|
| 1 | +"""End-to-end tests for the ``/experiments/log`` endpoint (Layer 2, PR 2). |
| 2 | +
|
| 3 | +Drives a real :class:`~visdom.server.app.Application` over a temp env dir with |
| 4 | +Tornado's ``AsyncHTTPTestCase``, so the full route -> handler -> ``ExperimentStore`` |
| 5 | +-> ``JSONStore`` path is exercised. Also unit-tests the client-side |
| 6 | +``Visdom.experiment``/``log_metrics``/``finish_experiment`` message shapes with |
| 7 | +``send=False`` (no server needed). |
| 8 | +""" |
| 9 | + |
| 10 | +import json |
| 11 | +import tempfile |
| 12 | +import unittest |
| 13 | + |
| 14 | +import tornado.testing |
| 15 | + |
| 16 | +from visdom import Visdom |
| 17 | +from visdom.data_model import JSONStore |
| 18 | +from visdom.experiments import ExperimentStore |
| 19 | +from visdom.server.app import Application |
| 20 | + |
| 21 | + |
| 22 | +class TestExperimentLogEndpoint(tornado.testing.AsyncHTTPTestCase): |
| 23 | + def setUp(self): |
| 24 | + self._tmp_dir = tempfile.mkdtemp(prefix="visdom_exp_test_") |
| 25 | + super().setUp() |
| 26 | + |
| 27 | + def get_app(self): |
| 28 | + return Application(port=self.get_http_port(), env_path=self._tmp_dir) |
| 29 | + |
| 30 | + def post_json(self, path, body): |
| 31 | + return self.fetch( |
| 32 | + path, |
| 33 | + method="POST", |
| 34 | + body=json.dumps(body), |
| 35 | + headers={"Content-Type": "application/json"}, |
| 36 | + ) |
| 37 | + |
| 38 | + def read_experiment(self, eid): |
| 39 | + """Read the persisted experiment straight from disk via a fresh store.""" |
| 40 | + return ExperimentStore(JSONStore(self._tmp_dir)).get_experiment(eid) |
| 41 | + |
| 42 | + def test_log_creates_and_persists_experiment(self): |
| 43 | + resp = self.post_json( |
| 44 | + "/experiments/log", |
| 45 | + { |
| 46 | + "eid": "main", |
| 47 | + "action": "log", |
| 48 | + "name": "run-1", |
| 49 | + "params": {"lr": 0.01, "epochs": 10}, |
| 50 | + "tags": {"dataset": "mnist"}, |
| 51 | + "description": "first run", |
| 52 | + }, |
| 53 | + ) |
| 54 | + self.assertEqual(resp.code, 200) |
| 55 | + body = json.loads(resp.body) |
| 56 | + self.assertEqual(body["name"], "run-1") |
| 57 | + self.assertEqual(body["params"][0]["key"], "lr") |
| 58 | + |
| 59 | + exp = self.read_experiment("main") |
| 60 | + self.assertIsNotNone(exp) |
| 61 | + self.assertEqual(exp.get_param("epochs").value, 10) |
| 62 | + self.assertEqual(exp.get_param("epochs").dtype, "int") |
| 63 | + self.assertEqual(exp.tags[0].value, "mnist") |
| 64 | + |
| 65 | + def test_action_defaults_to_log(self): |
| 66 | + resp = self.post_json( |
| 67 | + "/experiments/log", {"eid": "main", "params": {"lr": 0.5}} |
| 68 | + ) |
| 69 | + self.assertEqual(resp.code, 200) |
| 70 | + self.assertEqual(self.read_experiment("main").get_param("lr").value, 0.5) |
| 71 | + |
| 72 | + def test_metrics_append_and_autocreate(self): |
| 73 | + resp = self.post_json( |
| 74 | + "/experiments/log", |
| 75 | + { |
| 76 | + "eid": "main", |
| 77 | + "action": "metrics", |
| 78 | + "metrics": {"acc": 0.9, "loss": 0.1}, |
| 79 | + "step": 3, |
| 80 | + }, |
