From 9329a4d0af4f02ce3f128281eb01dd7a2e079fd0 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Fri, 21 Sep 2018 00:08:23 -0700 Subject: [PATCH 01/15] Fix for #317 (more Oracle cast issues), #313 (allow vocabDatabaseSchema parameter in achillesHeel), #312 (convert cdmVersion to character). Also, some strange encoding in the exportToJson.R script. Removed redundant concept_hierarchy.sql file (this was supposed to be removed for 1.6). --- DESCRIPTION | 2 +- R/Achilles.R | 2 + R/AchillesHeel.R | 8 + R/exportToJson.R | 2 +- .../heels/parallel/heel_results/rule_10.sql | 2 +- .../heels/parallel/heel_results/rule_11.sql | 2 +- .../heels/parallel/heel_results/rule_12.sql | 2 +- .../heels/parallel/heel_results/rule_13.sql | 2 +- .../heels/parallel/heel_results/rule_14.sql | 2 +- .../heels/parallel/heel_results/rule_17.sql | 2 +- .../heels/parallel/heel_results/rule_4.sql | 2 +- .../heels/parallel/heel_results/rule_5.sql | 2 +- .../heels/parallel/heel_results/rule_7.sql | 2 +- .../heels/parallel/heel_results/rule_8.sql | 2 +- .../heels/parallel/heel_results/rule_9.sql | 2 +- .../concept_hierarchies/condition.sql | 2 +- .../concept_hierarchies/drug.sql | 2 +- .../concept_hierarchies/drug_era.sql | 4 +- .../concept_hierarchies/measurement.sql | 4 +- .../concept_hierarchies/observation.sql | 4 +- .../concept_hierarchies/procedure.sql | 4 +- .../post_processing/concept_hierarchy.sql | 573 ------------------ man/achilles.Rd | 9 +- man/achillesHeel.Rd | 11 +- man/dropAllScratchTables.Rd | 7 +- man/exportDeathToJson.Rd | 5 +- man/exportDrugEraToJson.Rd | 5 +- man/exportDrugToJson.Rd | 5 +- man/exportHeelToJson.Rd | 5 +- man/exportMetaToJson.Rd | 5 +- man/exportPersonToJson.Rd | 5 +- man/exportToJson.Rd | 7 +- man/exportVisitToJson.Rd | 5 +- 33 files changed, 76 insertions(+), 622 deletions(-) delete mode 100755 inst/sql/sql_server/post_processing/concept_hierarchy.sql diff --git a/DESCRIPTION b/DESCRIPTION index 1372f95b..87bae7a6 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -20,4 +20,4 @@ Suggests: R.utils License: Apache License Roxygen: list(wrap = FALSE) -RoxygenNote: 6.0.1 +RoxygenNote: 6.1.0 diff --git a/R/Achilles.R b/R/Achilles.R index f7046cbb..40a58069 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -105,6 +105,8 @@ achilles <- function (connectionDetails, cdmVersion <- .getCdmVersion(connectionDetails, cdmDatabaseSchema) } + cdmVersion <- as.character(cdmVersion) + # Check CDM version is valid --------------------------------------------------------------------------------------------------- if (compareVersion(a = as.character(cdmVersion), b = "5") < 0) { diff --git a/R/AchillesHeel.R b/R/AchillesHeel.R index e1b113b5..dd2fa1be 100755 --- a/R/AchillesHeel.R +++ b/R/AchillesHeel.R @@ -38,6 +38,7 @@ #' @param resultsDatabaseSchema string name of database schema that we can write final results to. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, #' so for example 'results.dbo'. #' @param scratchDatabaseSchema (OPTIONAL, multi-threaded mode) Name of a fully qualified schema that is accessible to/from the resultsDatabaseSchema, that can store all of the scratch tables. Default is resultsDatabaseSchema. +#' @param vocabDatabaseSchema String name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'. #' @param cdmVersion Define the OMOP CDM version used: currently supports v5 and above. Default = "5". #' @param numThreads (OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread. #' @param tempHeelPrefix (OPTIONAL, multi-threaded mode) The prefix to use for the "temporary" (but actually permanent) Heel tables. Default is "tmpheel" @@ -55,6 +56,7 @@ #' cdmDatabaseSchema = "cdm", #' resultsDatabaseSchema = "results", #' scratchDatabaseSchema = "scratch", +#' vocabDatabaseSchema = "vocab", #' cdmVersion = "5.3.0", #' numThreads = 10) #' } @@ -63,6 +65,7 @@ achillesHeel <- function(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema = cdmDatabaseSchema, scratchDatabaseSchema = resultsDatabaseSchema, + vocabDatabaseSchema = cdmDatabaseSchema, cdmVersion = "5", numThreads = 1, tempHeelPrefix = "tmpheel", @@ -79,6 +82,8 @@ achillesHeel <- function(connectionDetails, cdmVersion <- .getCdmVersion(connectionDetails, cdmDatabaseSchema) } + cdmVersion <- as.character(cdmVersion) + # Check CDM version is valid --------------------------------------------------------------------------------------------------- if (compareVersion(a = cdmVersion, b = "5") < 0) { @@ -145,6 +150,7 @@ achillesHeel <- function(connectionDetails, cdmDatabaseSchema = cdmDatabaseSchema, resultsDatabaseSchema = resultsDatabaseSchema, scratchDatabaseSchema = scratchDatabaseSchema, + vocabDatabaseSchema = vocabDatabaseSchema, schemaDelim = schemaDelim, tempHeelPrefix = tempHeelPrefix, numThreads = numThreads, @@ -360,6 +366,7 @@ achillesHeel <- function(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, scratchDatabaseSchema, + vocabDatabaseSchema, schemaDelim, tempHeelPrefix, numThreads, @@ -375,6 +382,7 @@ achillesHeel <- function(connectionDetails, cdmDatabaseSchema = cdmDatabaseSchema, resultsDatabaseSchema = resultsDatabaseSchema, scratchDatabaseSchema = scratchDatabaseSchema, + vocabDatabaseSchema = vocabDatabaseSchema, schemaDelim = schemaDelim, tempHeelPrefix = tempHeelPrefix, heelName = gsub(pattern = ".sql", replacement = "", x = basename(heelFile))) diff --git a/R/exportToJson.R b/R/exportToJson.R index 3d7148eb..de1522ae 100755 --- a/R/exportToJson.R +++ b/R/exportToJson.R @@ -1482,7 +1482,7 @@ generateObservationPeriodReport <- function(conn, dbms, cdmDatabaseSchema, resul # a. Visualization: scatterplot # b. X-axis: length of observation period # c. Y-axis: % of population observed - # d. Note: will look like a Kaplan-Meier ‘survival’ plot, but information is the same as shown in ‘length of observation’ barchart, just plotted as cumulative + # d. Note: will look like a Kaplan-Meier survival plot, but information is the same as shown in a length of observation barchart, just plotted as cumulative renderedSql <- SqlRender::loadRenderTranslateSql(sqlFilename = "export/observationperiod/cumulativeduration.sql", packageName = "Achilles", diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_10.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_10.sql index 75541ced..2797559f 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_10.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_10.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (202) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_11.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_11.sql index f9df6a59..394d3aa3 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_11.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_11.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (301) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_12.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_12.sql index 9737ed42..f2ed9ba8 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_12.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_12.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN ( 400, diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_13.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_13.sql index 2387efe7..bd9482b0 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_13.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_13.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN ( 700, diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_14.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_14.sql index 0de7eb38..cf97f9d9 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_14.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_14.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (600) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_17.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_17.sql index 02a4df15..7b3e99cc 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_17.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_17.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (1610) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_4.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_4.sql index b1ce7c82..42b3358a 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_4.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_4.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - LEFT JOIN @cdmDatabaseSchema.concept c1 + LEFT JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN ( 2, diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_5.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_5.sql index 98caba70..d50f846c 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_5.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_5.sql @@ -19,7 +19,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - LEFT JOIN @cdmDatabaseSchema.concept c1 + LEFT JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_2 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN ( 405, diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_7.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_7.sql index 32a65194..5f44db0c 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_7.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_7.sql @@ -17,7 +17,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (2) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_8.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_8.sql index 824b5d09..06ca3cda 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_8.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_8.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (4) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/heels/parallel/heel_results/rule_9.sql b/inst/sql/sql_server/heels/parallel/heel_results/rule_9.sql index 4271cc61..ff718093 100755 --- a/inst/sql/sql_server/heels/parallel/heel_results/rule_9.sql +++ b/inst/sql/sql_server/heels/parallel/heel_results/rule_9.sql @@ -16,7 +16,7 @@ from FROM @resultsDatabaseSchema.ACHILLES_results or1 INNER JOIN @resultsDatabaseSchema.ACHILLES_analysis oa1 ON or1.analysis_id = oa1.analysis_id - INNER JOIN @cdmDatabaseSchema.concept c1 + INNER JOIN @vocabDatabaseSchema.concept c1 ON or1.stratum_1 = CAST(c1.concept_id AS VARCHAR(19)) WHERE or1.analysis_id IN (5) AND or1.stratum_1 IS NOT NULL diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/condition.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/condition.sql index 46dfce8f..f3793989 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/condition.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/condition.sql @@ -5,7 +5,7 @@ snomed.concept_id, snomed.concept_name AS concept_name, 'Condition' AS treemap, - null as concept_hierarchy_type, + cast(null as varchar(20)) as concept_hierarchy_type, pt_to_hlt.pt_concept_name as level1_concept_name, hlt_to_hlgt.hlt_concept_name as level2_concept_name, hlgt_to_soc.hlgt_concept_name as level3_concept_name, diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/drug.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/drug.sql index 141314ed..6ba7aef9 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/drug.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/drug.sql @@ -5,7 +5,7 @@ rxnorm.concept_id, rxnorm.concept_name AS concept_name, 'Drug' AS treemap, - null as concept_hierarchy_type, + cast(null as varchar(20)) as concept_hierarchy_type, rxnorm.rxnorm_ingredient_concept_name as level1_concept_name, atc5_to_atc3.atc5_concept_name as level2_concept_name, atc3_to_atc1.atc3_concept_name as level3_concept_name, diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/drug_era.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/drug_era.sql index ee6c5b28..0602ad62 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/drug_era.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/drug_era.sql @@ -5,11 +5,11 @@ rxnorm.rxnorm_ingredient_concept_id as concept_id, rxnorm.rxnorm_ingredient_concept_name as concept_name, 'Drug Era' AS treemap, - null as concept_hierarchy_type, + cast(null as varchar(20)) as concept_hierarchy_type, atc5_to_atc3.atc5_concept_name as level1_concept_name, atc3_to_atc1.atc3_concept_name as level2_concept_name, atc1.concept_name as level3_concept_name, - null as level4_concept_name + cast(null as varchar(255)) as level4_concept_name into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_drug_era FROM ( diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql index 5e97fc8c..b7279233 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql @@ -5,11 +5,11 @@ m.concept_id, m.concept_name, 'Measurement' AS treemap, - null as concept_hierarchy_type, + cast(null as varchar(20)) as concept_hierarchy_type, max(c1.concept_name) AS level1_concept_name, max(c2.concept_name) AS level2_concept_name, max(c3.concept_name) AS level3_concept_name, - null as level4_concept_name + cast(null as varchar(255)) as level4_concept_name into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_measurement FROM ( diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql index 78646439..f7fbd91f 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql @@ -5,11 +5,11 @@ obs.concept_id, obs.concept_name, 'Observation' AS treemap, - null as concept_hierarchy_type, + cast(null as varchar(20)) as concept_hierarchy_type, max(c1.concept_name) AS level1_concept_name, max(c2.concept_name) AS level2_concept_name, max(c3.concept_name) AS level3_concept_name, - null as level4_concept_name + cast(null as varchar(255)) as level4_concept_name into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_observation FROM ( diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql index db2a17e5..e3c3ded5 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql @@ -5,11 +5,11 @@ procs.concept_id, procs.proc_concept_name as concept_name, 'Procedure' AS treemap, - null as concept_hierarchy_type, + cast(null as varchar(20)) as concept_hierarchy_type, max(proc_hierarchy.os3_concept_name) AS level1_concept_name, max(proc_hierarchy.os2_concept_name) AS level2_concept_name, max(proc_hierarchy.os1_concept_name) AS level3_concept_name, - null as level4_concept_name + cast(null as varchar(255)) as level4_concept_name into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_procedure FROM ( diff --git a/inst/sql/sql_server/post_processing/concept_hierarchy.sql b/inst/sql/sql_server/post_processing/concept_hierarchy.sql deleted file mode 100755 index 63abc525..00000000 --- a/inst/sql/sql_server/post_processing/concept_hierarchy.sql +++ /dev/null @@ -1,573 +0,0 @@ -{DEFAULT @resultsDatabaseSchema = 'webapi.dbo'} -{DEFAULT @vocabDatabaseSchema = 'omopcdm.dbo'} - -/*********************************************************************/ -/***** Create hierarchy lookup table for the treemap hierarchies *****/ -/*********************************************************************/ -IF OBJECT_ID('@resultsDatabaseSchema.concept_hierarchy', 'U') IS NOT NULL - DROP TABLE @resultsDatabaseSchema.concept_hierarchy; - - -/***********************************************************/ -/***** Populate the hierarchy lookup table per treemap *****/ -/***********************************************************/ -/********** CONDITION/CONDITION_ERA **********/ - - - SELECT - snomed.concept_id, - snomed.concept_name AS concept_name, - 'Condition' AS treemap, - null as concept_hierarchy_type, - pt_to_hlt.pt_concept_name as level1_concept_name, - hlt_to_hlgt.hlt_concept_name as level2_concept_name, - hlgt_to_soc.hlgt_concept_name as level3_concept_name, - soc.concept_name AS level4_concept_name -into #ch_condition - - FROM - ( - SELECT - concept_id, - concept_name - FROM @vocabDatabaseSchema.concept - WHERE domain_id = 'Condition' - ) snomed - LEFT JOIN - (SELECT - c1.concept_id AS snomed_concept_id, - max(c2.concept_id) AS pt_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.domain_id = 'Condition' - AND ca1.min_levels_of_separation = 1 - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'MedDRA' - GROUP BY c1.concept_id - ) snomed_to_pt - ON snomed.concept_id = snomed_to_pt.snomed_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS pt_concept_id, - c1.concept_name AS pt_concept_name, - max(c2.concept_id) AS hlt_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'MedDRA' - AND ca1.min_levels_of_separation = 1 - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'MedDRA' - GROUP BY c1.concept_id, c1.concept_name - ) pt_to_hlt - ON snomed_to_pt.pt_concept_id = pt_to_hlt.pt_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS hlt_concept_id, - c1.concept_name AS hlt_concept_name, - max(c2.concept_id) AS hlgt_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'MedDRA' - AND ca1.min_levels_of_separation = 1 - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'MedDRA' - GROUP BY c1.concept_id, c1.concept_name - ) hlt_to_hlgt - ON pt_to_hlt.hlt_concept_id = hlt_to_hlgt.hlt_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS hlgt_concept_id, - c1.concept_name AS hlgt_concept_name, - max(c2.concept_id) AS soc_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'MedDRA' - AND ca1.min_levels_of_separation = 1 - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'MedDRA' - GROUP BY c1.concept_id, c1.concept_name - ) hlgt_to_soc - ON hlt_to_hlgt.hlgt_concept_id = hlgt_to_soc.hlgt_concept_id - - LEFT JOIN @vocabDatabaseSchema.concept soc - ON hlgt_to_soc.soc_concept_id = soc.concept_id; - -/********** DRUG **********/ - - SELECT - rxnorm.concept_id, - rxnorm.concept_name AS concept_name, - 'Drug' AS treemap, - null as concept_hierarchy_type, - rxnorm.rxnorm_ingredient_concept_name as level1_concept_name, - atc5_to_atc3.atc5_concept_name as level2_concept_name, - atc3_to_atc1.atc3_concept_name as level3_concept_name, - atc1.concept_name AS level4_concept_name -into #ch_drug - FROM - ( - SELECT - c1.concept_id, - c1.concept_name, - c2.concept_id AS rxnorm_ingredient_concept_id, - c2.concept_name AS RxNorm_ingredient_concept_name - FROM @vocabDatabaseSchema.concept c1 - INNER JOIN @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.domain_id = 'Drug' - INNER JOIN @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.domain_id = 'Drug' - AND c2.concept_class_id = 'Ingredient' - ) rxnorm - LEFT JOIN - (SELECT - c1.concept_id AS rxnorm_ingredient_concept_id, - max(c2.concept_id) AS atc5_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.domain_id = 'Drug' - AND c1.concept_class_id = 'Ingredient' - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'ATC' - AND c2.concept_class_id = 'ATC 4th' - GROUP BY c1.concept_id - ) rxnorm_to_atc5 - ON rxnorm.rxnorm_ingredient_concept_id = rxnorm_to_atc5.rxnorm_ingredient_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS atc5_concept_id, - c1.concept_name AS atc5_concept_name, - max(c2.concept_id) AS atc3_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'ATC' - AND c1.concept_class_id = 'ATC 4th' - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'ATC' - AND c2.concept_class_id = 'ATC 2nd' - GROUP BY c1.concept_id, c1.concept_name - ) atc5_to_atc3 - ON rxnorm_to_atc5.atc5_concept_id = atc5_to_atc3.atc5_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS atc3_concept_id, - c1.concept_name AS atc3_concept_name, - max(c2.concept_id) AS atc1_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'ATC' - AND c1.concept_class_id = 'ATC 2nd' - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'ATC' - AND c2.concept_class_id = 'ATC 1st' - GROUP BY c1.concept_id, c1.concept_name - ) atc3_to_atc1 - ON atc5_to_atc3.atc3_concept_id = atc3_to_atc1.atc3_concept_id - - LEFT JOIN @vocabDatabaseSchema.concept atc1 - ON atc3_to_atc1.atc1_concept_id = atc1.concept_id; - -/********** DRUG_ERA **********/ - - SELECT - rxnorm.rxnorm_ingredient_concept_id as concept_id, - rxnorm.rxnorm_ingredient_concept_name as concept_name, - 'Drug Era' AS treemap, - null as concept_hierarchy_type, - atc5_to_atc3.atc5_concept_name as level1_concept_name, - atc3_to_atc1.atc3_concept_name as level2_concept_name, - atc1.concept_name as level3_concept_name, - null as level4_concept_name -into #ch_drug_era - FROM - ( - SELECT - c2.concept_id AS rxnorm_ingredient_concept_id, - c2.concept_name AS RxNorm_ingredient_concept_name - FROM - @vocabDatabaseSchema.concept c2 - WHERE - c2.domain_id = 'Drug' - AND c2.concept_class_id = 'Ingredient' - ) rxnorm - LEFT JOIN - (SELECT - c1.concept_id AS rxnorm_ingredient_concept_id, - max(c2.concept_id) AS atc5_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.domain_id = 'Drug' - AND c1.concept_class_id = 'Ingredient' - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'ATC' - AND c2.concept_class_id = 'ATC 4th' - GROUP BY c1.concept_id - ) rxnorm_to_atc5 - ON rxnorm.rxnorm_ingredient_concept_id = rxnorm_to_atc5.rxnorm_ingredient_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS atc5_concept_id, - c1.concept_name AS atc5_concept_name, - max(c2.concept_id) AS atc3_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'ATC' - AND c1.concept_class_id = 'ATC 4th' - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'ATC' - AND c2.concept_class_id = 'ATC 2nd' - GROUP BY c1.concept_id, c1.concept_name - ) atc5_to_atc3 - ON rxnorm_to_atc5.atc5_concept_id = atc5_to_atc3.atc5_concept_id - - LEFT JOIN - (SELECT - c1.concept_id AS atc3_concept_id, - c1.concept_name AS atc3_concept_name, - max(c2.concept_id) AS atc1_concept_id - FROM - @vocabDatabaseSchema.concept c1 - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca1 - ON c1.concept_id = ca1.descendant_concept_id - AND c1.vocabulary_id = 'ATC' - AND c1.concept_class_id = 'ATC 2nd' - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca1.ancestor_concept_id = c2.concept_id - AND c2.vocabulary_id = 'ATC' - AND c2.concept_class_id = 'ATC 1st' - GROUP BY c1.concept_id, c1.concept_name - ) atc3_to_atc1 - ON atc5_to_atc3.atc3_concept_id = atc3_to_atc1.atc3_concept_id - - LEFT JOIN @vocabDatabaseSchema.concept atc1 - ON atc3_to_atc1.atc1_concept_id = atc1.concept_id; - -/********** MEASUREMENT **********/ - - SELECT - m.concept_id, - m.concept_name, - 'Measurement' AS treemap, - null as concept_hierarchy_type, - max(c1.concept_name) AS level1_concept_name, - max(c2.concept_name) AS level2_concept_name, - max(c3.concept_name) AS level3_concept_name, - null as level4_concept_name -into #ch_measurement - FROM - ( - SELECT DISTINCT - concept_id, - concept_name - FROM @vocabDatabaseSchema.concept c - WHERE domain_id = 'Measurement' - ) m - LEFT JOIN @vocabDatabaseSchema.concept_ancestor ca1 - ON M.concept_id = ca1.DESCENDANT_CONCEPT_ID AND ca1.min_levels_of_separation = 1 - LEFT JOIN @vocabDatabaseSchema.concept c1 ON ca1.ANCESTOR_CONCEPT_ID = c1.concept_id - LEFT JOIN @vocabDatabaseSchema.concept_ancestor ca2 - ON c1.concept_id = ca2.DESCENDANT_CONCEPT_ID AND ca2.min_levels_of_separation = 1 - LEFT JOIN @vocabDatabaseSchema.concept c2 ON ca2.ANCESTOR_CONCEPT_ID = c2.concept_id - LEFT JOIN @vocabDatabaseSchema.concept_ancestor ca3 - ON c2.concept_id = ca3.DESCENDANT_CONCEPT_ID AND ca3.min_levels_of_separation = 1 - LEFT JOIN @vocabDatabaseSchema.concept c3 ON ca3.ANCESTOR_CONCEPT_ID = c3.concept_id - GROUP BY M.concept_id, M.concept_name; - -/********** OBSERVATION **********/ - - SELECT - obs.concept_id, - obs.concept_name, - 'Observation' AS treemap, - null as concept_hierarchy_type, - max(c1.concept_name) AS level1_concept_name, - max(c2.concept_name) AS level2_concept_name, - max(c3.concept_name) AS level3_concept_name, - null as level4_concept_name -into #ch_observation - FROM - ( - SELECT - concept_id, - concept_name - FROM @vocabDatabaseSchema.concept - WHERE