedirs(os.path.dirname(plot_filename), exist_ok=True)
+
+ # Output the Bokeh plots to an HTML file
+ output_file(plot_filename)
+ save(column(actual_plot, predicted_plot)) # Save the layout to the file instead of showing it
+
+ return plot_filename # Return the path to the HTML file
diff --git a/demand_forecast/docker-compose.yml b/demand_forecast/docker-compose.yml
new file mode 100644
index 0000000..a3d4296
--- /dev/null
+++ b/demand_forecast/docker-compose.yml
@@ -0,0 +1,10 @@
+version: '3'
+services:
+ app:
+ build: .
+ ports:
+ - "5000:5000"
+ volumes:
+ - .:/app
+ environment:
+ - FLASK_DEBUG=1
diff --git a/demand_forecast/forecasting.py b/demand_forecast/forecasting.py
new file mode 100644
index 0000000..e852ce5
--- /dev/null
+++ b/demand_forecast/forecasting.py
@@ -0,0 +1,185 @@
+import os
+
+os.environ['TF_ENABLE_ONEDNN_OPTS'] = '0'
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'
+
+import logging
+
+logging.getLogger('tensorflow').setLevel(logging.FATAL)
+
+import warnings
+from statsmodels.tools.sm_exceptions import ConvergenceWarning # Import ConvergenceWarning
+
+warnings.filterwarnings("ignore") # Ignore all warnings
+warnings.filterwarnings("ignore", category=ConvergenceWarning) # Ignore ConvergenceWarnings
+import pandas as pd
+import numpy as np
+from statsmodels.tsa.statespace.sarimax import SARIMAX
+from statsmodels.tsa.stattools import adfuller
+from tensorflow.keras.models import Sequential
+from tensorflow.keras.layers import LSTM, Dense, Dropout
+from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint
+from sklearn.preprocessing import MinMaxScaler
+
+
+FORECAST_MONTHS = 6
+LSTM_EPOCHS = 200
+WINDOW_SIZE = 6
+
+# Helper function to calculate MAPE
+def mean_absolute_percentage_error(y_true, y_pred):
+ y_true, y_pred = np.array(y_true), np.array(y_pred)
+ return np.mean(np.abs((y_true - y_pred) / y_true)) * 100
+
+def is_stationary(series):
+ p_value = adfuller(series.dropna())[1]
+ return p_value < 0.05
+
+def seasonal_differencing(series, period):
+ return series.diff(period).dropna()
+
+# Data Preprocessing: Handle missing values and outliers
+def preprocess_data(data):
+ data = data.fillna(method='ffill')
+ data = data.clip(lower=0) # Ensure no negative values
+ return data
+
+def sarima_grid_search(data):
+ p_values = d_values = q_values = range(0, 2)
+ P_values = D_values = Q_values = range(0, 2)
+
+ best_aic = np.inf
+ best_order = None
+ best_model = None
+
+ for p in p_values:
+ for d in d_values:
+ for q in q_values:
+ for P in P_values:
+ for D in D_values:
+ for Q in Q_values:
+ try:
+ model = SARIMAX(data,
+ order=(p, d, q),
+ seasonal_order=(P, D, Q, 12),
+ enforce_stationarity=False,
+ enforce_invertibility=False)
+ results = model.fit(disp=False, maxiter=200, method='lbfgs') # Added parameters
+ if results.aic < best_aic:
+ best_aic = results.aic
+ best_order = (p, d, q, P, D, Q)
+ best_model = results
+ except Exception as e:
+ print(f"Error fitting SARIMA({p},{d},{q})x({P},{D},{Q},12): {e}")
+
+ return best_model, best_order
+
+# Create the LSTM model
+def create_rnn_model(input_shape):
+ model = Sequential([
+ LSTM(128, activation='relu', return_sequences=True, input_shape=input_shape),
+ Dropout(0.3),
+ LSTM(64, activation='relu'),
+ Dropout(0.2),
+ Dense(1)
+ ])
+ model.compile(optimizer='adam', loss='mean_squared_error')
+ return model
+
+# Prepare RNN data with sliding window
+def prepare_rnn_data(data, window_size=WINDOW_SIZE):
+ X, y = [], []
+ for i in range(len(data) - window_size):
