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607 B
607 B
mtmd-debug
Debugging encode pass
Example of debugging an input gray image (raw, not preprocessed):
from transformers import AutoModel
model = AutoModel.from_pretrained(...)
def test_vision():
img_size = 896 # number of patches per side
pixel_values = torch.zeros(1, 3, img_size, img_size) + 0.5 # gray image
with torch.no_grad():
outputs = model.model.get_image_features(pixel_values=pixel_values)
print("last_hidden_state shape:", outputs.last_hidden_state.shape)
print("last_hidden_state:", outputs.last_hidden_state)
test_vision()
Debugging preprocess pass
(TODO)