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Sasha
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•
e8c2dd4
1
Parent(s):
9c420d3
Adding initial streamlit app
Browse files
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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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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with open('carbon-models-2.json', 'r') as fp:
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carbondict= json.load(fp)
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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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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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carbon_df.drop(carbon_df.loc[carbon_df['task']=='other'].index, inplace=True)
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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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st.title("Hugging Face Carbon Compare Tool")
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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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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)
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