[Python] Image scan not enough values to unpack (expected 4, got 2)

Discussão em 'Python' iniciado por Stack, Janeiro 18, 2025.

  1. Stack

    Stack Membro Participativo

    I couldn't figure out where and what the issue is. I have ensured that I'm only returning 2 values (caption and title), but I am unsure where the other 2 values are coming from.

    here is my function for the image model:

    def generate_caption_and_title(image_path, device):
    # Load the BLIP model and processor
    processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base")
    model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base")
    # Move the model to the selected device (CPU or GPU)
    model.to(device)
    try:
    # Open the image
    image = Image.open(image_path).convert("RGB")

    # Generate the caption (Description)
    description_prompt = "Describe this image in detail."
    inputs_description = processor(image, text=description_prompt, return_tensors="pt").to(device)
    description_ids = model.generate(
    inputs_description['input_ids'],
    max_length=50,
    num_beams=5,
    early_stopping=True
    )
    caption = processor.decode(description_ids[0], skip_special_tokens=True)

    # Generate a title (can be the first few words or a summary of the caption)
    title_prompt = "Provide a one-word title for this image."
    inputs_title = processor(image, text=title_prompt, return_tensors="pt").to(device)
    title_ids = model.generate(
    inputs_title['input_ids'],
    max_length=15,
    num_beams=5,
    early_stopping=True
    )
    title = processor.decode(title_ids[0], skip_special_tokens=True)

    return caption, title # Ensure the order matches the unpacking
    except Exception as e:
    print(f"Error in generate_caption_and_title for {image_path}: {e}")
    return "Error Title", "Error Description" # Default return for failed cases


    here is where I'm calling out the statement for generate_caption_and_title:

    def process_images(image_dir, output_csv, device):
    for root, dirs, files in os.walk(image_dir):
    for filename in files:
    file_path = os.path.join(root, filename)

    # Process only image files
    if os.path.isfile(file_path) and filename.lower().endswith((".jpg", ".jpeg", ".png", ".tiff")):
    image_files.append(file_path)
    # Process only image files
    for file_path in tqdm(image_files, desc="Processing Images", unit="image"):
    try:
    # Generate description and title using AI
    title, caption = generate_caption_and_title(file_path, device)

    # Open the image
    with Image.open(file_path) as img:
    # Extract EXIF data
    exif_data = img._getexif()
    metadata = {
    "Filename": filename,
    "File Path": file_path,
    "Resolution": f"{img.width}x{img.height}",
    "Description": caption,
    "Title": title}

    # Extract specific EXIF tags
    if exif_data:
    for tag_id, value in exif_data.items():
    tag_name = TAGS.get(tag_id, tag_id)
    metadata[tag_name] = value

    # Append metadata to the list
    metadata_list.append(metadata)
    except Exception as e:
    print(f"Error processing {filename}: {e}")

    # Create a DataFrame and save it to a CSV file
    df = pd.DataFrame(metadata_list)
    df.to_csv(output_csv, index=False)

    print(f"Metadata has been saved to {output_csv}")


    Also here is the full error message:

    Error in generate_caption_and_title for D:\Pictures\Jacob Brockwell Graphic Arts and Pictures\Photo Gallaries\Photo Gallary\JPEG Photos\RAW Exports\Other\Other #2\Food\DSC_0006.jpg: not enough values to unpack (expected 4, got 2)
    Full Traceback:
    Traceback (most recent call last):
    File "d:\other-files\school\database_dev\Personal Projects\Image Database\imageScan.py", line 32, in generate_caption_and_title
    description_ids = model.generate(
    ^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\torch\utils\_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
    ^^^^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\transformers\models\blip\modeling_blip.py", line 1187, in generate
    vision_outputs = self.vision_model(
    ^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\transformers\models\blip\modeling_blip.py", line 726, in forward
    hidden_states = self.embeddings(pixel_values, interpolate_pos_encoding=interpolate_pos_encoding)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    File "C:\Users\Jacob Brockwell\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\LocalCache\local-packages\Python312\site-packages\transformers\models\blip\modeling_blip.py", line 277, in forward
    batch_size, _, height, width = pixel_values.shape
    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    ValueError: not enough values to unpack (expected 4, got 2)

    Continue reading...

Compartilhe esta Página