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import os
from pathlib import Path
import pandas as pd
import streamlit as st
from datasets import load_dataset
from dotenv import load_dotenv
if Path(".env").is_file():
load_dotenv(".env")
st.set_page_config(layout="wide")
HF_TOKEN = os.getenv("HF_TOKEN")
ds = load_dataset("HuggingFaceH4/instruction-model-outputs-filtered", split="train", use_auth_token=HF_TOKEN)
st.markdown("# Instruction Model Outputs")
st.markdown(
"""This app shows the outputs of various open-souce, instruction-trained models from a [dataset](https://huggingface.co/datasets/HuggingFaceH4/instruction-model-outputs-filtered) of human demonstrations filtered for overlap with the original prompt and canned responses. Hit the button below to view a few random samples from the generated outputs."""
)
st.markdown(
"""**Notes**
* Some outputs contain a `Human:` prefix - this is likely due to the fact each model was prompted to be a dialogue agent.
* The outputs were generated deterministically with `temperature=0` and `max_new_tokens=100`
"""
)
button = st.button("Show me what you got!")
if button is True:
sample_ds = ds.shuffle().select(range(5))
for sample in sample_ds:
st.markdown(f'**Prompt:** {sample["prompt"]}')
df = pd.DataFrame.from_records(sample["outputs"])
# CSS to inject contained in a string
hide_table_row_index = """
<style>
thead tr th:first-child {display:none}
tbody th {display:none}
</style>
"""
# Inject CSS with Markdown
st.markdown(hide_table_row_index, unsafe_allow_html=True)
st.table(df)
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