From 0a28bc39af6fa74e5d703f6b06cf4be69a97f847 Mon Sep 17 00:00:00 2001 From: Ryan Soley Date: Thu, 6 Jun 2024 13:43:59 -0400 Subject: [PATCH] programmatically select columns (#437) * programmatically select columns * add new tests --- notebooks/viz/experiments-table.ipynb | 28 ++++---- notebooks/viz/experiments-table.png | Bin 163355 -> 401140 bytes rubicon_ml/viz/experiments_table.py | 78 ++++++++++++++++++++--- tests/fixtures.py | 10 ++- tests/unit/viz/test_experiments_table.py | 67 +++++++++++++++++++ 5 files changed, 158 insertions(+), 25 deletions(-) diff --git a/notebooks/viz/experiments-table.ipynb b/notebooks/viz/experiments-table.ipynb index 63c3fd5a..7a92f28e 100644 --- a/notebooks/viz/experiments-table.ipynb +++ b/notebooks/viz/experiments-table.ipynb @@ -53,9 +53,11 @@ "\n", "for i in range(0, 24):\n", " experiment = project.log_experiment()\n", - " experiment.log_parameter(name=\"max_depth\", value=random.randrange(5, 25, 5))\n", - " experiment.log_parameter(name=\"n_estimators\", value=random.randrange(2, 12, 2))\n", - " experiment.log_metric(name=\"accuracy\", value=random.random())" + " experiment.log_parameter(name=\"max_depth\", tags=[\"show me\"], value=random.randrange(5, 25, 5))\n", + " experiment.log_parameter(name=\"n_estimators\", tags=[\"show me\"], value=random.randrange(2, 12, 2))\n", + " experiment.log_parameter(name=\"extra_parameter\", value=random.randrange(0, 2))\n", + " experiment.log_metric(name=\"accuracy\", tags=[\"show me\"], value=random.random())\n", + " experiment.log_metric(name=\"extra_metric\", value=random.random())" ] }, { @@ -67,7 +69,11 @@ "logged and view the table right in this notebook with `show`. The Dash application\n", "itself will be running on http://127.0.0.1:8050/ when running locally. Use the\n", "`serve` command to launch the server directly without rendering the widget in the\n", - "current Python interpreter." + "current Python interpreter.\n", + "\n", + "**Note:** The parameters and metrics shown when the `ExperimentsTable` first renders\n", + "can be controlled by the class' other input arguments. The configuration below will\n", + "only show the metrics and parameters tagged with \"show me\" when the table first renders." ] }, { @@ -75,18 +81,12 @@ "execution_count": 3, "id": "8cb7d191-2b60-4984-80ba-dbb2b310c4bf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dash is running on http://127.0.0.1:8050/\n" - ] - } - ], + "outputs": [], "source": [ "ExperimentsTable(\n", " experiments=project.experiments(),\n", + " parameter_query_tags=[\"show me\"],\n", + " metric_query_tags=[\"show me\"],\n", ").show()" ] }, @@ -115,7 +115,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/notebooks/viz/experiments-table.png b/notebooks/viz/experiments-table.png index 9ba5eb28e70738414e0508d9c330c7058c2ae410..cff1cb261d538aa1b60ecd7192e448cc11165336 100644 GIT binary patch literal 401140 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zD>?m%h`f4#^&p}?_~c6`l+=#%@D|4DxkNp;->Lwd&q`jw?4z+{7Infib(Nc=Igloa z34Hf@pl!~UCBe7{AJ<<*ZxY(2EYFitT!bE4=#Vc}B6_uo(UQo%!{~GJo!wjp?=L_3 zuj@!I_lJ48bRqXYHu1myhz}tp*n>eaLx~mpAI17#!fh1C9}243AopLS`=5=7L((4# zY8s~u{y$nFu=R(6nnrX+{tq8$$PmKxJBRh(3;6kgnwolu2Ib-5fis?%G7u`~4;>XB zFN5lTOY!#|5qda*Eb*f!y9G}OhNk>BiAGb+_~huv8I1{w#4gdee@c$!X0Efvm!ABr>n4Piz zV1Y*o6qA9EN}`n#E&jPGe?o16_nCtnKkr%oHEj<5OuU0p_JWjuZHQ2O-XL#5D4iuU S#t`qof0CkdA{9agzW*28d@O|k diff --git a/rubicon_ml/viz/experiments_table.py b/rubicon_ml/viz/experiments_table.py index bcf4c11d..0ae1712b 100644 --- a/rubicon_ml/viz/experiments_table.py +++ b/rubicon_ml/viz/experiments_table.py @@ -21,13 +21,48 @@ class ExperimentsTable(VizBase): is_selectable : bool, optional True to enable selection of the rows in the table, False otherwise. Defaults to True. + metric_names : list of str + If provided, only show the metrics with names in the given list. If + `metric_query_tags` are also provided, this will only select metrics + from the tag-filtered results. + metric_query_tags : list of str, optional + If provided, only show the metrics with the given tags in the table. + metric_query_type : 'and' or 'or', optional + When `metric_query_tags` are given, 'and' shows the metrics with all of + the given tags and 'or' shows the metrics with any of the given tags. + parameter_names : list of str + If provided, only show the parameters with names in the given list. If + `parameter_query_tags` are also provided, this will only select + parameters from the tag-filtered results. + parameter_query_tags : list of str, optional + If provided, only show the parameters with the given tags in the table. + parameter_query_type : 'and' or 'or', optional + When `parameter_query_tags` are given, 'and' shows the paramters with + all of the given tags and 'or' shows the parameters with any of the + given tags. """ - def __init__(self, experiments=None, is_selectable=True): + def __init__( + self, + experiments=None, + is_selectable=True, + metric_names=None, + metric_query_tags=None, + metric_query_type=None, + parameter_names=None, + parameter_query_tags=None, + parameter_query_type=None, + ): super().__init__(dash_title="experiment table") self.experiments = experiments self.is_selectable = is_selectable + self.metric_names = metric_names + self.metric_query_tags = metric_query_tags + self.metric_query_type = metric_query_type + self.parameter_names = parameter_names + self.parameter_query_tags = parameter_query_tags + self.parameter_query_type = parameter_query_type @property def layout(self): @@ -219,8 +254,6 @@ def load_experiment_data(self): if applicable. """ self.experiment_records = [] - self.metric_names = set() - self.parameter_names = set() self.all_columns = ["id", "name", "created_at", "model_name", "commit_hash", "tags"] self.hidden_columns = [] @@ -228,6 +261,8 @@ def load_experiment_data(self): self.commit_hash = None self.github_url = None + all_parameter_names = set() + all_metric_names = set() commit_hashes = set() show_columns = {"id", "created_at"} @@ -259,23 +294,48 @@ def load_experiment_data(self): for parameter in experiment.parameters(): experiment_record[parameter.name] = str(parameter.value) - self.parameter_names.add(parameter.name) + all_parameter_names.add(parameter.name) for metric in experiment.metrics(): experiment_record[metric.name] = str(metric.value) - self.metric_names.add(metric.name) + all_metric_names.add(metric.name) self.experiment_records.append(experiment_record) - self.metric_names = list(self.metric_names) - self.parameter_names = list(self.parameter_names) + if self.parameter_query_tags is not None: + parameters = experiment.parameters( + tags=self.parameter_query_tags, + qtype=self.parameter_query_type, + ) + show_parameter_names = set([p.name for p in parameters]) + else: + show_parameter_names = all_parameter_names + + if self.parameter_names is not None: + show_parameter_names = set( + [name for name in show_parameter_names if name in self.parameter_names] + ) + + if self.metric_query_tags is not None: + metrics = experiment.metrics( + tags=self.metric_query_tags, + qtype=self.metric_query_type, + ) + show_metric_names = set([m.name for m in metrics]) + else: + show_metric_names = all_metric_names + + if self.metric_names is not None: + show_metric_names = set( + [name for name in show_metric_names if name in self.metric_names] + ) - self.all_columns.extend(self.parameter_names + self.metric_names) + self.all_columns.extend(list(all_parameter_names) + list(all_metric_names)) self.hidden_columns = [ column for column in self.all_columns - if column not in list(show_columns) + self.metric_names + self.parameter_names + if column not in show_columns | show_metric_names | show_parameter_names ] if len(commit_hashes) == 1: diff --git a/tests/fixtures.py b/tests/fixtures.py index 719c6564..098b0d0c 100644 --- a/tests/fixtures.py +++ b/tests/fixtures.py @@ -272,14 +272,20 @@ def viz_experiments(rubicon_and_project_client): experiment.log_parameter(name="test param 0", value=random.choice([True, False])) experiment.log_parameter(name="test param 1", value=random.randrange(2, 10, 2)) experiment.log_parameter( - name="test param 2", value=random.choice(["A", "B", "C", "D", "E"]) + name="test param 2", + value=random.choice(["A", "B", "C", "D", "E"]), + tags=["a", "b"], ) experiment.log_metric(name="test metric 0", value=random.random()) experiment.log_metric(name="test metric 1", value=random.random()) experiment.log_metric(name="test metric 2", value=[random.random() for _ in range(0, 5)]) - experiment.log_metric(name="test metric 3", value=[random.random() for _ in range(0, 5)]) + experiment.log_metric( + name="test metric 3", + value=[random.random() for _ in range(0, 5)], + tags=["a", "b"], + ) data = np.array( [ diff --git a/tests/unit/viz/test_experiments_table.py b/tests/unit/viz/test_experiments_table.py index 406549a5..c2e7b375 100644 --- a/tests/unit/viz/test_experiments_table.py +++ b/tests/unit/viz/test_experiments_table.py @@ -1,3 +1,4 @@ +import pytest from dash import Dash from rubicon_ml.viz import ExperimentsTable @@ -39,10 +40,76 @@ def test_experiments_table_load_data(viz_experiments): assert all([record.get(name) is not None for name in expected_metric_names]) assert all([record.get(name) is not None for name in expected_parameter_names]) + assert all( + [ + name not in experiments_table.hidden_columns + for name in expected_metric_names + expected_parameter_names + ] + ) + assert experiments_table.commit_hash == viz_experiments[0].commit_hash assert experiments_table.github_url == f"test.github.url/tree/{viz_experiments[0].commit_hash}" +@pytest.mark.parametrize("filter_by", ["tags", "names"]) +def test_experiments_table_load_filtered_data(filter_by, viz_experiments): + if filter_by == "tags": + tags = ["a", "b"] + qtype = "and" + + expected_metric_names = [m.name for m in viz_experiments[0].metrics(tags=tags, qtype=qtype)] + expected_parameter_names = [ + p.name for p in viz_experiments[0].parameters(tags=tags, qtype=qtype) + ] + + experiments_table_kwargs = { + "metric_query_tags": tags, + "metric_query_type": qtype, + "parameter_query_tags": tags, + "parameter_query_type": qtype, + } + elif filter_by == "names": + expected_metric_names = ["test metric 0"] + expected_parameter_names = ["test param 1", "test param 2"] + + experiments_table_kwargs = { + "metric_names": expected_metric_names, + "parameter_names": expected_parameter_names, + } + + experiments_table = ExperimentsTable( + experiments=viz_experiments, + **experiments_table_kwargs, + ) + experiments_table.load_experiment_data() + + expected_experiment_ids = [e.id for e in viz_experiments] + + all_metric_names = [m.name for m in viz_experiments[0].metrics()] + all_parameter_names = [p.name for p in viz_experiments[0].parameters()] + unexpected_metric_names = list(set(all_metric_names).difference(set(expected_metric_names))) + unexpected_parameter_names = list( + set(all_parameter_names).difference(set(expected_parameter_names)) + ) + + for record in experiments_table.experiment_records: + assert record["id"] in expected_experiment_ids + assert all([record.get(name) is not None for name in expected_metric_names]) + assert all([record.get(name) is not None for name in expected_parameter_names]) + + # unexpected should still be in table... + assert all([record.get(name) is not None for name in unexpected_metric_names]) + assert all([record.get(name) is not None for name in unexpected_parameter_names]) + + # ...but they should be hidden + assert all( + [ + name in experiments_table.hidden_columns + for name in unexpected_metric_names + unexpected_parameter_names + ] + ) + + def test_experiments_table_layout(viz_experiments): experiments_table = ExperimentsTable(experiments=viz_experiments) experiments_table.load_experiment_data()