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Adding initial streamlit app

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  1. app.py +58 -0
app.py ADDED
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+ # Copyright 2021 The HuggingFace Team. All rights reserved.
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+ #
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+ # Licensed under the Apache License, Version 2.0 (the "License");
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+ # you may not use this file except in compliance with the License.
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+ # You may obtain a copy of the License at
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+ #
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+ # http://www.apache.org/licenses/LICENSE-2.0
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+ #
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+ # Unless required by applicable law or agreed to in writing, software
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+ # distributed under the License is distributed on an "AS IS" BASIS,
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+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ # See the License for the specific language governing permissions and
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+ # limitations under the License.
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+
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+ import streamlit as st
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+ import json
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+ import pandas as pd
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+ import plotly.express as px
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+ import numpy as np
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+
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+ with open('carbon-models-2.json', 'r') as fp:
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+ carbondict= json.load(fp)
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+
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+ models= [k.split('/')[1] for k in carbondict.keys()]
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+ carbon = [v[1] for v in carbondict.values()]
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+ carbon = [4009.5 if x== '4' else x for x in carbon]
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+ tasks = [v[0] for v in carbondict.values()]
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+ tasks = ["other" if len(x) < 2 else x for x in tasks]
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+
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+ carbon_df = pd.DataFrame(
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+ {'name': models,
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+ 'task': tasks,
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+ 'carbon': carbon
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+ })
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+
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+ carbon_df.drop(carbon_df.loc[carbon_df['task']=='other'].index, inplace=True)
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+
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+ st.set_page_config(
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+ page_title="Comparing the Carbon Footprint of Transformers",
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+ page_icon="./hf-earth.png",
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+ layout="wide",
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+ )
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+
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+ st.title("Hugging Face Carbon Compare Tool")
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+
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+
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+ # Get the sidebar details
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+ with st.sidebar.expander("Models", expanded=True):
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+ st.image('./hf-earth.png')
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+ # choose a dataset to analyze
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+ model_name = st.selectbox(
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+ f"Choose model to explore:",
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+ models)
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+
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+
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+ fig = px.box(carbon_df, x=carbon_df['task'], y=carbon_df['carbon'], color='task', hover_name=carbon_df['name'])
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+ #fig.update_traces(quartilemethod="exclusive") # or "inclusive", or "linear" by default
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+ st.plotly_chart(fig, use_container_width=True)