Last active
May 11, 2020 03:47
-
-
Save patryk-oleniuk/c2ed5ba9b9f1531583a4339bb966cd15 to your computer and use it in GitHub Desktop.
Creating a bunch of test files, and then logging then into mlflow experiment
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import json | |
import plotly.express as px | |
import mlflow | |
import requests | |
### prepare sample files to log | |
# test data | |
df = px.data.iris() | |
# sample CSV file | |
df.to_csv("1_data_sample.csv") | |
# sample pandas HTML file | |
df.to_html("2_data_sample.html") | |
# sample image | |
r = requests.get("https://upload.wikimedia.org/wikipedia/en/7/7d/Lenna_%28test_image%29.png") | |
with open("3_image_sample.png", 'wb') as f: | |
f.write(r.content) | |
# sample gif | |
r = requests.get("https://media1.giphy.com/media/bU3YVJAAXckCI/giphy.gif") | |
with open("4_gif_sample.gif", 'wb') as f: | |
f.write(r.content) | |
# sample plotly plot - HTML | |
fig = px.scatter(df, x="sepal_width", y="sepal_length", color="species", marginal_y="rug", marginal_x="histogram") | |
fig.write_html("5_plot_sample.html") | |
# sample geojson | |
with open("6_map_sample.geojson", "w+") as f: | |
data = requests.get("https://gist.githubusercontent.com/wavded/1200773/raw/e122cf709898c09758aecfef349964a8d73a83f3/sample.json").json() | |
f.write(json.dumps(data)) | |
### log files to mlflow experiment | |
with mlflow.start_run(experiment_id=1, run_name="file_display") as run: | |
mlflow.log_param("parameter","test") | |
mlflow.log_metric("the_answer",42.0) | |
mlflow.log_artifact("./1_data_sample.csv") | |
mlflow.log_artifact("./2_data_sample.html") | |
mlflow.log_artifact("./3_image_sample.png") | |
mlflow.log_artifact("./4_gif_sample.gif") | |
mlflow.log_artifact("./5_plot_sample.html") | |
mlflow.log_artifact("./6_map_sample.geojson") |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment