Spaces:
Runtime error
Runtime error
first upload
Browse files- app.py +52 -0
- requirements.txt +4 -0
app.py
ADDED
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import pypistats
|
3 |
+
from datetime import date
|
4 |
+
from dateutil.relativedelta import relativedelta
|
5 |
+
import pandas as pd
|
6 |
+
from fbprophet import Prophet
|
7 |
+
|
8 |
+
|
9 |
+
pd.options.plotting.backend = "plotly"
|
10 |
+
|
11 |
+
def get_data(lib,time):
|
12 |
+
data = pypistats.overall(lib, total=True, format="pandas")
|
13 |
+
data = data.groupby("category").get_group("with_mirrors").sort_values("date")
|
14 |
+
start_date = date.today() - relativedelta(months=int(time.split(" ")[0]))
|
15 |
+
data = data[(data['date'] > str(start_date))]
|
16 |
+
return data
|
17 |
+
|
18 |
+
def get_plot2(lib, time):
|
19 |
+
df = get_data(lib,time)
|
20 |
+
df1 = df[['date','downloads']]
|
21 |
+
df1.columns = ['ds','y']
|
22 |
+
|
23 |
+
m = Prophet()
|
24 |
+
m.fit(df1)
|
25 |
+
future = m.make_future_dataframe(periods=90)
|
26 |
+
forecast = m.predict(future)
|
27 |
+
fig1 = m.plot(forecast)
|
28 |
+
return fig1
|
29 |
+
|
30 |
+
def get_plot(lib, time):
|
31 |
+
data = get_data(lib,time)
|
32 |
+
chart = data.plot(x="date", y="downloads")
|
33 |
+
return chart
|
34 |
+
|
35 |
+
with gr.Blocks() as demo:
|
36 |
+
|
37 |
+
gr.Markdown(
|
38 |
+
"""
|
39 |
+
## Pypi Download Stats 📈
|
40 |
+
See live download stats for all of Hugging Face's open-source libraries 🤗
|
41 |
+
""")
|
42 |
+
with gr.Row():
|
43 |
+
lib = gr.Dropdown(["transformers", "datasets", "huggingface-hub", "gradio"], label="Library")
|
44 |
+
time = gr.Dropdown(["3 months", "6 months", "9 months", "12 months"], label="Downloads over the last...")
|
45 |
+
|
46 |
+
plt = gr.Plot()
|
47 |
+
|
48 |
+
lib.change(get_plot2, [lib, time], plt)
|
49 |
+
time.change(get_plot2, [lib, time], plt)
|
50 |
+
demo.load(get_plot2, [lib, time], plt)
|
51 |
+
|
52 |
+
demo.launch()
|
requirements.txt
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
pypistats
|
2 |
+
plotly
|
3 |
+
pystan==2.19.1.1
|
4 |
+
prophet
|