+ X.append(data[i:i + window_size])
+ y.append(data[i + window_size])
+ return np.array(X), np.array(y)
+
+# Fit SARIMA Model with Grid Search
+def fit_sarima_model(data):
+ best_sarima, best_order = sarima_grid_search(data)
+ if best_sarima is not None:
+ forecast = best_sarima.forecast(steps=FORECAST_MONTHS)
+ return forecast, best_sarima
+ return None, None
+
+# Improved RNN forecast
+def run_rnn_forecast(monthly_demand):
+ scaler = MinMaxScaler()
+ scaled_data = scaler.fit_transform(monthly_demand.values.reshape(-1, 1))
+ X, y = prepare_rnn_data(scaled_data, window_size=WINDOW_SIZE)
+
+ if len(X) == 0 or len(y) == 0:
+ raise ValueError("Insufficient data for RNN training")
+
+ X = X.reshape((X.shape[0], X.shape[1], 1))
+
+ model = create_rnn_model((X.shape[1], 1))
+
+ # Use early stopping to avoid overfitting
+ es = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)
+ mc = ModelCheckpoint('best_model.keras', save_best_only=True) # Changed to .keras
+
+ model.fit(X, y, epochs=LSTM_EPOCHS, validation_split=0.2, verbose=1, callbacks=[es, mc])
+
+ last_input = scaled_data[-WINDOW_SIZE:].reshape((1, WINDOW_SIZE, 1))
+ forecast_rnn = []
+
+ for _ in range(FORECAST_MONTHS):
+ predicted = model.predict(last_input, verbose=0)
+ forecast_rnn.append(predicted[0, 0])
+ last_input = np.append(last_input[:, 1:, :], predicted.reshape(1, 1, 1), axis=1)
+
+ forecast = scaler.inverse_transform(np.array(forecast_rnn).reshape(-1, 1)).flatten()
+ return forecast
+
+# Combine forecasts from SARIMA and RNN
+def ensemble_forecast(sarima_forecast, rnn_forecast):
+ sarima_weight = 0.7 # Adjust weights based on model performance
+ rnn_weight = 0.3
+ return sarima_weight * np.array(sarima_forecast) + rnn_weight * np.array(rnn_forecast)
+
+def predict_demand(df, item_id):
+ item_data = df[df['item_id'] == item_id].copy()
+ item_data.sort_values('transaction_date', inplace=True)
+
+ item_data['year_month'] = item_data['transaction_date'].dt.to_period('M')
+ monthly_demand = item_data.groupby('year_month')['quantity'].sum().reset_index()
+ monthly_demand.set_index('year_month', inplace=True)
+
+ monthly_demand = preprocess_data(monthly_demand.asfreq('M', fill_value=0))
+
+ if not is_stationary(monthly_demand['quantity']):
+ monthly_demand['quantity'] = seasonal_differencing(monthly_demand['quantity'], period=12)
+
+ forecast_sarima, _ = fit_sarima_model(monthly_demand['quantity'])
+ forecast_rnn = run_rnn_forecast(monthly_demand['quantity'])
+
+ # Calculate MAPE for both models
+ if len(monthly_demand['quantity']) > FORECAST_MONTHS:
+ actual_values = monthly_demand['quantity'][-FORECAST_MONTHS:].values
+ sarima_mape = mean_absolute_percentage_error(actual_values, forecast_sarima)
+ rnn_mape = mean_absolute_percentage_error(actual_values, forecast_rnn)
+
+ print(f"SARIMA MAPE: {sarima_mape:.2f}%")
+ print(f"RNN MAPE: {rnn_mape:.2f}%")
+
+ forecast = ensemble_forecast(forecast_sarima, forecast_rnn)
+
+ future_dates = [monthly_demand.index[-1].to_timestamp() + pd.DateOffset(months=i) for i in
+ range(1, FORECAST_MONTHS + 1)]
+ return future_dates, forecast
+
+def check_stock_and_alert(df, item_id, predicted_demand, future_months):
+ item_data = df[df['item_id'] == item_id]
+ current_stock = item_data['quantity'].sum()
+
+ alerts = []
+ for month, demand in zip(future_months, predicted_demand):
+ if demand > current_stock:
+ alerts.append(
+ f"Alert: You may need to reorder {demand - current_stock:.2f} units of item ID {item_id} by {month.strftime('%Y-%m')}.")
