kasun commited on
Commit
e558803
1 Parent(s): 1c8d833

blip-base activated

Browse files
Files changed (1) hide show
  1. app.py +7 -7
app.py CHANGED
@@ -11,8 +11,8 @@ torch.hub.download_url_to_file('http://images.cocodataset.org/val2017/0000000397
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  torch.hub.download_url_to_file('https://huggingface.co/datasets/nielsr/textcaps-sample/resolve/main/stop_sign.png', 'stop_sign.png')
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  torch.hub.download_url_to_file('https://cdn.openai.com/dall-e-2/demos/text2im/astronaut/horse/photo/0.jpg', 'astronaut.jpg')
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- git_processor_base = AutoProcessor.from_pretrained("microsoft/git-base-coco")
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- git_model_base = AutoModelForCausalLM.from_pretrained("microsoft/git-base-coco")
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  # git_processor_large_coco = AutoProcessor.from_pretrained("microsoft/git-large-coco")
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  # git_model_large_coco = AutoModelForCausalLM.from_pretrained("microsoft/git-large-coco")
@@ -43,7 +43,7 @@ blip_model_base = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-
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  device = "cuda" if torch.cuda.is_available() else "cpu"
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- git_model_base.to(device)
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  blip_model_base.to(device)
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  # git_model_large_coco.to(device)
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  # git_model_large_textcaps.to(device)
@@ -76,7 +76,7 @@ def generate_caption_coca(model, transform, image):
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  def generate_captions(image):
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- caption_git_base = generate_caption(git_processor_base, git_model_base, image)
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  # caption_git_large_coco = generate_caption(git_processor_large_coco, git_model_large_coco, image)
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@@ -95,14 +95,14 @@ def generate_captions(image):
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  # caption_blip2_8_bit = generate_caption(blip2_processor_8_bit, blip2_model_8_bit, image, use_float_16=True).strip()
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  # return caption_git_large_coco, caption_git_large_textcaps, caption_blip_large, caption_coca, caption_blip2_8_bit
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- return caption_git_base, caption_blip_base
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  examples = [["cats.jpg"], ["stop_sign.png"], ["astronaut.jpg"]]
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  # outputs = [gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on COCO"), gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on TextCaps"), gr.outputs.Textbox(label="Caption generated by BLIP-large"), gr.outputs.Textbox(label="Caption generated by CoCa"), gr.outputs.Textbox(label="Caption generated by BLIP-2 OPT 6.7b")]
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  outputs = [
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- gr.outputs.Textbox(label="Caption generated by GIT-base fine-tuned on COCO"),
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  # gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on COCO"),
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  # gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on TextCaps"),
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  gr.outputs.Textbox(label="Caption generated by BLIP-base"),
@@ -110,7 +110,7 @@ outputs = [
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  # gr.outputs.Textbox(label="Caption generated by vitgpt")
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  ]
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- title = "Interactive demo: comparing image captioning models"
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  description = "Gradio Demo to compare GIT, BLIP, CoCa, and BLIP-2, 4 state-of-the-art vision+language models. To use it, simply upload your image and click 'submit', or click one of the examples to load them. Read more at the links below."
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  article = "<p style='text-align: center'><a href='https://huggingface.co/docs/transformers/main/model_doc/blip' target='_blank'>BLIP docs</a> | <a href='https://huggingface.co/docs/transformers/main/model_doc/git' target='_blank'>GIT docs</a></p>"
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  torch.hub.download_url_to_file('https://huggingface.co/datasets/nielsr/textcaps-sample/resolve/main/stop_sign.png', 'stop_sign.png')
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  torch.hub.download_url_to_file('https://cdn.openai.com/dall-e-2/demos/text2im/astronaut/horse/photo/0.jpg', 'astronaut.jpg')
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+ # git_processor_base = AutoProcessor.from_pretrained("microsoft/git-base-coco")
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+ # git_model_base = AutoModelForCausalLM.from_pretrained("microsoft/git-base-coco")
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  # git_processor_large_coco = AutoProcessor.from_pretrained("microsoft/git-large-coco")
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  # git_model_large_coco = AutoModelForCausalLM.from_pretrained("microsoft/git-large-coco")
 
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  device = "cuda" if torch.cuda.is_available() else "cpu"
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+ # git_model_base.to(device)
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  blip_model_base.to(device)
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  # git_model_large_coco.to(device)
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  # git_model_large_textcaps.to(device)
 
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  def generate_captions(image):
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+ # caption_git_base = generate_caption(git_processor_base, git_model_base, image)
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  # caption_git_large_coco = generate_caption(git_processor_large_coco, git_model_large_coco, image)
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  # caption_blip2_8_bit = generate_caption(blip2_processor_8_bit, blip2_model_8_bit, image, use_float_16=True).strip()
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  # return caption_git_large_coco, caption_git_large_textcaps, caption_blip_large, caption_coca, caption_blip2_8_bit
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+ return caption_blip_base
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  examples = [["cats.jpg"], ["stop_sign.png"], ["astronaut.jpg"]]
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  # outputs = [gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on COCO"), gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on TextCaps"), gr.outputs.Textbox(label="Caption generated by BLIP-large"), gr.outputs.Textbox(label="Caption generated by CoCa"), gr.outputs.Textbox(label="Caption generated by BLIP-2 OPT 6.7b")]
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  outputs = [
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+ # gr.outputs.Textbox(label="Caption generated by GIT-base fine-tuned on COCO"),
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  # gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on COCO"),
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  # gr.outputs.Textbox(label="Caption generated by GIT-large fine-tuned on TextCaps"),
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  gr.outputs.Textbox(label="Caption generated by BLIP-base"),
 
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  # gr.outputs.Textbox(label="Caption generated by vitgpt")
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  ]
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+ title = "Interactive demo: blip-base"
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  description = "Gradio Demo to compare GIT, BLIP, CoCa, and BLIP-2, 4 state-of-the-art vision+language models. To use it, simply upload your image and click 'submit', or click one of the examples to load them. Read more at the links below."
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  article = "<p style='text-align: center'><a href='https://huggingface.co/docs/transformers/main/model_doc/blip' target='_blank'>BLIP docs</a> | <a href='https://huggingface.co/docs/transformers/main/model_doc/git' target='_blank'>GIT docs</a></p>"
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