Changed the way we're specifying the path for image in app.py. Directly mention it while execting now.

This commit is contained in:
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2025-02-23 08:15:02 +05:30
parent 0758934b91
commit ac7ea72247
+11 -3
View File
@@ -1,10 +1,17 @@
# For executing: python3 app.py /path/to/file
# Import libraries
from PIL import Image, UnidentifiedImageError
from transformers import ViTImageProcessor, ViTForImageClassification
import sys
# Specify the local directory where the model files are stored
local_model_path = '/home/overnion/Status200/models/pretrained'
# Check if the image path is provided
if len(sys.argv) < 2:
print("Error: No image path provided. Please provide the path to the image as an argument.")
exit()
# Load the image processor and model from the local directory
image_processor = ViTImageProcessor.from_pretrained(local_model_path)
model = ViTForImageClassification.from_pretrained(
@@ -13,10 +20,11 @@ model = ViTForImageClassification.from_pretrained(
)
# Load image
image_path = sys.argv[1] # Get the image path from command line arguments
try:
image = Image.open('/home/overnion/Status200/models/samples/apple.png')
image = Image.open(image_path)
# Convert the image to RGB if it's not already
if (image.mode != 'RGB'):
if image.mode != 'RGB':
image = image.convert('RGB')
except FileNotFoundError:
print("Error: Image file not found.")
@@ -37,5 +45,5 @@ logits = outputs.logits
predicted_class_idx = logits.argmax(-1).item()
# Print the predicted class
print("Predicted class:", model.config.id2label[predicted_class_idx])
print(model.config.id2label[predicted_class_idx])