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dvc/tests/integration/test_studio_live_experiments.py
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50 lines
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Python

import pytest
from dvc_studio_client import env, post_live_metrics
from funcy import first
@pytest.mark.parametrize("tmp", [True, False])
def test_post_to_studio(tmp_dir, dvc, scm, exp_stage, mocker, monkeypatch, tmp):
valid_response = mocker.MagicMock()
valid_response.status_code = 200
live_metrics = mocker.spy(post_live_metrics, "post_live_metrics")
mocked_post = mocker.patch("requests.post", return_value=valid_response)
monkeypatch.setenv(env.STUDIO_ENDPOINT, "https://0.0.0.0")
monkeypatch.setenv(env.STUDIO_REPO_URL, "STUDIO_REPO_URL")
monkeypatch.setenv(env.STUDIO_TOKEN, "STUDIO_TOKEN")
baseline_sha = scm.get_rev()
exp_rev = first(
dvc.experiments.run(exp_stage.addressing, params=["foo=1"], tmp_dir=tmp)
)
name = dvc.experiments.get_exact_name([exp_rev])[exp_rev]
assert live_metrics.call_count == 2
start_call, done_call = live_metrics.call_args_list
assert start_call.kwargs["studio_token"] == "STUDIO_TOKEN"
assert start_call.kwargs["studio_repo_url"] == "STUDIO_REPO_URL"
assert mocked_post.call_count == 2
start_call, done_call = mocked_post.call_args_list
assert start_call.kwargs["json"] == {
"type": "start",
"repo_url": "STUDIO_REPO_URL",
"baseline_sha": baseline_sha,
"name": name,
"params": {"params.yaml": {"foo": 1}},
"client": "dvc",
}
assert done_call.kwargs["json"] == {
"type": "done",
"repo_url": "STUDIO_REPO_URL",
"baseline_sha": baseline_sha,
"name": name,
"client": "dvc",
"experiment_rev": exp_rev,
"metrics": {"metrics.yaml": {"data": {"foo": 1}}},
}