| 81 | + ) |
| 82 | + self.assertEqual(resp.code, 200) |
| 83 | + exp = self.read_experiment("main") |
| 84 | + self.assertEqual(len(exp.metrics), 2) |
| 85 | + self.assertEqual(exp.latest_metric("acc").value, 0.9) |
| 86 | + self.assertEqual(exp.latest_metric("acc").step, 3) |
| 87 | + |
| 88 | + def test_finish_sets_terminal_status(self): |
| 89 | + self.post_json("/experiments/log", {"eid": "main", "params": {"lr": 0.01}}) |
| 90 | + resp = self.post_json( |
| 91 | + "/experiments/log", |
| 92 | + {"eid": "main", "action": "finish", "status": "failed"}, |
| 93 | + ) |
| 94 | + self.assertEqual(resp.code, 200) |
| 95 | + self.assertEqual(self.read_experiment("main").status, "failed") |
| 96 | + |
| 97 | + def test_finish_without_experiment_is_404(self): |
| 98 | + resp = self.post_json("/experiments/log", {"eid": "ghost", "action": "finish"}) |
| 99 | + self.assertEqual(resp.code, 404) |
| 100 | + |
| 101 | + def test_finish_with_running_status_is_400(self): |
| 102 | + self.post_json("/experiments/log", {"eid": "main", "params": {"lr": 0.01}}) |
| 103 | + resp = self.post_json( |
| 104 | + "/experiments/log", |
| 105 | + {"eid": "main", "action": "finish", "status": "running"}, |
| 106 | + ) |
| 107 | + self.assertEqual(resp.code, 400) |
| 108 | + |
| 109 | + def test_log_to_finished_is_409(self): |
| 110 | + self.post_json("/experiments/log", {"eid": "main", "params": {"lr": 0.01}}) |
| 111 | + self.post_json("/experiments/log", {"eid": "main", "action": "finish"}) |
| 112 | + resp = self.post_json( |
| 113 | + "/experiments/log", {"eid": "main", "params": {"lr": 0.02}} |
| 114 | + ) |
| 115 | + self.assertEqual(resp.code, 409) |
| 116 | + self.assertEqual(self.read_experiment("main").get_param("lr").value, 0.01) |
| 117 | + |
| 118 | + def test_metrics_to_finished_is_409(self): |
| 119 | + self.post_json( |
| 120 | + "/experiments/log", |
| 121 | + {"eid": "main", "action": "metrics", "metrics": {"acc": 0.9}}, |
| 122 | + ) |
| 123 | + self.post_json("/experiments/log", {"eid": "main", "action": "finish"}) |
| 124 | + resp = self.post_json( |
| 125 | + "/experiments/log", |
| 126 | + {"eid": "main", "action": "metrics", "metrics": {"acc": 0.95}}, |
| 127 | + ) |
| 128 | + self.assertEqual(resp.code, 409) |
| 129 | + self.assertEqual(len(self.read_experiment("main").metrics), 1) |
| 130 | + |
| 131 | + def test_unknown_action_is_400(self): |
| 132 | + resp = self.post_json("/experiments/log", {"eid": "main", "action": "bogus"}) |
| 133 | + self.assertEqual(resp.code, 400) |
| 134 | + |
| 135 | + def test_empty_metrics_is_400(self): |
| 136 | + resp = self.post_json( |
| 137 | + "/experiments/log", {"eid": "main", "action": "metrics", "metrics": {}} |
| 138 | + ) |
| 139 | + self.assertEqual(resp.code, 400) |
| 140 | + |
| 141 | + def test_non_mapping_params_is_400(self): |
| 142 | + resp = self.post_json("/experiments/log", {"eid": "main", "params": [1, 2, 3]}) |
| 143 | + self.assertEqual(resp.code, 400) |
| 144 | + |
| 145 | + def test_experiment_survives_full_env_save(self): |
| 146 | + """A window save must not clobber a previously logged experiment. |