domain_id = 'Observation' - ) obs - LEFT JOIN @vocabDatabaseSchema.concept_ancestor ca1 - ON obs.concept_id = ca1.DESCENDANT_CONCEPT_ID AND ca1.min_levels_of_separation = 1 - LEFT JOIN @vocabDatabaseSchema.concept c1 ON ca1.ANCESTOR_CONCEPT_ID = c1.concept_id - LEFT JOIN @vocabDatabaseSchema.concept_ancestor ca2 - ON c1.concept_id = ca2.DESCENDANT_CONCEPT_ID AND ca2.min_levels_of_separation = 1 - LEFT JOIN @vocabDatabaseSchema.concept c2 ON ca2.ANCESTOR_CONCEPT_ID = c2.concept_id - LEFT JOIN @vocabDatabaseSchema.concept_ancestor ca3 - ON c2.concept_id = ca3.DESCENDANT_CONCEPT_ID AND ca3.min_levels_of_separation = 1 - LEFT JOIN @vocabDatabaseSchema.concept c3 ON ca3.ANCESTOR_CONCEPT_ID = c3.concept_id - GROUP BY obs.concept_id, obs.concept_name; - -/********** PROCEDURE **********/ - - SELECT - procs.concept_id, - procs.proc_concept_name as concept_name, - 'Procedure' AS treemap, - null as concept_hierarchy_type, - max(proc_hierarchy.os3_concept_name) AS level1_concept_name, - max(proc_hierarchy.os2_concept_name) AS level2_concept_name, - max(proc_hierarchy.os1_concept_name) AS level3_concept_name, - null as level4_concept_name -into #ch_procedure - FROM - ( - SELECT - c1.concept_id, - v1.vocabulary_name + ' ' + c1.concept_code + ': ' + c1.concept_name AS proc_concept_name - FROM @vocabDatabaseSchema.concept c1 - INNER JOIN @vocabDatabaseSchema.vocabulary v1 - ON c1.vocabulary_id = v1.vocabulary_id - WHERE c1.domain_id = 'Procedure' - ) procs - LEFT JOIN - (SELECT - ca0.DESCENDANT_CONCEPT_ID, - max(ca0.ancestor_concept_id) AS ancestor_concept_id - FROM @vocabDatabaseSchema.concept_ancestor ca0 - INNER JOIN - (SELECT DISTINCT c2.concept_id AS os3_concept_id - FROM @vocabDatabaseSchema.concept_ancestor ca1 - INNER JOIN - @vocabDatabaseSchema.concept c1 - ON ca1.DESCENDANT_CONCEPT_ID = c1.concept_id - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca2 - ON c1.concept_id = ca2.ANCESTOR_CONCEPT_ID - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca2.DESCENDANT_CONCEPT_ID = c2.concept_id - WHERE ca1.ancestor_concept_id = 4040390 - AND ca1.Min_LEVELS_OF_SEPARATION = 2 - AND ca2.MIN_LEVELS_OF_SEPARATION = 1 - ) t1 - ON ca0.ANCESTOR_CONCEPT_ID = t1.os3_concept_id - GROUP BY ca0.descendant_concept_id - ) ca1 - ON procs.concept_id = ca1.DESCENDANT_CONCEPT_ID - LEFT JOIN - ( - SELECT - proc_by_os1.os1_concept_name, - proc_by_os2.os2_concept_name, - proc_by_os3.os3_concept_name, - proc_by_os3.os3_concept_id - FROM - (SELECT - DESCENDANT_CONCEPT_ID AS os1_concept_id, - concept_name AS os1_concept_name - FROM @vocabDatabaseSchema.concept_ancestor ca1 - INNER JOIN - @vocabDatabaseSchema.concept c1 - ON ca1.DESCENDANT_CONCEPT_ID = c1.concept_id - WHERE ancestor_concept_id = 4040390 - AND Min_LEVELS_OF_SEPARATION = 1 - ) proc_by_os1 - - INNER JOIN - (SELECT - max(c1.CONCEPT_ID) AS os1_concept_id, - c2.concept_id AS os2_concept_id, - c2.concept_name AS os2_concept_name - FROM @vocabDatabaseSchema.concept_ancestor ca1 - INNER JOIN - @vocabDatabaseSchema.concept c1 - ON ca1.DESCENDANT_CONCEPT_ID = c1.concept_id - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca2 - ON c1.concept_id = ca2.ANCESTOR_CONCEPT_ID - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca2.DESCENDANT_CONCEPT_ID = c2.concept_id - WHERE ca1.ancestor_concept_id = 4040390 - AND ca1.Min_LEVELS_OF_SEPARATION = 1 - AND ca2.MIN_LEVELS_OF_SEPARATION = 1 - GROUP BY c2.concept_id, c2.concept_name - ) proc_by_os2 - ON proc_by_os1.os1_concept_id = proc_by_os2.os1_concept_id - - INNER JOIN - (SELECT - max(c1.CONCEPT_ID) AS os2_concept_id, - c2.concept_id AS os3_concept_id, - c2.concept_name AS os3_concept_name - FROM @vocabDatabaseSchema.concept_ancestor ca1 - INNER JOIN - @vocabDatabaseSchema.concept c1 - ON ca1.DESCENDANT_CONCEPT_ID = c1.concept_id - INNER JOIN - @vocabDatabaseSchema.concept_ancestor ca2 - ON c1.concept_id = ca2.ANCESTOR_CONCEPT_ID - INNER JOIN - @vocabDatabaseSchema.concept c2 - ON ca2.DESCENDANT_CONCEPT_ID = c2.concept_id - WHERE ca1.ancestor_concept_id = 4040390 - AND ca1.Min_LEVELS_OF_SEPARATION = 2 - AND ca2.MIN_LEVELS_OF_SEPARATION = 1 - GROUP BY c2.concept_id, c2.concept_name - ) proc_by_os3 - ON proc_by_os2.os2_concept_id = proc_by_os3.os2_concept_id - ) proc_hierarchy - ON ca1.ancestor_concept_id = proc_hierarchy.os3_concept_id - GROUP BY procs.concept_id, - procs.proc_concept_name; - -select * into -@resultsDatabaseSchema.concept_hierarchy -from -( - select - concept_id, - cast(concept_name as VARCHAR(400)) as concept_name, - cast(treemap as VARCHAR(20)) as treemap, - cast(concept_hierarchy_type as VARCHAR(20)) as concept_hierarchy_type, - cast(level1_concept_name as VARCHAR(255)) as level1_concept_name, - cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, - cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, - cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from #ch_condition - - union all - - select - concept_id, - cast(concept_name as VARCHAR(400)) as concept_name, - cast(treemap as VARCHAR(20)) as treemap, - cast(concept_hierarchy_type as VARCHAR(20)) as concept_hierarchy_type, - cast(level1_concept_name as VARCHAR(255)) as level1_concept_name, - cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, - cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, - cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from #ch_drug - - union all - - select - concept_id, - cast(concept_name as VARCHAR(400)) as concept_name, - cast(treemap as VARCHAR(20)) as treemap, - cast(concept_hierarchy_type as VARCHAR(20)) as concept_hierarchy_type, - cast(level1_concept_name as VARCHAR(255)) as level1_concept_name, - cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, - cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, - cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from #ch_drug_era - - union all - - select - concept_id, - cast(concept_name as VARCHAR(400)) as concept_name, - cast(treemap as VARCHAR(20)) as treemap, - cast(concept_hierarchy_type as VARCHAR(20)) as concept_hierarchy_type, - cast(level1_concept_name as VARCHAR(255)) as level1_concept_name, - cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, - cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, - cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from #ch_measurement - - union all - - select - concept_id, - cast(concept_name as VARCHAR(400)) as concept_name, - cast(treemap as VARCHAR(20)) as treemap, - cast(concept_hierarchy_type as VARCHAR(20)) as concept_hierarchy_type, - cast(level1_concept_name as VARCHAR(255)) as level1_concept_name, - cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, - cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, - cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from #ch_observation - - union all - - select - concept_id, - cast(concept_name as VARCHAR(400)) as concept_name, - cast(treemap as VARCHAR(20)) as treemap, - cast(concept_hierarchy_type as VARCHAR(20)) as concept_hierarchy_type, - cast(level1_concept_name as VARCHAR(255)) as level1_concept_name, - cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, - cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, - cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from #ch_procedure -) Q -; - -truncate table #ch_condition; -drop table #ch_condition; - -truncate table #ch_drug; -drop table #ch_drug; - -truncate table #ch_drug_era; -drop table #ch_drug_era; - -truncate table #ch_measurement; -drop table #ch_measurement; - -truncate table #ch_observation; -drop table #ch_observation; - -truncate table #ch_procedure; -drop table #ch_procedure; diff --git a/man/achilles.Rd b/man/achilles.Rd index a6ba0be9..1cf0d569 100755 --- a/man/achilles.Rd +++ b/man/achilles.Rd @@ -8,10 +8,11 @@ achilles(connectionDetails, cdmDatabaseSchema, oracleTempSchema = cdmDatabaseSchema, resultsDatabaseSchema = cdmDatabaseSchema, scratchDatabaseSchema = resultsDatabaseSchema, - vocabDatabaseSchema = cdmDatabaseSchema, sourceName = "", analysisIds, - createTable = TRUE, smallCellCount = 5, cdmVersion = "5", - runHeel = TRUE, validateSchema = FALSE, runCostAnalysis = FALSE, - conceptHierarchy = TRUE, createIndices = TRUE, numThreads = 1, + vocabDatabaseSchema = cdmDatabaseSchema, sourceName = "", + analysisIds, createTable = TRUE, smallCellCount = 5, + cdmVersion = "5", runHeel = TRUE, validateSchema = FALSE, + runCostAnalysis = FALSE, conceptHierarchy = TRUE, + createIndices = TRUE, numThreads = 1, tempAchillesPrefix = "tmpach", dropScratchTables = TRUE, sqlOnly = FALSE, outputFolder = "output", logMultiThreadPerformance = FALSE) diff --git a/man/achillesHeel.Rd b/man/achillesHeel.Rd index f4dba926..997bd5f9 100755 --- a/man/achillesHeel.Rd +++ b/man/achillesHeel.Rd @@ -6,9 +6,11 @@ \usage{ achillesHeel(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema = cdmDatabaseSchema, - scratchDatabaseSchema = resultsDatabaseSchema, cdmVersion = "5", - numThreads = 1, tempHeelPrefix = "tmpheel", dropScratchTables = FALSE, - ThresholdAgeWarning = 125, ThresholdOutpatientVisitPerc = 0.43, + scratchDatabaseSchema = resultsDatabaseSchema, + vocabDatabaseSchema = cdmDatabaseSchema, cdmVersion = "5", + numThreads = 1, tempHeelPrefix = "tmpheel", + dropScratchTables = FALSE, ThresholdAgeWarning = 125, + ThresholdOutpatientVisitPerc = 0.43, ThresholdMinimalPtMeasDxRx = 20.5, outputFolder = "output", sqlOnly = FALSE) } @@ -22,6 +24,8 @@ so for example 'results.dbo'.} \item{scratchDatabaseSchema}{(OPTIONAL, multi-threaded mode) Name of a fully qualified schema that is accessible to/from the resultsDatabaseSchema, that can store all of the scratch tables. Default is resultsDatabaseSchema.} +\item{vocabDatabaseSchema}{String name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'.} + \item{cdmVersion}{Define the OMOP CDM version used: currently supports v5 and above. Default = "5".} \item{numThreads}{(OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread.} @@ -56,6 +60,7 @@ nothing is returned cdmDatabaseSchema = "cdm", resultsDatabaseSchema = "results", scratchDatabaseSchema = "scratch", + vocabDatabaseSchema = "vocab", cdmVersion = "5.3.0", numThreads = 10) } diff --git a/man/dropAllScratchTables.Rd b/man/dropAllScratchTables.Rd index cc453888..cec31606 100755 --- a/man/dropAllScratchTables.Rd +++ b/man/dropAllScratchTables.Rd @@ -6,7 +6,8 @@ \usage{ dropAllScratchTables(connectionDetails, scratchDatabaseSchema, tempAchillesPrefix = "tmpach", tempHeelPrefix = "tmpheel", - numThreads = 1, tableTypes = c("achilles", "heel")) + numThreads = 1, tableTypes = c("achilles", "heel", + "concept_hierarchy")) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -19,11 +20,11 @@ dropAllScratchTables(connectionDetails, scratchDatabaseSchema, \item{numThreads}{The number of threads to use to run this function. Default is 1 thread.} -\item{tableTypes}{The types of Achilles scratch tables to drop: achilles or heel or both} +\item{tableTypes}{The types of Achilles scratch tables to drop: achilles or heel or concept_hierarchy or all 3} } \description{ Drop all possible scratch tables } \details{ -Drop all possible Achilles and Heel scratch tables +Drop all possible Achilles, Heel, and Concept Hierarchy scratch tables } diff --git a/man/exportDeathToJson.Rd b/man/exportDeathToJson.Rd index 3a9b5712..ed621333 100755 --- a/man/exportDeathToJson.Rd +++ b/man/exportDeathToJson.Rd @@ -4,8 +4,9 @@ \alias{exportDeathToJson} \title{exportDeathToJson} \usage{ -exportDeathToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportDeathToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} diff --git a/man/exportDrugEraToJson.Rd b/man/exportDrugEraToJson.Rd index 2da66ded..7cc560c5 100755 --- a/man/exportDrugEraToJson.Rd +++ b/man/exportDrugEraToJson.Rd @@ -4,8 +4,9 @@ \alias{exportDrugEraToJson} \title{exportDrugEraToJson} \usage{ -exportDrugEraToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportDrugEraToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} diff --git a/man/exportDrugToJson.Rd b/man/exportDrugToJson.Rd index dede5f57..bb03623d 100755 --- a/man/exportDrugToJson.Rd +++ b/man/exportDrugToJson.Rd @@ -4,8 +4,9 @@ \alias{exportDrugToJson} \title{exportDrugToJson} \usage{ -exportDrugToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportDrugToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} diff --git a/man/exportHeelToJson.Rd b/man/exportHeelToJson.Rd index 6cec4240..1a0186df 100755 --- a/man/exportHeelToJson.Rd +++ b/man/exportHeelToJson.Rd @@ -4,8 +4,9 @@ \alias{exportHeelToJson} \title{exportHeelToJson} \usage{ -exportHeelToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportHeelToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} diff --git a/man/exportMetaToJson.Rd b/man/exportMetaToJson.Rd index 779a23cd..cac75c4f 100755 --- a/man/exportMetaToJson.Rd +++ b/man/exportMetaToJson.Rd @@ -4,8 +4,9 @@ \alias{exportMetaToJson} \title{exportMetaToJson} \usage{ -exportMetaToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportMetaToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} diff --git a/man/exportPersonToJson.Rd b/man/exportPersonToJson.Rd index e9c93e68..df133f19 100755 --- a/man/exportPersonToJson.Rd +++ b/man/exportPersonToJson.Rd @@ -4,8 +4,9 @@ \alias{exportPersonToJson} \title{exportPersonToJson} \usage{ -exportPersonToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportPersonToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} diff --git a/man/exportToJson.Rd b/man/exportToJson.Rd index e52f42f8..95ab6ddc 100755 --- a/man/exportToJson.Rd +++ b/man/exportToJson.Rd @@ -5,7 +5,7 @@ \title{exportToJson} \usage{ exportToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), reports = allReports, + outputPath = getwd(), reports = getAllReports(), vocabDatabaseSchema = cdmDatabaseSchema, compressIntoOneFile = FALSE) } \arguments{ @@ -21,7 +21,10 @@ exportToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, \item{vocabDatabaseSchema}{string name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'.} -\item{compressIntoOneFile}{Boolean indicating if the JSON files should be compressed into one zip file +\item{compressIntoOneFile}{Boolean indicating if the JSON files should be compressed into one zip file. + Please note that in Windows, the zip application must be stored in the system environment, + e.g. Sys.setenv("R_ZIPCMD", "some_path_to_zip"). + Due to recursion, the actual Achilles files and folders will be embedded in any parent directories that the source folder has. See \code{data(allReports)} for a list of all report types} } diff --git a/man/exportVisitToJson.Rd b/man/exportVisitToJson.Rd index 010923e9..5413213f 100755 --- a/man/exportVisitToJson.Rd +++ b/man/exportVisitToJson.Rd @@ -4,8 +4,9 @@ \alias{exportVisitToJson} \title{exportVisitToJson} \usage{ -exportVisitToJson(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, - outputPath = getwd(), vocabDatabaseSchema = cdmDatabaseSchema) +exportVisitToJson(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputPath = getwd(), + vocabDatabaseSchema = cdmDatabaseSchema) } \arguments{ \item{connectionDetails}{An R object of type ConnectionDetail (details for the function that contains server info, database type, optionally username/password, port)} From a1f47674ab6fe2c41e92dfe9daf3669b86d3b9e1 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Mon, 1 Oct 2018 14:56:37 -0700 Subject: [PATCH 02/15] Added analyses 822, 823, 1822, 1823 back. Fixed missing null cast in Heel RD 25. Adjusted analysis_details CSV to match new analyses. Added drop index statements. --- inst/csv/achilles/achilles_analysis_details.csv | 6 +++++- inst/sql/sql_server/analyses/1822.sql | 15 +++++++++++++++ inst/sql/sql_server/analyses/1823.sql | 15 +++++++++++++++ inst/sql/sql_server/analyses/822.sql | 15 +++++++++++++++ inst/sql/sql_server/analyses/823.sql | 15 +++++++++++++++ .../heels/parallel/results_derived/25.sql | 2 +- .../post_processing/achilles_indices.sql | 5 +++++ 7 files changed, 71 insertions(+), 2 deletions(-) create mode 100644 inst/sql/sql_server/analyses/1822.sql create mode 100644 inst/sql/sql_server/analyses/1823.sql create mode 100644 inst/sql/sql_server/analyses/822.sql create mode 100644 inst/sql/sql_server/analyses/823.sql diff --git a/inst/csv/achilles/achilles_analysis_details.csv b/inst/csv/achilles/achilles_analysis_details.csv index 007fd64e..805147a1 100644 --- a/inst/csv/achilles/achilles_analysis_details.csv +++ b/inst/csv/achilles/achilles_analysis_details.csv @@ -118,6 +118,8 @@ ANALYSIS_ID,DISTRIBUTION,COST,DISTRIBUTED_FIELD,ANALYSIS_NAME,STRATUM_1_NAME,STR 814,0,0,,"Number of observation records with no value (numeric, string, or concept)",,,,, 815,1,0,,"Distribution of numeric values, by observation_concept_id and unit_concept_id",,,,, 820,0,0,,Number of observation records by observation start month,calendar month,,,, +822,"Number of observation records, by observation_concept_id and value_as_concept_id","observation_concept_id","value_as_concept_id",,, +823,0,0,,"Number of observation records, by observation_concept_id and qualifier_concept_id",observation_concept_id,qualifier_concept_id,, 891,0,0,,Percentage of total persons that have at least x observations,observation_concept_id,observation_person,,, 900,0,0,,"Number of persons with at least one drug era, by drug_concept_id",drug_concept_id,,,, 901,0,0,,"Number of drug era records, by drug_concept_id",drug_concept_id,,,, @@ -197,10 +199,12 @@ ANALYSIS_ID,DISTRIBUTION,COST,DISTRIBUTED_FIELD,ANALYSIS_NAME,STRATUM_1_NAME,STR 1814,0,0,,"Number of measurement records with no value (numeric, string, or concept)",,,,, 1815,1,0,,"Distribution of numeric values, by measurement_concept_id and unit_concept_id",,,,, 1816,1,0,,"Distribution of low range, by measurement_concept_id and unit_concept_id",,,,, -1817,1,0,,"Distribution of high range, by observation_concept_id and unit_concept_id",,,,, +1817,1,0,,"Distribution of high range, by measurement_concept_id and unit_concept_id",,,,, 1818,0,0,,"Number of measurement records below/within/above normal range, by measurement_concept_id and unit_concept_id",,,,, 1820,0,0,,Number of measurement records by measurement start month,calendar month,,,, 1821,0,0,,Number of measurement records with no numeric value,,,,, +1822,0,0,,"Number of measurement records, by measurement_concept_id and value_as_concept_id",measurement_concept_id,value_as_concept_id,,, +1823,"Number of measurement records, by measurement_concept_id and operator_concept_id","measurement_concept_id","operator_concept_id",,, 1891,0,0,,Percentage of total persons that have at least x measurements,measurement_concept_id,measurement_person,,, 1900,0,0,,"Source values mapped to concept_id 0 by table, by source_value",table_name,source_value,,, 2000,0,0,,Number of patients with at least 1 Dx and 1 Rx,,,,, diff --git a/inst/sql/sql_server/analyses/1822.sql b/inst/sql/sql_server/analyses/1822.sql new file mode 100644 index 00000000..6c331d1a --- /dev/null +++ b/inst/sql/sql_server/analyses/1822.sql @@ -0,0 +1,15 @@ + +-- 1822 Number of measurement records, by measurement_concept_id and value_as_concept_id + +--HINT DISTRIBUTE_ON_KEY(stratum_1) +select + 1822 AS analysis_id, + cast(measurement_concept_id AS varchar(255)) AS stratum_1, + cast(value_as_concept_id AS varchar(255)) AS stratum_2, + cast(null as varchar(255)) as stratum_3, + cast(null as varchar(255)) as stratum_4, + cast(null as varchar(255)) as stratum_5, + count_big(*) AS total_count +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_1822 +from @cdmDatabaseSchema.measurement +group by measurement_concept_id, value_as_concept_id; \ No newline at end of file diff --git a/inst/sql/sql_server/analyses/1823.sql b/inst/sql/sql_server/analyses/1823.sql new file mode 100644 index 00000000..e2a75a2e --- /dev/null +++ b/inst/sql/sql_server/analyses/1823.sql @@ -0,0 +1,15 @@ + +-- 1823 Number of measurement records, by measurement_concept_id and operator_concept_id + +--HINT DISTRIBUTE_ON_KEY(stratum_1) +select + 1823 AS analysis_id, + cast(measurement_concept_id AS varchar(255)) AS stratum_1, + cast(operator_concept_id AS varchar(255)) AS stratum_2, + cast(null as varchar(255)) as stratum_3, + cast(null as varchar(255)) as stratum_4, + cast(null as varchar(255)) as stratum_5, + count_big(*) AS count_value +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_1823 +from @cdmDatabaseSchema.measurement +group by measurement_concept_id, operator_concept_id \ No newline at end of file diff --git a/inst/sql/sql_server/analyses/822.sql b/inst/sql/sql_server/analyses/822.sql new file mode 100644 index 00000000..46a7435f --- /dev/null +++ b/inst/sql/sql_server/analyses/822.sql @@ -0,0 +1,15 @@ + +-- 822 Number of observation records, by observation_concept_id and value_as_concept_id, observation_concept_id + +--HINT DISTRIBUTE_ON_KEY(stratum_1) +select + 822 AS analysis_id, + cast(observation_concept_id AS varchar(255)) AS stratum_1, + cast(value_as_concept_id AS varchar(255)) AS stratum_2, + cast(null as varchar(255)) as stratum_3, + cast(null as varchar(255)) as stratum_4, + cast(null as varchar(255)) as stratum_5, + count_big(*) AS count_value +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_822 +from @cdmDatabaseSchema.observation +group by observation_concept_id, value_as_concept_id; \ No newline at end of file diff --git a/inst/sql/sql_server/analyses/823.sql b/inst/sql/sql_server/analyses/823.sql new file mode 100644 index 00000000..782ca974 --- /dev/null +++ b/inst/sql/sql_server/analyses/823.sql @@ -0,0 +1,15 @@ + +-- 823 Number of observation records, by observation_concept_id and qualifier_concept_id + +--HINT DISTRIBUTE_ON_KEY(stratum_1) +select + 823 AS analysis_id, + cast(observation_concept_id AS varchar(255)) AS stratum_1, + cast(qualifier_concept_id AS varchar(255)) AS stratum_2, + cast(null as varchar(255)) as stratum_3, + cast(null as varchar(255)) as stratum_4, + cast(null as varchar(255)) as stratum_5, + count_big(*) AS count_value +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_823 +from @cdmDatabaseSchema.observation +group by observation_concept_id, qualifier_concept_id; \ No newline at end of file diff --git a/inst/sql/sql_server/heels/parallel/results_derived/25.sql b/inst/sql/sql_server/heels/parallel/results_derived/25.sql index 6a51a0ad..89c9dcba 100755 --- a/inst/sql/sql_server/heels/parallel/results_derived/25.sql +++ b/inst/sql/sql_server/heels/parallel/results_derived/25.sql @@ -17,7 +17,7 @@ from ( --100000+analysis_id, select - NULL as analysis_id, + cast(null as int) as analysis_id, stratum_2 as stratum_1, cast(null as varchar(255)) as stratum_2, count_value, diff --git a/inst/sql/sql_server/post_processing/achilles_indices.sql b/inst/sql/sql_server/post_processing/achilles_indices.sql index e25264b0..e5c13205 100755 --- a/inst/sql/sql_server/post_processing/achilles_indices.sql +++ b/inst/sql/sql_server/post_processing/achilles_indices.sql @@ -39,10 +39,15 @@ CREATE CLUSTERED COLUMNSTORE INDEX ClusteredIndex_Achilles_results ON @resultsDatabaseSchema.ACHILLES_results; } + +DROP INDEX IF EXISTS idx_ar_aid on @resultsDatabaseSchema.ACHILLES_results (analysis_id); CREATE INDEX idx_ar_aid ON @resultsDatabaseSchema.ACHILLES_results (analysis_id); + +DROP INDEX IF EXISTS idx_ar_s1 on @resultsDatabaseSchema.ACHILLES_results (stratum_1); CREATE INDEX idx_ar_s1 ON @resultsDatabaseSchema.ACHILLES_results (stratum_1); + CREATE INDEX idx_ar_s2 ON @resultsDatabaseSchema.ACHILLES_results (stratum_2); CREATE INDEX idx_ar_aid_s1 From eabadd7098236d8a39666afdaa5b3621a3292f8e Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Mon, 1 Oct 2018 17:18:04 -0700 Subject: [PATCH 03/15] Fixes to analysis_details CSV, analysis 1822 had the wrong field name, added drop if not null statements in dropAllScratchTables --- R/Achilles.R | 13 ++++++++----- inst/csv/achilles/achilles_analysis_details.csv | 6 +++--- inst/sql/sql_server/analyses/1822.sql | 2 +- 3 files changed, 12 insertions(+), 9 deletions(-) diff --git a/R/Achilles.R b/R/Achilles.R index 40a58069..4c0d8198 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -862,9 +862,10 @@ dropAllScratchTables <- function(connectionDetails, Reduce(intersect, list(scratchTables, resultsDistTables))) dropSqls <- lapply(dropTables, function(scratchTable) { - SqlRender::renderSql("drop table @scratchDatabaseSchema.