+ else:
+ alerts.append(
+ f"No reorder necessary for item ID {item_id} in {month.strftime('%Y-%m')}. Sufficient stock available.")
+
+ return alerts
\ No newline at end of file
diff --git a/demand_forecast/packages.txt b/demand_forecast/packages.txt
new file mode 100644
index 0000000..8740549
--- /dev/null
+++ b/demand_forecast/packages.txt
@@ -0,0 +1 @@
+python3-distutils
diff --git a/demand_forecast/requirements.txt b/demand_forecast/requirements.txt
new file mode 100644
index 0000000..d2dc392
--- /dev/null
+++ b/demand_forecast/requirements.txt
@@ -0,0 +1,9 @@
+flask==2.3.2
+Werkzeug==2.3.3
+pandas>=2.1,<2.2
+numpy>=1.21,<2.1
+statsmodels==0.14.0
+tensorflow>=2.14.0,<2.18.0
+bokeh==3.1.1
+flask-cors==3.0.10
+scikit-learn>=0.24.0,<1.3.0
diff --git a/demand_forecast/uploads/orders7.csv b/demand_forecast/uploads/orders7.csv
new file mode 100644
index 0000000..0b922a2
--- /dev/null
+++ b/demand_forecast/uploads/orders7.csv
@@ -0,0 +1,100001 @@
+transaction_id,item_id,transaction_date,quantity,price,customer_id,item_name
+1,10,2023-02-01,19,418.62,30,Item_J
+2,8,2023-12-09,34,225.6,10,Item_H
+3,3,2023-07-14,0,195.27,10,Item_C
+4,8,2023-11-01,3,401.38,20,Item_H
+5,8,2023-03-06,4,344.55,4,Item_H
+6,4,2023-11-14,39,354.21,27,Item_D
+7,6,2023-02-03,43,315.72,19,Item_F
+8,1,2023-10-26,17,214.85,11,Item_A
+9,1,2023-11-17,0,404.33,16,Item_A
+10,6,2023-12-14,26,173.31,15,Item_F
+11,6,2023-05-20,8,154.46,17,Item_F
+12,4,2023-09-23,0,360.36,19,Item_D
+13,3,2023-01-15,25,219.04,11,Item_C
+14,5,2023-03-11,6,398.04,6,Item_E
+15,1,2023-02-25,10,460.7,12,Item_A
+16,8,2023-08-20,0,70.71,19,Item_H
+17,4,2023-04-03,20,33.58,8,Item_D
+18,4,2023-05-19,18,277.08,26,Item_D
+19,10,2023-10-04,6,474.21,9,Item_J
+20,1,2023-08-05,9,427.24,28,Item_A
+21,6,2023-07-06,27,397.01,19,Item_F
+22,3,2023-04-03,22,79.47,3,Item_C
+23,9,2023-05-09,13,137.02,18,Item_I
+24,7,2023-09-05,26,61.21,19,Item_G
+25,8,2023-06-11,49,235.07,10,Item_H
+26,8,2023-07-25,0,101.37,23,Item_H
+27,1,2023-05-12,45,449.63,29,Item_A
+28,7,2023-08-14,17,250.26,27,Item_G
+29,8,2023-12-21,14,166.18,7,Item_H
+30,5,2023-03-27,42,418.14,28,Item_E
+31,3,2023-07-31,37,57.95,1,Item_C
+32,3,2023-07-06,2,427.36,9,Item_C
+33,6,2023-09-27,12,488.23,11,Item_F
+34,6,2023-12-27,49,94.62,7,Item_F
+35,2,2023-12-01,22,276.68,24,Item_B
+36,4,2023-10-20,41,366.89,12,Item_D
+37,7,2023-09-09,36,128.0,9,Item_G
+38,1,2023-07-26,38,357.33,24,Item_A
+39,7,2023-10-08,46,1.98,9,Item_G
+40,8,2023-01-18,29,37.88,4,Item_H
+41,6,2023-12-29,27,67.75,4,Item_F
+42,9,2023-09-22,25,71.94,17,Item_I
+43,4,2023-09-23,9,342.02,5,Item_D
+44,9,2023-12-06,30,442.04,20,Item_I
+45,5,2023-03-24,45,363.52,20,Item_E
+46,1,2023-03-14,10,353.9,29,Item_A
+47,8,2023-12-12,21,385.17,22,Item_H
+48,7,2023-02-21,27,350.47,23,Item_G
+49,10,2023-03-22,0,198.95,30,Item_J
+50,4,2023-09-02,0,1.62,1,Item_D
+51,9,2023-07-25,0,240.4,6,Item_I
+52,4,2023-06-01,5,276.27,20,Item_D
