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zP0m7GBD4xhHuB=4OM-aHd8U%l&gKFS03ab{R}giAEJ|?R-K!@a1Q|Xvko^=Whj(72 zqe0gogv=CS{wtoBe)eE&EKqI+>jFR?bV!&_=G}?w@4Wxa8dT8%T|oa9NH{u_lKGOq zl`>kULK6tgM^soydbCWFz62_uWw8Ys3=(;0h6}TU*hKuow=cpX!C(aJ5744H1pxx6 zk_-kI^~4zDI^Y;Q`fe-G;Bb1F{i)m1=XDlg0aXIDIh}37vYYZ&DmJN?EjDdg9KBA) z(5gokbKVv#wLhZwJLQ}X(n(2oVj}+^Re9H%?uaa2puWHZ{)Zo;K&bnqe+dHa3s8I> zXn<6?Y6uYRhyqrOr(t5M%zt{Rixy`&{VNTf9R#=s{wx>#7+}6hb@u@%CG(e~>8>?< zD5=Qh8lg7zf}Z*BRQGL=K&Ss@K>pD|BLr-FBDn)c|2M4{fPqnoQ$-W}uU0|Q`OiKw z0^n)oE8!p*8ZtR=pld0nI^O(yNc@8X5CaQfYT5zm!f0h>g_JcmPEzQi?J-{*lgKoZM&$X$7xJNGNo(ewM&Ej+X)>4;W ``` +- ``` >= ``` +- ``` < ``` +- ``` <= ``` + +### Boolean operations +For the boolean attributes you can use the following comparing operator: +- ``` == ``` +- ``` != ``` + +### Logical operations +You can create complex search queries combining multiple conditions with logical operators. +- ``` and ``` +- ``` or ``` +- ``` not ``` + + +#### Example with ```run.name``` (string) +Select only the runs where the name exactly matches "TestRun1" + +```python +run.name == "TestRun1" +``` + +Select only the runs where the name is different from "TestRun1" +```python +run.name != "TestRun1" +``` + +Select only the runs where "Run1" is contained in the run name +```python +"Run1" in run.name +``` + +Select only the runs where the name starts with "Test" +```python +run.name.startswith('Test') +``` + +Select only the runs where the name ends with "Run1" +```python +run.name.endswith('Run1') +``` + +#### Example with ```run.duration``` (numeric) + +Select only the runs where the duration is exactly 111111111 + +```python +run.duration == 111111111 +``` + + +Select only the runs where the duration is not 111111111 +```python +run.duration != 111111111 +``` + +Select only the runs where the duration is greater than 111111111 +```python +run.duration > 111111111 +``` + +Select only the runs where the duration is greater or equal to 111111111 +```python +run.duration >= 111111111 +``` + +Select only the runs where the duration is less than 111111111 +```python +run.duration < 111111111 +``` + +Select only the runs where the duration is less or equal to 111111111 +```python +run.duration <= 111111111 +``` + +#### Example with ```run.archived``` (boolean) +Select only the runs where the archived attribute is true +```python +run.archived == True +``` + +Select only the runs where the archived attribute is not true +```python +run.archived != True +``` + +### Run parameters +Run parameters could be accessed via attributes. +```python +run.hparams.param1 >= 64 +``` +![FastTrackML Run List, param filter](images/runs_param_filter.png) + +### Filtering Runs with Unset Attributes + +To filter runs based on whether an attribute is not set, you can use the following syntax: + +```python +run.attribute is None +``` +This expression will return runs for which the specified attribute is not defined. + +Showing all the runs +![FastTrackML Run List](images/runs.png) + +Showing only the runs where param1 is not set +![FastTrackML Run List of not set param](images/runs_none_param.png) + +### Filter Runs using Regular Expressions +- ``` .match() ``` +- ``` .search() ``` + +Match finds an exact match at the beginning of a string. +![FastTrackML Run filter using regular expression match](images/runs_regular_expression_match.png) + +Search looks for a pattern anywhere in the string. +![FastTrackML Run filter using regular expression match](images/runs_regular_expression_search.png) + +#### Example with ```metric.name``` (string) +Select only the metrics where the name exactly matches "TestMetric1" +```python +metric.name == "TestRun1" +``` + +Select only the metrics where the name is different from "TestMetric1" +```python +metric.name != "TestRun1" +``` + +Select only the metrics where "Run1" is contained in the run name +```python +"Metric1" in metric.name +``` + +Select only the metrics where the name starts with "Test" +```python +metric.name.startswith('Test') +``` + +Select only the metrics where the name ends with "Metric1" +```python +metric.name.endswith('Metric1') +``` + +#### Example with ```metric.last``` (numeric) + +Select only