@scratchTable;", - scratchDatabaseSchema = scratchDatabaseSchema, - scratchTable = scratchTable)$sql + sql <- SqlRender::renderSql("IF OBJECT_ID('@scratchDatabaseSchema.@scratchTable', 'U') IS NOT NULL DROP TABLE @scratchDatabaseSchema.@scratchTable;", + scratchDatabaseSchema = scratchDatabaseSchema, + scratchTable = scratchTable)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql }) cluster <- OhdsiRTools::makeCluster(numberOfThreads = numThreads, singleThreadToMain = TRUE) @@ -896,9 +897,10 @@ dropAllScratchTables <- function(connectionDetails, dropTables <- Reduce(intersect, list(scratchTables, parallelHeelTables)) dropSqls <- lapply(dropTables, function(scratchTable) { - SqlRender::renderSql("drop table @scratchDatabaseSchema.@scratchTable;", + sql <- SqlRender::renderSql("IF OBJECT_ID('@scratchDatabaseSchema.@scratchTable', 'U') IS NOT NULL DROP TABLE @scratchDatabaseSchema.@scratchTable;", scratchDatabaseSchema = scratchDatabaseSchema, scratchTable = scratchTable)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql }) cluster <- OhdsiRTools::makeCluster(numberOfThreads = numThreads, singleThreadToMain = TRUE) @@ -929,9 +931,10 @@ dropAllScratchTables <- function(connectionDetails, dropTables <- Reduce(intersect, list(scratchTables, conceptHierarchyTables)) dropSqls <- lapply(dropTables, function(scratchTable) { - SqlRender::renderSql("drop table @scratchDatabaseSchema.@scratchTable;", + sql <- SqlRender::renderSql("IF OBJECT_ID('@scratchDatabaseSchema.@scratchTable', 'U') IS NOT NULL DROP TABLE @scratchDatabaseSchema.@scratchTable;", scratchDatabaseSchema = scratchDatabaseSchema, scratchTable = scratchTable)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql }) cluster <- OhdsiRTools::makeCluster(numberOfThreads = numThreads, singleThreadToMain = TRUE) diff --git a/inst/csv/achilles/achilles_analysis_details.csv b/inst/csv/achilles/achilles_analysis_details.csv index 805147a1..f6077043 100644 --- a/inst/csv/achilles/achilles_analysis_details.csv +++ b/inst/csv/achilles/achilles_analysis_details.csv @@ -118,8 +118,8 @@ ANALYSIS_ID,DISTRIBUTION,COST,DISTRIBUTED_FIELD,ANALYSIS_NAME,STRATUM_1_NAME,STR 814,0,0,,"Number of observation records with no value (numeric, string, or concept)",,,,, 815,1,0,,"Distribution of numeric values, by observation_concept_id and unit_concept_id",,,,, 820,0,0,,Number of observation records by observation start month,calendar month,,,, -822,"Number of observation records, by observation_concept_id and value_as_concept_id","observation_concept_id","value_as_concept_id",,, -823,0,0,,"Number of observation records, by observation_concept_id and qualifier_concept_id",observation_concept_id,qualifier_concept_id,, +822,0,0,,"Number of observation records, by observation_concept_id and value_as_concept_id",observation_concept_id,value_as_concept_id,,, +823,0,0,,"Number of observation records, by observation_concept_id and qualifier_concept_id",observation_concept_id,qualifier_concept_id,,, 891,0,0,,Percentage of total persons that have at least x observations,observation_concept_id,observation_person,,, 900,0,0,,"Number of persons with at least one drug era, by drug_concept_id",drug_concept_id,,,, 901,0,0,,"Number of drug era records, by drug_concept_id",drug_concept_id,,,, @@ -204,7 +204,7 @@ ANALYSIS_ID,DISTRIBUTION,COST,DISTRIBUTED_FIELD,ANALYSIS_NAME,STRATUM_1_NAME,STR 1820,0,0,,Number of measurement records by measurement start month,calendar month,,,, 1821,0,0,,Number of measurement records with no numeric value,,,,, 1822,0,0,,"Number of measurement records, by measurement_concept_id and value_as_concept_id",measurement_concept_id,value_as_concept_id,,, -1823,"Number of measurement records, by measurement_concept_id and operator_concept_id","measurement_concept_id","operator_concept_id",,, +1823,0,0,,"Number of measurement records, by measurement_concept_id and operator_concept_id",measurement_concept_id,operator_concept_id,,, 1891,0,0,,Percentage of total persons that have at least x measurements,measurement_concept_id,measurement_person,,, 1900,0,0,,"Source values mapped to concept_id 0 by table, by source_value",table_name,source_value,,, 2000,0,0,,Number of patients with at least 1 Dx and 1 Rx,,,,, diff --git a/inst/sql/sql_server/analyses/1822.sql b/inst/sql/sql_server/analyses/1822.sql index 6c331d1a..31264ed3 100644 --- a/inst/sql/sql_server/analyses/1822.sql +++ b/inst/sql/sql_server/analyses/1822.sql @@ -9,7 +9,7 @@ select cast(null as varchar(255)) as stratum_3, cast(null as varchar(255)) as stratum_4, cast(null as varchar(255)) as stratum_5, - count_big(*) AS total_count + count_big(*) AS count_value into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_1822 from @cdmDatabaseSchema.measurement group by measurement_concept_id, value_as_concept_id; \ No newline at end of file From 770e146a0978e25f3cd969b645142538e06787b7 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Mon, 1 Oct 2018 17:49:20 -0700 Subject: [PATCH 04/15] Removed usage of DatabaseConnector::getTableNames() due to inconsistent effectiveness in Redshift --- R/Achilles.R | 15 +++------------ 1 file changed, 3 insertions(+), 12 deletions(-) diff --git a/R/Achilles.R b/R/Achilles.R index 4c0d8198..6ae3f18d 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -841,9 +841,6 @@ dropAllScratchTables <- function(connectionDetails, connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - scratchTables <- lapply(DatabaseConnector::getTableNames(connection = connection, - databaseSchema = scratchDatabaseSchema), function(t) tolower(t)) - if ("achilles" %in% tableTypes) { # Drop Achilles Scratch Tables ------------------------------------------------------ @@ -858,10 +855,7 @@ dropAllScratchTables <- function(connectionDetails, sprintf("%s_dist_%d", tempAchillesPrefix, id) }) - dropTables <- c(Reduce(intersect, list(scratchTables, resultsTables)), - Reduce(intersect, list(scratchTables, resultsDistTables))) - - dropSqls <- lapply(dropTables, function(scratchTable) { + dropSqls <- lapply(c(resultsTables, resultsDistTables), function(scratchTable) { sql <- SqlRender::renderSql("IF OBJECT_ID('@scratchDatabaseSchema.@scratchTable', 'U') IS NOT NULL DROP TABLE @scratchDatabaseSchema.@scratchTable;", scratchDatabaseSchema = scratchDatabaseSchema, scratchTable = scratchTable)$sql @@ -893,10 +887,8 @@ dropAllScratchTables <- function(connectionDetails, parallelHeelTables <- lapply(parallelFiles, function(t) tolower(paste(tempHeelPrefix, trimws(tools::file_path_sans_ext(basename(t))), sep = "_"))) - - dropTables <- Reduce(intersect, list(scratchTables, parallelHeelTables)) - dropSqls <- lapply(dropTables, function(scratchTable) { + dropSqls <- lapply(parallelHeelTables, function(scratchTable) { sql <- SqlRender::renderSql("IF OBJECT_ID('@scratchDatabaseSchema.@scratchTable', 'U') IS NOT NULL DROP TABLE @scratchDatabaseSchema.@scratchTable;", scratchDatabaseSchema = scratchDatabaseSchema, scratchTable = scratchTable)$sql @@ -928,9 +920,8 @@ dropAllScratchTables <- function(connectionDetails, conceptHierarchyTables <- lapply(hierarchySqlFiles, function(t) tolower(paste(tempAchillesPrefix, "ch", trimws(tools::file_path_sans_ext(basename(t))), sep = "_"))) - dropTables <- Reduce(intersect, list(scratchTables, conceptHierarchyTables)) - dropSqls <- lapply(dropTables, function(scratchTable) { + dropSqls <- lapply(conceptHierarchyTables, function(scratchTable) { sql <- SqlRender::renderSql("IF OBJECT_ID('@scratchDatabaseSchema.@scratchTable', 'U') IS NOT NULL DROP TABLE @scratchDatabaseSchema.@scratchTable;", scratchDatabaseSchema = scratchDatabaseSchema, scratchTable = scratchTable)$sql From 83acec3c459c345fddc005f00c19718ceb5ea513 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Tue, 2 Oct 2018 06:54:08 -0700 Subject: [PATCH 05/15] Updated version number to 1.6.1 --- DESCRIPTION | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 87bae7a6..aec82c4f 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,8 +1,8 @@ Package: Achilles Type: Package Title: Creates descriptive statistics summary for an entire OMOP CDM instance -Version: 1.6 -Date: 2018-04-09 +Version: 1.6.1 +Date: 2018-10-02 Author: Patrick Ryan, Martijn Schuemie, Vojtech Huser, Chris Knoll, Ajit Londhe Maintainer: Patrick Ryan LazyData: true From fd825fea5a5ba45bdba596af58a42988fa31e285 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Fri, 5 Oct 2018 07:48:00 -0700 Subject: [PATCH 06/15] Missing semicolon for analysis 1823 --- inst/sql/sql_server/analyses/1823.sql | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/sql/sql_server/analyses/1823.sql b/inst/sql/sql_server/analyses/1823.sql index e2a75a2e..31601524 100644 --- a/inst/sql/sql_server/analyses/1823.sql +++ b/inst/sql/sql_server/analyses/1823.sql @@ -12,4 +12,4 @@ select count_big(*) AS count_value into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_1823 from @cdmDatabaseSchema.measurement -group by measurement_concept_id, operator_concept_id \ No newline at end of file +group by measurement_concept_id, operator_concept_id; \ No newline at end of file From 4b5d6f61f3d8799b0925a01befea3931baa5fea7 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Fri, 5 Oct 2018 07:53:42 -0700 Subject: [PATCH 07/15] Shortened staging table names for concept hierarchy tables to support Oracle limitation --- .../concept_hierarchies/measurement.sql | 2 +- .../concept_hierarchies/observation.sql | 2 +- .../concept_hierarchies/procedure.sql | 2 +- .../post_processing/merge_concept_hierarchy.sql | 12 ++++++------ 4 files changed, 9 insertions(+), 9 deletions(-) diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql index b7279233..0155cec7 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/measurement.sql @@ -10,7 +10,7 @@ max(c2.concept_name) AS level2_concept_name, max(c3.concept_name) AS level3_concept_name, cast(null as varchar(255)) as level4_concept_name -into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_measurement +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_meas FROM ( SELECT DISTINCT diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql index f7fbd91f..b9342571 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/observation.sql @@ -10,7 +10,7 @@ max(c2.concept_name) AS level2_concept_name, max(c3.concept_name) AS level3_concept_name, cast(null as varchar(255)) as level4_concept_name -into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_observation +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_obs FROM ( SELECT diff --git a/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql b/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql index e3c3ded5..ad638dcb 100755 --- a/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql +++ b/inst/sql/sql_server/post_processing/concept_hierarchies/procedure.sql @@ -10,7 +10,7 @@ max(proc_hierarchy.os2_concept_name) AS level2_concept_name, max(proc_hierarchy.os1_concept_name) AS level3_concept_name, cast(null as varchar(255)) as level4_concept_name -into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_procedure +into @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_proc FROM ( SELECT diff --git a/inst/sql/sql_server/post_processing/merge_concept_hierarchy.sql b/inst/sql/sql_server/post_processing/merge_concept_hierarchy.sql index 5b6b167c..78201cb0 100755 --- a/inst/sql/sql_server/post_processing/merge_concept_hierarchy.sql +++ b/inst/sql/sql_server/post_processing/merge_concept_hierarchy.sql @@ -58,7 +58,7 @@ from cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_measurement + from @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_meas union all @@ -71,7 +71,7 @@ from cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_observation + from @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_obs union all @@ -84,13 +84,13 @@ from cast(level2_concept_name as VARCHAR(255)) as level2_concept_name, cast(level3_concept_name as VARCHAR(255)) as level3_concept_name, cast(level4_concept_name as VARCHAR(255)) as level4_concept_name - from @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_procedure + from @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_proc ) Q ; drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_condition; drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_drug; drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_drug_era; -drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_measurement; -drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_observation; -drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_procedure; +drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_meas; +drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_obs; +drop table @scratchDatabaseSchema@schemaDelim@tempAchillesPrefix_ch_proc; From a30693008a894c8756e1e1d813f711fdf6355e44 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sat, 6 Oct 2018 09:00:52 -0700 Subject: [PATCH 08/15] Multiple changes: added Shiny app for viewing Heel results, error handling of index dropping, logging using ParallelLogger to allow Shiny/console logs --- .gitAttributes | 4 + DESCRIPTION | 34 +- NAMESPACE | 9 + R/Achilles-package.R | 25 +- R/Achilles.R | 506 +++++++++++------- R/AchillesHeel.R | 66 ++- R/AchillesViewResults.R | 65 ++- README.md | 288 +++++----- inst/csv/post_processing/indices.csv | 11 + inst/shinyApps/server.R | 40 ++ inst/shinyApps/ui.R | 12 + inst/shinyApps/www/ohdsi_logo.png | Bin 0 -> 14287 bytes .../post_processing/achilles_indices.sql | 72 --- man/Achilles.Rd | 10 - man/achilles.Rd | 8 +- man/achillesHeel.Rd | 7 +- man/allReports.Rd | 10 - man/createConceptHierarchy.Rd | 6 +- man/createIndices.Rd | 5 +- man/dropAllScratchTables.Rd | 4 +- man/launchHeelResultsViewer.Rd | 23 + man/validateSchema.Rd | 4 +- 22 files changed, 702 insertions(+), 507 deletions(-) create mode 100644 .gitAttributes create mode 100644 inst/csv/post_processing/indices.csv create mode 100644 inst/shinyApps/server.R create mode 100644 inst/shinyApps/ui.R create mode 100644 inst/shinyApps/www/ohdsi_logo.png delete mode 100755 inst/sql/sql_server/post_processing/achilles_indices.sql delete mode 100755 man/Achilles.Rd delete mode 100755 man/allReports.Rd create mode 100644 man/launchHeelResultsViewer.Rd diff --git a/.gitAttributes b/.gitAttributes new file mode 100644 index 00000000..d7a328cd --- /dev/null +++ b/.gitAttributes @@ -0,0 +1,4 @@ +inst/doc/* linguist-documentation +vignettes/* linguist-documentation +man/* linguist-documentation +extras/* linguist-documentation \ No newline at end of file diff --git a/DESCRIPTION b/DESCRIPTION index aec82c4f..5b2bd25b 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,23 +1,39 @@ Package: Achilles Type: Package -Title: Creates descriptive statistics summary for an entire OMOP CDM instance -Version: 1.6.1 -Date: 2018-10-02 -Author: Patrick Ryan, Martijn Schuemie, Vojtech Huser, Chris Knoll, Ajit Londhe -Maintainer: Patrick Ryan +Title: Creates Descriptive Statistics Summary for an Entire OMOP CDM Instance +Version: 1.6.3 +Date: 2018-10-05 +Authors@R: c( + person("Patrick", "Ryan", email = "ryan@ohdsi.org", role = c("aut", "cre")), + person("Martijn", "Schuemie", email = "schuemie@ohdsi.org", role = c("aut")), + person("Vojtech", "Huser", role = c("aut")), + person("Chris", "Knoll", role = c("aut")), + person("Ajit", "Londhe", email = "alondhe2@its.jnj.com", role = c("aut")), + person("Taha", "Abdul-Basser", role = c("aut")), + person("Observational Health Data Science and Informatics", role = c("cph")) + ) +Maintainer: Ajit Londhe LazyData: true -Description: creates descriptive statistics summary for an entire OMOP CDM +Description: Creates descriptive statistics summary for an entire OMOP CDM instance. Since Aug 2016 only CDM v5 is actively being extended. Achilles Heel component does data quality assesment. Depends: SqlRender, DatabaseConnector (>= 2.0.0), rjson, - OhdsiRTools + ParallelLogger, + dplyr Suggests: testthat, - dplyr, - R.utils + R.utils, + shiny, + DT, + shinydashboard, + magrittr, + tidyr +Remotes: + OhdsiRTools License: Apache License Roxygen: list(wrap = FALSE) RoxygenNote: 6.1.0 +Encoding: UTF-8 diff --git a/NAMESPACE b/NAMESPACE index 9ac04c14..1c260f1a 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -25,5 +25,14 @@ export(exportVisitToJson) export(fetchAchillesAnalysisResults) export(fetchAchillesHeelResults) export(getAnalysisDetails) +export(launchHeelResultsViewer) export(showReportTypes) export(validateSchema) +import(DatabaseConnector) +import(OhdsiRTools) +import(SqlRender) +import(rjson) +importFrom(utils,compareVersion) +importFrom(utils,packageVersion) +importFrom(utils,read.csv) +importFrom(utils,zip) diff --git a/R/Achilles-package.R b/R/Achilles-package.R index 1849650a..dd90d5ea 100755 --- a/R/Achilles-package.R +++ b/R/Achilles-package.R @@ -1,19 +1,6 @@ -#' Achilles -#' -#' @name Achilles -#' @docType package -NULL - - - - -#' allReports -#' -#' A list of reports -#' -#' -#' @docType data -#' @keywords datasets -#' @name allReports - -NULL +#' @import DatabaseConnector +#' @import OhdsiRTools +#' @import SqlRender +#' @import rjson +#' @importFrom utils compareVersion packageVersion read.csv zip +NULL \ No newline at end of file diff --git a/R/Achilles.R b/R/Achilles.R index 6ae3f18d..74806de2 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -8,7 +8,7 @@ # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # -# http://www.apache.org/licenses/LICENSE-2.0 +# https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, @@ -58,8 +58,7 @@ #' @param tempAchillesPrefix (OPTIONAL, multi-threaded mode) The prefix to use for the scratch Achilles analyses tables. Default is "tmpach" #' @param dropScratchTables (OPTIONAL, multi-threaded mode) TRUE = drop the scratch tables (may take time depending on dbms), FALSE = leave them in place for later removal. #' @param sqlOnly Boolean to determine if Achilles should be fully executed. TRUE = just generate SQL files, don't actually run, FALSE = run Achilles -#' @param outputFolder (OPTIONAL, SQL-only mode) Path to store SQL files -#' @param logMultiThreadPerformance (OPTIONAL, multi-threaded mode) Should an RDS file of execution times for every analysis query be created in the outputFolder? +#' @param outputFolder Path to store logs and SQL files #' #' @return An object of type \code{achillesResults} containing details for connecting to the database containing the results #' @examples \dontrun{ @@ -76,7 +75,6 @@ #' @export achilles <- function (connectionDetails, cdmDatabaseSchema, - oracleTempSchema = cdmDatabaseSchema, resultsDatabaseSchema = cdmDatabaseSchema, scratchDatabaseSchema = resultsDatabaseSchema, vocabDatabaseSchema = cdmDatabaseSchema, @@ -94,8 +92,7 @@ achilles <- function (connectionDetails, tempAchillesPrefix = "tmpach", dropScratchTables = TRUE, sqlOnly = FALSE, - outputFolder = "output", - logMultiThreadPerformance = FALSE) { + outputFolder = "output") { achillesSql <- c() @@ -116,13 +113,18 @@ achilles <- function (connectionDetails, # Establish folder paths -------------------------------------------------------------------------------------------------------- - if (sqlOnly | logMultiThreadPerformance) { - if (!dir.exists(outputFolder)) { - dir.create(path = outputFolder, recursive = TRUE) - } - unlink(file.path(outputFolder, "achillesLog.rds")) + if (!dir.exists(outputFolder)) { + dir.create(path = outputFolder, recursive = TRUE) } + # Log execution -------------------------------------------------------------------------------------------------------------------- + + unlink(file.path(outputFolder, "log_achilles.txt")) + logger <- ParallelLogger::createLogger(name = "achilles", + threshold = "INFO", + appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_achilles.txt")))) + ParallelLogger::registerLogger(logger) # (optional) Validate CDM schema -------------------------------------------------------------------------------------------------- @@ -131,7 +133,9 @@ achilles <- function (connectionDetails, cdmDatabaseSchema = cdmDatabaseSchema, resultsDatabaseSchema = resultsDatabaseSchema, runCostAnalysis = runCostAnalysis, - cdmVersion = cdmVersion) + cdmVersion = cdmVersion, + outputFolder = outputFolder, + sqlOnly = sqlOnly) } # Get source name if none provided -------------------------------------------------- @@ -142,9 +146,9 @@ achilles <- function (connectionDetails, cdmDatabaseSchema = cdmDatabaseSchema)$sql connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) sourceName <- tryCatch({ - s <- DatabaseConnector::querySql(connection = connection, sql = sql) + DatabaseConnector::querySql(connection = connection, sql = sql) }, error = function (e) { - s <- "" + "" }, finally = { DatabaseConnector::disconnect(connection = connection) rm(connection) @@ -162,14 +166,23 @@ achilles <- function (connectionDetails, analysisDetails <- analysisDetails[analysisDetails$COST == 0, ] } - # Check if cohort table is present + # Check if cohort table is present ------------------------------------------------------------------------------------- connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - resultsTables <- lapply(DatabaseConnector::getTableNames(connection = connection, - databaseSchema = resultsDatabaseSchema), function(t) tolower(t)) + + sql <- SqlRender::renderSql("select top 1 * from @resultsDatabaseSchema.cohort", + resultsDatabaseSchema = resultsDatabaseSchema)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + + cohortTableExists <- TRUE + tryCatch({ + dummy <- DatabaseConnector::querySql(connection = connection, sql = sql) + }, error = function(e) { + cohortTableExists <- FALSE + }) DatabaseConnector::disconnect(connection = connection) - if (!"cohort" %in% resultsTables) { + if (!cohortTableExists) { analysisDetails <- analysisDetails[!analysisDetails$ANALYSIS_ID %in% c(1700,1701),] } @@ -196,11 +209,17 @@ achilles <- function (connectionDetails, # first invocation of the connection, to persist throughout to maintain temp tables connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - } else { - if (!.is_installed("OhdsiRTools")) { - writeLines("Installing OhdsiRTools for multi-threading support") - devtools::install_github("OHDSI/OhdsiRTools") - } + } else if (!requireNamespace("OhdsiRTools", quietly = TRUE)) { + stop( + "Multi-threading support requires package 'OhdsiRTools'.", + " Consider running single-threaded by setting", + " `numThreads = 1` and `scratchDatabaseSchema = '#'`.", + " You may install it using devtools with the following code:", + "\n devtools::install_github('OHDSI/OhdsiRTools')", + "\n\nAlternately, you might want to install ALL suggested packages using:", + "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", + call. = FALSE + ) } # Create analysis table ------------------------------------------------------------- @@ -267,16 +286,16 @@ achilles <- function (connectionDetails, list( analysisId = domainId, sql = SqlRender::loadRenderTranslateSql(sqlFilename = "analyses/raw_cost_template.sql", - packageName = "Achilles", - dbms = connectionDetails$dbms, - warnOnMissingParameters = FALSE, - cdmDatabaseSchema = cdmDatabaseSchema, - scratchDatabaseSchema = scratchDatabaseSchema, - schemaDelim = schemaDelim, - tempAchillesPrefix = tempAchillesPrefix, - domainId = domainId, - domainTable = ifelse(domainId == "Drug", "drug_exposure", "procedure_occurrence"), - costColumns = paste(costColumns, collapse = ",")) + packageName = "Achilles", + dbms = connectionDetails$dbms, + warnOnMissingParameters = FALSE, + cdmDatabaseSchema = cdmDatabaseSchema, + scratchDatabaseSchema = scratchDatabaseSchema, + schemaDelim = schemaDelim, + tempAchillesPrefix = tempAchillesPrefix, + domainId = domainId, + domainTable = ifelse(domainId == "Drug", "drug_exposure", "procedure_occurrence"), + costColumns = paste(costColumns, collapse = ",")) ) }) @@ -285,29 +304,25 @@ achilles <- function (connectionDetails, if (!sqlOnly) { if (numThreads == 1) { for (rawCostSql in rawCostSqls) { + start <- Sys.time() + ParallelLogger::logInfo(sprintf("Raw Cost %d: START", rawCostSql$analysisId)) DatabaseConnector::executeSql(connection = connection, sql = rawCostSql$sql) + ParallelLogger::logInfo(sprintf("Raw Cost %d: COMPLETE (%f seconds)", rawCostSql$analysisId, Sys.time() - start)) } } else { cluster <- OhdsiRTools::makeCluster(numberOfThreads = length(rawCostSqls), singleThreadToMain = TRUE) results <- OhdsiRTools::clusterApply(cluster = cluster, - x = rawCostSqls, - function(rawCostSql) { - start <- Sys.time() - - connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - DatabaseConnector::executeSql(connection = connection, sql = rawCostSql$sql) - DatabaseConnector::disconnect(connection = connection) - - df <- data.frame( - queryName = "Raw Cost", - queryId = rawCostSql$analysisId, - executionTime = Sys.time() - start - ) - }) - if (logMultiThreadPerformance) { - .logMtPerformance(results, outputFolder) - } + x = rawCostSqls, + function(rawCostSql) { + start <- Sys.time() + ParallelLogger::logInfo(sprintf("Raw Cost %d: START", rawCostSql$analysisId)) + connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) + DatabaseConnector::executeSql(connection = connection, sql = rawCostSql$sql) + DatabaseConnector::disconnect(connection = connection) + ParallelLogger::logInfo(sprintf("Raw Cost %d: COMPLETE (%f seconds)", rawCostSql$analysisId, Sys.time() - start)) + }) + OhdsiRTools::stopCluster(cluster = cluster) } } @@ -317,18 +332,18 @@ achilles <- function (connectionDetails, function (analysisDetail) { list(analysisId = analysisDetail["ANALYSIS_ID"][[1]], sql = SqlRender::loadRenderTranslateSql(sqlFilename = "analyses/cost_distribution_template.sql", - packageName = "Achilles", - dbms = connectionDetails$dbms, - warnOnMissingParameters = FALSE, - cdmVersion = cdmVersion, - schemaDelim = schemaDelim, - cdmDatabaseSchema = cdmDatabaseSchema, - scratchDatabaseSchema = scratchDatabaseSchema, - costColumn = drugCostMappings[drugCostMappings$OLD == analysisDetail["DISTRIBUTED_FIELD"][[1]], ]$CURRENT, - domainId = "Drug", - domainTable = "drug_exposure", - analysisId = analysisDetail["ANALYSIS_ID"][[1]], - tempAchillesPrefix = tempAchillesPrefix) + packageName = "Achilles", + dbms = connectionDetails$dbms, + warnOnMissingParameters = FALSE, + cdmVersion = cdmVersion, + schemaDelim = schemaDelim, + cdmDatabaseSchema = cdmDatabaseSchema, + scratchDatabaseSchema = scratchDatabaseSchema, + costColumn = drugCostMappings[drugCostMappings$OLD == analysisDetail["DISTRIBUTED_FIELD"][[1]], ]$CURRENT, + domainId = "Drug", + domainTable = "drug_exposure", + analysisId = analysisDetail["ANALYSIS_ID"][[1]], + tempAchillesPrefix = tempAchillesPrefix) ) }) @@ -337,18 +352,18 @@ achilles <- function (connectionDetails, function (analysisDetail) { list(analysisId = analysisDetail["ANALYSIS_ID"][[1]], sql = SqlRender::loadRenderTranslateSql(sqlFilename = "analyses/cost_distribution_template.sql", - packageName = "Achilles", - dbms = connectionDetails$dbms, - warnOnMissingParameters = FALSE, - cdmVersion = cdmVersion, - schemaDelim = schemaDelim, - cdmDatabaseSchema = cdmDatabaseSchema, - scratchDatabaseSchema = scratchDatabaseSchema, - costColumn = procedureCostMappings[procedureCostMappings$OLD == analysisDetail["DISTRIBUTED_FIELD"][[1]], ]$CURRENT, - domainId = "Procedure", - domainTable = "procedure_occurrence", - analysisId = analysisDetail["ANALYSIS_ID"][[1]], - tempAchillesPrefix = tempAchillesPrefix) + packageName = "Achilles", + dbms = connectionDetails$dbms, + warnOnMissingParameters = FALSE, + cdmVersion = cdmVersion, + schemaDelim = schemaDelim, + cdmDatabaseSchema = cdmDatabaseSchema, + scratchDatabaseSchema = scratchDatabaseSchema, + costColumn = procedureCostMappings[procedureCostMappings$OLD == analysisDetail["DISTRIBUTED_FIELD"][[1]], ]$CURRENT, + domainId = "Procedure", + domainTable = "procedure_occurrence", + analysisId = analysisDetail["ANALYSIS_ID"][[1]], + tempAchillesPrefix = tempAchillesPrefix) ) }) @@ -367,7 +382,11 @@ achilles <- function (connectionDetails, if (!sqlOnly) { if (numThreads == 1) { for (distCostAnalysisSql in distCostAnalysisSqls) { + start <- Sys.time() + ParallelLogger::logInfo(sprintf("Cost Analysis %d: START", distCostAnalysisSql$analysisId)) DatabaseConnector::executeSql(connection = connection, sql = distCostAnalysisSql$sql) + ParallelLogger::logInfo(sprintf("Cost Analysis %d: COMPLETE (%f seconds)", distCostAnalysisSql$analysisId, + Sys.time() - start)) } for (dropRawCostSql in dropRawCostSqls) { DatabaseConnector::executeSql(connection = connection, sql = dropRawCostSql) @@ -379,20 +398,14 @@ achilles <- function (connectionDetails, x = distCostAnalysisSqls, function(distCostAnalysisSql) { start <- Sys.time() - + ParallelLogger::logInfo(sprintf("Cost Analysis %d: START", distCostAnalysisSql$analysisId)) connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) DatabaseConnector::executeSql(connection = connection, sql = distCostAnalysisSql$sql) DatabaseConnector::disconnect(connection = connection) - - df <- data.frame( - queryName = "Cost Analysis", - queryId = distCostAnalysisSql$analysisId, - executionTime = Sys.time() - start - ) + ParallelLogger::logInfo(sprintf("Cost Analysis %d: COMPLETE (%f seconds)", distCostAnalysisSql$analysisId, + Sys.time() - start)) }) - if (logMultiThreadPerformance) { - .logMtPerformance(results, outputFolder) - } + OhdsiRTools::stopCluster(cluster = cluster) cluster <- OhdsiRTools::makeCluster(numberOfThreads = length(dropRawCostSqls), @@ -413,15 +426,16 @@ achilles <- function (connectionDetails, if (numThreads > 1 & !sqlOnly) { # Drop the scratch tables - writeLines(sprintf("Dropping scratch Achilles tables from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Dropping scratch Achilles tables from schema %s", scratchDatabaseSchema)) dropAllScratchTables(connectionDetails = connectionDetails, scratchDatabaseSchema = scratchDatabaseSchema, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, - tableTypes = c("achilles", "concept_hierarchy")) + tableTypes = c("achilles", "concept_hierarchy"), + outputFolder = outputFolder) - writeLines(sprintf("Temporary Achilles tables removed from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Temporary Achilles tables removed from schema %s", scratchDatabaseSchema)) } # Generate Main Analyses ---------------------------------------------------------------------------------------------------------------- @@ -443,18 +457,22 @@ achilles <- function (connectionDetails, tempAchillesPrefix = tempAchillesPrefix, resultsTables = resultsTables, sourceName = sourceName, - numThreads = numThreads) + numThreads = numThreads, + outputFolder = outputFolder) ) }) achillesSql <- c(achillesSql, lapply(mainSqls, function(s) s$sql)) if (!sqlOnly) { - writeLines("Executing multiple queries. This could take a while") + ParallelLogger::logInfo("Executing multiple queries. This could take a while") if (numThreads == 1) { for (mainSql in mainSqls) { + start <- Sys.time() + ParallelLogger::logInfo(sprintf("Main Analysis %d: START", mainSql$analysisId)) DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) + ParallelLogger::logInfo(sprintf("Main Analysis %d: COMPLETE (%f)", mainSql$analysisId, Sys.time() - start)) } } else { cluster <- OhdsiRTools::makeCluster(numberOfThreads = numThreads, singleThreadToMain = TRUE) @@ -462,20 +480,13 @@ achilles <- function (connectionDetails, x = mainSqls, function(mainSql) { start <- Sys.time() - + ParallelLogger::logInfo(sprintf("Main Analysis %d: START", mainSql$analysisId)) connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) DatabaseConnector::disconnect(connection = connection) - - df <- data.frame( - queryName = "Main Analysis", - queryId = mainSql$analysisId, - executionTime = Sys.time() - start - ) + ParallelLogger::logInfo(sprintf("Main Analysis %d: COMPLETE (%f)", mainSql$analysisId, Sys.time() - start)) }) - if (logMultiThreadPerformance) { - .logMtPerformance(results, outputFolder) - } + OhdsiRTools::stopCluster(cluster = cluster) } } @@ -496,14 +507,15 @@ achilles <- function (connectionDetails, cdmVersion = cdmVersion, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, - smallCellCount = smallCellCount) + smallCellCount = smallCellCount, + outputFolder = outputFolder) }) achillesSql <- c(achillesSql, mergeSqls) if (!sqlOnly) { - writeLines("Merging scratch Achilles tables") + ParallelLogger::logInfo("Merging scratch Achilles tables") if (numThreads == 1) { for (sql in mergeSqls) { @@ -523,7 +535,7 @@ achilles <- function (connectionDetails, } if (!sqlOnly) { - writeLines(sprintf("Done. Achilles results can now be found in schema %s", resultsDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Done. Achilles results can now be found in schema %s", resultsDatabaseSchema)) } # Clean up scratch tables ----------------------------------------------- @@ -533,15 +545,16 @@ achilles <- function (connectionDetails, DatabaseConnector::disconnect(connection = connection) } else if (dropScratchTables & !sqlOnly) { # Drop the scratch tables - writeLines(sprintf("Dropping scratch Achilles tables from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Dropping scratch Achilles tables from schema %s", scratchDatabaseSchema)) dropAllScratchTables(connectionDetails = connectionDetails, scratchDatabaseSchema = scratchDatabaseSchema, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, - tableTypes = c("achilles")) + tableTypes = c("achilles"), + outputFolder = outputFolder) - writeLines(sprintf("Temporary Achilles tables removed from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Temporary Achilles tables removed from schema %s", scratchDatabaseSchema)) } # Create concept hierarchy table ----------------------------------------------------------------- @@ -554,7 +567,8 @@ achilles <- function (connectionDetails, vocabDatabaseSchema = vocabDatabaseSchema, numThreads = numThreads, tempAchillesPrefix = tempAchillesPrefix, - sqlOnly = sqlOnly) + sqlOnly = sqlOnly, + outputFolder = outputFolder) } achillesSql <- c(achillesSql, hierarchySql) @@ -564,9 +578,10 @@ achilles <- function (connectionDetails, indicesSql <- "/* INDEX CREATION SKIPPED PER USER REQUEST */" if (createIndices) { - indicesSql <- createIndices(connectionDetails, - resultsDatabaseSchema, - sqlOnly) + indicesSql <- createIndices(connectionDetails = connectionDetails, + resultsDatabaseSchema = resultsDatabaseSchema, + outputFolder = outputFolder, + sqlOnly = sqlOnly) } achillesSql <- c(achillesSql, indicesSql) @@ -574,41 +589,43 @@ achilles <- function (connectionDetails, heelSql <- "/* HEEL EXECUTION SKIPPED PER USER REQUEST */" if (runHeel) { - heelSql <- achillesHeel(connectionDetails = connectionDetails, - cdmDatabaseSchema = cdmDatabaseSchema, - resultsDatabaseSchema = resultsDatabaseSchema, - scratchDatabaseSchema = scratchDatabaseSchema, - cdmVersion = cdmVersion, - sqlOnly = sqlOnly, - numThreads = numThreads, - tempHeelPrefix = "tmpheel", - dropScratchTables = dropScratchTables, - outputFolder = outputFolder) - heelSql <- paste(heelSql, collapse = "\n\n") + heelResults <- achillesHeel(connectionDetails = connectionDetails, + cdmDatabaseSchema = cdmDatabaseSchema, + resultsDatabaseSchema = resultsDatabaseSchema, + scratchDatabaseSchema = scratchDatabaseSchema, + cdmVersion = cdmVersion, + sqlOnly = sqlOnly, + numThreads = numThreads, + tempHeelPrefix = "tmpheel", + dropScratchTables = dropScratchTables, + outputFolder = outputFolder) + heelSql <- heelResults$heelSql } + ParallelLogger::unregisterLogger("achilles") + achillesSql <- c(achillesSql, heelSql) + if (sqlOnly) { + SqlRender::writeSql(sql = paste(achillesSql, collapse = "\n\n"), targetFile = file.path(outputFolder, "achilles.sql")) + ParallelLogger::logInfo(sprintf("All Achilles SQL scripts can be found in folder: %s", file.path(outputFolder, "achilles.sql"))) + } + achillesResults <- list(resultsConnectionDetails = connectionDetails, resultsTable = "achilles_results", resultsDistributionTable = "achilles_results_dist", analysis_table = "achilles_analysis", sourceName = sourceName, analysisIds = analysisDetails$ANALYSIS_ID, - AchillesSql = paste(achillesSql, collapse = "\n\n"), - HeelSql = heelSql, - HierarchySql = hierarchySql, - IndicesSql = indicesSql, + achillesSql = paste(achillesSql, collapse = "\n\n"), + heelSql = heelSql, + hierarchySql = hierarchySql, + indicesSql = indicesSql, call = match.call()) class(achillesResults) <- "achillesResults" - if (sqlOnly) { - SqlRender::writeSql(sql = paste(achillesSql, collapse = "\n\n"), targetFile = file.path(outputFolder, "achilles.sql")) - writeLines(sprintf("All Achilles SQL scripts can be found in folder: %s", file.path(outputFolder, "achilles.sql"))) - } - - return (achillesResults) + invisible(achillesResults) } #' Create the concept hierarchy @@ -625,6 +642,7 @@ achilles <- function (connectionDetails, #' Must be accessible to/from the cdmDatabaseSchema and the resultsDatabaseSchema. Default is resultsDatabaseSchema. #' Making this "#" will run Achilles in single-threaded mode and use temporary tables instead of permanent tables. #' @param vocabDatabaseSchema String name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'. +#' @param outputFolder Path to store logs and SQL files #' @param numThreads (OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread. #' @param tempAchillesPrefix (OPTIONAL, multi-threaded mode) The prefix to use for the scratch Achilles analyses tables. Default is "tmpach" #' @param sqlOnly TRUE = just generate SQL files, don't actually run, FALSE = run Achilles @@ -634,10 +652,20 @@ createConceptHierarchy <- function(connectionDetails, resultsDatabaseSchema, scratchDatabaseSchema, vocabDatabaseSchema, + outputFolder, numThreads = 1, tempAchillesPrefix = "tmpach", sqlOnly = FALSE) { + # Log execution -------------------------------------------------------------------------------------------------------------------- + + unlink(file.path(outputFolder, "log_conceptHierarchy.txt")) + logger <- ParallelLogger::createLogger(name = "conceptHierarchy", + threshold = "INFO", + appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_conceptHierarchy.txt")))) + ParallelLogger::registerLogger(logger) + schemaDelim <- "." if (numThreads == 1 || scratchDatabaseSchema == "#") { @@ -678,7 +706,7 @@ createConceptHierarchy <- function(connectionDetails, if (!sqlOnly) { - writeLines("Executing Concept Hierarchy creation. This could take a while") + ParallelLogger::logInfo("Executing Concept Hierarchy creation. This could take a while") if (numThreads == 1) { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) @@ -707,12 +735,15 @@ createConceptHierarchy <- function(connectionDetails, scratchDatabaseSchema = scratchDatabaseSchema, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, - tableTypes = c("concept_hierarchy")) + tableTypes = c("concept_hierarchy"), + outputFolder = outputFolder) - writeLines(sprintf("Done. Concept Hierarchy table can now be found in %s", resultsDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Done. Concept Hierarchy table can now be found in %s", resultsDatabaseSchema)) } + + ParallelLogger::unregisterLogger("conceptHierarchy") - return (c(hierarchySqls, mergeSql)) + invisible(c(hierarchySqls, mergeSql)) } @@ -724,29 +755,85 @@ createConceptHierarchy <- function(connectionDetails, #' @param connectionDetails An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package. #' @param resultsDatabaseSchema Fully qualified name of database schema that we can write final results to. Default is cdmDatabaseSchema. #' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'. +#' @param outputFolder Path to store logs and SQL files #' @param sqlOnly TRUE = just generate SQL files, don't actually run, FALSE = run Achilles #' #' @export createIndices <- function(connectionDetails, resultsDatabaseSchema, + outputFolder, sqlOnly = FALSE) { + # Log execution -------------------------------------------------------------------------------------------------------------------- + + unlink(file.path(outputFolder, "log_createIndices.txt")) + logger <- ParallelLogger::createLogger(name = "createIndices", + threshold = "INFO", + appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_createIndices.txt")))) + ParallelLogger::registerLogger(logger) + + dropIndicesSql <- c() + indicesSql <- c() + if (connectionDetails$dbms %in% c("redshift", "netezza")) { return (sprintf("/* INDEX CREATION SKIPPED, INDICES NOT SUPPORTED IN %s */", toupper(connectionDetails$dbms))) } - indicesSql <- SqlRender::loadRenderTranslateSql(sqlFilename = "post_processing/achilles_indices.sql", - packageName = "Achilles", - dbms = connectionDetails$dbms, - warnOnMissingParameters = FALSE, - resultsDatabaseSchema = resultsDatabaseSchema) + + if (connectionDetails$dbms == "pdw") { + indicesSql <- c(indicesSql, "create clustered columnstore index ClusteredIndex_Achilles_results on @resultsDatabaseSchema.achilles_results;") + } + + indices <- read.csv(file = system.file("csv", "post_processing", "indices.csv", package = "Achilles"), + header = TRUE, stringsAsFactors = FALSE) + + # Check if concept_hierarchy table exists ------------------------------------------------------------------ + + sql <- SqlRender::renderSql("select top 1 * from @resultsDatabaseSchema.concept_hierarchy;", + resultsDatabaseSchema = resultsDatabaseSchema)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + + connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) + conceptHierarchyTableExists <- tryCatch({ + DatabaseConnector::querySql(connection = connection, sql = sql) + TRUE + }, error = function(e) { + FALSE + }) + DatabaseConnector::disconnect(connection = connection) + + if (!conceptHierarchyTableExists) { + indices <- indices[indices$TABLE_NAME != "concept_hierarchy",] + } + + for (i in 1:nrow(indices)) { + sql <- SqlRender::renderSql(sql = "drop index @resultsDatabaseSchema.@indexName;", + resultsDatabaseSchema = resultsDatabaseSchema, + indexName = indices[i,]$INDEX_NAME)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + dropIndicesSql <- c(dropIndicesSql, sql) + sql <- SqlRender::renderSql(sql = "create index @indexName on @resultsDatabaseSchema.@tableName (@fields);", + resultsDatabaseSchema = resultsDatabaseSchema, + tableName = indices[i,]$TABLE_NAME, + indexName = indices[i,]$INDEX_NAME, + fields = paste(strsplit(x = indices[i,]$FIELDS, split = "~")[[1]], collapse = ","))$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + indicesSql <- c(indicesSql, sql) + } + if (!sqlOnly) { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - DatabaseConnector::executeSql(connection = connection, sql = indicesSql) + + try(DatabaseConnector::executeSql(connection = connection, sql = paste(dropIndicesSql, collapse = "\n\n")), silent = TRUE) + DatabaseConnector::executeSql(connection = connection, + sql = paste(indicesSql, collapse = "\n\n")) DatabaseConnector::disconnect(connection = connection) } - return (indicesSql) + ParallelLogger::unregisterLogger("createIndices") + + invisible(c(dropIndicesSql, indicesSql)) } @@ -762,6 +849,7 @@ createIndices <- function(connectionDetails, #' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'. #' @param cdmVersion Define the OMOP CDM version used: currently supports v5 and above. Use major release number or minor number only (e.g. 5, 5.3) #' @param runCostAnalysis Boolean to determine if cost analysis should be run. Note: only works on CDM v5 and v5.1.0+ style cost tables. +#' @param outputFolder Path to store logs and SQL files #' @param sqlOnly TRUE = just generate SQL files, don't actually run, FALSE = run Achilles #' #' @export @@ -770,9 +858,17 @@ validateSchema <- function(connectionDetails, resultsDatabaseSchema = cdmDatabaseSchema, cdmVersion, runCostAnalysis, + outputFolder, sqlOnly = FALSE) { - - outputFolder <- "output" + + # Log execution -------------------------------------------------------------------------------------------------------------------- + + unlink(file.path(outputFolder, "log_validateSchema.txt")) + logger <- ParallelLogger::createLogger(name = "validateSchema", + threshold = "INFO", + appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_validateSchema.txt")))) + ParallelLogger::registerLogger(logger) majorVersions <- lapply(c("5", "5.1", "5.2", "5.3"), function(majorVersion) { if (compareVersion(a = as.character(cdmVersion), b = majorVersion) >= 0) { @@ -797,11 +893,12 @@ validateSchema <- function(connectionDetails, } else { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) tables <- DatabaseConnector::querySql(connection = connection, sql = sql) - writeLines("CDM Schema is valid") + ParallelLogger::logInfo("CDM Schema is valid") DatabaseConnector::disconnect(connection = connection) } - return (sql) + ParallelLogger::unregisterLogger("validateSchema") + invisible(sql) } #' Get all analysis details @@ -816,7 +913,7 @@ validateSchema <- function(connectionDetails, getAnalysisDetails <- function() { pathToCsv <- system.file("csv", "achilles", "achilles_analysis_details.csv", package = "Achilles") analysisDetails <- read.csv(file = pathToCsv, header = TRUE, stringsAsFactors = FALSE) - return (analysisDetails) + analysisDetails } #' Drop all possible scratch tables @@ -830,6 +927,7 @@ getAnalysisDetails <- function() { #' @param tempHeelPrefix The prefix to use for the "temporary" (but actually permanent) Heel tables. Default is "tmpheel" #' @param numThreads The number of threads to use to run this function. Default is 1 thread. #' @param tableTypes The types of Achilles scratch tables to drop: achilles or heel or concept_hierarchy or all 3 +#' @param outputFolder Path to store logs and SQL files #' #' @export dropAllScratchTables <- function(connectionDetails, @@ -837,7 +935,17 @@ dropAllScratchTables <- function(connectionDetails, tempAchillesPrefix = "tmpach", tempHeelPrefix = "tmpheel", numThreads = 1, - tableTypes = c("achilles", "heel", "concept_hierarchy")) { + tableTypes = c("achilles", "heel", "concept_hierarchy"), + outputFolder) { + + # Log execution -------------------------------------------------------------------------------------------------------------------- + + unlink(file.path(outputFolder, "log_dropScratchTables.txt")) + logger <- ParallelLogger::createLogger(name = "dropAllScratchTables", + threshold = "INFO", + appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_dropScratchTables.txt")))) + ParallelLogger::registerLogger(logger) connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) @@ -939,53 +1047,53 @@ dropAllScratchTables <- function(connectionDetails, OhdsiRTools::stopCluster(cluster = cluster) } + + ParallelLogger::unregisterLogger("dropAllScratchTables") } .getCdmVersion <- function(connectionDetails, cdmDatabaseSchema) { sql <- SqlRender::renderSql(sql = "select top 1 cdm_version - from @cdmDatabaseSchema.cdm_source", + from @cdmDatabaseSchema.cdm_source", cdmDatabaseSchema = cdmDatabaseSchema)$sql connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) cdmVersion <- tryCatch({ - c <- DatabaseConnector::querySql(connection = connection, sql = sql) + DatabaseConnector::querySql(connection = connection, sql = sql) }, error = function (e) { - c <- "" + "" }, finally = { DatabaseConnector::disconnect(connection = connection) connection <- NULL }) - return (c) + cdmVersion } .getAnalysisSql <- function(analysisId, - connectionDetails, - schemaDelim, - scratchDatabaseSchema, - cdmDatabaseSchema, - resultsDatabaseSchema, - cdmVersion, - tempAchillesPrefix, - resultsTables, - sourceName, - numThreads) { - outputFolder <- "output" - - sql <- SqlRender::loadRenderTranslateSql(sqlFilename = file.path("analyses", paste(analysisId, "sql", sep = ".")), - packageName = "Achilles", - dbms = connectionDetails$dbms, - warnOnMissingParameters = FALSE, - scratchDatabaseSchema = scratchDatabaseSchema, - cdmDatabaseSchema = cdmDatabaseSchema, - resultsDatabaseSchema = resultsDatabaseSchema, - schemaDelim = schemaDelim, - tempAchillesPrefix = tempAchillesPrefix, - source_name = sourceName, - achilles_version = packageVersion(pkg = "Achilles"), - cdmVersion = cdmVersion, - singleThreaded = (scratchDatabaseSchema == "#")) - - return (sql) + connectionDetails, + schemaDelim, + scratchDatabaseSchema, + cdmDatabaseSchema, + resultsDatabaseSchema, + cdmVersion, + tempAchillesPrefix, + resultsTables, + sourceName, + numThreads, + outputFolder) { + + SqlRender::loadRenderTranslateSql(sqlFilename = file.path("analyses", paste(analysisId, "sql", sep = ".")), + packageName = "Achilles", + dbms = connectionDetails$dbms, + warnOnMissingParameters = FALSE, + scratchDatabaseSchema = scratchDatabaseSchema, + cdmDatabaseSchema = cdmDatabaseSchema, + resultsDatabaseSchema = resultsDatabaseSchema, + schemaDelim = schemaDelim, + tempAchillesPrefix = tempAchillesPrefix, + source_name = sourceName, + achilles_version = packageVersion(pkg = "Achilles"), + cdmVersion = cdmVersion, + singleThreaded = (scratchDatabaseSchema == "#")) } .mergeAchillesScratchTables <- function(resultsTable, @@ -998,8 +1106,8 @@ dropAllScratchTables <- function(connectionDetails, cdmVersion, tempAchillesPrefix, numThreads, - smallCellCount) { - outputFolder <- "output" + smallCellCount, + outputFolder) { castedNames <- apply(resultsTable$schema, 1, function(field) { SqlRender::renderSql("cast(@fieldName as @fieldType) as @fieldName", @@ -1019,33 +1127,15 @@ dropAllScratchTables <- function(connectionDetails, sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql }) - sql <- SqlRender::loadRenderTranslateSql(sqlFilename = "analyses/merge_achilles_tables.sql", - packageName = "Achilles", - dbms = connectionDetails$dbms, - warnOnMissingParameters = FALSE, - createTable = createTable, - resultsDatabaseSchema = resultsDatabaseSchema, - detailType = resultsTable$detailType, - detailSqls = paste(detailSqls, collapse = " \nunion all\n "), - fieldNames = paste(resultsTable$schema$FIELD_NAME, collapse = ", "), - smallCellCount = smallCellCount) - - return (sql) -} - -.logMtPerformance <- function(results, outputFolder) { - newDf <- do.call("rbind", results) - logFile <- file.path(outputFolder, "achillesLog.rds") - if (file.exists(logFile)) { - oldDf <- readRDS(logFile) - newDf <- rbind(oldDf, newDf) - } + SqlRender::loadRenderTranslateSql(sqlFilename = "analyses/merge_achilles_tables.sql", + packageName = "Achilles", + dbms = connectionDetails$dbms, + warnOnMissingParameters = FALSE, + createTable = createTable, + resultsDatabaseSchema = resultsDatabaseSchema, + detailType = resultsTable$detailType, + detailSqls = paste(detailSqls, collapse = " \nunion all\n "), + fieldNames = paste(resultsTable$schema$FIELD_NAME, collapse = ", "), + smallCellCount = smallCellCount) - saveRDS(object = newDf, file = logFile) -} - -.is_installed <- function(pkg, version = 0) { - installed_version <- tryCatch(utils::packageVersion(pkg), error = function(e) NA) - !is.na(installed_version) && installed_version >= version } - \ No newline at end of file diff --git a/R/AchillesHeel.R b/R/AchillesHeel.R index dd2fa1be..8dca6f4a 100755 --- a/R/AchillesHeel.R +++ b/R/AchillesHeel.R @@ -8,7 +8,7 @@ # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # -# http://www.apache.org/licenses/LICENSE-2.0 +# https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, @@ -47,9 +47,9 @@ #' @param ThresholdOutpatientVisitPerc The maximum percentage of outpatient visits among all visits #' @param ThresholdMinimalPtMeasDxRx The minimum percentage of patients with at least 1 Measurement, 1 Dx, and 1 Rx #' @param sqlOnly Boolean to determine if Heel should be fully executed. TRUE = just generate SQL files, don't actually run, FALSE = run Achilles Heel -#' @param outputFolder (OPTIONAL, sql only mode) Path to store SQL files +#' @param outputFolder Path to store logs and SQL files #' -#' @return nothing is returned +#' @return The full Heel SQL code #' @examples \dontrun{ #' connectionDetails <- createConnectionDetails(dbms="sql server", server="some_server") #' achillesHeel <- achillesHeel(connectionDetails = connectionDetails, @@ -73,7 +73,7 @@ achillesHeel <- function(connectionDetails, ThresholdAgeWarning = 125, ThresholdOutpatientVisitPerc = 0.43, ThresholdMinimalPtMeasDxRx = 20.5, - outputFolder = "output", + outputFolder, sqlOnly = FALSE) { # Try to get CDM Version if not provided ---------------------------------------------------------------------------------------- @@ -93,12 +93,21 @@ achillesHeel <- function(connectionDetails, # Establish folder paths -------------------------------------------------------------------------------------------------------- - if (sqlOnly & !dir.exists(outputFolder)) { + if (!dir.exists(outputFolder)) { dir.create(path = outputFolder, recursive = TRUE) } heelSql <- c() + # Log execution -------------------------------------------------------------------------------------------------------------------- + + unlink(file.path(outputFolder, "log_achillesHeel.txt")) + logger <- ParallelLogger::createLogger(name = "achillesHeel", + threshold = "INFO", + appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_achillesHeel.txt")))) + ParallelLogger::registerLogger(logger) + # Initialize thread and scratchDatabaseSchema settings ---------------------------------------------------------------- schemaDelim <- "." @@ -109,30 +118,37 @@ achillesHeel <- function(connectionDetails, schemaDelim <- "s_" # first invocation of the connection, to persist throughout to maintain temp tables connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - } else { - if (!.is_installed("OhdsiRTools")) { - writeLines("Installing OhdsiRTools for multi-threading support") - devtools::install_github("OHDSI/OhdsiRTools") - } + } else if (!requireNamespace("OhdsiRTools", quietly = TRUE)) { + stop( + "Multi-threading support requires package 'OhdsiRTools'.", + " Consider running single-threaded by setting", + " `numThreads = 1` and `scratchDatabaseSchema = '#'`.", + " You may install it using devtools with the following code:", + "\n devtools::install_github('OHDSI/OhdsiRTools')", + "\n\nAlternately, you might want to install ALL suggested packages using:", + "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", + call. = FALSE + ) } if (!sqlOnly) { - writeLines("Executing Achilles Heel. This could take a while") + ParallelLogger::logInfo("Executing Achilles Heel. This could take a while") } # Clean up existing scratch tables ----------------------------------------------- if (numThreads > 1 & !sqlOnly) { # Drop the scratch tables - writeLines(sprintf("Dropping scratch Heel tables from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Dropping scratch Heel tables from schema %s", scratchDatabaseSchema)) dropAllScratchTables(connectionDetails = connectionDetails, scratchDatabaseSchema = scratchDatabaseSchema, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, - tableTypes = c("heel")) + tableTypes = c("heel"), + outputFolder = outputFolder) - writeLines(sprintf("Temporary Heel tables removed from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Temporary Heel tables removed from schema %s", scratchDatabaseSchema)) } # Generate parallel Heels --------------------------------------------------------------------------------------------------------- @@ -338,7 +354,7 @@ achillesHeel <- function(connectionDetails, if (numThreads > 1 & !sqlOnly) { # Drop the scratch tables - writeLines(sprintf("Dropping scratch Heel tables from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Dropping scratch Heel tables from schema %s", scratchDatabaseSchema)) dropAllScratchTables(connectionDetails = connectionDetails, scratchDatabaseSchema = scratchDatabaseSchema, @@ -346,19 +362,28 @@ achillesHeel <- function(connectionDetails, numThreads = numThreads, tableTypes = c("heel")) - writeLines(sprintf("Temporary Heel tables removed from schema %s", scratchDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Temporary Heel tables removed from schema %s", scratchDatabaseSchema)) } heelSql <- paste(heelSql, collapse = "\n\n") if (sqlOnly) { SqlRender::writeSql(sql = heelSql, targetFile = file.path(outputFolder, "achillesHeel.sql")) - writeLines(sprintf("All Achilles SQL scripts can be found in folder: %s", file.path(outputFolder, "achillesHeel.sql"))) + ParallelLogger::logInfo(sprintf("All Achilles SQL scripts can be found in folder: %s", file.path(outputFolder, "achillesHeel.sql"))) } else { - writeLines(sprintf("Done. Achilles Heel results can now be found in %s", resultsDatabaseSchema)) + ParallelLogger::logInfo(sprintf("Done. Achilles Heel results can now be found in %s", resultsDatabaseSchema)) } - return (heelSql) + ParallelLogger::unregisterLogger("achillesHeel") + + heelResults <- list(resultsConnectionDetails = connectionDetails, + resultsTable = "achilles_heel_results", + heelSql = paste(heelSql, collapse = "\n\n"), + call = match.call()) + + class(heelResults) <- "heelResults" + + invisible(heelResults) } .getHeelSql <- function(heelFile, @@ -372,7 +397,7 @@ achillesHeel <- function(connectionDetails, numThreads, outputFolder) { - sql <- SqlRender::loadRenderTranslateSql(sqlFilename = gsub(pattern = + SqlRender::loadRenderTranslateSql(sqlFilename = gsub(pattern = file.path(system.file(package = "Achilles"), "sql/sql_server/"), replacement = "", x = heelFile), @@ -387,5 +412,4 @@ achillesHeel <- function(connectionDetails, tempHeelPrefix = tempHeelPrefix, heelName = gsub(pattern = ".sql", replacement = "", x = basename(heelFile))) - return (sql) } diff --git a/R/AchillesViewResults.R b/R/AchillesViewResults.R index c3b8481f..782c484c 100755 --- a/R/AchillesViewResults.R +++ b/R/AchillesViewResults.R @@ -1,3 +1,66 @@ + +#' Launch the Achilles Heel Shiny app +#' +#' @param connectionDetails An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package. +#' @param resultsDatabaseSchema Fully qualified name of database schema that we can fetch final results from. +#' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'. +#' @param outputFolder Path to store logs and SQL files +#' +#' @details +#' Launches a Shiny app that allows the user to explore the Achilles Heel results +#' +#' @export +launchHeelResultsViewer <- function(connectionDetails, + resultsDatabaseSchema, + outputFolder) { + + + if (!requireNamespace("shinydashboard", quietly = TRUE)) { + stop( + "You must install shinydashboard first.", + " You may install it using devtools with the following code:", + "\n install.packages('shinydashboard')", + "\n\nAlternately, you might want to install ALL suggested packages using:", + "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", + call. = FALSE + ) + } + + if (!requireNamespace("shiny", quietly = TRUE)) { + stop( + "You must install shiny first.", + " You may install it using devtools with the following code:", + "\n install.packages('shiny')", + "\n\nAlternately, you might want to install ALL suggested packages using:", + "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", + call. = FALSE + ) + } + + if (!requireNamespace("DT", quietly = TRUE)) { + stop( + "You must install DT first.", + " You may install it using devtools with the following code:", + "\n install.packages('DT')", + "\n\nAlternately, you might want to install ALL suggested packages using:", + "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", + call. = FALSE + ) + } + + issues <- fetchAchillesHeelResults(connectionDetails = connectionDetails, + resultsDatabaseSchema = resultsDatabaseSchema) + + Sys.setenv(outputFolder = file.path(getwd(), outputFolder)) + + saveRDS(object = issues, file = file.path(outputFolder, "heelResults.rds")) + + appDir <- system.file("shinyApps", package = "Achilles") + shiny::runApp(appDir, display.mode = "normal", launch.browser = TRUE) +} + + + #' @title fetchAchillesHeelResults #' #' @description @@ -27,7 +90,7 @@ fetchAchillesHeelResults <- function (connectionDetails, issues <- DatabaseConnector::querySql(connection = connection, sql = sql) DatabaseConnector::disconnect(connection = connection) - return (issues) + issues } #' @title fetchAchillesAnalysisResults diff --git a/README.md b/README.md index eee9f47b..64dc564a 100755 --- a/README.md +++ b/README.md @@ -1,154 +1,168 @@ Achilles ======== + +[![Build Status](https://travis-ci.org/OHDSI/Achilles.svg?branch=master)](https://travis-ci.org/OHDSI/Achilles) +[![codecov.io](https://codecov.io/github/OHDSI/Achilles/coverage.svg?branch=master)](https://codecov.io/github/OHDSI/Achilles?branch=master) -Automated Characterization of Health Information at Large-scale Longitudinal Evidence Systems (ACHILLES) - descriptive statistics and data quality checks on an OMOP CDM v5 databases +**A**utomated **C**haracterization of **H**ealth **I**nformation at **L**arge-scale **L**ongitudinal **E**vidence **S**ystems (ACHILLES)---descriptive statistics and data quality checks on an OMOP CDM v5 databases Achilles consists of several parts: -1. Precomputations (for database characterization) -2. Achilles Heel for data quality -3. Export feature for AchillesWeb (or, Atlas Data Sources can read the Achilles tables directly) -4. Index generation for better performance with Atlas Data Sources - -Achilles is actively being developed for CDM v5.x only. - -Getting Started -=============== -(Please review the [Achilles Wiki](https://github.com/OHDSI/Achilles/wiki/Additional-instructions-for-Linux) for specific details for Linux) - -1. Make sure you have your data in the OMOP CDM v5.x format (https://github.com/OHDSI/CommonDataModel). - -2. Make sure that you have Java installed. If you don't have Java already installed on your computer (on most computers it already is installed), go to [java.com](http://java.com) to get the latest version. (If you have trouble building with rJava below, be sure on Windows that your Path variable includes the path to jvm.dll: - -```Windows Button and R --> type "sysdm.cpl" --> Advanced tab --> Environmental Variables button --> Edit PATH variable, and then add to the end your Java Path (e.g. ';C:/Program Files/Java/jre/bin/server')``` - -3. In R, use the following commands to install Achilles (if you have prior package installations of any of these packages, you may need to first uninstall them using the command remove.packages()). - - ```r - install.packages("devtools") - library(devtools) - install_github("OHDSI/SqlRender") - install_github("OHDSI/DatabaseConnector") - install_github("OHDSI/Achilles") - #devtools::install_github("OHDSI/Achilles@*release") #to install latest release (if master contains a bug for you) - #install_github("OHDSI/Achilles", args="--no-multiarch") #to avoid Java 32 vs 64 issues - ``` - -4. To run the Achilles analysis, first determine if you'd like to run the function in multi-threaded mode or in single-threaded mode. Use 'runCostAnalysis = FALSE' to save on execution time, as cost analyses tend to run long. - -**In multi-threaded mode** - -The analyses are run in multiple SQL sessions, which can be set using the 'numThreads' setting and setting scratchDatabaseSchema to something other than '#'. For example, 10 threads means 10 independent SQL sessions. Intermediate results are written to scratch tables before finally being combined into the final results tables. Scratch tables are permanent tables; you can either choose to have Achilles drop these tables ('dropScratchTables = TRUE') or you can drop them at a later time ('dropScratchTables = FALSE'). Dropping the scratch tables can add time to the full execution. If desired, you can set your own custom prefix for all Achilles analysis scratch tables (tempAchillesPrefix) and/or for all Achilles Heel scratch tables (tempHeelPrefix). - -**In single-threaded mode** - -The analyses are run in one SQL session and all intermediate results are written to temp tables before finally being combined into the final results tables. Temp tables are dropped once the package is finished running. Single-threaded mode can be invoked by either setting 'numThreads = 1' or 'scratchDatabaseSchema = #'. - - -use the following commands in R: - ```r - library(Achilles) - connectionDetails <- createConnectionDetails( - dbms="redshift", - server="server.com", - user="secret", - password='secret', - port="5439") - ``` - - **Single-threaded mode** - - ```r - achilles(connectionDetails, - cdmDatabaseSchema = "cdm5_inst", - resultsDatabaseSchema="results", - vocabDatabaseSchema = "vocab", - numThreads = 1, - sourceName = "My Source Name", - cdmVersion = "5.3.0", - runHeel = TRUE, - runCostAnalysis = TRUE) - ``` - **Multi-threaded mode** - - ```r - achilles(connectionDetails, - cdmDatabaseSchema = "cdm5_inst", - resultsDatabaseSchema = "results", - scratchDatabaseSchema = "scratch", - vocabDatabaseSchema = "vocab", - numThreads = 10, - sourceName = "My Source Name", - cdmVersion = "5.3.0", - runHeel = TRUE, - runCostAnalysis = TRUE) - ``` - -The "cdm5_inst" cdmDatabaseSchema parameter, "results" resultsDatabaseSchema parameter, and "scratch" scratchDatabaseSchema parameter are the fully qualified names of the schemas holding the CDM data, targeted for result writing, and holding the intermediate scratch tables, respectively. See the [DatabaseConnector](https://github.com/OHDSI/DatabaseConnector) package for details on settings the connection details for your database, for example by typing - - ```r - ?createConnectionDetails - ``` - -Execution of all Achilles pre-computations may take a long time, particularly in single-threaded mode and with COST analyses enabled. See notes.md file to find out how some analyses can be excluded to make the execution faster (excluding cost pre-computations) - -Currently "sql server", "pdw", "oracle", "postgresql", "redshift", "mysql", "impala", and "bigquery" are supported as dbms. "cdmVersion" can be *ONLY* 5.x (please look at prior commit history for v4 support). - -5. To use [AchillesWeb](https://github.com/OHDSI/AchillesWeb) to explore the Achilles statistics, you must first export the statistics to a folder JSON files, which can optionally be compressed into one gzipped file for easier transportability. - ```r - exportToJson(connectionDetails, - cdmDatabaseSchema = "cdm5_inst", - resultsDatabaseSchema = "results", - outputPath = "c:/myPath/AchillesExport", - cdmVersion = "5.3.0", - compressIntoOneFile = TRUE # creates gzipped file of all JSON files) - ``` - -6. To run only Achilles Heel (component of Achilles), use the following command: - ```r - achillesHeel(connectionDetails, - cdmDatabaseSchema = "cdm5_inst", - resultsDatabaseSchema = "results", - scratchDatabaseSchema = "scratch", - numThreads = 10, # multi-threaded mode - cdmVersion = "5.3.0") - ``` +1. Precomputations (for database characterization) -7. Possible optional additional steps: +1. Achilles Heel for data quality - - To see what errors were found (from within R), run `fetchAchillesHeelResults(connectionDetails,resultsDatabaseSchema)` +1. Export feature for AchillesWeb (or, Atlas Data Sources can read the Achilles tables directly) - - To see a particular analysis, run `fetchAchillesAnalysisResults(connectionDetails,resultsDatabaseSchema,analysisId = 2)` +1. Index generation for better performance with Atlas Data Sources - - To join data tables with some lookup (overview files), obtains those using commands below: +Achilles is actively being developed for CDM v5.x only. - - To get description of analyses, run `getAnalysisDetails()`. +## Getting Started - - To get description of derived measures, run `read.csv(system.file("csv","derived_analysis_details",package="Achilles"),as.is=T)` +(Please review the [Achilles Wiki](https://github.com/OHDSI/Achilles/wiki/Additional-instructions-for-Linux) for specific details for Linux) - - Similarly, for overview of rules, run +1. Make sure you have your data in the OMOP CDM v5.x format + (https://github.com/OHDSI/CommonDataModel). + +1. This package makes use of rJava. Make sure that you have Java installed. If you don't have Java already installed on your computer (on most computers it already is installed), go to [java.com](https://java.com) to get the latest version. If you are having trouble with rJava, [this Stack Overflow post](https://stackoverflow.com/questions/7019912/using-the-rjava-package-on-win7-64-bit-with-r) may assist you when you begin troubleshooting. + + +1. In R, use the following commands to install Achilles. + + ```r + if (!require("devtools")) install.packages("devtools") + + # To install the master branch + devtools:: install_github("OHDSI/Achilles") + + # To install latest release (if master branch contains a bug for you) + # devtools::install_github("OHDSI/Achilles@*release") + + # To avoid Java 32 vs 64 issues + # devtools::install_github("OHDSI/Achilles", args="--no-multiarch") + ``` + +1. To run the Achilles analysis, first determine if you'd like to run the function in multi-threaded mode or in single-threaded mode. Use `runCostAnalysis = FALSE` to save on execution time, as cost analyses tend to run long. + + **In multi-threaded mode** + + The analyses are run in multiple SQL sessions, which can be set using the `numThreads` setting and setting scratchDatabaseSchema to something other than `#`. For example, 10 threads means 10 independent SQL sessions. Intermediate results are written to scratch tables before finally being combined into the final results tables. Scratch tables are permanent tables; you can either choose to have Achilles drop these tables (`dropScratchTables = TRUE`) or you can drop them at a later time (`dropScratchTables = FALSE`). Dropping the scratch tables can add time to the full execution. If desired, you can set your own custom prefix for all Achilles analysis scratch tables (tempAchillesPrefix) and/or for all Achilles Heel scratch tables (tempHeelPrefix). + + **In single-threaded mode** + + The analyses are run in one SQL session and all intermediate results are written to temp tables before finally being combined into the final results tables. Temp tables are dropped once the package