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[google] | ||
GOOGLE_APPLICATION_CREDENTIALS = | ||
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[mlflow] | ||
MLFLOW_TRACKING_URI = https://mlflow-dot-broad-ml4cvd.uc.r.appspot.com | ||
MLFLOW_TRACKING_USERNAME = | ||
MLFLOW_TRACKING_PASSWORD = |
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import base64 | ||
import configparser | ||
import os | ||
import pickle | ||
import random | ||
import tempfile | ||
from pathlib import Path | ||
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import mlflow | ||
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PONY = """ | ||
iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAHh0lEQVRYw61Xa2wU1xk9d96z7/Wu | ||
12Ztrw22qbHBTsE8nAYbjFS1QagthEpR+6NRpQaaqi20aiqURkojRQpVSJsGoeRHSZUKVVGVlLQl | ||
EgUDJsQJTVMDtsEYjI1tvGuvvZ59zOzO6/bHYtY8BBhn/t25c893vm/O+e69BF/i86Mnfl6/ZXXj | ||
9yoCgU2yKFZTSj1qLnfjSjR67Pj5/hfeOv167M415MsIvGP9rvqNjU2/qy8vezLkdUHiC7A2ARgK | ||
dF3u7z382bnGA5377LlruYUG37P5lR9Xhxv2EdYrXhwH+sZz8EgE9WU8zDVe8BwHb3cCZf6iBgA+ | ||
ANNz1zMLCf6bLXtfWBZZud8te8XZd7qRRUxJoc9NIFQGQdh8iFRWu6TphnwnxrwJdHR2MQDwq2/8 | ||
dktt2YqXRV7Kl9q2MJOegmkZMEwdgWUOSJIImspCUVWUBwJ1e7ZtHvrol+88syACbrfroy/O9V5c | ||
sWrVfkkoJDSTmYbH6QdDGHgcPty4PA7TNKEldIg8h5xhQjdNbnGoZN8jE+jo7KopLg58PRIpr2va | ||
XltBhMKcJMhQs+mb1bDhLXGDYRgMxBMwLQulPh/KAwEMTU6ce2QR2rZdx3M8ACBcWYLpliQmTuWD | ||
OkQXFGYSwbogxBCDhuZ6MCyDddtWY6BvAENnL13tOXbpjURK/dMjE2AYxrYsC7puQBB4NGysQaBq | ||
Aqm4CsHDorxmBTjubkiv34GvbFju+kvHewf+1fmhsRANfKpqmkpI3ueEECxaUoKa5kosXlaJVDKJ | ||
6Pg4KKUFbSQS6E10w1fiLlm5avVjC3JBe2vL9HDv4J8pLfQSQgg0TcOlvh54vA50x7vwxw/3IpVO | ||
5ecZgser2jCWGsaGjZvIgm1Y1K181eoaxsjHvRj89/+g53QMDw1h1cqV+G+0C+uXtKPCqMKhf7wD | ||
Qgi8Xh/OnPkEnMHANE3lTrx5d0JZFOqMwQQqHA6wRMC1zwcQqglCFEWwLEGkLILKyioYkzlkdQ0i | ||
L2FJbS3S2aTB83z8oQnsWL8r7JTcG3zuYGVO10hciV4jhHQQEJdHljE2NQWnJMGZdiJUuggAwLMW | ||
uru7ceTIEailU9jKPQ0AqKiIgFLK9/ReagHwz/sS2Nm6my/xl/2+LLh4h9dZxAAABYFlGUhrSjal | ||
6Ux5gENVKAQCYLRYhGXbyOo6Ghevxet/24u4exTf/c52cISHruswDAMZVbvGMMypB1agvHjJH6rD | ||
9Tt5lsHSUg4hDwuBJTBsAZmcQ7oajcG0KRgCTCoK1JiETDpzsxkVYeeW3chu1uBHKagFCIIA3TDN | ||
KZ22tre2pO6Mx84dPPvEz+oaqpoPCpxI1lYLKPGw4FgCQgCOIZAFAkkAzl7JQeJ5BD0yik0eExeG | ||
wdUGQRgGrCVCMB3I5QxkMqo6oyjHb9yIPtvW3Hj+Xr/6tgqUFS9+UhadZJGPgVe+t0ECLjec4jjO | ||
XM6AZRisiARQU+LDaO8o5NW1AABKKRQleTUWm6xvb23R79vc5g4ETiwFALd07+ATimKd6On5YGhS | ||
S3scftg2xeCEib5RA+x09lZf4DgOgSJ/NSHk+w/srnMHOTOXBYCsQe/6MDqTUN4+eqKt4/zAdo5z | ||
udKaAtO2AACjCQtJB397aTkOfr/vh/MiEJsauWDZJsZnbNh3cDh9sX9XOqt/9saJVy3D1Hvcsg9+ | ||
VwAAkCUZhBrL7gKXRHFtR2cX99AEKOjRRCquGhbF6LRZ2AUpRVbXn/5B++PaoR37T4rN9E1hqQ3L | ||
lYVUT9HyXAPcXvdd4CzLsACc9yNwmws+H+7KrYysCYV84XUzKkV5EQuWISCEIOR1V0eCxUxlKFTV | ||
z85c3vBUS0vN+ggiy8OQnfI9wZOp1NDaVU2vPnQFACCuRF+aVKJjpg1ciRWqUOrzI53VoOayiF2L | ||
faLrhm0aJnK5e4s8lUrb8fj08/PSwK+/uefb31rbdLTcr5ppTcHItAXTyovBsCxMpVLGB5/+57UN | ||
W1vDpmlmeJ5HMpnE9HSikHUyhWhsAqNjY2+1fW3New8icEsgz7X9gtu2rvng0nDYRwhB/41xXJ20 | ||
kTUoXCzBF4ODw38/e2719pef0oqLgxNer0eetR3DFHZZw9DhcspQ1TR9qENOQYAIBz1un00peq5f | ||
R4nXA8M0wLN58PqK8krDNJsopS1OhyzPla5l23NGt2xYMS8CDMFYIpNRGEIQcLtwbSKDNdUuiDdv | ||
OQLLwbapJPD8GkHIn0Yty8rfrebkmhc+wLFs47wIvHnyNevjvv5XkpqGUp8fj1UVo9RbMEnPyMiA | ||
yHPHnU7HklvZUsCybMwe0fLWy6/hBaHy+KnOpnmJ8KeHnt978PjJbReuD3eMxONaTJnB1WjUPNHT | ||
c/ivp8+2H+jcp3E8V17odixM07rtDOhwyMjldMiSBEEQnnloEc4+Lx5+6f0XD+P9na27WQIEKJA8 | ||
0LkvOzuvqppFKS1kTWkWhAizyXAcB9umMAwDHMsufxCBed+OOzq7wpIk/sTpdDYwhLDJVOqY0+ls | ||
kiVxKwAHpVAVRXk3nUm+C+DCprZW9X54/wfaeRiPgPVMkQAAAABJRU5ErkJggg== | ||
""".strip().replace( | ||
"\n", "" | ||
) | ||
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def load_env_values() -> None: | ||
config = configparser.ConfigParser(interpolation=None) | ||
config.sections() | ||
config.read("/path/to/.env") | ||
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os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = config["google"]["GOOGLE_APPLICATION_CREDENTIALS"] | ||
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os.environ["MLFLOW_TRACKING_USERNAME"] = config["mlflow"]["MLFLOW_TRACKING_USERNAME"] | ||
os.environ["MLFLOW_TRACKING_PASSWORD"] = config["mlflow"]["MLFLOW_TRACKING_PASSWORD"] | ||
os.environ["MLFLOW_TRACKING_URI"] = config["mlflow"]["MLFLOW_TRACKING_URI"] | ||
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def main() -> None: | ||
print("STARTING") | ||
load_env_values() | ||
with mlflow.start_run(run_name="rc_remote_test"): | ||
mlflow.log_param("a", random.choice([1, 2, 3, 5, 7])) | ||
for epoch in range(10): | ||
mlflow.log_metric("m", 2 * epoch * epoch + random.random() - 0.5, step=epoch) | ||
with tempfile.TemporaryDirectory() as temp_dir: | ||
temp_dir_path = Path(temp_dir) | ||
print("seems like we get here and then cant log the artifact") | ||
model_file_path = temp_dir_path / "model.pickle" | ||
with open(model_file_path, "wb") as f: | ||
pickle.dump({"rc_remote_test": "grzybowa"}, f) | ||
mlflow.log_artifact(model_file_path) | ||
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image_file_path = temp_dir_path / "pony.png" | ||
with open(image_file_path, "wb") as f: | ||
f.write(base64.b64decode(PONY)) | ||
mlflow.log_artifact(image_file_path) | ||
print("DONE") | ||
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if __name__ == "__main__": | ||
main() |