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import streamlit as st |
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from components import buildings_view, models_view, performance_view |
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import utils |
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st.set_page_config(page_title="Electricity Demand Dashboard", layout="wide") |
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PAGES = [ |
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"Buildings", |
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"Models", |
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"Performance", |
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] |
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@st.cache_data(ttl=86400) |
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def fetch_data(): |
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return utils.get_wandb_data( |
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st.secrets["wandb_entity"], |
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"enfobench-electricity-demand", |
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st.secrets["wandb_api_key"], |
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job_type="metrics", |
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) |
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data = fetch_data() |
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models = sorted(data["model"].unique().tolist()) |
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models_to_plot = set() |
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model_groups: dict[str, list[str]] = {} |
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for model in models: |
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group, model_name = model.split(".", maxsplit=1) |
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if group not in model_groups: |
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model_groups[group] = [] |
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model_groups[group].append(model_name) |
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with st.sidebar: |
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left, right = st.columns( |
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2 |
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) |
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with left: |
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st.image("./images/ku_leuven_logo.png") |
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with right: |
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st.image("./images/energyville_logo.png") |
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view = st.selectbox("View", PAGES, index=0) |
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st.header("Models to include") |
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for model_group, models in model_groups.items(): |
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st.text(model_group) |
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for model_name in models: |
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to_plot = st.checkbox(model_name, value=True) |
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if to_plot: |
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models_to_plot.add(f"{model_group}.{model_name}") |
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st.title("EnFoBench - Electricity Demand") |
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st.divider() |
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if view == "Buildings": |
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buildings_view(data) |
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elif view == "Models": |
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models_view(data) |
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elif view == "Performance": |
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performance_view(data, models_to_plot) |
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else: |
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st.write("Not implemented yet") |
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