is finished running. Single-threaded mode can be invoked by either setting `numThreads = 1` or `scratchDatabaseSchema = "#"`. + + Use the following commands in R: -```read.csv(system.file("csv","achilles_rule.csv",package="Achilles"),as.is=T)``` - + ```r + library(Achilles) + connectionDetails <- createConnectionDetails( + dbms="redshift", + server="server.com", + user="secret", + password='secret', + port="5439") + ``` + + **Single-threaded mode** + + ```r + achilles(connectionDetails, + cdmDatabaseSchema = "cdm5_inst", + resultsDatabaseSchema="results", + vocabDatabaseSchema = "vocab", + numThreads = 1, + sourceName = "My Source Name", + cdmVersion = "5.3.0", + runHeel = TRUE, + runCostAnalysis = TRUE) + ``` + + **Multi-threaded mode** + + ```r + achilles(connectionDetails, + cdmDatabaseSchema = "cdm5_inst", + resultsDatabaseSchema = "results", + scratchDatabaseSchema = "scratch", + vocabDatabaseSchema = "vocab", + numThreads = 10, + sourceName = "My Source Name", + cdmVersion = "5.3.0", + runHeel = TRUE, + runCostAnalysis = TRUE) + ``` + + The `"cdm5_inst"` cdmDatabaseSchema parameter, `"results"` resultsDatabaseSchema parameter, and `"scratch"` scratchDatabaseSchema parameter are the fully qualified names of the schemas holding the CDM data, targeted for result writing, and holding the intermediate scratch tables, respectively. See the [DatabaseConnector](https://github.com/OHDSI/DatabaseConnector) package for details on settings the connection details for your database, for example by typing + + ```r + ?createConnectionDetails + ``` + + Execution of all Achilles pre-computations may take a long time, particularly in single-threaded mode and with COST analyses enabled. See file to find out how some analyses can be excluded to make the execution faster (excluding cost pre-computations) + + Currently `"sql server"`, `"pdw"`, `"oracle"`, `"postgresql"`, `"redshift"`, `"mysql"`, `"impala"`, and `"bigquery"` are supported as `dbms`. `cdmVersion` can be *ONLY* 5.x (please look at prior commit history for v4 support). + +1. To use [AchillesWeb](https://github.com/OHDSI/AchillesWeb) to explore the Achilles statistics, you must first export the statistics to a folder JSON files, which can optionally be compressed into one gzipped file for easier transportability. + + ```r + exportToJson(connectionDetails, + cdmDatabaseSchema = "cdm5_inst", + resultsDatabaseSchema = "results", + outputPath = "c:/myPath/AchillesExport", + cdmVersion = "5.3.0", + compressIntoOneFile = TRUE # creates gzipped file of all JSON files) + ``` + +1. To run only Achilles Heel (component of Achilles), use the following command: + + ```r + achillesHeel(connectionDetails, + cdmDatabaseSchema = "cdm5_inst", + resultsDatabaseSchema = "results", + scratchDatabaseSchema = "scratch", + numThreads = 10, # multi-threaded mode + cdmVersion = "5.3.0") + ``` + +1. Possible optional additional steps: + + - To see what errors were found (from within R), run: + ```r + fetchAchillesHeelResults(connectionDetails,resultsDatabaseSchema) + ``` + - To see a particular analysis, run: + ```r + fetchAchillesAnalysisResults(connectionDetails,resultsDatabaseSchema,analysisId = 2) + ``` + - To join data tables with some lookup (overview files), obtain those using commands below: + - To get description of analyses, run `getAnalysisDetails()`. + - To get description of derived measures, run: + ```r + read.csv(system.file("csv","derived_analysis_details",package="Achilles"),as.is=T) + ``` + - Similarly, for overview of rules, run: + ```r + read.csv(system.file("csv","achilles_rule.csv",package="Achilles"),as.is=T) + ``` - Also see [notes.md](extras/notes.md) for more information (in the extras folder). -Developers: How to Add or Modify Analyses -================================== +## Developers: How to Add or Modify Analyses Please refer to the [README-developers.md file](README-developers.md). +## Getting Started with Docker -Getting Started with Docker -=========================== This is an alternative method for running Achilles that does not require R and Java installations, using a Docker container instead. 1. Install [Docker](https://docs.docker.com/installation/) and [Docker Compose](https://docs.docker.com/compose/install/). -2. Clone this repository with git (`git clone https://github.com/OHDSI/Achilles.git`) and make it your working directory (`cd Achilles`). +1. Clone this repository with git (`git clone https://github.com/OHDSI/Achilles.git`) and make it your working directory (`cd Achilles`). -3. Copy `env_vars.sample` to `env_vars` and fill in the variable definitions. The `ACHILLES_DB_URI` should be formatted as `://:@/`. +3. Copy *`env_vars.sample`* to *`env_vars`* and fill in the variable definitions. The `ACHILLES_DB_URI` should be formatted as `://:@/`. -4. Copy `docker-compose.yml.sample` to `docker-compose.yml` and fill in the data output directory. +4. Copy *`docker-compose.yml.sample`* to *`docker-compose.yml`* and fill in the data output directory. 5. Build the docker image with `docker-compose build`. @@ -170,25 +184,25 @@ docker run \ ``` -License -======= +## License + Achilles is licensed under Apache License 2.0 -# Pre-computations +## Pre-computations Achilles has some compatibility with Data Quality initiatives of the Data Quality Collaborative (DQC; http://repository.edm-forum.org/dqc or GitHub https://github.com/orgs/DQCollaborative). For example, a harmonized set of data quality terms has been published by Khan at al. in 2016. What Achilles calls an *analysis* (a pre-computation for a given dataset), the term used by DQC would be *measure*. -Some Heel Rules take advantage of derived measures. A feature of Heel introduced since version 1.4. A *derived measure* is a result of an SQL query that takes Achilles analyses as input. It is simply a different view of the precomputations that has some advantage to be materialized. The logic for computing a derived measures can be viewed in the Heel SQL files in `/inst/sql/sql_server/heels`, which are described further in the [Developers README file](README-developers.md). +Some Heel Rules take advantage of derived measures. A feature of Heel introduced since version 1.4. A *derived measure* is a result of an SQL query that takes Achilles analyses as input. It is simply a different view of the precomputations that has some advantage to be materialized. The logic for computing a derived measures can be viewed in the Heel SQL files in *`/inst/sql/sql_server/heels`*, which are described further in the [Developers README file](README-developers.md). Overview of derived measures can be seen in [CSV file here](inst/csv/heel/heel_results_derived_details.csv). For possible future flexible setting of Achilles Heel rule thresholds, some Heel rules are split into two phase approach. First, a derived measure is computed and the result is stored in a separate table `ACHILLES_RESULTS_DERIVED`. A Heel rule logic is than made simpler by a simple comparison whether a derived measure is over a threshold. A link between which rules use which pre-computation is available in [CSV file here](inst/csv/heel/heel_rules_all.csv) (previously was in `inst/csv/achilles_rule.csv`) (see column `linked_measure`). -# Heel Rules +## Heel Rules Rules are classified into `CDM conformance` rules and `DQ` rules - see column `rule_type` in the [CSV file here](inst/csv/heel/heel_rules_all.csv). @@ -200,15 +214,5 @@ Rules that have in their name a prefix `[GeneralPopulationOnly]` are applicable Rules are classified into: error, warning and notification (see column `severity`). -Development -=========== -Achilles is being developed in RStudio. - -### Development status -[![Build Status](https://travis-ci.org/OHDSI/Achilles.svg?branch=master)](https://travis-ci.org/OHDSI/Achilles) -[![codecov.io](https://codecov.io/github/OHDSI/Achilles/coverage.svg?branch=master)](https://codecov.io/github/OHDSI/Achilles?branch=master) - - - -# Acknowledgements -- This project is supported in part through the National Science Foundation grant IIS 1251151. +## Acknowledgements +- This project is supported in part through the National Science Foundation grant IIS 1251151. \ No newline at end of file diff --git a/inst/csv/post_processing/indices.csv b/inst/csv/post_processing/indices.csv new file mode 100644 index 00000000..5cc24c8e --- /dev/null +++ b/inst/csv/post_processing/indices.csv @@ -0,0 +1,11 @@ +INDEX_NAME,TABLE_NAME,FIELDS +idx_ar_aid,achilles_results,analysis_id +idx_ar_s1,achilles_results,stratum_1 +idx_ar_s2,achilles_results,stratum_2 +idx_ar_aid_s1,achilles_results,analysis_id~stratum_1 +idx_ar_aid_s1234,achilles_results,analysis_id~stratum_1~stratum_2~stratum_3~stratum_4 +idx_ard_aid,achilles_results_dist,analysis_id +idx_ard_s1,achilles_results_dist,stratum_1 +idx_ard_s2,achilles_results_dist,stratum_2 +idx_ch_cid,concept_hierarchy,concept_id +idx_ch_tmap,concept_hierarchy,treemap diff --git a/inst/shinyApps/server.R b/inst/shinyApps/server.R new file mode 100644 index 00000000..b66a8ba7 --- /dev/null +++ b/inst/shinyApps/server.R @@ -0,0 +1,40 @@ +library(shiny) +library(DT) +library(magrittr) +library(tidyr) + +shinyServer(function(input, output, session) { + + + output$cohortTable <- renderDataTable({ + + df <- readRDS(file.path(Sys.getenv("outputFolder"), "heelResults.rds")) + df <- separate(data = df, col = ACHILLES_HEEL_WARNING, into = c("WARNING_TYPE", "ACHILLES_HEEL_WARNING"), sep = ":", extra = "merge") + + df <- dplyr::arrange(df, ANALYSIS_ID) %>% + dplyr::select(`Analysis Id` = ANALYSIS_ID, + `Warning Type` = WARNING_TYPE, + `Message` = ACHILLES_HEEL_WARNING, + `Rule Id` = RULE_ID, + `Record Count` = RECORD_COUNT) + + options = list(pageLength = 10000, + searching = TRUE, + lengthChange = FALSE, + ordering = TRUE, + paging = FALSE, + scrollY = '75vh') + selection = list(mode = "single", target = "row") + + table <- datatable(df, + options = options, + selection = "single", + rownames = FALSE, + class = "stripe nowrap compact") %>% + formatStyle("Warning Type", + target = "row", + backgroundColor = styleEqual(c("NOTIFICATION", "WARNING", "ERROR"), c("#e8f0ff", "#fffedb", "#ffdbdb"))) + + return (table) + }) +}) \ No newline at end of file diff --git a/inst/shinyApps/ui.R b/inst/shinyApps/ui.R new file mode 100644 index 00000000..cecab442 --- /dev/null +++ b/inst/shinyApps/ui.R @@ -0,0 +1,12 @@ +library(shiny) +library(DT) + +shinyUI( + fluidPage( + titlePanel(title = div(img(src = "ohdsi_logo.png"), strong("Achilles Heel Results Viewer")), windowTitle = "Achilles Heel Results Viewer"), + fluidRow( + column(10, + dataTableOutput("cohortTable")) + ) + ) +) \ No newline at end of file diff --git a/inst/shinyApps/www/ohdsi_logo.png b/inst/shinyApps/www/ohdsi_logo.png new file mode 100644 index 0000000000000000000000000000000000000000..297bc6dcaecf94be27a25be633711988d9b985dc GIT binary patch literal 14287 zcmX9_1yCGaw_GeN5MT-J?(XjH?!hGlcXxM};O_1Om*DOW!QF$~+wc8VD^s^-&&=%H zIk!)Dp9m!dNkn)YcmM!^C@m$X0suhJfw$#=kl;_PEc^-Z7o5G6wi5t=fcoDX0+5k~ 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a/inst/sql/sql_server/post_processing/achilles_indices.sql +++ /dev/null @@ -1,72 +0,0 @@ -/****************************************************************** - -# @file ACHILLES_indices.SQL -# -# Copyright 2018 Observational Health Data Sciences and Informatics -# -# This file is part of ACHILLES -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -# -# @author Observational Health Data Sciences and Informatics -*******************************************************************/ - - -/******************************************************************* - -Achilles - indices for tables - -*******************************************************************/ -{DEFAULT @is_pdw = FALSE} - -/**************************************************/ -/***** Add indexes to Achilles results tables *****/ -/**************************************************/ - - -{@is_pdw}?{ -CREATE CLUSTERED COLUMNSTORE INDEX ClusteredIndex_Achilles_results - ON @resultsDatabaseSchema.ACHILLES_results; -} - - -DROP INDEX IF EXISTS idx_ar_aid on @resultsDatabaseSchema.ACHILLES_results (analysis_id); -CREATE INDEX idx_ar_aid - ON @resultsDatabaseSchema.ACHILLES_results (analysis_id); - -DROP INDEX IF EXISTS idx_ar_s1 on @resultsDatabaseSchema.ACHILLES_results (stratum_1); -CREATE INDEX idx_ar_s1 - ON @resultsDatabaseSchema.ACHILLES_results (stratum_1); - -CREATE INDEX idx_ar_s2 - ON @resultsDatabaseSchema.ACHILLES_results (stratum_2); -CREATE INDEX idx_ar_aid_s1 - ON @resultsDatabaseSchema.ACHILLES_results (analysis_id, stratum_1); -CREATE INDEX idx_ar_aid_s1234 - ON @resultsDatabaseSchema.ACHILLES_results (analysis_id, stratum_1, stratum_2, stratum_3, stratum_4); - -CREATE INDEX idx_ard_aid - ON @resultsDatabaseSchema.ACHILLES_results_dist (analysis_id); -CREATE INDEX idx_ard_s1 - ON @resultsDatabaseSchema.ACHILLES_results_dist (stratum_1); -CREATE INDEX idx_ard_s2 - ON @resultsDatabaseSchema.ACHILLES_results_dist (stratum_2); - -/*********************************************/ -/***** Index the hierarchy lookup table *****/ -/*********************************************/ -CREATE INDEX idx_ch_cid - ON @resultsDatabaseSchema.concept_hierarchy (concept_id); - -CREATE INDEX idx_ch_tmap - ON @resultsDatabaseSchema.concept_hierarchy (treemap); diff --git a/man/Achilles.Rd b/man/Achilles.Rd deleted file mode 100755 index b11b70b8..00000000 --- a/man/Achilles.Rd +++ /dev/null @@ -1,10 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/Achilles-package.R -\docType{package} -\name{Achilles} -\alias{Achilles} -\alias{Achilles-package} -\title{Achilles} -\description{ -Achilles -} diff --git a/man/achilles.Rd b/man/achilles.Rd index 1cf0d569..5dca30ef 100755 --- a/man/achilles.Rd +++ b/man/achilles.Rd @@ -5,7 +5,6 @@ \title{The main Achilles analyses (for v5.x)} \usage{ achilles(connectionDetails, cdmDatabaseSchema, - oracleTempSchema = cdmDatabaseSchema, resultsDatabaseSchema = cdmDatabaseSchema, scratchDatabaseSchema = resultsDatabaseSchema, vocabDatabaseSchema = cdmDatabaseSchema, sourceName = "", @@ -14,8 +13,7 @@ achilles(connectionDetails, cdmDatabaseSchema, runCostAnalysis = FALSE, conceptHierarchy = TRUE, createIndices = TRUE, numThreads = 1, tempAchillesPrefix = "tmpach", dropScratchTables = TRUE, - sqlOnly = FALSE, outputFolder = "output", - logMultiThreadPerformance = FALSE) + sqlOnly = FALSE, outputFolder = "output") } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -63,9 +61,7 @@ You could run this once for 1 Vocab version, and then copy the table to all CDMs \item{sqlOnly}{Boolean to determine if Achilles should be fully executed. TRUE = just generate SQL files, don't actually run, FALSE = run Achilles} -\item{outputFolder}{(OPTIONAL, SQL-only mode) Path to store SQL files} - -\item{logMultiThreadPerformance}{(OPTIONAL, multi-threaded mode) Should an RDS file of execution times for every analysis query be created in the outputFolder?} +\item{outputFolder}{Path to store logs and SQL files} } \value{ An object of type \code{achillesResults} containing details for connecting to the database containing the results diff --git a/man/achillesHeel.Rd b/man/achillesHeel.Rd index 997bd5f9..e15e7357 100755 --- a/man/achillesHeel.Rd +++ b/man/achillesHeel.Rd @@ -11,8 +11,7 @@ achillesHeel(connectionDetails, cdmDatabaseSchema, numThreads = 1, tempHeelPrefix = "tmpheel", dropScratchTables = FALSE, ThresholdAgeWarning = 125, ThresholdOutpatientVisitPerc = 0.43, - ThresholdMinimalPtMeasDxRx = 20.5, outputFolder = "output", - sqlOnly = FALSE) + ThresholdMinimalPtMeasDxRx = 20.5, outputFolder, sqlOnly = FALSE) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -40,12 +39,12 @@ so for example 'results.dbo'.} \item{ThresholdMinimalPtMeasDxRx}{The minimum percentage of patients with at least 1 Measurement, 1 Dx, and 1 Rx} -\item{outputFolder}{(OPTIONAL, sql only mode) Path to store SQL files} +\item{outputFolder}{Path to store logs and SQL files} \item{sqlOnly}{Boolean to determine if Heel should be fully executed. TRUE = just generate SQL files, don't actually run, FALSE = run Achilles Heel} } \value{ -nothing is returned +The full Heel SQL code } \description{ \code{achillesHeel} executes data quality rules (or checks) on pre-computed analyses (or measures). diff --git a/man/allReports.Rd b/man/allReports.Rd deleted file mode 100755 index b0f9f2a4..00000000 --- a/man/allReports.Rd +++ /dev/null @@ -1,10 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/Achilles-package.R -\docType{data} -\name{allReports} -\alias{allReports} -\title{allReports} -\description{ -A list of reports -} -\keyword{datasets} diff --git a/man/createConceptHierarchy.Rd b/man/createConceptHierarchy.Rd index a65e11d8..a88ecd11 100755 --- a/man/createConceptHierarchy.Rd +++ b/man/createConceptHierarchy.Rd @@ -5,8 +5,8 @@ \title{Create the concept hierarchy} \usage{ createConceptHierarchy(connectionDetails, resultsDatabaseSchema, - scratchDatabaseSchema, vocabDatabaseSchema, numThreads = 1, - tempAchillesPrefix = "tmpach", sqlOnly = FALSE) + scratchDatabaseSchema, vocabDatabaseSchema, outputFolder, + numThreads = 1, tempAchillesPrefix = "tmpach", sqlOnly = FALSE) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -20,6 +20,8 @@ Making this "#" will run Achilles in single-threaded mode and use temporary tabl \item{vocabDatabaseSchema}{String name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'.} +\item{outputFolder}{Path to store logs and SQL files} + \item{numThreads}{(OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread.} \item{tempAchillesPrefix}{(OPTIONAL, multi-threaded mode) The prefix to use for the scratch Achilles analyses tables. Default is "tmpach"} diff --git a/man/createIndices.Rd b/man/createIndices.Rd index 51ded2b5..51efc9be 100755 --- a/man/createIndices.Rd +++ b/man/createIndices.Rd @@ -4,7 +4,8 @@ \alias{createIndices} \title{Create indicies} \usage{ -createIndices(connectionDetails, resultsDatabaseSchema, sqlOnly = FALSE) +createIndices(connectionDetails, resultsDatabaseSchema, outputFolder, + sqlOnly = FALSE) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -12,6 +13,8 @@ createIndices(connectionDetails, resultsDatabaseSchema, sqlOnly = FALSE) \item{resultsDatabaseSchema}{Fully qualified name of database schema that we can write final results to. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'.} +\item{outputFolder}{Path to store logs and SQL files} + \item{sqlOnly}{TRUE = just generate SQL files, don't actually run, FALSE = run Achilles} } \description{ diff --git a/man/dropAllScratchTables.Rd b/man/dropAllScratchTables.Rd index cec31606..702e68fb 100755 --- a/man/dropAllScratchTables.Rd +++ b/man/dropAllScratchTables.Rd @@ -7,7 +7,7 @@ dropAllScratchTables(connectionDetails, scratchDatabaseSchema, tempAchillesPrefix = "tmpach", tempHeelPrefix = "tmpheel", numThreads = 1, tableTypes = c("achilles", "heel", - "concept_hierarchy")) + "concept_hierarchy"), outputFolder) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -21,6 +21,8 @@ dropAllScratchTables(connectionDetails, scratchDatabaseSchema, \item{numThreads}{The number of threads to use to run this function. Default is 1 thread.} \item{tableTypes}{The types of Achilles scratch tables to drop: achilles or heel or concept_hierarchy or all 3} + +\item{outputFolder}{Path to store logs and SQL files} } \description{ Drop all possible scratch tables diff --git a/man/launchHeelResultsViewer.Rd b/man/launchHeelResultsViewer.Rd new file mode 100644 index 00000000..84602c3d --- /dev/null +++ b/man/launchHeelResultsViewer.Rd @@ -0,0 +1,23 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/AchillesViewResults.R +\name{launchHeelResultsViewer} +\alias{launchHeelResultsViewer} +\title{Launch the Achilles Heel Shiny app} +\usage{ +launchHeelResultsViewer(connectionDetails, resultsDatabaseSchema, + outputFolder) +} +\arguments{ +\item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} + +\item{resultsDatabaseSchema}{Fully qualified name of database schema that we can fetch final results from. +On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'.} + +\item{outputFolder}{Path to store logs and SQL files} +} +\description{ +Launch the Achilles Heel Shiny app +} +\details{ +Launches a Shiny app that allows the user to explore the Achilles Heel results +} diff --git a/man/validateSchema.Rd b/man/validateSchema.Rd index 9f5eb4af..8c9fccf2 100755 --- a/man/validateSchema.Rd +++ b/man/validateSchema.Rd @@ -6,7 +6,7 @@ \usage{ validateSchema(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema = cdmDatabaseSchema, cdmVersion, runCostAnalysis, - sqlOnly = FALSE) + outputFolder, sqlOnly = FALSE) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -20,6 +20,8 @@ On SQL Server, this should specifiy both the database and the schema, so for exa \item{runCostAnalysis}{Boolean to determine if cost analysis should be run. Note: only works on CDM v5 and v5.1.0+ style cost tables.