the metrics where the last value is exactly 1.1 + +```python +metric.last == 1.1 +``` + +Select only the metrics where the last value is not 1.1 +```python +metric.last != 1.1 +``` + +Select only the metrics where the last value is greater than 1.1 +```python +metric.last > 1.1 +``` + +Select only the metrics where the duration is greater or equal to 1.1 +```python +metric.last >= 1.1 +``` + +Select only the metrics where the last value is less than 1.1 +```python +metric.last < 1.1 +``` + +Select only the metrics where the last value is less or equal to 1.1 +```python +metric.last <= 1.1 +``` + +### Filter Metrics by run +You can also filter the metrics by combining metric attributes with run attributes. + +Showing the metrics with the last value greater than 6 belonging to a run with the name that starts with marvelous. + +![FastTrackML Metric List filter by metric and run attributes](images/metrics_filter_by_run.png) From e1d1dc5f99269929656b47a7e066b5b74330cea1 Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Tue, 10 Oct 2023 17:45:14 +0200 Subject: [PATCH 2/8] Update search_syntax.md --- docs/search_syntax.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/search_syntax.md b/docs/search_syntax.md index cf58383fa..50f2c7a65 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -24,7 +24,7 @@ You can filter the metrics using the following metric attributes: | Property | Type | | -------- | ------- | | ```name``` | ```string```| -| ```last``` | ``numeric```| +| ```last``` | ```numeric```| | ```last_step``` | ```numeric```| | ```first_step``` | ```numeric```| From defc858c13499c1539670472b2c8036f3311fff1 Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Tue, 10 Oct 2023 17:46:42 +0200 Subject: [PATCH 3/8] Update search_syntax.md --- docs/search_syntax.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/search_syntax.md b/docs/search_syntax.md index 50f2c7a65..4ba3fcb40 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -37,7 +37,7 @@ For the ```string``` attributes you can use the following comparing operator: - ``` .endswith() ``` ### Numeric operations -For the numeric attributes you can use the following comparing operator: +For the ```numeric``` attributes you can use the following comparing operator: - ``` == ``` - ``` != ``` - ``` > ``` @@ -46,7 +46,7 @@ For the numeric attributes you can use the following comparing operator: - ``` <= ``` ### Boolean operations -For the boolean attributes you can use the following comparing operator: +For the ```boolean``` attributes you can use the following comparing operator: - ``` == ``` - ``` != ``` From 4891fbfd8c607ed668187334ab02544405b2869f Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Wed, 11 Oct 2023 09:10:40 +0200 Subject: [PATCH 4/8] Format tables --- docs/search_syntax.md | 34 +++++++++++++++++----------------- 1 file changed, 17 insertions(+), 17 deletions(-) diff --git a/docs/search_syntax.md b/docs/search_syntax.md index 4ba3fcb40..d9cd05be1 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -6,26 +6,26 @@ This document provides an overview of the search syntax that users can utilize t ## Search Runs You can filter the runs using the following run attributes: -| Property | Description | Type | -| -------- | ------- | ------- | -| ```name``` | Run name | ```string```| -| ```hash``` | Run hash | ```string```| -| ```experiment``` | Experiment name | ```string```| -| ```tags``` | List of run tags |```dictionary```| -| ```archived``` | True if run is archived, otherwise False | ```boolean```| -| ```active``` | True if run is active(in progress), otherwise False | ```boolean``` | -| ```duration``` | Run duration in seconds | ```numeric```| -| ```created_at``` | Run creation datetime | ```numeric``` | -| ```finalized_at``` | Run end datetime | ```numeric``` | -| ```metrics``` | Set of run metrics | ```dictionary``` | +| Property | Description | Type | +| ------------------ | --------------------------------------------------- | ---------------- | +| ```name``` | Run name | ```string``` | +| ```hash``` | Run hash | ```string``` | +| ```experiment``` | Experiment name | ```string``` | +| ```tags``` | List of run tags |```dictionary``` | +| ```archived``` | True