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from datasets import load_dataset | |
import pandas as pd | |
import streamlit as st | |
from transformers import AutoTokenizer | |
import matplotlib.pyplot as plt | |
st.set_page_config(layout="wide") | |
with st.sidebar: | |
subset = st.selectbox('Flores eng_Latn-ukr_Cyrl subset', ('dev', 'devtest')) | |
tokenizer = transformers.AutoTokenizer.from_pretrained("mistralai/Mistral-7B-v0.1") | |
flores = load_dataset("facebook/flores", "eng_Latn-ukr_Cyrl") | |
dataset = flores[subset] | |
fig, (axl, axr) = plt.subplots(1, 2, figsize=(10,5)) | |
axl.hist(dataaset.map(lambda x: {'num_tokens':len(tok(x['sentence_eng_Latn'])['input_ids'])})['num_tokens']) | |
axl.set_title('eng mistral tokens') | |
axr.hist(dataaset.map(lambda x: {'num_tokens':len(tok(x['sentence_ukr_Cyrl'])['input_ids'])})['num_tokens']) | |
axr.set_title('ukr mistral tokens') | |
st.dataframe(pd.DataFrame(dataset[subset])) | |