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Browse files- .gitattributes +35 -0
- README.md +12 -0
- app.py +89 -0
- gpus.csv +45 -0
- requirements.txt +2 -0
.gitattributes
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README.md
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---
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title: PLUS Lab GPUs
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emoji: ➕
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colorFrom: blue
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colorTo: purple
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sdk: gradio
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sdk_version: 5.13.1
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app_file: app.py
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pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import datetime
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import gradio as gr
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import pandas as pd
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import plotly.express as px
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def split_multi_users(dfs):
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df = dfs.copy()
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df["usernames"] = df["username"].apply(lambda x: x.split(", "))
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df["count"] = 1
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new_df = []
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for row in df.to_dict(orient="records"):
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gpu_users_num = len(row["usernames"])
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for username in row["usernames"]:
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new_row = row.copy()
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new_row["count"] = 1 / gpu_users_num
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new_row["username"] = username
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new_df.append(new_row)
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df = pd.DataFrame(new_df)
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return df
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def plot_now():
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dfs = pd.read_csv("hf://spaces/pluslab/PLUS_Lab_GPUs/gpus.csv")
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dfs = dfs.drop(columns=["Unnamed: 0"])
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dfs = dfs.fillna("FREE")
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dfs_plot = split_multi_users(dfs)
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fig = px.bar(
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dfs_plot, x="count", y="server", color="username",
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title=f"Last Updated {min(dfs['timestamp'])}",
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color_discrete_map={
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"FREE": "black",
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},
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text=dfs_plot['username'].astype(str) + "<br>" + dfs_plot['device'].astype(str),
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)
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fig.update_layout(
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yaxis={'categoryorder': 'array', 'categoryarray': dfs_plot["server"].unique()[::-1]},
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barcornerradius=50,
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)
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fig.update_traces(textposition='inside', insidetextanchor='middle')
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print(dfs_plot)
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return fig, dfs
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def plot_history(sample=True, sampling_interval_minutes=180):
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dfh = pd.read_pickle("hf://spaces/pluslab/PLUS_Lab_GPUs/history.pkl.gz", )
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dfh = dfh.fillna("FREE")
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dfh = split_multi_users(dfh)
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dfh = dfh[["polling_timestamp", "username", "count"]]
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dfh = dfh.groupby(["polling_timestamp", "username"]).sum()
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dfh = dfh.reset_index()
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dfh = dfh.sort_values(by=["polling_timestamp", "count"], ascending=False)
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if sample:
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unique_timestamps = dfh["polling_timestamp"].unique()
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sampled_timestamps = [unique_timestamps[0]]
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for i, t in enumerate(unique_timestamps[1:]):
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diff = sampled_timestamps[-1] - t
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if diff > datetime.timedelta(minutes=sampling_interval_minutes):
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sampled_timestamps.append(t)
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dfh = dfh[dfh["polling_timestamp"].isin(sampled_timestamps)]
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fig = px.area(dfh, x="polling_timestamp", y="count", color='username', color_discrete_map={"FREE": "black",}, markers=True, line_shape='spline',)
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return fig, dfh
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def plot_figs():
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fig_now, dfn = plot_now()
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try:
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fig_history, dfh = plot_history()
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except Exception as e:
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print(e)
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fig_history = None
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dfh = None
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return fig_now, dfn, fig_history
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demo = gr.Interface(
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fn=plot_figs,
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inputs = [
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],
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outputs = [
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gr.Plot(label="GPU Status", elem_classes="plotcss"),
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gr.Dataframe(label="GPU Status Details"),
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gr.Plot(label="History", elem_classes="plotcss"),
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],
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live=True,
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flagging_options=[],
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css=".plotcss {max-width: 820px !important;}"
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)
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if __name__ == "__main__":
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demo.launch(debug=False)