if run is archived, otherwise False | ```boolean``` | +| ```active``` | True if run is active(in progress), otherwise False | ```boolean``` | +| ```duration``` | Run duration in seconds | ```numeric``` | +| ```created_at``` | Run creation datetime | ```numeric``` | +| ```finalized_at``` | Run end datetime | ```numeric``` | +| ```metrics``` | Set of run metrics | ```dictionary``` | ## Search Metrics You can filter the metrics using the following metric attributes: -| Property | Type | -| -------- | ------- | -| ```name``` | ```string```| -| ```last``` | ```numeric```| -| ```last_step``` | ```numeric```| +| Property | Type | +| ---------------- | ------------ | +| ```name``` | ```string``` | +| ```last``` | ```numeric```| +| ```last_step``` | ```numeric```| | ```first_step``` | ```numeric```| ### String operations From 0d9214d4e5f99ee8d188ab1ffb0e4a0b35328398 Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Wed, 11 Oct 2023 09:12:15 +0200 Subject: [PATCH 5/8] Fix spaces in tables --- docs/search_syntax.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/search_syntax.md b/docs/search_syntax.md index d9cd05be1..4be78ded1 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -11,7 +11,7 @@ You can filter the runs using the following run attributes: | ```name``` | Run name | ```string``` | | ```hash``` | Run hash | ```string``` | | ```experiment``` | Experiment name | ```string``` | -| ```tags``` | List of run tags |```dictionary``` | +| ```tags``` | List of run tags | ```dictionary``` | | ```archived``` | True if run is archived, otherwise False | ```boolean``` | | ```active``` | True if run is active(in progress), otherwise False | ```boolean``` | | ```duration``` | Run duration in seconds | ```numeric``` | @@ -21,12 +21,12 @@ You can filter the runs using the following run attributes: ## Search Metrics You can filter the metrics using the following metric attributes: -| Property | Type | -| ---------------- | ------------ | -| ```name``` | ```string``` | -| ```last``` | ```numeric```| -| ```last_step``` | ```numeric```| -| ```first_step``` | ```numeric```| +| Property | Type | +| ---------------- | ------------- | +| ```name``` | ```string``` | +| ```last``` | ```numeric``` | +| ```last_step``` | ```numeric``` | +| ```first_step``` | ```numeric``` | ### String operations For the ```string``` attributes you can use the following comparing operator: From 24b36b552ef7c0329389db7e87e21cd1db71c41c Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Wed, 11 Oct 2023 08:57:34 +0000 Subject: [PATCH 6/8] fix remarks --- docs/search_syntax.md | 71 +++++++++++++++++++++++++++++++++++++------ 1 file changed, 62 insertions(+), 9 deletions(-) diff --git a/docs/search_syntax.md b/docs/search_syntax.md index 4be78ded1..29df3309c 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -1,9 +1,31 @@ # Search Syntax Documentation - ## Introduction This document provides an overview of the search syntax that users can utilize to filter metrics and runs. + +- [Search Runs](#search-runs) +- [Search Metrics](#search-metrics) +- [Operations](#operations) + - [String operations](#string-operations) + - [Numeric operations](#numeric-operations) + - [Boolean operations](#boolean-operations) + - [Logical operations](#logical-operations) +- [Search run examples](#search-run-examples) + - [Example with run.name (string)](#example-with-runname-string) + - [Example with run.duration (numeric)](#example-with-runduration-numeric) + - [Example with run.archived (boolean)](#example-with-runarchived-boolean) + - [Run parameters](#run-parameters) + - [Filtering Runs with Unset Attributes](#filtering-runs-with-unset-attributes) + - [Filter Runs using Regular Expressions](#filter-runs-using-regular-expressions) + - [Complex query for run search](#complex-query-for-run-search) +- [Search metrics examples](#search-metrics-examples) + - [Example with metric.name (string)](#example-with-metricname-string) + - [Example with metric.last (numeric)](#example-with-metriclast-numeric) + - [Filter Metrics by run](#filter-metrics-by-run) + - [Complex query for metric search](#complex-query-for-metric-search) + + ## Search Runs You can filter the