+53,7,2023-09-14,0,325.79,21,Item_G
+54,8,2023-05-07,0,407.09,11,Item_H
+55,8,2023-07-27,20,285.98,26,Item_H
+56,7,2023-06-27,1,460.95,21,Item_G
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diff --git a/demand_forecast/utils.py b/demand_forecast/utils.py
new file mode 100644
index 0000000..08aa555
--- /dev/null
+++ b/demand_forecast/utils.py
@@ -0,0 +1,7 @@
+import pandas as pd
+
+# Load data
+def load_data(data_path):
+ df = pd.read_csv(data_path)
+ df['transaction_date'] = pd.to_datetime(df['transaction_date'])
+ return df
diff --git a/entity-detection/v1/.dockerignore b/entity-detection/v1/.dockerignore
new file mode 100644
index 0000000..4ee9c3d
--- /dev/null
+++ b/entity-detection/v1/.dockerignore
@@ -0,0 +1,6 @@
+.dockerignore
+.git
+.pytest_cache
+__pycache__
+venv
+*.pyc
\ No newline at end of file
diff --git a/entity-detection/v1/.example.env b/entity-detection/v1/.example.env
new file mode 100644
index 0000000..49a7266
--- /dev/null
+++ b/entity-detection/v1/.example.env
@@ -0,0 +1 @@
+GROQ_API_KEY=your_api_key_here
\ No newline at end of file
diff --git a/entity-detection/v1/Dockerfile b/entity-detection/v1/Dockerfile
new file mode 100644
index 0000000..c9e0dcb
--- /dev/null
+++ b/entity-detection/v1/Dockerfile
@@ -0,0 +1,15 @@
+
+FROM python:3.9-slim
+
+WORKDIR /app
+
+COPY . /app
+
+RUN pip install --no-cache-dir -r requirements.txt
+
+EXPOSE 5000
+
+ENV FLASK_APP=app.py
+ENV FLASK_RUN_HOST=0.0.0.0
+
+CMD ["flask", "run"]
diff --git a/entity-detection/v1/__pycache__/app.cpython-39.pyc b/entity-detection/v1/__pycache__/app.cpython-39.pyc
new file mode 100644
index 0000000..9735a6b
Binary files /dev/null and b/entity-detection/v1/__pycache__/app.cpython-39.pyc differ
diff --git a/entity-detection/v1/app.py b/entity-detection/v1/app.py
new file mode 100644
index 0000000..7b943aa
--- /dev/null
+++ b/entity-detection/v1/app.py
@@ -0,0 +1,141 @@
+from flask import Flask, request, jsonify
+import re
+from groq import Groq
+from dotenv import load_dotenv
+import os
+from word2number import w2n
+
+load_dotenv()
+
+app = Flask(__name__)
+
+api_key = os.getenv("GROQ_API_KEY")
+client = Groq(api_key=api_key)
+
+
+def extract_value(match):
+ if match:
+ value = match.group(1).strip()
+ return value if value.lower() not in ["not mentioned", "none", ""] else ""
+ return ""
+
+
+def clean_price(price):
+ return re.sub(r'[^\d.]', '', price)
+
+
+def convert_word_to_number(word):
+ try:
+ return str(w2n.word_to_num(word))
+ except ValueError:
+ return word
+
+
+def validate_values(price, quantity):
+ if re.match(r'^\d+(\.\d{1,2})?$', price) and re.match(r'^\d+$', quantity):
+ return price, quantity
+ elif re.match(r'^\d+$', price) and re.match(r'^\d+$', quantity):
+ price_value = int(price)
+ quantity_value = int(quantity)
+ if quantity_value > price_value:
+ return str(quantity_value), str(price_value)
+ return price, quantity
+
+
+@app.route('/extract', methods=['POST'])