} +\item{outputFolder}{Path to store logs and SQL files} + \item{sqlOnly}{TRUE = just generate SQL files, don't actually run, FALSE = run Achilles} } \description{ From dd5b585623ed6f75bdb7d4dad764a643eac2ed0c Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sat, 6 Oct 2018 09:20:06 -0700 Subject: [PATCH 09/15] Added analysis name to logging. Re-wrote fetchAchillesAnalysisResults to use CSV --- R/Achilles.R | 10 ++++++---- R/AchillesViewResults.R | 40 ++++++++++++---------------------------- 2 files changed, 18 insertions(+), 32 deletions(-) diff --git a/R/Achilles.R b/R/Achilles.R index 74806de2..9280af34 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -470,9 +470,10 @@ achilles <- function (connectionDetails, if (numThreads == 1) { for (mainSql in mainSqls) { start <- Sys.time() - ParallelLogger::logInfo(sprintf("Main Analysis %d: START", mainSql$analysisId)) + ParallelLogger::logInfo(sprintf("Main Analysis #%d (%s): START", mainSql$analysisId, + analysisDetails$ANALYSIS_NAME[analysisDetails$ANALYSIS_ID == mainSql$analysisId])) DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) - ParallelLogger::logInfo(sprintf("Main Analysis %d: COMPLETE (%f)", mainSql$analysisId, Sys.time() - start)) + ParallelLogger::logInfo(sprintf("Main Analysis #%d: COMPLETE (%f secs)", mainSql$analysisId, Sys.time() - start)) } } else { cluster <- OhdsiRTools::makeCluster(numberOfThreads = numThreads, singleThreadToMain = TRUE) @@ -480,11 +481,12 @@ achilles <- function (connectionDetails, x = mainSqls, function(mainSql) { start <- Sys.time() - ParallelLogger::logInfo(sprintf("Main Analysis %d: START", mainSql$analysisId)) + ParallelLogger::logInfo(sprintf("Main Analysis #%d (%s): START", mainSql$analysisId, + analysisDetails$ANALYSIS_NAME[analysisDetails$ANALYSIS_ID == mainSql$analysisId])) connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) DatabaseConnector::disconnect(connection = connection) - ParallelLogger::logInfo(sprintf("Main Analysis %d: COMPLETE (%f)", mainSql$analysisId, Sys.time() - start)) + ParallelLogger::logInfo(sprintf("Main Analysis #%d: COMPLETE (%f secs)", mainSql$analysisId, Sys.time() - start)) }) OhdsiRTools::stopCluster(cluster = cluster) diff --git a/R/AchillesViewResults.R b/R/AchillesViewResults.R index 782c484c..79faaf8a 100755 --- a/R/AchillesViewResults.R +++ b/R/AchillesViewResults.R @@ -116,46 +116,30 @@ fetchAchillesHeelResults <- function (connectionDetails, fetchAchillesAnalysisResults <- function (connectionDetails, resultsDatabaseSchema, analysisId) { - connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - - sql <- "SELECT * FROM @resultsDatabaseSchema.ACHILLES_analysis WHERE analysis_id = @analysisId" - sql <- SqlRender::renderSql(sql = sql, - resultsDatabaseSchema = resultsDatabaseSchema, - analysisId = analysisId)$sql - analysisDetails <- DatabaseConnector::querySql(connection = connection, sql = sql) - sql <- "SELECT * FROM @resultsDatabaseSchema.ACHILLES_results WHERE analysis_id = @analysisId" - sql <- SqlRender::renderSql(sql = sql, - resultsDatabaseSchema = resultsDatabaseSchema, - analysisId = analysisId)$sql - analysisResults <- DatabaseConnector::querySql(connection = connection, sql = sql) + analysisDetails <- getAnalysisDetails() + connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - if (nrow(analysisResults) == 0){ - sql <- "SELECT * FROM @resultsDatabaseSchema.ACHILLES_results_dist WHERE analysis_id = @analysisId" + if (analysisDetails$DISTRIBUTION[analysisDetails$ANALYSIS_ID == analysisId] == 0) { + sql <- "select * from @resultsDatabaseSchema.achilles_results where analysis_id = @analysisId" + sql <- SqlRender::renderSql(sql = sql, + resultsDatabaseSchema = resultsDatabaseSchema, + analysisId = analysisId)$sql + analysisResults <- DatabaseConnector::querySql(connection = connection, sql = sql) + } else { + sql <- "select * from @resultsDatabaseSchema.achilles_results_dist where analysis_id = @analysisId" sql <- SqlRender::renderSql(sql = sql, resultsDatabaseSchema = resultsDatabaseSchema, analysisId = analysisId)$sql analysisResults <- DatabaseConnector::querySql(connection = connection, sql = sql) - } - - colnames(analysisDetails) <- toupper(colnames(analysisDetails)) - colnames(analysisResults) <- toupper(colnames(analysisResults)) - - for (i in 1:5) { - stratumName <- analysisDetails[, paste("STRATUM", i, "NAME", sep="_")] - if (is.na(stratumName)){ - analysisResults[,paste("STRATUM", i, sep = "_")] <- NULL - } else { - colnames(analysisResults)[colnames(analysisResults) == paste("STRATUM", i, sep = "_")] <- toupper(stratumName) - } } DatabaseConnector::disconnect(connection = connection) result <- list(analysisId = analysisId, - analysisName = analysisDetails$ANALYSIS_NAME, + analysisName = analysisDetails$ANALYSIS_NAME[analysisDetails$ANALYSIS_ID == analysisId], analysisResults = analysisResults) class(result) <- "achillesAnalysisResults" - return (result) + result } From ca266b6a97cf571839cfca997aa32ab6438236e0 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sat, 6 Oct 2018 10:51:48 -0700 Subject: [PATCH 10/15] Adjusted DESCRIPTION file. Fixed bug with getting source name from CDM_SOURCE (new sub-function). Added source name to Shiny Heel Results viewer --- DESCRIPTION | 12 +++++--- R/Achilles.R | 31 ++++++++++++-------- R/AchillesViewResults.R | 52 +++++++++++++--------------------- inst/shinyApps/ui.R | 3 +- man/launchHeelResultsViewer.Rd | 7 +++-- 5 files changed, 54 insertions(+), 51 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 5b2bd25b..af941d15 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -20,9 +20,10 @@ Description: Creates descriptive statistics summary for an entire OMOP CDM Depends: SqlRender, DatabaseConnector (>= 2.0.0), - rjson, - ParallelLogger, - dplyr + ParallelLogger +Imports: + dplyr, + rjson Suggests: testthat, R.utils, @@ -30,7 +31,10 @@ Suggests: DT, shinydashboard, magrittr, - tidyr + tidyr, + knitr, + rmarkdown +VignetteBuilder: knitr Remotes: OhdsiRTools License: Apache License diff --git a/R/Achilles.R b/R/Achilles.R index 9280af34..c0ed6bed 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -141,18 +141,7 @@ achilles <- function (connectionDetails, # Get source name if none provided -------------------------------------------------- if (missing(sourceName) & !sqlOnly) { - sql <- SqlRender::renderSql(sql = "select top 1 cdm_source_name - from @cdmDatabaseSchema.cdm_source", - cdmDatabaseSchema = cdmDatabaseSchema)$sql - connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - sourceName <- tryCatch({ - DatabaseConnector::querySql(connection = connection, sql = sql) - }, error = function (e) { - "" - }, finally = { - DatabaseConnector::disconnect(connection = connection) - rm(connection) - }) + .getSourceName(connectionDetails, cdmDatabaseSchema) } # Obtain analyses to run -------------------------------------------------------------------------------------------------------- @@ -1141,3 +1130,21 @@ dropAllScratchTables <- function(connectionDetails, smallCellCount = smallCellCount) } + +.getSourceName <- function(connectionDetails, + cdmDatabaseSchema) { + sql <- SqlRender::renderSql(sql = "select cdm_source_name from @cdmDatabaseSchema.cdm_source", + cdmDatabaseSchema = cdmDatabaseSchema)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) + sourceName <- tryCatch({ + s <- DatabaseConnector::querySql(connection = connection, sql = sql) + s[1,] + }, error = function (e) { + "" + }, finally = { + DatabaseConnector::disconnect(connection = connection) + rm(connection) + }) + sourceName +} \ No newline at end of file diff --git a/R/AchillesViewResults.R b/R/AchillesViewResults.R index 79faaf8a..ae3f2927 100755 --- a/R/AchillesViewResults.R +++ b/R/AchillesViewResults.R @@ -2,6 +2,9 @@ #' Launch the Achilles Heel Shiny app #' #' @param connectionDetails An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package. +#' @param cdmDatabaseSchema Fully qualified name of database schema that contains OMOP CDM schema. +#' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_instance.dbo'. + #' @param resultsDatabaseSchema Fully qualified name of database schema that we can fetch final results from. #' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'. #' @param outputFolder Path to store logs and SQL files @@ -11,47 +14,32 @@ #' #' @export launchHeelResultsViewer <- function(connectionDetails, + cdmDatabaseSchema, resultsDatabaseSchema, outputFolder) { + dependencies <- c("shiny", + "DT", + "shinydashboard", + "magrittr", + "tidyr") - - if (!requireNamespace("shinydashboard", quietly = TRUE)) { - stop( - "You must install shinydashboard first.", - " You may install it using devtools with the following code:", - "\n install.packages('shinydashboard')", - "\n\nAlternately, you might want to install ALL suggested packages using:", - "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", - call. = FALSE - ) - } - - if (!requireNamespace("shiny", quietly = TRUE)) { - stop( - "You must install shiny first.", - " You may install it using devtools with the following code:", - "\n install.packages('shiny')", - "\n\nAlternately, you might want to install ALL suggested packages using:", - "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", - call. = FALSE - ) - } - - if (!requireNamespace("DT", quietly = TRUE)) { - stop( - "You must install DT first.", - " You may install it using devtools with the following code:", - "\n install.packages('DT')", - "\n\nAlternately, you might want to install ALL suggested packages using:", - "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", - call. = FALSE - ) + for (d in dependencies) { + if (!requireNamespace(d, quietly = TRUE)) { + message <- sprintf( + "You must install %1s first. You may install it using devtools with the following code: + \n install.packages('%2s') + \n\nAlternately, you might want to install ALL suggested packages using: + \n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", d, d) + stop(message, call. = FALSE) + } } + issues <- fetchAchillesHeelResults(connectionDetails = connectionDetails, resultsDatabaseSchema = resultsDatabaseSchema) Sys.setenv(outputFolder = file.path(getwd(), outputFolder)) + Sys.setenv(sourceName = .getSourceName(connectionDetails, cdmDatabaseSchema)) saveRDS(object = issues, file = file.path(outputFolder, "heelResults.rds")) diff --git a/inst/shinyApps/ui.R b/inst/shinyApps/ui.R index cecab442..107d6b88 100644 --- a/inst/shinyApps/ui.R +++ b/inst/shinyApps/ui.R @@ -3,7 +3,8 @@ library(DT) shinyUI( fluidPage( - titlePanel(title = div(img(src = "ohdsi_logo.png"), strong("Achilles Heel Results Viewer")), windowTitle = "Achilles Heel Results Viewer"), + titlePanel(title = div(img(src = "ohdsi_logo.png"), strong(sprintf("Achilles Heel Results Viewer: %s", Sys.getenv("sourceName")))), + windowTitle = "Achilles Heel Results Viewer"), fluidRow( column(10, dataTableOutput("cohortTable")) diff --git a/man/launchHeelResultsViewer.Rd b/man/launchHeelResultsViewer.Rd index 84602c3d..f8b8aca0 100644 --- a/man/launchHeelResultsViewer.Rd +++ b/man/launchHeelResultsViewer.Rd @@ -4,12 +4,15 @@ \alias{launchHeelResultsViewer} \title{Launch the Achilles Heel Shiny app} \usage{ -launchHeelResultsViewer(connectionDetails, resultsDatabaseSchema, - outputFolder) +launchHeelResultsViewer(connectionDetails, cdmDatabaseSchema, + resultsDatabaseSchema, outputFolder) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} +\item{cdmDatabaseSchema}{Fully qualified name of database schema that contains OMOP CDM schema. +On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_instance.dbo'.} + \item{resultsDatabaseSchema}{Fully qualified name of database schema that we can fetch final results from. On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'.} From fcbf7cd5ee799cb670eeb3be2d15fbfe181cc863 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sat, 6 Oct 2018 21:32:02 -0700 Subject: [PATCH 11/15] First commit of vignette. Slight camelcase changes in addDataSource function. --- .Rbuildignore | 1 + .gitAttributes => .gitattributes | 0 DESCRIPTION | 8 +- NAMESPACE | 2 +- R/Achilles.R | 33 +- R/AchillesHeel.R | 7 +- R/AchillesViewResults.R | 36 +- R/{addDatasource.R => addDataSource.R} | 46 +- R/exportToJson.R | 14 +- inst/doc/achilles_flowchart.png | Bin 0 -> 12475 bytes inst/doc/shinyHeel_screenshot.png | Bin 0 -> 306323 bytes inst/shinyApps/{ => heelResults}/server.R | 0 inst/shinyApps/{ => heelResults}/ui.R | 0 .../{ => heelResults}/www/ohdsi_logo.png | Bin man/achilles.Rd | 3 +- man/achillesHeel.Rd | 3 +- man/{addDatasource.Rd => addDataSource.Rd} | 20 +- man/exportToJson.Rd | 2 +- vignettes/.gitignore | 1 + vignettes/RunningAchilles.Rmd | 404 ++++++++++ vignettes/RunningAchilles.pdf | Bin 0 -> 480649 bytes vignettes/RunningAchilles.tex | 726 ++++++++++++++++++ 22 files changed, 1242 insertions(+), 64 deletions(-) rename .gitAttributes => .gitattributes (100%) rename R/{addDatasource.R => addDataSource.R} (65%) create mode 100644 inst/doc/achilles_flowchart.png create mode 100644 inst/doc/shinyHeel_screenshot.png rename inst/shinyApps/{ => heelResults}/server.R (100%) rename inst/shinyApps/{ => heelResults}/ui.R (100%) rename inst/shinyApps/{ => heelResults}/www/ohdsi_logo.png (100%) rename man/{addDatasource.Rd => addDataSource.Rd} (77%) mode change 100755 => 100644 create mode 100644 vignettes/.gitignore create mode 100644 vignettes/RunningAchilles.Rmd create mode 100644 vignettes/RunningAchilles.pdf create mode 100644 vignettes/RunningAchilles.tex diff --git a/.Rbuildignore b/.Rbuildignore index 47b389c8..f0a85dce 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -2,3 +2,4 @@ ^\.Rproj\.user$ ^.travis.yml$ deploy.sh +^\.github$ \ No newline at end of file diff --git a/.gitAttributes b/.gitattributes similarity index 100% rename from .gitAttributes rename to .gitattributes diff --git a/DESCRIPTION b/DESCRIPTION index af941d15..d39c76b8 100755 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -19,11 +19,11 @@ Description: Creates descriptive statistics summary for an entire OMOP CDM Heel component does data quality assesment. Depends: SqlRender, - DatabaseConnector (>= 2.0.0), - ParallelLogger + DatabaseConnector (>= 2.0.0) Imports: dplyr, - rjson + rjson, + ParallelLogger Suggests: testthat, R.utils, @@ -36,7 +36,7 @@ Suggests: rmarkdown VignetteBuilder: knitr Remotes: - OhdsiRTools + OHDSI/OhdsiRTools License: Apache License Roxygen: list(wrap = FALSE) RoxygenNote: 6.1.0 diff --git a/NAMESPACE b/NAMESPACE index 1c260f1a..4db5128f 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -2,7 +2,7 @@ export(achilles) export(achillesHeel) -export(addDatasource) +export(addDataSource) export(createConceptHierarchy) export(createIndices) export(dropAllScratchTables) diff --git a/R/Achilles.R b/R/Achilles.R index c0ed6bed..2028c82f 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -22,6 +22,7 @@ # @author Vojtech Huser # @author Chris Knoll # @author Ajit Londhe +# @author Taha Abdul-Basser #' The main Achilles analyses (for v5.x) @@ -70,7 +71,8 @@ #' sourceName="Some Source", #' cdmVersion = "5.3", #' runCostAnalysis = TRUE, -#' numThreads = 10) +#' numThreads = 10, +#' outputFolder = "output") #' } #' @export achilles <- function (connectionDetails, @@ -195,7 +197,7 @@ achilles <- function (connectionDetails, numThreads <- 1 scratchDatabaseSchema <- "#" schemaDelim <- "s_" - + ParallelLogger::logInfo("Beginning single-threaded execution") # first invocation of the connection, to persist throughout to maintain temp tables connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) } else if (!requireNamespace("OhdsiRTools", quietly = TRUE)) { @@ -208,7 +210,9 @@ achilles <- function (connectionDetails, "\n\nAlternately, you might want to install ALL suggested packages using:", "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", call. = FALSE - ) + ) + } else { + ParallelLogger::logInfo("Beginning multi-threaded execution") } # Create analysis table ------------------------------------------------------------- @@ -902,9 +906,14 @@ validateSchema <- function(connectionDetails, #' #' @export getAnalysisDetails <- function() { - pathToCsv <- system.file("csv", "achilles", "achilles_analysis_details.csv", package = "Achilles") - analysisDetails <- read.csv(file = pathToCsv, header = TRUE, stringsAsFactors = FALSE) - analysisDetails + read.csv( + system.file( + "csv", + "achilles", + "achilles_analysis_details.csv", + package = "Achilles"), + stringsAsFactors = FALSE + ) } #' Drop all possible scratch tables @@ -1042,18 +1051,20 @@ dropAllScratchTables <- function(connectionDetails, ParallelLogger::unregisterLogger("dropAllScratchTables") } -.getCdmVersion <- function(connectionDetails, cdmDatabaseSchema) { - sql <- SqlRender::renderSql(sql = "select top 1 cdm_version - from @cdmDatabaseSchema.cdm_source", +.getCdmVersion <- function(connectionDetails, + cdmDatabaseSchema) { + sql <- SqlRender::renderSql(sql = "select cdm_version from @cdmDatabaseSchema.cdm_source", cdmDatabaseSchema = cdmDatabaseSchema)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) cdmVersion <- tryCatch({ - DatabaseConnector::querySql(connection = connection, sql = sql) + c <- tolower((DatabaseConnector::querySql(connection = connection, sql = sql))[1,]) + gsub(pattern = "v", replacement = "", x = c) }, error = function (e) { "" }, finally = { DatabaseConnector::disconnect(connection = connection) - connection <- NULL + rm(connection) }) cdmVersion diff --git a/R/AchillesHeel.R b/R/AchillesHeel.R index 8dca6f4a..3ae43597 100755 --- a/R/AchillesHeel.R +++ b/R/AchillesHeel.R @@ -22,6 +22,7 @@ # @author Vojtech Huser # @author Chris Knoll # @author Ajit Londhe +# @author Taha Abdul-Basser @@ -58,7 +59,8 @@ #' scratchDatabaseSchema = "scratch", #' vocabDatabaseSchema = "vocab", #' cdmVersion = "5.3.0", -#' numThreads = 10) +#' numThreads = 10, +#' outputFolder = "output") #' } #' @export achillesHeel <- function(connectionDetails, @@ -116,6 +118,7 @@ achillesHeel <- function(connectionDetails, numThreads <- 1 scratchDatabaseSchema <- "#" schemaDelim <- "s_" + ParallelLogger::logInfo("Beginning single-threaded execution") # first invocation of the connection, to persist throughout to maintain temp tables connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) } else if (!requireNamespace("OhdsiRTools", quietly = TRUE)) { @@ -129,6 +132,8 @@ achillesHeel <- function(connectionDetails, "\n devtools::install_github('OHDSI/Achilles', dependencies = TRUE)", call. = FALSE ) + } else { + ParallelLogger::logInfo("Beginning multi-threaded execution") } if (!sqlOnly) { diff --git a/R/AchillesViewResults.R b/R/AchillesViewResults.R index ae3f2927..85d03334 100755 --- a/R/AchillesViewResults.R +++ b/R/AchillesViewResults.R @@ -1,3 +1,29 @@ +# @file AchillesViewResults +# +# Copyright 2018 Observational Health Data Sciences and Informatics +# +# This file is part of Achilles +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +# @author Observational Health Data Sciences and Informatics +# @author Martijn Schuemie +# @author Patrick Ryan +# @author Vojtech Huser +# @author Chris Knoll +# @author Ajit Londhe +# @author Taha Abdul-Basser + #' Launch the Achilles Heel Shiny app #' @@ -34,7 +60,6 @@ launchHeelResultsViewer <- function(connectionDetails, } } - issues <- fetchAchillesHeelResults(connectionDetails = connectionDetails, resultsDatabaseSchema = resultsDatabaseSchema) @@ -43,12 +68,11 @@ launchHeelResultsViewer <- function(connectionDetails, saveRDS(object = issues, file = file.path(outputFolder, "heelResults.rds")) - appDir <- system.file("shinyApps", package = "Achilles") + appDir <- system.file("shinyApps", "heelResults", package = "Achilles") shiny::runApp(appDir, display.mode = "normal", launch.browser = TRUE) } - #' @title fetchAchillesHeelResults #' #' @description @@ -72,9 +96,9 @@ launchHeelResultsViewer <- function(connectionDetails, fetchAchillesHeelResults <- function (connectionDetails, resultsDatabaseSchema) { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - sql <- SqlRender::renderSql(sql = "SELECT * FROM @resultsDatabaseSchema.achilles_heel_results", + sql <- SqlRender::renderSql(sql = "select * from @resultsDatabaseSchema.achilles_heel_results", resultsDatabaseSchema = resultsDatabaseSchema)$sql - + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql issues <- DatabaseConnector::querySql(connection = connection, sql = sql) DatabaseConnector::disconnect(connection = connection) @@ -113,12 +137,14 @@ fetchAchillesAnalysisResults <- function (connectionDetails, sql <- SqlRender::renderSql(sql = sql, resultsDatabaseSchema = resultsDatabaseSchema, analysisId = analysisId)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql analysisResults <- DatabaseConnector::querySql(connection = connection, sql = sql) } else { sql <- "select * from @resultsDatabaseSchema.achilles_results_dist where analysis_id = @analysisId" sql <- SqlRender::renderSql(sql = sql, resultsDatabaseSchema = resultsDatabaseSchema, analysisId = analysisId)$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql analysisResults <- DatabaseConnector::querySql(connection = connection, sql = sql) } diff --git a/R/addDatasource.R b/R/addDataSource.R similarity index 65% rename from R/addDatasource.R rename to R/addDataSource.R index c71dea72..9b028e5e 100755 --- a/R/addDatasource.R +++ b/R/addDataSource.R @@ -1,4 +1,4 @@ -# @file exportToJson +# @file addDataSource # # Copyright 2018 Observational Health Data Sciences and Informatics # @@ -8,7 +8,7 @@ # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # -# http://www.apache.org/licenses/LICENSE-2.0 +# https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, @@ -17,10 +17,10 @@ # limitations under the License. -#' @title addDatasource +#' @title addDataSource #' #' @description -#' \code{addDatasource} adds a data source to the datasource.json file. +#' \code{addDataSource} adds a data source to the datasource.json file. #' #' @details #' Used to update the datasources file with the reference to a specified datasource. @@ -30,8 +30,8 @@ #' #' @param jsonFolderPath Path of the Json files generated by \code{exportToJson}. #' @param dataName Name of Achilles report. Default is the base folder of \code{jsonFolderPath}. -#' @param datasourcePath Path where datasource file will be saved. Default is one folder above the \code{jsonFolderPath} -#' @param datasourcesFilename Name of the file where the datasource is located or stored. Default is "datasources.json". +#' @param dataSourcePath Path where datasource file will be saved. Default is one folder above the \code{jsonFolderPath} +#' @param dataSourcesFilename Name of the file where the datasource is located or stored. Default is "datasources.json". #' @param additionalParam A R list specifying which additinal parameters to write to the datasource object. Default is \code{list(cdmVersion=5)}. #' #' @return none @@ -43,38 +43,38 @@ #' addDatasource(jsonFolderPath, "your_data_name") #' } #' @export -addDatasource <- function(jsonFolderPath, +addDataSource <- function(jsonFolderPath, dataName = NULL, - datasourcePath = NULL, - datasourcesFilename = "datasources.json", - additionalParam = list(cdmVersion = 5) ) -{ - # Parse the folder path. + dataSourcePath = NULL, + dataSourcesFileName = "datasources.json", + additionalParam = list(cdmVersion = 5) ) { + + # Parse the folder path ----------------------------------------------------------------------- folderName <- basename(jsonFolderPath) if (is.null(dataName)) { dataName <- folderName } - # Path to data source file - if (is.null(datasourcePath)) { - datasourcePath <- file.path( dirname(jsonFolderPath), datasourcesFilename) + # Path to data source file -------------------------------------------------------------------- + if (is.null(dataSourcePath)) { + dataSourcePath <- file.path(dirname(jsonFolderPath), dataSourcesFileName) } - # Read the json file or create new if not exists - if (file.exists(datasourcePath)) { - print(paste("Writing to existing datasources file: ", datasourcePath)) - j <- rjson::fromJSON(file = datasourcePath) + # Read the json file or create new if not exists ---------------------------------------------- + if (file.exists(dataSourcePath)) { + message(paste("Writing to existing datasources file: ", dataSourcePath)) + j <- rjson::fromJSON(file = dataSourcePath) } else { - print(paste("Creating a new datasources file: ", datasourcePath)) + message(paste("Creating a new datasources file: ", dataSourcePath)) j <- rjson::fromJSON('{"datasources":[]}') } - # Append new datasource object to existing datasources + # Append new datasource object to existing datasources ---------------------------------------- n_elements <- length(j$datasources) new_datasource <- c(name=dataName, folder=folderName, additionalParam) j$datasources[[n_elements+1]] <- new_datasource - # Overwrite existing json file - write(rjson::toJSON(j), datasourcePath) + # Overwrite existing json file --------------------------------------------------------------- + write(rjson::toJSON(j), dataSourcePath) } diff --git a/R/exportToJson.R b/R/exportToJson.R index de1522ae..49f20d84 100755 --- a/R/exportToJson.R +++ b/R/exportToJson.R @@ -8,7 +8,7 @@ # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # -# http://www.apache.org/licenses/LICENSE-2.0 +# https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, @@ -17,17 +17,19 @@ # limitations under the License. # # @author Observational Health Data Sciences and Informatics +# @author Martijn Schuemie +# @author Patrick Ryan +# @author Vojtech Huser # @author Chris Knoll -# @author Frank DeFalco # @author Ajit Londhe +# @author Taha Abdul-Basser # When adding a new report, append it to inst/csv/export/all_reports.csv getAllReports <- function() { - allReports <- read.csv(file = system.file("csv", "export", "all_reports.csv", package = "Achilles"), - stringsAsFactors = FALSE, header = TRUE)$REPORT - return (allReports) + read.csv(file = system.file("csv", "export", "all_reports.csv", package = "Achilles"), + stringsAsFactors = FALSE, header = TRUE)$REPORT } initOutputPath <- function (outputPath){ @@ -77,7 +79,7 @@ showReportTypes <- function() { #' e.g. Sys.setenv("R_ZIPCMD", "some_path_to_zip"). #' Due to recursion, the actual Achilles files and folders will be embedded in any parent directories that the source folder has. #' -#' See \code{data(allReports)} for a list of all report types +#' See \code{showReportTypes} for a list of all report types #' #' @return none #' @examples \dontrun{ diff --git a/inst/doc/achilles_flowchart.png b/inst/doc/achilles_flowchart.png new file mode 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zgM7q3vp;RzZ1yl8Gd*+Zb@mCXUHGn(uQAw9*W|wq$)7_rCTkQx5r>5nSeZbtfOTtr zb|ULw3wO@kDCp`5YZF-J|+X+sBowR}0@%3ARq^NQWrX5_hou~YS-1x`eCx*z2y zE?PQdwX{`oz3RMR?FbOvK(EtN1>GRPfA-_30d~rQNBIk^jY^=k48Iv42eofl|FjazGoPO7YHagB{LkL%mz zQe7;`u|%gGcm-fWenwlZy@BReHzYVAVDs>kVh4IC?AF2E=)^aC8(#DGR2Vaq;0Lc7 zIXI>^8CHKFQc7k@nqCg)ih{A3ZL;5?htlF423MPmCu4JZ!