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gpus.csv
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,timestamp,server,name,device,utilization.gpu [%],utilization.memory [%],temperature.gpu,power.draw [W],username
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0,2025/06/25 01:19:47.052,pluslab-a100.cs.ucla.edu,NVIDIA A100-SXM4-40GB,0,99 %,53 %,62,359.49 W,xueqing.wu
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1,2025/06/25 01:19:47.064,pluslab-a100.cs.ucla.edu,NVIDIA A100-SXM4-40GB,1,98 %,55 %,64,430.67 W,xueqing.wu
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+
2,2025/06/25 01:19:47.074,pluslab-a100.cs.ucla.edu,NVIDIA A100-SXM4-40GB,2,99 %,51 %,53,359.63 W,xueqing.wu
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3,2025/06/25 01:19:47.083,pluslab-a100.cs.ucla.edu,NVIDIA A100-SXM4-40GB,3,99 %,53 %,53,385.08 W,xueqing.wu
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0,2025/06/25 01:19:48.218,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,0,0 %,0 %,44,47.44 W,
|
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+
1,2025/06/25 01:19:48.230,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,1,99 %,46 %,72,317.97 W,junyizhang
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+
2,2025/06/25 01:19:48.238,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,2,100 %,45 %,61,292.55 W,junyizhang
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+
3,2025/06/25 01:19:48.247,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,3,100 %,0 %,58,81.64 W,junyizhang
|
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+
4,2025/06/25 01:19:48.253,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,4,96 %,48 %,73,249.94 W,fanyin20
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+
5,2025/06/25 01:19:48.262,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,5,97 %,53 %,72,288.84 W,fanyin20
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+
6,2025/06/25 01:19:48.268,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,6,99 %,55 %,69,313.13 W,junyizhang
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+
7,2025/06/25 01:19:48.274,pluslab01-a100.cs.ucla.edu,NVIDIA A100 80GB PCIe,7,0 %,0 %,44,64.81 W,xueqing.wu
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0,2025/06/25 01:19:49.491,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,0,0 %,0 %,45,71.79 W,
|
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+
1,2025/06/25 01:19:49.507,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,1,0 %,0 %,44,76.95 W,
|
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+
2,2025/06/25 01:19:49.522,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,2,79 %,58 %,61,374.98 W,haikang
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+
3,2025/06/25 01:19:49.538,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,3,67 %,49 %,58,323.71 W,haikang
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+
4,2025/06/25 01:19:49.553,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,4,78 %,58 %,56,358.49 W,haikang
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+
5,2025/06/25 01:19:49.567,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,5,0 %,0 %,44,74.91 W,
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+
6,2025/06/25 01:19:49.581,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,6,0 %,0 %,46,79.50 W,
|
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+
7,2025/06/25 01:19:49.595,pluslab01-h100.cs.ucla.edu,NVIDIA H100 80GB HBM3,7,0 %,0 %,43,73.95 W,
|
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+
0,2025/06/25 01:19:50.977,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,0,100 %,26 %,86,193.30 W,xueqing.wu
|
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+
1,2025/06/25 01:19:50.990,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,1,99 %,26 %,60,189.05 W,xueqing.wu
|
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+
2,2025/06/25 01:19:50.998,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,2,100 %,25 %,67,190.86 W,xueqing.wu
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+
3,2025/06/25 01:19:51.011,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,3,100 %,25 %,63,189.21 W,xueqing.wu
|
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+
4,2025/06/25 01:19:51.020,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,4,0 %,0 %,30,22.86 W,
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+
5,2025/06/25 01:19:51.030,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,5,0 %,0 %,29,28.65 W,
|
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+
6,2025/06/25 01:19:51.036,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,6,0 %,0 %,31,27.67 W,
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+
7,2025/06/25 01:19:51.043,pluslab-a6000.cs.ucla.edu,NVIDIA RTX A6000,7,0 %,0 %,30,21.92 W,
|
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+
0,2025/06/25 01:19:52.251,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,0,100 %,68 %,77,292.88 W,xueqing.wu
|
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+
1,2025/06/25 01:19:52.256,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,1,100 %,71 %,69,288.13 W,xueqing.wu
|
32 |
+
2,2025/06/25 01:19:52.261,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,2,100 %,73 %,78,288.71 W,xueqing.wu
|
33 |
+
3,2025/06/25 01:19:52.264,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,3,100 %,69 %,70,287.09 W,xueqing.wu
|
34 |
+
4,2025/06/25 01:19:52.267,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,4,0 %,0 %,26,22.33 W,
|
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+
5,2025/06/25 01:19:52.271,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,5,0 %,0 %,25,19.33 W,
|
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+
6,2025/06/25 01:19:52.275,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,6,0 %,0 %,27,20.46 W,
|
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+
7,2025/06/25 01:19:52.279,pluslab01-a6000.cs.ucla.edu,NVIDIA RTX A6000,7,0 %,0 %,26,26.69 W,haikang
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+
0,2025/06/25 01:19:53.783,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,0,0 %,0 %,27,26.79 W,
|
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+
1,2025/06/25 01:19:53.806,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,1,0 %,0 %,26,29.73 W,
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+
2,2025/06/25 01:19:53.826,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,2,94 %,96 %,67,265.76 W,hzhang19
|
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+
3,2025/06/25 01:19:53.845,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,3,100 %,36 %,62,263.88 W,hzhang19
|
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+
4,2025/06/25 01:19:53.862,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,4,100 %,72 %,73,289.26 W,xueqing.wu
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+
5,2025/06/25 01:19:53.887,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,5,100 %,72 %,63,289.19 W,xueqing.wu
|
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+
6,2025/06/25 01:19:53.922,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,6,100 %,72 %,73,295.45 W,xueqing.wu
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+
7,2025/06/25 01:19:53.974,pluslab02-a6000.cs.ucla.edu,NVIDIA RTX A6000,7,100 %,72 %,68,286.66 W,xueqing.wu
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requirements.txt
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plotly==5.24.1
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pandas==2.2.3
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