+def extract():
+ data = request.json
+ text = data.get('text', '')
+
+ # Ensure you provide correct instruction format in the Groq model
+ chat_completion = client.chat.completions.create(
+ messages=[{
+ "role": "user",
+ "content": f"Extract the following entities from this sentence:\n\n{text}\n\nCustomerName, Price, ItemName, ItemQuantity. Return only the values without any comments.",
+ }],
+ model="llama3-8b-8192",
+ )
+
+ response = chat_completion.choices[0].message.content
+
+ customer_name_match = re.search(r'CustomerName:\s*(.*)', response, re.IGNORECASE)
+ price_match = re.search(r'Price:\s*(.*)', response, re.IGNORECASE)
+ item_name_match = re.search(r'ItemName:\s*(.*)', response, re.IGNORECASE)
+ item_quantity_match = re.search(r'ItemQuantity:\s*(.*)', response, re.IGNORECASE)
+
+ CustomerName = extract_value(customer_name_match)
+ Price = extract_value(price_match)
+ ItemName = extract_value(item_name_match)
+ ItemQuantity = extract_value(item_quantity_match)
+
+ Price = clean_price(Price)
+ ItemQuantity = convert_word_to_number(ItemQuantity)
+
+ Price, ItemQuantity = validate_values(Price, ItemQuantity)
+
+ if not CustomerName or not ItemName or not ItemQuantity or not Price:
+ return jsonify({
+ "error": "Invalid input format. Please provide a sentence in the following format:\n\"John Doe bought 2 apples for $5\"."
+ }), 400
+
+ return jsonify({
+ "CustomerName": CustomerName,
+ "Price": Price,
+ "ItemName": ItemName,
+ "ItemQuantity": ItemQuantity
+ })
+
+
+@app.route('/extract_entities', methods=['POST'])
+def extract_entities_endpoint():
+ data = request.json
+ input_text = data.get('text', '')
+
+ # Normalize input text
+ input_text = input_text.lower().strip()
+
+ # Improved regex patterns for various inputs
+ range_pattern = r'(\w+)\s+more\s+than\s+(\d+)\s+less\s+than\s+(\d+)'
+ less_than_pattern = r'(\w+)?\s*less\s+than\s+(\d+)'
+ more_than_pattern = r'(\w+)?\s*more\s+than\s+(\d+)'
+
+ range_match = re.match(range_pattern, input_text)
+ less_than_match = re.match(less_than_pattern, input_text)
+ more_than_match = re.match(more_than_pattern, input_text)
+
+ if range_match:
+ item = range_match.group(1) if range_match.group(1) else '*'
+ min_value = range_match.group(2)
+ max_value = range_match.group(3)
+ return jsonify({
+ "object": item,
+ "action": "range",
+ "min": min_value,
+ "max": max_value
+ })
+
+ elif less_than_match:
+ item = less_than_match.group(1) if less_than_match.group(1) else '*'
+ value = less_than_match.group(2)
+ return jsonify({
+ "object": item,
+ "action": "less",
+ "range": value
+ })
+
+ elif more_than_match:
+ item = more_than_match.group(1) if more_than_match.group(1) else '*'
+ value = more_than_match.group(2)
+ return jsonify({
+ "object": item,
+ "action": "more",
+ "range": value
+ })
+
+ return jsonify({
+ "error": "Invalid input format. Please provide a sentence in a recognizable format."
