Update app.py
Browse files
app.py
CHANGED
@@ -9,6 +9,7 @@ from gradio_client.client import Job
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DESCRIPTION = "# Comparing image captioning models"
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ORIGINAL_SPACE_INFO = """\
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- [GIT-large fine-tuned on COCO](https://huggingface.co/spaces/library-samples/image-captioning-with-git)
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- [BLIP-large](https://huggingface.co/spaces/library-samples/image-captioning-with-blip)
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- [BLIP-2 OPT 6.7B](https://huggingface.co/spaces/merve/BLIP2-with-transformers)
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@@ -26,6 +27,15 @@ torch.hub.download_url_to_file(
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)
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def generate_caption_git(image_path: str, return_job: bool = False) -> str | Job:
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try:
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client = Client("hysts/image-captioning-with-git")
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@@ -116,8 +126,9 @@ def generate_caption_fuyu(image_path: str, return_job: bool = False) -> str | Jo
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return ""
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def generate_captions(image_path: str) -> tuple[str, str, str, str, str, str]:
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jobs = [
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generate_caption_git(image_path, return_job=True),
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generate_caption_blip(image_path, return_job=True),
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generate_caption_blip2_opt(image_path, return_job=True),
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@@ -135,6 +146,7 @@ with gr.Blocks(css="style.css") as demo:
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input_image = gr.Image(type="filepath")
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run_button = gr.Button("Caption")
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with gr.Column():
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out_git = gr.Textbox(label="GIT-large fine-tuned on COCO")
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out_blip = gr.Textbox(label="BLIP-large")
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out_blip2_opt = gr.Textbox(label="BLIP-2 OPT 6.7B")
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@@ -143,6 +155,7 @@ with gr.Blocks(css="style.css") as demo:
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out_fuyu = gr.Textbox(label="Fuyu-8B")
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outputs = [
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out_git,
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out_blip,
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out_blip2_opt,
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DESCRIPTION = "# Comparing image captioning models"
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ORIGINAL_SPACE_INFO = """\
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- [BLIP fine-tuned for long captions](https://huggingface.co/spaces/unography/image-captioning-with-longcap)
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- [GIT-large fine-tuned on COCO](https://huggingface.co/spaces/library-samples/image-captioning-with-git)
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- [BLIP-large](https://huggingface.co/spaces/library-samples/image-captioning-with-blip)
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- [BLIP-2 OPT 6.7B](https://huggingface.co/spaces/merve/BLIP2-with-transformers)
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)
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def generate_caption_longcap(image_path: str, return_job: bool = False) -> str | Job:
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try:
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client = Client("hysts/image-captioning-with-git")
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fn = client.submit if return_job else client.predict
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return fn(image_path, api_name="/caption")
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except Exception:
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gr.Warning("The GIT-large Space is currently unavailable. Please try again later.")
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return ""
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def generate_caption_git(image_path: str, return_job: bool = False) -> str | Job:
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try:
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client = Client("hysts/image-captioning-with-git")
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return ""
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def generate_captions(image_path: str) -> tuple[str, str, str, str, str, str, str]:
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jobs = [
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generate_caption_longcap(image_path, return_job=True),
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generate_caption_git(image_path, return_job=True),
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generate_caption_blip(image_path, return_job=True),
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generate_caption_blip2_opt(image_path, return_job=True),
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input_image = gr.Image(type="filepath")
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run_button = gr.Button("Caption")
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with gr.Column():
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out_longcap = gr.Textbox(label="BLIP fine-tuned for long captions")
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out_git = gr.Textbox(label="GIT-large fine-tuned on COCO")
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out_blip = gr.Textbox(label="BLIP-large")
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out_blip2_opt = gr.Textbox(label="BLIP-2 OPT 6.7B")
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out_fuyu = gr.Textbox(label="Fuyu-8B")
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outputs = [
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out_longcap,
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out_git,
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out_blip,
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out_blip2_opt,
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