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add_grounding_example (#2)
Browse files- add grounding example (b9f04dd36709c6a9c921b97770a440eaad1686ad)
- add grounding example (6060dccbb4333867f062c0e8e2ed8eae48ce5755)
Co-authored-by: Haiping Wu <[email protected]>
README.md
CHANGED
@@ -85,7 +85,10 @@ processor = AutoProcessor.from_pretrained("microsoft/Florence-2-base", trust_rem
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url = "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/tasks/car.jpg?download=true"
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image = Image.open(requests.get(url, stream=True).raw)
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-
def run_example(prompt):
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inputs = processor(text=prompt, images=image, return_tensors="pt")
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generated_ids = model.generate(
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@@ -169,6 +172,16 @@ prompt = <REGION_PROPOSAL>
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run_example(prompt)
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```
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for More detailed examples, please refer to [notebook](https://huggingface.co/microsoft/Florence-2-large/blob/main/sample_inference.ipynb)
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</details>
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url = "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/tasks/car.jpg?download=true"
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image = Image.open(requests.get(url, stream=True).raw)
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def run_example(prompt, text_input=None):
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if text_input is not None:
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prompt = prompt + text_input
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inputs = processor(text=prompt, images=image, return_tensors="pt")
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generated_ids = model.generate(
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run_example(prompt)
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```
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### Caption to Phrase Grounding
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caption to phrase grounding task requires additional text input, i.e. caption.
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Caption to phrase grounding results format:
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{'\<CAPTION_TO_PHRASE_GROUNDING>': {'bboxes': [[x1, y1, x2, y2], ...], 'labels': ['', '', ...]}}
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```python
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task_prompt = '<CAPTION_TO_PHRASE_GROUNDING>'
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results = run_example(task_prompt, text_input="A green car parked in front of a yellow building.")
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```
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for More detailed examples, please refer to [notebook](https://huggingface.co/microsoft/Florence-2-large/blob/main/sample_inference.ipynb)
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</details>
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