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import os | |
import gradio as gr | |
from datasets import load_dataset | |
auth_token = os.environ.get("auth_token") | |
visit_bench_all = load_dataset("mlfoundations/VisIT-Bench", use_auth_token=auth_token) | |
print('visit_bench_all') | |
print(visit_bench_all) | |
print('dataset keys:') | |
print(visit_bench_all.keys()) | |
dataset_keys = list(visit_bench_all.keys()) | |
assert len(dataset_keys) == 1 | |
dataset_key = dataset_keys[0] | |
visit_bench = visit_bench_all[dataset_key] | |
print('first item:') | |
print(visit_bench[0]) | |
df = visit_bench.to_pandas() | |
print(f"Got {len(df)} items in dataframe") | |
df = df.sample(frac=1) | |
# df['image'] = df['image_url'].apply(lambda x: '<a href= "' + str(x) + '" target="_blank"> <img src= "' + str( | |
# x) + '"/> </a>') | |
# df['image'] = df['image_url'].apply(lambda x: '<a href= "' + str(x) + '" target="_blank"> <img src= "' + str( | |
# x) + '" width="400"/> </a>') | |
# df['image'] = df['image'].apply(lambda x: '<a href= "' + str(x) + '" target="_blank"> <img src= "' + str( | |
# x) + '" width="400"/> </a>') | |
df['image'] = df['image'].apply(lambda x: '<a href= "' + str(x['path']) + '" target="_blank"> <img src= "' + str( | |
x['path']) + '" width="400"/> </a>') | |
cols = list(df.columns) | |
cols.insert(0, cols.pop(cols.index('image'))) | |
df = df.reindex(columns=cols) | |
LINES_NUMBER = 20 | |
def display_df(): | |
df_images = df.head(LINES_NUMBER) | |
return df_images | |
def display_next(dataframe, end): | |
start = int(end or len(dataframe)) | |
end = int(start) + int(LINES_NUMBER) | |
global df | |
if end >= len(df) - 1: | |
start = 0 | |
end = LINES_NUMBER | |
df = df.sample(frac=1) | |
print(f"Shuffle") | |
df_images = df.iloc[start:end] | |
assert len(df_images) == LINES_NUMBER | |
return df_images, end | |
initial_dataframe = display_df() | |
# Gradio Blocks | |
with gr.Blocks() as demo: | |
gr.Markdown("<h1><center>VisIT-Bench Dataset Viewer</center></h1>") | |
with gr.Row(): | |
num_end = gr.Number(visible=False) | |
b1 = gr.Button("Get Initial dataframe") | |
b2 = gr.Button("Next Rows") | |
with gr.Row(): | |
# out_dataframe = gr.Dataframe(initial_dataframe, wrap=True, max_rows=LINES_NUMBER, overflow_row_behaviour="paginate", | |
# interactive=False, | |
# datatype=["markdown", "str", "str", "str", "bool", | |
# "bool", "bool", "str", "str", "str"]) | |
out_dataframe = gr.Dataframe(initial_dataframe, wrap=True, row_count=LINES_NUMBER, | |
interactive=False, | |
datatype=["markdown", "str", "str", "str", "bool", | |
"bool", "bool", "str", "str", "str"]) | |
b1.click(fn=display_df, outputs=out_dataframe, api_name="initial_dataframe") | |
b2.click(fn=display_next, inputs=[out_dataframe, num_end], outputs=[out_dataframe, num_end], | |
api_name="next_rows") | |
demo.launch(debug=True, show_error=True) | |