| 147 | +
|
| 148 | + This guards the in-memory/on-disk sync: logging writes the blob to disk |
| 149 | + and mirrors it into server state, so persisting that env (which writes |
| 150 | + the in-memory state) keeps the experiment instead of dropping it. |
| 151 | + """ |
| 152 | + self.post_json("/experiments/log", {"eid": "main", "params": {"lr": 0.01}}) |
| 153 | + win_resp = self.post_json( |
| 154 | + "/events", {"eid": "main", "data": [{"type": "text", "content": "hi"}]} |
| 155 | + ) |
| 156 | + self.assertEqual(win_resp.code, 200) |
| 157 | + save_resp = self.post_json("/save", {"data": ["main"]}) |
| 158 | + self.assertEqual(save_resp.code, 200) |
| 159 | + |
| 160 | + exp = self.read_experiment("main") |
| 161 | + self.assertIsNotNone(exp, "experiment was clobbered by the env save") |
| 162 | + self.assertEqual(exp.get_param("lr").value, 0.01) |
| 163 | + |
| 164 | + |
| 165 | +class TestClientMessageShapes(unittest.TestCase): |
| 166 | + """Client methods build the right request without needing a server. |
| 167 | +
|
| 168 | + A ``send=False`` client short-circuits ``_send`` to return the |
| 169 | + ``(msg, endpoint)`` it would have posted, so we can assert on it directly. |
| 170 | + """ |
| 171 | + |
| 172 | + def _client(self): |
| 173 | + return Visdom(send=False, env="expenv") |
| 174 | + |
| 175 | + def test_experiment_message(self): |
| 176 | + msg, endpoint = self._client().experiment( |
| 177 | + name="r1", params={"lr": 0.01}, tags={"ds": "mnist"}, description="d" |
| 178 | + ) |
| 179 | + self.assertEqual(endpoint, "experiments/log") |
| 180 | + self.assertEqual(msg["action"], "log") |
| 181 | + self.assertEqual(msg["eid"], "expenv") |
| 182 | + self.assertEqual(msg["params"], {"lr": 0.01}) |
| 183 | + self.assertEqual(msg["tags"], {"ds": "mnist"}) |
| 184 | + |
| 185 | + def test_experiment_env_override(self): |
| 186 | + msg, _ = self._client().experiment(params={"lr": 0.01}, env="other") |
| 187 | + self.assertEqual(msg["eid"], "other") |
| 188 | + |
| 189 | + def test_log_metrics_message(self): |
| 190 | + msg, endpoint = self._client().log_metrics({"acc": 0.9}, step=5) |
| 191 | + self.assertEqual(endpoint, "experiments/log") |
| 192 | + self.assertEqual(msg["action"], "metrics") |
| 193 | + self.assertEqual(msg["metrics"], {"acc": 0.9}) |
| 194 | + self.assertEqual(msg["step"], 5) |
| 195 | + |
| 196 | + def test_finish_experiment_message(self): |
| 197 | + msg, _ = self._client().finish_experiment(status="failed") |
| 198 | + self.assertEqual(msg["action"], "finish") |
| 199 | + self.assertEqual(msg["status"], "failed") |
| 200 | + |
| 201 | + def test_experiment_rejects_bad_params(self): |
| 202 | + with self.assertRaises(TypeError): |
| 203 | + self._client().experiment(params=[1, 2, 3]) |
| 204 | + |
| 205 | + def test_log_metrics_rejects_empty(self): |
| 206 | + with self.assertRaises(TypeError): |
| 207 | + self._client().log_metrics({}) |
| 208 | + |
| 209 | + |
| 210 | +if __name__ == "__main__": |
| 211 | + unittest.main() |
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