Delete classytext

classytext/classifier/predict.py

@@ -1,61 +0,0 @@
-# Necessary imports
-import sys
-from typing import Dict
-from classytext.logger import logging
-from classytext.exception import CustomExceptionHandling
-from transformers import pipeline
-import gradio as gr
-
-
-# Load the zero-shot classification model
-classifier = pipeline(
-    "zero-shot-classification",
-    model="MoritzLaurer/ModernBERT-large-zeroshot-v2.0",
-)
-
-
-def ZeroShotTextClassification(
-    text_input: str, candidate_labels: str, multi_label: bool
-) -> Dict[str, float]:
-    """
-    Performs zero-shot classification on the given text input.
-
-    Args:
-        - text_input: The input text to classify.
-        - candidate_labels: A comma-separated string of candidate labels.
-        - multi_label: A boolean indicating whether to allow the model to choose multiple classes.
-
-    Returns:
-        Dictionary containing label-score pairs.
-    """
-    try:
-        # Check if the input and candidate labels are valid
-        if not text_input or not candidate_labels:
-            gr.Warning("Please provide valid input and candidate labels")
-
-        # Split and clean the candidate labels
-        labels = [label.strip() for label in candidate_labels.split(",")]
-
-        # Log the classification attempt
-        logging.info(f"Attempting classification with {len(labels)} labels")
-
-        # Perform zero-shot classification
-        hypothesis_template = "This text is about {}"
-        prediction = classifier(
-            text_input,
-            labels,
-            hypothesis_template=hypothesis_template,
-            multi_label=multi_label,
-        )
-
-        # Return the classification results
-        logging.info("Classification completed successfully")
-        return {
-            prediction["labels"][i]: prediction["scores"][i]
-            for i in range(len(prediction["labels"]))
-        }
-
-    # Handle exceptions that may occur during the process
-    except Exception as e:
-        # Custom exception handling
-        raise CustomExceptionHandling(e, sys) from e

classytext/exception.py

@@ -1,50 +0,0 @@
-"""
-This module defines a custom exception handling class and a function to get error message with details of the error.
-"""
-
-# Standard Library
-import sys
-
-# Local imports
-from classytext.logger import logging
-
-
-# Function Definition to get error message with details of the error (file name and line number) when an error occurs in the program
-def get_error_message(error, error_detail: sys):
-    """
-    Get error message with details of the error.
-
-    Args:
-        - error (Exception): The error that occurred.
-        - error_detail (sys): The details of the error.
-
-    Returns:
-        str: A string containing the error message along with the file name and line number where the error occurred.
-    """
-    _, _, exc_tb = error_detail.exc_info()
-
-    # Get error details
-    file_name = exc_tb.tb_frame.f_code.co_filename
-    return "Error occured in python script name [{0}] line number [{1}] error message[{2}]".format(
-        file_name, exc_tb.tb_lineno, str(error)
-    )
-
-
-# Custom Exception Handling Class Definition
-class CustomExceptionHandling(Exception):
-    """
-    Custom Exception Handling:
-        This class defines a custom exception that can be raised when an error occurs in the program.
-        It takes an error message and an error detail as input and returns a formatted error message when the exception is raised.
-    """
-
-    # Constructor
-    def __init__(self, error_message, error_detail: sys):
-        """Initialize the exception"""
-        super().__init__(error_message)
-
-        self.error_message = get_error_message(error_message, error_detail=error_detail)
-
-    def __str__(self):
-        """String representation of the exception"""
-        return self.error_message

classytext/logger.py

@@ -1,21 +0,0 @@
-# Importing the required modules
-import os
-import logging
-from datetime import datetime
-
-# Creating a log file with the current date and time as the name of the file
-LOG_FILE = f"{datetime.now().strftime('%m_%d_%Y_%H_%M_%S')}.log"
-
-# Creating a logs folder if it does not exist
-logs_path = os.path.join(os.getcwd(), "logs", LOG_FILE)
-os.makedirs(logs_path, exist_ok=True)
-
-# Setting the log file path and the log level
-LOG_FILE_PATH = os.path.join(logs_path, LOG_FILE)
-
-# Configuring the logger
-logging.basicConfig(
-    filename=LOG_FILE_PATH,
-    format="[ %(asctime)s ] %(lineno)d %(name)s - %(levelname)s - %(message)s",
-    level=logging.INFO,
-)