runs using the following run attributes: | Property | Description | Type | @@ -28,6 +50,8 @@ You can filter the metrics using the following metric attributes: | ```last_step``` | ```numeric``` | | ```first_step``` | ```numeric``` | +## Operations + ### String operations For the ```string``` attributes you can use the following comparing operator: - ``` == ``` @@ -57,7 +81,10 @@ You can create complex search queries combining multiple conditions with logical - ``` not ``` -#### Example with ```run.name``` (string) + +## Search run examples + +### Example with ```run.name``` (string) Select only the runs where the name exactly matches "TestRun1" ```python @@ -84,7 +111,7 @@ Select only the runs where the name ends with "Run1" run.name.endswith('Run1') ``` -#### Example with ```run.duration``` (numeric) +### Example with ```run.duration``` (numeric) Select only the runs where the duration is exactly 111111111 @@ -118,7 +145,7 @@ Select only the runs where the duration is less or equal to 111111111 run.duration <= 111111111 ``` -#### Example with ```run.archived``` (boolean) +### Example with ```run.archived``` (boolean) Select only the runs where the archived attribute is true ```python run.archived == True @@ -131,9 +158,6 @@ run.archived != True ### Run parameters Run parameters could be accessed via attributes. -```python -run.hparams.param1 >= 64 -``` ![FastTrackML Run List, param filter](images/runs_param_filter.png) ### Filtering Runs with Unset Attributes @@ -161,7 +185,22 @@ Match finds an exact match at the beginning of a string. Search looks for a pattern anywhere in the string. ![FastTrackML Run filter using regular expression match](images/runs_regular_expression_search.png) -#### Example with ```metric.name``` (string) +### Complex query for run search +The query selects the runs that meet the following conditions: + + +- run.archived can be either True or False. +- The duration of run must be greater than 0. +- The run has to contain a metric named 'TestMetric' and is value of last must be greater than 2.5. +- The name of run should not end with '4'. + +```python +(run.archived == True or run.archived == False) and run.duration > 0 and run.metrics['TestMetric'].last > 2.5 and not run.name.endswith('4') +``` + +## Search metrics examples + +### Example with ```metric.name``` (string) Select only the metrics where the name exactly matches "TestMetric1" ```python metric.name == "TestRun1" @@ -187,7 +226,8 @@ Select only the metrics where the name ends with "Metric1" metric.name.endswith('Metric1') ``` -#### Example with ```metric.last``` (numeric) + +### Example with ```metric.last``` (numeric) Select only the metrics where the last value is exactly 1.1 @@ -226,3 +266,16 @@ You can also filter the metrics by combining metric attributes with run attribu Showing the metrics with the last value greater than 6 belonging to a run with the name that starts with marvelous. ![FastTrackML Metric List filter by metric and run attributes](images/metrics_filter_by_run.png) + +### Complex query for metric search +The query selects the metrics that meet the following conditions: + +- The metric.name field must be "TestMetric1" or "TestMetric2." +- The metric.last_step field must be greater than or equal to 1. +- The run.name field must either end with "2" or start with "TestRun1." +- The metric.last field must be less than 1.6. +- The run.duration must be greater than 0. + +```python +((metric.name == "TestMetric1") or (metric.name == "TestMetric2")) and metric.last_step >= 1 and (run.name.endswith("2") or re.match("TestRun1", run.name)) and (metric.last < 1.6) and run.duration > 0 +``` \ No newline at end of file From 074c9a27ab710a8afc59b7cf67988bcd2766fe25 Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Wed, 11 Oct 2023 09:10:15 +0000 Subject: [PATCH 7/8] rename images --- ..._by_run.png => search_metrics_filter_by_run.png} | Bin docs/images/{runs.png => search_runs.png} | Bin ...ns_none_param.png => search_runs_none_param.png} | Bin ...aram_filter.png => search_runs_param_filter.png} | Bin ...png => search_runs_regular_expression_match.png} | Bin ...ng => search_runs_regular_expression_search.png} | Bin