| Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`. |
|
Loading checkpoint shards: 0%| | 0/3 [00:00<?, ?it/s]
Loading checkpoint shards: 100%|██████████| 3/3 [00:00<00:00, 17.89it/s]
Loading checkpoint shards: 100%|██████████| 3/3 [00:00<00:00, 17.87it/s] |
| loaded llava-hf/llava-1.5-7b-hf on mps/torch.float16 |
| POPE: 150 examples, methods=['vanilla', 'split', 'random', 'attn'], budgets=[192, 128, 64] |
| 10/150 151s (15.1s/ex) |
| 20/150 315s (15.8s/ex) |
| 30/150 464s (15.5s/ex) |
| 40/150 618s (15.4s/ex) |
| 50/150 770s (15.4s/ex) |
| 60/150 957s (15.9s/ex) |
| 70/150 1155s (16.5s/ex) |
| 80/150 1273s (15.9s/ex) |
| 90/150 1383s (15.4s/ex) |
| 100/150 1815s (18.1s/ex) |
| 110/150 2033s (18.5s/ex) |
| 120/150 2238s (18.6s/ex) |
| 130/150 2462s (18.9s/ex) |
| 140/150 2671s (19.1s/ex) |
| 150/150 2860s (19.1s/ex) |
| { |
| "vanilla@576": { |
| "correct": 122, |
| "total": 150, |
| "tp": 58, |
| "tn": 64, |
| "fp": 11, |
| "fn": 17, |
| "accuracy": 81.33333333333333, |
| "f1": 80.55555555555556 |
| }, |
| "split@192": { |
| "correct": 118, |
| "total": 150, |
| "tp": 53, |
| "tn": 65, |
| "fp": 10, |
| "fn": 22, |
| "accuracy": 78.66666666666667, |
| "f1": 76.81159420289855 |
| }, |
| "split@128": { |
| "correct": 116, |
| "total": 150, |
| "tp": 50, |
| "tn": 66, |
| "fp": 9, |
| "fn": 25, |
| "accuracy": 77.33333333333333, |
| "f1": 74.6268656716418 |
| }, |
| "split@64": { |
| "correct": 116, |
| "total": 150, |
| "tp": 45, |
| "tn": 71, |
| "fp": 4, |
| "fn": 30, |
| "accuracy": 77.33333333333333, |
| "f1": 72.58064516129033 |
| }, |
| "random@192": { |
| "correct": 118, |
| "total": 150, |
| "tp": 54, |
| "tn": 64, |
| "fp": 11, |
| "fn": 21, |
| "accuracy": 78.66666666666667, |
| "f1": 77.14285714285715 |
| }, |
| "random@128": { |
| "correct": 118, |
| "total": 150, |
| "tp": 52, |
| "tn": 66, |
| "fp": 9, |
| "fn": 23, |
| "accuracy": 78.66666666666667, |
| "f1": 76.4705882352941 |
| }, |
| "random@64": { |
| "correct": 118, |
| "total": 150, |
| "tp": 52, |
| "tn": 66, |
| "fp": 9, |
| "fn": 23, |
| "accuracy": 78.66666666666667, |
| "f1": 76.4705882352941 |
| }, |
| "attn@192": { |
| "correct": 123, |
| "total": 150, |
| "tp": 60, |
| "tn": 63, |
| "fp": 12, |
| "fn": 15, |
| "accuracy": 82.0, |
| "f1": 81.6326530612245 |
| }, |
| "attn@128": { |
| "correct": 123, |
| "total": 150, |
| "tp": 58, |
| "tn": 65, |
| "fp": 10, |
| "fn": 17, |
| "accuracy": 82.0, |
| "f1": 81.11888111888113 |
| }, |
| "attn@64": { |
| "correct": 122, |
| "total": 150, |
| "tp": 54, |
| "tn": 68, |
| "fp": 7, |
| "fn": 21, |
| "accuracy": 81.33333333333333, |
| "f1": 79.41176470588236 |
| } |
| } |
| wrote outputs/pope_results.json |
|
|