+ }), 400
+
+
+if __name__ == '__main__':
+ app.run(debug=True)
diff --git a/entity-detection/v1/docker-compose.yml b/entity-detection/v1/docker-compose.yml
new file mode 100644
index 0000000..72250f3
--- /dev/null
+++ b/entity-detection/v1/docker-compose.yml
@@ -0,0 +1,12 @@
+version: '3.8'
+
+services:
+ web:
+ build: .
+ ports:
+ - "5000:5000"
+ env_file:
+ - .env
+ volumes:
+ - .:/app
+ - ./.example.env:/app/.example.env:ro
diff --git a/entity-detection/v1/requirements.txt b/entity-detection/v1/requirements.txt
new file mode 100644
index 0000000..b38449e
--- /dev/null
+++ b/entity-detection/v1/requirements.txt
@@ -0,0 +1,5 @@
+Flask==2.3.3
+groq==0.9.0
+python-dotenv==1.0.1
+Werkzeug==2.3.7
+word2number==1.1
\ No newline at end of file
diff --git a/entity-detection/v2/.dockerignore b/entity-detection/v2/.dockerignore
new file mode 100644
index 0000000..4ee9c3d
--- /dev/null
+++ b/entity-detection/v2/.dockerignore
@@ -0,0 +1,6 @@
+.dockerignore
+.git
+.pytest_cache
+__pycache__
+venv
+*.pyc
\ No newline at end of file
diff --git a/entity-detection/v2/Dockerfile b/entity-detection/v2/Dockerfile
new file mode 100644
index 0000000..f54e1f5
--- /dev/null
+++ b/entity-detection/v2/Dockerfile
@@ -0,0 +1,10 @@
+FROM python:3.9-slim
+
+WORKDIR /app
+
+COPY . /app
+
+RUN pip install --no-cache-dir -r requirements.txt
+RUN python -m spacy download en_core_web_sm
+
+CMD ["flask", "run", "--host=0.0.0.0"]
diff --git a/entity-detection/v2/__pycache__/app.cpython-39.pyc b/entity-detection/v2/__pycache__/app.cpython-39.pyc
new file mode 100644
index 0000000..1eb84a0
Binary files /dev/null and b/entity-detection/v2/__pycache__/app.cpython-39.pyc differ
diff --git a/entity-detection/v2/app.py b/entity-detection/v2/app.py
new file mode 100644
index 0000000..bafe711
--- /dev/null
+++ b/entity-detection/v2/app.py
@@ -0,0 +1,139 @@
+from flask import Flask, request, jsonify
+import spacy
+import re
+from word2number import w2n
+
+app = Flask(__name__)
+
+nlp = spacy.load("en_core_web_sm")
+
+def extract_value(match):
+ if match:
+ value = match.group(1).strip()
+ return value if value.lower() not in ["not mentioned", "none", ""] else ""
+ return ""
+
+def clean_price(price):
+ return re.sub(r'[^\d.]', '', price)
+
+def convert_word_to_number(word):
+ try:
+ return str(w2n.word_to_num(word))
+ except ValueError:
+ return word
+
+def validate_values(price, quantity):
+ if re.match(r'^\d+(\.\d{1,2})?$', price) and re.match(r'^\d+$', quantity):
+ return price, quantity
+ elif re.match(r'^\d+$', price) and re.match(r'^\d+$', quantity):
+ price_value = int(price)
+ quantity_value = int(quantity)
+ if quantity_value > price_value:
+ return str(quantity_value), str(price_value)
+ return price, quantity
+
+@app.route('/extract', methods=['POST'])
+def extract():
+ data = request.json
+ text = data.get('text', '')
+
+ # Process the text with spaCy
+ doc = nlp(text)
+
+ # Initialize variables for extraction
+ CustomerName = ""
+ ItemName = ""
+ ItemQuantity = ""
+ Price = ""
+
+ # Extract entities using spaCy
+ for ent in doc.ents:
+ if ent.label_ == "PERSON":
+ CustomerName = ent.text
+ elif ent.label_ in ["MONEY", "CURRENCY"]:
+ Price = clean_price(ent.text)
+ elif ent.label_ == "QUANTITY":
+ ItemQuantity = ent.text
+ elif ent.label_ == "PRODUCT":
+ ItemName = ent.text
+
+ # Fallback to regex for additional extraction
+ quantity_match = re.search(r'(\d+)\s+([a-zA-Z]+)\s+for', text, re.IGNORECASE)
+ if quantity_match:
+ ItemQuantity = quantity_match.group(1)
+ ItemName = quantity_match.group(2)
+
+ price_match = re.search(r'for\s*(\d+(\.\d{1,2})?)\s*(\w+)?', text)
+ if price_match:
+ Price = clean_price(price_match.group(1))
+
+ # Convert ItemQuantity from words to numbers if needed
+ ItemQuantity = convert_word_to_number(ItemQuantity)
+
+ # Validate and possibly adjust values
+ Price, ItemQuantity = validate_values(Price, ItemQuantity)
+
+ if not CustomerName or not ItemName or not ItemQuantity or not Price:
+ return jsonify({
+ "error": "Invalid input format. Please provide a sentence in the following format:\n\"John Doe bought 2 apples for $5\"."
