| # mtmd-debug |
|
|
| ## Debugging encode pass |
|
|
| Example of debugging an input gray image (raw, not preprocessed): |
|
|
| ```py |
| 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) |
|
|
