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| import numpy as np | |
| import os | |
| import sys | |
| def read_npy_file(file_path): | |
| """ | |
| Read a .npy file and return the numpy array. | |
| Args: | |
| file_path (str): Path to the .npy file | |
| Returns: | |
| numpy.ndarray: The loaded numpy array | |
| Raises: | |
| FileNotFoundError: If the file doesn't exist | |
| ValueError: If the file is not a valid .npy file | |
| """ | |
| try: | |
| # Check if file exists | |
| if not os.path.exists(file_path): | |
| raise FileNotFoundError(f"File not found: {file_path}") | |
| # Check if file has .npy extension | |
| if not file_path.lower().endswith('.npy'): | |
| print(f"Warning: File {file_path} doesn't have .npy extension") | |
| # Load the numpy array | |
| array = np.load(file_path) | |
| print(f"Successfully loaded {file_path}") | |
| print(f"Array shape: {array.shape}") | |
| print(f"Array dtype: {array.dtype}") | |
| print(f"Array size: {array.size}") | |
| return array | |
| except Exception as e: | |
| raise ValueError(f"Error reading {file_path}: {str(e)}") | |
| def print_array_info(array, show_data=False, max_elements=10): | |
| """ | |
| Print detailed information about a numpy array. | |
| Args: | |
| array (numpy.ndarray): The numpy array to analyze | |
| show_data (bool): Whether to show actual data values | |
| max_elements (int): Maximum number of elements to display | |
| """ | |
| print("\n" + "="*50) | |
| print("ARRAY INFORMATION") | |
| print("="*50) | |
| print(f"Shape: {array.shape}") | |
| print(f"Dtype: {array.dtype}") | |
| print(f"Size: {array.size}") | |
| print(f"Dimensions: {array.ndim}") | |
| print(f"Memory usage: {array.nbytes} bytes") | |
| if array.size > 0: | |
| print(f"Min value: {np.min(array)}") | |
| print(f"Max value: {np.max(array)}") | |
| print(f"Mean value: {np.mean(array)}") | |
| print(f"Std deviation: {np.std(array)}") | |
| if show_data: | |
| print("\nArray data:") | |
| if array.size <= max_elements: | |
| print(array) | |
| else: | |
| print(f"First {max_elements} elements:") | |
| print(array.flat[:max_elements]) | |
| print("...") | |
| def main(): | |
| """ | |
| Main function to demonstrate usage. | |
| """ | |
| file_path = "/home/alienware3/Documents/diamond/low_res.npy" | |
| try: | |
| # Read the NPY file | |
| array = read_npy_file(file_path) | |
| # Print detailed information | |
| print_array_info(array, show_data=True, max_elements=20) | |
| except Exception as e: | |
| print(f"Error: {e}") | |
| sys.exit(1) | |
| if __name__ == "__main__": | |
| main() | |