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import pickle
import datasets
from renumics import spotlight
import os
import pandas as pd
if __name__ == "__main__":
cache_file = "dataset_cache.parquet"
if os.path.exists(cache_file):
# Load dataset from cache
df = pd.read_parquet(cache_file)
print("Dataset loaded from cache.")
else:
# Load dataset using datasets.load_dataset()
dataset = datasets.load_dataset("renumics/cifar100-enriched", split="test")
print("Dataset loaded using datasets.load_dataset().")
df = dataset.to_pandas()
# Save dataset to cache
#save df as parquet
df.to_parquet(cache_file)
print("Dataset saved to cache.")
#df = dataset.to_pandas()
df_show = df.drop(columns=['embedding', 'probabilities'])
while True:
view = spotlight.show(df_show.sample(5000, random_state=1), port=7860, host="0.0.0.0",
dtype={"image": spotlight.Image, "embedding_reduced": spotlight.Embedding}, allow_filebrowsing=False)
view.close()