docs/search_syntax.md | 12 ++++++------ 7 files changed, 6 insertions(+), 6 deletions(-) rename docs/images/{metrics_filter_by_run.png => search_metrics_filter_by_run.png} (100%) rename docs/images/{runs.png => search_runs.png} (100%) rename docs/images/{runs_none_param.png => search_runs_none_param.png} (100%) rename docs/images/{runs_param_filter.png => search_runs_param_filter.png} (100%) rename docs/images/{runs_regular_expression_match.png => search_runs_regular_expression_match.png} (100%) rename docs/images/{runs_regular_expression_search.png => search_runs_regular_expression_search.png} (100%) diff --git a/docs/images/metrics_filter_by_run.png b/docs/images/search_metrics_filter_by_run.png similarity index 100% rename from docs/images/metrics_filter_by_run.png rename to docs/images/search_metrics_filter_by_run.png diff --git a/docs/images/runs.png b/docs/images/search_runs.png similarity index 100% rename from docs/images/runs.png rename to docs/images/search_runs.png diff --git a/docs/images/runs_none_param.png b/docs/images/search_runs_none_param.png similarity index 100% rename from docs/images/runs_none_param.png rename to docs/images/search_runs_none_param.png diff --git a/docs/images/runs_param_filter.png b/docs/images/search_runs_param_filter.png similarity index 100% rename from docs/images/runs_param_filter.png rename to docs/images/search_runs_param_filter.png diff --git a/docs/images/runs_regular_expression_match.png b/docs/images/search_runs_regular_expression_match.png similarity index 100% rename from docs/images/runs_regular_expression_match.png rename to docs/images/search_runs_regular_expression_match.png diff --git a/docs/images/runs_regular_expression_search.png b/docs/images/search_runs_regular_expression_search.png similarity index 100% rename from docs/images/runs_regular_expression_search.png rename to docs/images/search_runs_regular_expression_search.png diff --git a/docs/search_syntax.md b/docs/search_syntax.md index 29df3309c..df682f42a 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -158,7 +158,7 @@ run.archived != True ### Run parameters Run parameters could be accessed via attributes. -![FastTrackML Run List, param filter](images/runs_param_filter.png) +![FastTrackML Run List, param filter](images/search_runs_param_filter.png) ### Filtering Runs with Unset Attributes @@ -170,20 +170,20 @@ run.attribute is None This expression will return runs for which the specified attribute is not defined. Showing all the runs -![FastTrackML Run List](images/runs.png) +![FastTrackML Run List](images/search_runs.png) Showing only the runs where param1 is not set -![FastTrackML Run List of not set param](images/runs_none_param.png) +![FastTrackML Run List of not set param](images/search_runs_none_param.png) ### Filter Runs using Regular Expressions - ``` .match() ``` - ``` .search() ``` Match finds an exact match at the beginning of a string. -![FastTrackML Run filter using regular expression match](images/runs_regular_expression_match.png) +![FastTrackML Run filter using regular expression match](images/search_runs_regular_expression_match.png) Search looks for a pattern anywhere in the string. -![FastTrackML Run filter using regular expression match](images/runs_regular_expression_search.png) +![FastTrackML Run filter using regular expression match](images/search_runs_regular_expression_search.png) ### Complex query for run search The query selects the runs that meet the following conditions: @@ -265,7 +265,7 @@ You can also filter the metrics by combining metric attributes with run attribu Showing the metrics with the last value greater than 6 belonging to a run with the name that starts with marvelous. -![FastTrackML Metric List filter by metric and run attributes](images/metrics_filter_by_run.png) +![FastTrackML Metric List filter by metric and run attributes](images/search_metrics_filter_by_run.png) ### Complex query for metric search The query selects the metrics that meet the following conditions: From 16cc77d0f3dacfdae8e38a83530cd707e364ea7d Mon Sep 17 00:00:00 2001 From: fabiovincenzi <93596376+fabiovincenzi@users.noreply.github.com> Date: Thu, 12 Oct 2023 11:08:20 +0000 Subject: [PATCH 8/8] fix remarks --- docs/search_syntax.md | 116 +++++++++++++++++++++++------------------- 1 file changed, 64 insertions(+), 52 deletions(-) diff --git a/docs/search_syntax.md b/docs/search_syntax.md index df682f42a..abe3c2e90 100644 --- a/docs/search_syntax.md +++ b/docs/search_syntax.md @@ -1,22 +1,23 @@ # Search Syntax Documentation ## Introduction - -This document provides an overview of the search syntax that users can utilize to filter metrics and runs. - - -- [Search Runs](#search-runs) -- [Search Metrics](#search-metrics) -- [Operations](#operations) - - [String operations](#string-operations) - - [Numeric operations](#numeric-operations) - - [Boolean operations](#boolean-operations) - - [Logical operations](#logical-operations) +This document serves as a guide to the search syntax that enables users to effectively filter metrics and runs. +The syntax follows Python conventions. +In the sections that follow, we will delve into the specifics of the supported operations and provide examples. + + - [Search Runs](#search-runs) + - [Search Metrics](#search-metrics) + - [Operations](#operations) + - [String operations](#string-operations) + - [Numeric operations](#numeric-operations) + - [Boolean operations](#boolean-operations) + - [Implicit Boolean comparison](#implicit-boolean-comparison) + - [Logical operations](#logical-operations) - [Search run examples](#search-run-examples) - [Example with run.name (string)](#example-with-runname-string) - [Example with run.duration (numeric)](#example-with-runduration-numeric) - [Example with run.archived (boolean)](#example-with-runarchived-boolean) - [Run parameters](#run-parameters) - - [Filtering Runs with Unset Attributes](#filtering-runs-with-unset-attributes) + - [Filtering Runs with Unset Parameters](#filtering-runs-with-unset-parameters) - [Filter Runs using Regular Expressions](#filter-runs-using-regular-expressions) - [Complex query for run search](#complex-query-for-run-search) - [Search metrics examples](#search-metrics-examples) @@ -27,33 +28,33 @@ This document provides an overview of the search syntax that users can utilize t ## Search Runs -You can filter the runs using the following run attributes: -| Property | Description | Type | -| ------------------ | --------------------------------------------------- | ---------------- | -| ```name``` | Run name | ```string``` | -| ```hash``` | Run hash | ```string``` | -| ```experiment``` | Experiment name | ```string``` | -| ```tags``` | List of run tags | ```dictionary``` | -| ```archived``` | True if run is archived, otherwise False | ```boolean``` | -| ```active``` | True if run is active(in progress), otherwise False | ```boolean``` | -| ```duration``` | Run duration in seconds | ```numeric``` | -| ```created_at``` | Run creation datetime | ```numeric``` | -| ```finalized_at``` | Run end datetime | ```numeric``` | -| ```metrics``` | Set of run metrics | ```dictionary``` | +You can filter the runs using the following attributes associated with the ```run``` object: +| Property | Description | Type | +| ---------------------- | --------------------------------------------------- | ---------------- | +| ```run.name``` | Run name | ```string``` | +| ```run.hash``` | Run hash | ```string``` | +| ```run.experiment``` | Experiment name | ```string``` | +| ```run.tags``` | List of run tags | ```dictionary``` | +| ```run.archived``` | True if run is archived, otherwise False | ```boolean``` | +| ```run.active``` | True if run is active(in progress), otherwise False | ```boolean``` | +| ```run.duration``` | Run duration in seconds | ```numeric``` | +| ```run.created_at``` | Run creation datetime | ```numeric``` | +| ```run.finalized_at``` | Run end datetime | ```numeric``` | +| ```run.metrics``` | Set of run metrics | ```dictionary``` | ## Search Metrics -You can filter the metrics using the following metric attributes: -| Property | Type | -| ---------------- | ------------- | -| ```name``` | ```string``` | -| ```last``` | ```numeric``` | -| ```last_step``` | ```numeric``` | -| ```first_step``` | ```numeric``` | +You can filter the metrics using the following metric attributes associated with the ```metric``` object: +| Property | Type | +| ----------------------- | ------------- | +| ```metric.name``` | ```string``` | +| ```metric.last``` | ```numeric``` | +| ```metric.last_step``` | ```numeric``` | +| ```metric.first_step``` | ```numeric``` | ## Operations ### String operations -For the ```string``` attributes you can use the following comparing operator: +For the ```string``` attributes you can use the following comparison operator: - ``` == ``` - ``` != ``` - ``` in ``` @@ -61,7 +62,7 @@ For the ```string``` attributes you can use the following comparing operator: - ``` .endswith() ``` ### Numeric operations -For the ```numeric``` attributes you can use the following comparing operator: +For the ```numeric``` attributes you can use the following comparison operator: - ``` == ``` - ``` != ``` - ``` > ``` @@ -70,10 +71,21 @@ For the ```numeric``` attributes you can use the following comparing operator: - ``` <= ``` ### Boolean operations -For the ```boolean``` attributes you can use the following comparing operator: +For the ```boolean``` attributes you can use the following comparison operator: - ``` == ``` - ``` != ``` +#### Implicit Boolean comparison +You can also use boolean attributes directly in a conditional statement without any comparison operator. +Equivalent to comparing the attribute to True. + +```python +run.archived # Checks if run.archived is equal to True +``` +Equivalent to comparing the attribute to False. +```python +not run.archived # Checks if run.archived is equal to False +``` ### Logical operations You can create complex search queries combining multiple conditions with logical operators. - ``` and ``` @@ -113,36 +125,36 @@ run.name.endswith('Run1') ### Example with ```run.duration``` (numeric) -Select only the runs where the duration is exactly 111111111 +Select only the runs where the duration is exactly 60 ```python -run.duration == 111111111 +run.duration == 60 ``` -Select only the runs where the duration is not 111111111 +Select only the runs where the duration is not 60 ```python -run.duration != 111111111 +run.duration != 60 ``` -Select only the runs where the duration is greater than 111111111 +Select only the runs where the duration is greater than 60 ```python -run.duration > 111111111 +run.duration > 60 ``` -Select only the runs where the duration is greater or equal to 111111111 +Select only the runs where the duration is greater or equal to 60 ```python -run.duration >= 111111111 +run.duration >= 60 ``` -Select only the runs where the duration is less than 111111111 +Select only the runs where the duration is less than 60 ```python -run.duration < 111111111 +run.duration < 60 ``` -Select only the runs where the duration is less or equal to 111111111 +Select only the runs where the duration is less or equal to 60 ```python -run.duration <= 111111111 +run.duration <= 60 ``` ### Example with ```run.archived``` (boolean) @@ -157,10 +169,10 @@ run.archived != True ``` ### Run parameters -Run parameters could be accessed via attributes. +Run parameters can be accessed via parameters. ![FastTrackML Run List, param filter](images/search_runs_param_filter.png) -### Filtering Runs with Unset Attributes +### Filtering Runs with Unset Parameters To filter runs based on whether an attribute is not set, you can use the following syntax: @@ -176,8 +188,8 @@ Showing only the runs where param1 is not set ![FastTrackML Run List of not set param](images/search_runs_none_param.png) ### Filter Runs using Regular Expressions -- ``` .match() ``` -- ``` .search() ``` +- ``` re.match() ``` +- ``` re.search() ``` Match finds an exact match at the beginning of a string. ![FastTrackML Run filter using regular expression match](images/search_runs_regular_expression_match.png) @@ -191,7 +203,7 @@ The query selects the runs that meet the following conditions: - run.archived can be either True or False. - The duration of run must be greater than 0. -- The run has to contain a metric named 'TestMetric' and is value of last must be greater than 2.5. +- The run has to contain a metric named 'TestMetric' and its last recorded value must be greater than 2.5. - The name of run should not end with '4'. ```python