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import pickle | |
import datasets | |
from renumics import spotlight | |
import os | |
import pandas as pd | |
from renumics.spotlight.layouts import debug_classification | |
from renumics.spotlight.layouts import compare_classification | |
if __name__ == "__main__": | |
cache_file_issues="metadata_issues.pkl" | |
# Load dataset using datasets.load_dataset() | |
ds = datasets.load_dataset("renumics/emodb-enriched", split="all") | |
print("Dataset loaded using datasets.load_dataset().") | |
with open(cache_file_issues, "rb") as issue_file: | |
issues = pickle.load(issue_file) | |
while True: | |
layout = debug_classification(label='gender', prediction='m1_gender_prediction', embedding='m1_embedding', features=['age', 'emotion'], inspect={'audio': spotlight.Audio}) | |
#layout = compare_classification(label='gender', model1_prediction='m1_gender_prediction', model1_embedding='m1_embedding', model1_correct='m1_correct', model2_prediction='m2_gender_prediction', #model2_embedding='m2_embedding', model2_correct='m2_correct', inspect={'audio': spotlight.Audio}) | |
view = spotlight.show(ds, issues=issues, port=7860, host="0.0.0.0", layout=layout, | |
allow_filebrowsing=False) | |
view.close() |