+ }), 400
+
+ return jsonify({
+ "CustomerName": CustomerName,
+ "Price": Price,
+ "ItemName": ItemName,
+ "ItemQuantity": ItemQuantity
+ })
+
+@app.route('/extract_entities', methods=['POST'])
+def extract_entities_endpoint():
+ data = request.json
+ input_text = data.get('text', '')
+
+ # Normalize input text
+ input_text = input_text.lower().strip()
+
+ # Improved regex patterns for various inputs
+ range_pattern = r'(\w+)\s+more\s+than\s+(\d+)\s+less\s+than\s+(\d+)'
+ less_than_pattern = r'(\w+)?\s*less\s+than\s+(\d+)'
+ more_than_pattern = r'(\w+)?\s*more\s+than\s+(\d+)'
+
+ range_match = re.match(range_pattern, input_text)
+ less_than_match = re.match(less_than_pattern, input_text)
+ more_than_match = re.match(more_than_pattern, input_text)
+
+ if range_match:
+ item = range_match.group(1) if range_match.group(1) else '*'
+ min_value = range_match.group(2)
+ max_value = range_match.group(3)
+ return jsonify({
+ "object": item,
+ "action": "range",
+ "min": min_value,
+ "max": max_value
+ })
+
+ elif less_than_match:
+ item = less_than_match.group(1) if less_than_match.group(1) else '*'
+ value = less_than_match.group(2)
+ return jsonify({
+ "object": item,
+ "action": "less",
+ "range": value
+ })
+
+ elif more_than_match:
+ item = more_than_match.group(1) if more_than_match.group(1) else '*'
+ value = more_than_match.group(2)
+ return jsonify({
+ "object": item,
+ "action": "more",
+ "range": value
+ })
+
+ return jsonify({
+ "error": "Invalid input format. Please provide a sentence in a recognizable format."
+ }), 400
+
+if __name__ == '__main__':
+ app.run(debug=True)
diff --git a/entity-detection/v2/docker-compose.yml b/entity-detection/v2/docker-compose.yml
new file mode 100644
index 0000000..4b8992d
--- /dev/null
+++ b/entity-detection/v2/docker-compose.yml
@@ -0,0 +1,13 @@
+version: '3.8'
+
+services:
+ flask-app:
+ build: .
+ ports:
+ - "5000:5000"
+ environment:
+ - FLASK_APP=app.py
+ - FLASK_RUN_HOST=0.0.0.0
+ - FLASK_RUN_PORT=5000
+ volumes:
+ - .:/app
diff --git a/entity-detection/v2/requirements.txt b/entity-detection/v2/requirements.txt
new file mode 100644
index 0000000..146eedb
--- /dev/null
+++ b/entity-detection/v2/requirements.txt
@@ -0,0 +1,4 @@
+Flask==2.3.3
+Werkzeug==2.3.7
+word2number==1.1
+spacy==3.7.5
\ No newline at end of file
|