#__I?IOVitOZ;`{I0)- zc1keES6BE0W?!h1LO4}H<#Ep@7(BUOoLH^(55p_|{AEgWPwml>UOReDI3ai20X;D_iiF6F^l?#xCip+xn!EMpGx!$eQjOIP(5(~_x>04A% zj(_^D6UX*W^Rb$$+vs-A7_G%Op_ARI=YNKez+W>ovw$~Q$sVHOvn|aa>1chjXHA_b z)o&31=%>JChEQyhy%?)MG2uEBn$~L={h2KgcX^#9(S$tTBaPZ}-!ku8T5(`aV6GlO zzV*4R#Im~Gv$qfv-UC>hH)oXrV3zKcackG>qG)5DyUSFmO~-O}!@}_6L8dd@g(Hnu zOTSxD(%^OqSmNp6%D`(RgJJ(Mq4O_!JJ32-zjDO*XA+Vr_ooHT1jE|evKr8;I<30; zdvQ&&TfLwH9>Wp$DqCIl*JQBU`Fh5u(O=!zFKS@BUepiF6W~qgs&wF!y6yakEqCA!t#D<<*x*Q?;-z2g z*u1D>i8__Q-+i)~q@ojOe3Gz3Z?uKPeSG|r{e{xf)&^%A#3YY@x&GZ}apE9cmh4~M tH>9Gs^Z#ysXr~nXSL5~l|8E-SROJ>}NkiHJ + %\VignetteIndexEntry{Running Achilles on Your CDM} + %\VignetteEncoding{UTF-8} + %\VignetteEngine{knitr::rmarkdown} +--- + +```{r, echo = FALSE, message = FALSE, warning = FALSE} +library(Achilles) +knitr::opts_chunk$set( + cache = FALSE, + comment = "#>", + error = FALSE, + tidy = FALSE) +``` + +# Introduction + +In this vignette we cover how to run the Achilles package on your Common Data Model (CDM) database in order to characterize the dataset and run data quality (DQ) checks. The characterizations and DQ results can help you learn more about your dataset's features and limitations, and can then be consumed graphically using [AchillesWeb](https://github.com/OHDSI/AchillesWeb) or [Atlas Data Sources](https://github.com/OHDSI/Atlas). + +It is a best practice for all OHDSI sites to run Achilles on their CDM datasets to ensure researchers can examine study feasibility and contextualize study results. + +# General Approach + +The Achilles package consists of: + +1. The **achilles** function runs a set of SQL scripts to characterize the domains and concepts of the CDM. +2. The **achillesHeel** function uses the results of the achilles function to run a set of DQ scripts to evaluate the conformance and feasibility of your dataset. +3. The **createConceptHierarchy** function creates a table that summarizes all of the OMOP Vocabulary concepts. This is only necessary if using Atlas Data Sources. +4. The **createIndices** function creates table indices for the achilles tables, which can help improve query performance. +5. The **validateSchema** function compares your CDM schema against the OMOP CDM specification. +6. The **getAnalysisDetails** function provides descriptions about the full set of Achilles analyses. +7. The **dropAllScratchTables** function is useful only for multi-threaded mode. It can clear any leftover staging tables. +8. The **exportToJson** function can be used to export all Achilles results to JSON files, which is necessary for using AchillesWeb. +9. The **addDataSource** function can point a data source's JSON files to the AchillesWeb application. + +The Achilles package should be run sequentially. That is, **achilles** should be run first to generate the achilles_results and achilles_results_dist tables, and then optionally, **achillesHeel** should be run next to generate the achilles_heel_results and achilles_results_derived tables. + +```{r echo = FALSE} +knitr::include_graphics(path = "../inst/doc/achilles_flowchart.png") +``` + +## SQL Only Mode + +In most Achilles functions, you can specify `sqlOnly = TRUE` in order to produce the SQL without executing it, which can be useful if you'd like to examine the SQL closely or debug something. The SQL files are stored in the `outputFolder`. + +## Logging + +File and console logging is enabled across most Achilles functions. The status of each step is logged into files in the `outputFolder`. You can review the files in a common text editor, or use the Shiny Application from the `ParallelLogger` package to view them more interactively. + +```{r tidy = FALSE, eval = FALSE} +ParallelLogger::launchLogViewer(logFileName = "output/log_achilles.txt") +``` + +## Preparation for running Achilles + +In order to run the package, you will need to determine if you'd like the Achilles tables and staging tables to be stored in schemas that are separate from your CDM's schema (recommended), or within the same schema as the CDM. + +### Multi-Threaded vs Single-Threaded + +As the **achilles** and most of the **achillesHeel** functions can run independently, we have added a multi-threaded mode to allow for more than 1 SQL script to execute at a time. This is particularly useful for massively parallel processing (MPP) platforms such as Amazon Redshift and Microsoft PDW. It may not be beneficial for traditional SQL platforms, so only use the multi-threaded mode if confident it can be useful. + +Further, while multiple threads can help performance in MPP platforms, there can be diminishing returns as the cluster has a finite number of concurrency slots to handle the queries. A rule of thumb: most likely you should not use more than 10. + +In the multi-threaded mode, all scripts produce permanent staging tables, whereas in the single-threaded mode, the scripts produce temporary staging tables. In both, the staging tables are merged to produce the final Achilles tables. + +### Validate your CDM schema + +Before you run **achilles**, it may be useful to verify that your CDM schema conforms to the OMOP CDM specification. This can quickly identify issues with your CDM ahead of time. Refer to the [Common Data Model repo](https://github.com/OHDSI/CommonDataModel) to identify which version of the CDM you intend to validate against. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +validateSchema(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + cdmVersion = 5.3, + runCostAnalysis = TRUE, + outputFolder = "output", + sqlOnly = FALSE) +``` + +# Achilles Parameters (Both Modes) + +The following sub-sections describe the optional parameters in **achilles** that can be configured, regardless of whether you run the function in single- or multi-threaded mode. + +## Staging Table Prefix + +To keep the staging tables organized, the **achilles** function will use a table prefix of "tmpach" by default, but you can choose a different one using the `tempAchillesPrefix` parameter. This is useful for database platforms like Oracle, which limit the length of table names. + +## Source Name + +The `sourceName` parameter is used to assign the name of the dataset to the Achilles results. It is used in the Dashboard page in AchillesWeb and Atlas Data Sources. If you set this to `NULL`, the **achilles** function will try to obtain the source name from the CDM_SOURCE table. + +## Create Table + +The `createTable` parameter, when set to `TRUE`, drops any existing Achilles results tables and builds new ones. If set to `FALSE`, these tables will persist, and the **achilles** function will just insert new data to them. + +## Limiting the Analyses + +By default, the **achilles** function runs all analyses detailed in the `getAnalysisDetails` function. However, it may be useful to focus on a subset of analyses rather than running the whole set. This can be accomplished by specifying analysis Ids in the `analysisIds` parameter. + +## Cost Analyses + +By default, the **achilles** function does not run analyses on the COST table(s), as they can be very time-consuming, and are not critical to most OHDSI studies. However, you can choose to run these analyses by setting `runCostAnalysis` to `TRUE`. + +## Small Cell Count + +To avoid patient identifiability, you can establish the minimum cell size that should be kept in the Achilles tables. Cells with small counts (less than or equal to the value of the `smallCellCount` parameter) are deleted. By default, this is set to 5. However, set to NULL if you don't want any deletions. + +## Drop Scratch Tables + +*See the Post-Processing section to read about how to run this step separately* + +*This parameter is only necessary if running in multi-threaded mode* + +The `dropScratchTables` parameter, if set to `TRUE` will drop all staging tables created during the execution of **achilles** in multi-threaded mode. + +## Concept Hierarchy + +*See the Post-Processing section to read about how to run this step separately* + +*This table is only necessary if using Atlas Data Sources to consume Achilles results* + +The `conceptHierarchy` parameter, if set to `TRUE` will result in the concpet_hierarchy table to be created in the results schema. + +## Create Indices + +*See the Post-Processing section to read about how to run this step separately* + +## Return Value + +When running **achilles**, the return value, if you assign a variable to the function call, is a list object in which metadata about the execution and all of the SQL scripts executed are attributes. + +# Running Achilles: Single-Threaded Mode + +In single-threaded mode, there is no need to set a `scratchDatabaseSchema`, as temporary tables will be used. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +achilles(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + vocabDatabaseSchema = "vocab", + sourceName = "Synpuf", + cdmVersion = 5.3, + numThreads = 1) +``` + +# Running Achilles: Multi-Threaded Mode + +In multi-threaded mode, you need to specify `scratchDatabaseSchema` and use > 1 for `numThreads`. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +achilles(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + scratchDatabaseSchema = "scratch", + vocabDatabaseSchema = "vocab", + sourceName = "Synpuf", + cdmVersion = 5.3, + numThreads = 5) +``` + + +# Achilles Heel Parameters (Both Modes) + +## Staging Table Prefix + +To keep the staging tables organized, the **achillesHeel** function will use a table prefix of "tmpheel" by default, but you can choose a different one using the `tempHeelPrefix` parameter. This is useful for database platforms like Oracle, which limit the length of table names. + +## Drop Scratch Tables + +*See the Post-Processing section to read about how to run this step separately* + +*This parameter is only necessary if running in multi-threaded mode* + +The `dropScratchTables` parameter, if set to `TRUE` will drop all staging tables created during the execution of **achillesHeel** in multi-threaded mode. + +## Thresholds + +The `ThresholdAgeWarning`, `ThresholdOutpatientVisitPerc`, and `ThresholdMinimalPtMeasDxRx` parameters can be used to configure DQ thresholds in **achillesHeel**. + +* `ThresholdAgeWarning` refers to the maximum age to allow in the dataset; by default, this is 125 years of age. +* `ThresholdOutpatientVisitPerc` refers to the maximum percentage of outpatient visits allowed among all visits. This is by default set to 0.43. +* `ThresholdMinimalPtMeasDxRx` refers to the minimum percentage required of patients with at least 1 measurement, 1 condition, and 1 drug exposure. This is by default set to 20.5%. + +# Running Achilles Heel: Single-Threaded Mode + +In single-threaded mode, there is no need to set a `scratchDatabaseSchema`, as temporary tables will be used. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +achillesHeel(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + vocabDatabaseSchema = "vocab", + cdmVersion = 5.3, + numThreads = 1, + outputFolder = "output") +``` + +# Running Achilles Heel: Multi-Threaded Mode + +In multi-threaded mode, you need to specify `scratchDatabaseSchema` and use > 1 for `numThreads`. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") +achillesHeel(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + vocabDatabaseSchema = "vocab", + cdmVersion = 5.3, + numThreads = 5, + outputFolder = "output", + scratchDatabaseSchema = "scratch") + +``` + +# Post-Processing + +## Creating the Concept Hierarchy: Single-Threaded Mode + +*This table is only necessary if using Atlas Data Sources to consume Achilles results* + +In single-threaded mode, there is no need to set a `scratchDatabaseSchema`, as temporary tables will be used. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +createConceptHierarchy(connectionDetails = connectionDetails, + resultsDatabaseSchema = "results", + vocabDatabaseSchema = "vocab", + outputFolder = "output") +``` + +## Creating the Concept Hierarchy: Multi-Threaded Mode + +*This table is only necessary if using Atlas Data Sources to consume Achilles results* + +In multi-threaded mode, you need to specify `scratchDatabaseSchema` and use > 1 for `numThreads`. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +createConceptHierarchy(connectionDetails = connectionDetails, + resultsDatabaseSchema = "results", + vocabDatabaseSchema = "vocab", + outputFolder = "output", + scratchDatabaseSchema = "scratch", + numThreads = 3) +``` + + +## Creating Indices + +*Not necessary for Amazon Redshift or IBM Netezza* + +To improve query performance of the Achilles results tables, run the **createIndices** function. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +createIndices(connectionDetails = connectionDetails, + resultsDatabaseSchema = "results", + outputFolder = "output") +``` + + +## Dropping All Staging Tables (Multi-threaded only) + +If the **achilles** or **achillesHeel** execution has errors, or if you did not enable this step in the call to these functions, use the `dropAllScratchTables` function. + +The `tableTypes` parameter can be used to specify which batch of tables to drop ("achilles", "heel", "concept_hierarchy"). Setting this to `NULL` will drop them all. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +dropAllScratchTables(connectionDetails = connectionDetails, + scratchDatabaseSchema = "scratch", numThreads = 5) +``` + +# Examining the Results + +To view the Heel results, you can use the fetchAchillesHeelResults() function or the launchHeelResultsViewer() function. The former produces an R data frame that you can then export to various formats. The latter launches a Shiny application that renders the results in an easy to consume HTML file that can be viewed in your internet browser. + +## Fetch a data frame with the Heel Results + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +fetchAchillesHeelResults(connectionDetails = connectionDetails, + resultsDatabaseSchema = "results") +``` + +## View the Heel Results in HTML + +The Heel Results Shiny Application can be useful in interacting with the Heel Results. + +```{r echo = FALSE} +knitr::include_graphics(path = "../inst/doc/shinyHeel_screenshot.png") +``` + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- DatabaseConnector::createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") +launchHeelResultsViewer(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + outputFolder = "output") +``` + +## Using AchillesWeb + +AchillesWeb is a lightweight web application that can be used to consume the Achilles results graphically. It is no longer updated, as development priorities have shifted towards Atlas Data Sources, but AchillesWeb can still be utilized. To connect Achilles results to AchillesWeb, the Achilles results need to be exported to JSON files and the AchillesWeb JSON file needs to point to those JSON files. + +### Exporting to JSON + +The `exportToJson` function can export all of the Achilles results to JSON files that AchillesWeb can consume. + +* The `compressIntoOnFile` parameter, if set to `TRUE`, will compress all of the files into one zip file for easier portability. +* The `reports` parameter can be used to export specific reports rather than all. Use the `showReportTypes` function to see all possible reports. + +```{r tidy = FALSE, eval = FALSE} +connectionDetails <- createConnectionDetails(dbms = "postgresql", + server = "localhost/synpuf", + user = "cdm_user", + password = "cdm_password") + +exportToJson(connectionDetails = connectionDetails, + cdmDatabaseSchema = "cdm", + resultsDatabaseSchema = "results", + outputPath = "output", + vocabDatabaseSchema = "vocab") +``` + +### Adding Data Sources to AchillesWeb + +AchillesWeb relies upon a JSON file to point to CDM Achilles result JSON files. + +```{r tidy = FALSE, eval = FALSE} +addDataSource(jsonFolderPath = "output", + dataSourcePath = "achillesWeb") +``` + +## Using Atlas Data Sources + +If the Achilles results tables and the concept_hierarchy table are present in the results schema, you can point Atlas to this schema to have the results appear graphically in Atlas Data Sources. + + + +# Acknowledgments + +Considerable work has been dedicated to provide the `Achilles` package. + +```{r tidy = TRUE, eval = TRUE} +citation("Achilles") +``` diff --git a/vignettes/RunningAchilles.pdf b/vignettes/RunningAchilles.pdf new file mode 100644 index 0000000000000000000000000000000000000000..02b28d314d7c00b69bdf24008702a25ab545317e GIT binary patch literal 480649 zcmdSB2Rzo@|35C-lGP$bnH867BYR};kxgY?_Kxfo3Xz!=N+_Z1nNcCxdy|=2Dl_tb zU+)s#)#vW}`1Jk$9{>B%eXjR7?{l8#wO_Auidj)ioC5|ykubM*zU(D|F+drtub7eW z@iB0!FmOs(t6DQ~iZQU+8yPs5T3bP2XBY$oNQ|ruv7M0LIJ!2~-O*nsQ-5t-~x$n_@^BK9%~ z4*k`Hir8sDf`beKnE+CKmsS6ik-Zc#{!S6F{|*ts8&JwX++ee38GA5`t0%$`>d!AnA7y$$y9Zl|kQeApSr<5s)8* z2k}e&6vfT}&JIotl4n;0c5wWXbh}{wKz9)kjp^4T{?io*ntH?2I&Dl{`uXmfP&<7_|9_VAL#+tUW}+;>VepI`2**& z*~?x~w?U-<1r%HaNLKLK4^~GN`yJTfAG*EEXw)C64EGO^f3GqiT97Cp7?6k{_#gN# ziG>9UFW6ys8N2!pF5}vF!lM32mw5J~ME_EkK;HhVVoPBGg3AEoC=lxIf_90A{v$1c zL4UyYOEpo(&InQiq|~nU15xZq=Ed*)1cegpwHuwFf2$$i;>jOu4f>bL0pj?39vzGK zJhs_c0Vurxuv_3-z_oK=yMjUs^8X)v0(k-U1Fv?5l*4`m3f|Wa--QPKTW$PCj~~nz z*Dn?Ef14g4c#z&86+q^La*Rd;zr_ 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+\def\maxheight{\ifdim\Gin@nat@height>\textheight\textheight\else\Gin@nat@height\fi} +\makeatother +% Scale images if necessary, so that they will not overflow the page +% margins by default, and it is still possible to overwrite the defaults +% using explicit options in \includegraphics[width, height, ...]{} +\setkeys{Gin}{width=\maxwidth,height=\maxheight,keepaspectratio} +\IfFileExists{parskip.sty}{% +\usepackage{parskip} +}{% else +\setlength{\parindent}{0pt} +\setlength{\parskip}{6pt plus 2pt minus 1pt} +} +\setlength{\emergencystretch}{3em} % prevent overfull lines +\providecommand{\tightlist}{% + \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}} +\setcounter{secnumdepth}{5} +% Redefines (sub)paragraphs to behave more like sections +\ifx\paragraph\undefined\else +\let\oldparagraph\paragraph +\renewcommand{\paragraph}[1]{\oldparagraph{#1}\mbox{}} +\fi +\ifx\subparagraph\undefined\else +\let\oldsubparagraph\subparagraph +\renewcommand{\subparagraph}[1]{\oldsubparagraph{#1}\mbox{}} +\fi + +%%% Use protect on footnotes to avoid problems with footnotes in titles +\let\rmarkdownfootnote\footnote% +\def\footnote{\protect\rmarkdownfootnote} + +%%% Change title format to be more compact +\usepackage{titling} + +% Create subtitle command for use in maketitle +\newcommand{\subtitle}[1]{ + \posttitle{ + \begin{center}\large#1\end{center} + } +} + +\setlength{\droptitle}{-2em} + + \title{Running Achilles on Your CDM} + \pretitle{\vspace{\droptitle}\centering\huge} + \posttitle{\par} + \author{Ajit Londhe} + \preauthor{\centering\large\emph} + \postauthor{\par} + \predate{\centering\large\emph} + \postdate{\par} + \date{2018-10-06} + + +\begin{document} +\maketitle + +{ +\setcounter{tocdepth}{2} +\tableofcontents +} +\section{Introduction}\label{introduction} + +In this vignette we cover how to run the Achilles package on your Common +Data Model (CDM) database in order to characterize the dataset and run +data quality (DQ) checks. The characterizations and DQ results can help +you learn more about your dataset's features and limitations, and can +then be consumed graphically using +\href{https://github.com/OHDSI/AchillesWeb}{AchillesWeb} or +\href{https://github.com/OHDSI/Atlas}{Atlas Data Sources}. + +It is a best practice for all OHDSI sites to run Achilles on their CDM +datasets to ensure researchers can examine study feasibility and +contextualize study results. + +\section{General Approach}\label{general-approach} + +The Achilles package consists of: + +\begin{enumerate} +\def\labelenumi{\arabic{enumi}.} +\tightlist +\item + The \textbf{achilles} function runs a set of SQL scripts to + characterize the domains and concepts of the CDM. +\item + The \textbf{achillesHeel} function uses the results of the achilles + function to run a set of DQ scripts to evaluate the conformance and + feasibility of your dataset. +\item + The \textbf{createConceptHierarchy} function creates a table that + summarizes all of the OMOP Vocabulary concepts. This is only necessary + if using Atlas Data Sources. +\item + The \textbf{createIndices} function creates table indices for the + achilles tables, which can help improve query performance. +\item + The \textbf{validateSchema} function compares your CDM schema against + the OMOP CDM specification. +\item + The \textbf{getAnalysisDetails} function provides descriptions about + the full set of Achilles analyses. +\item + The \textbf{dropAllScratchTables} function is useful only for + multi-threaded mode. It can clear any leftover staging tables. +\item + The \textbf{exportToJson} function can be used to export all Achilles + results to JSON files, which is necessary for using AchillesWeb. +\item + The \textbf{addDataSource} function can point a data source's JSON + files to the AchillesWeb application. +\end{enumerate} + +The Achilles package should be run sequentially. That is, +\textbf{achilles} should be run first to generate the achilles\_results +and achilles\_results\_dist tables, and then optionally, +\textbf{achillesHeel} should be run next to generate the +achilles\_heel\_results and achilles\_results\_derived tables. + +\includegraphics{../inst/doc/achilles_flowchart.png} + +\subsection{SQL Only Mode}\label{sql-only-mode} + +In most Achilles functions, you can specify \texttt{sqlOnly\ =\ TRUE} in +order to produce the SQL without executing it, which can be useful if +you'd like to examine the SQL closely or debug something. The SQL files +are stored in the \texttt{outputFolder}. + +\subsection{Logging}\label{logging} + +File and console logging is enabled across most Achilles functions. The +status of each step is logged into files in the \texttt{outputFolder}. +You can review the files in a common text editor, or use the Shiny +Application from the \texttt{ParallelLogger} package to view them more +interactively. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{ParallelLogger}\OperatorTok{::}\KeywordTok{launchLogViewer}\NormalTok{(}\DataTypeTok{logFileName =} \StringTok{"output/log_achilles.txt"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{Preparation for running +Achilles}\label{preparation-for-running-achilles} + +In order to run the package, you will need to determine if you'd like +the Achilles tables and staging tables to be stored in schemas that are +separate from your CDM's schema (recommended), or within the same schema +as the CDM. + +\subsubsection{Multi-Threaded vs +Single-Threaded}\label{multi-threaded-vs-single-threaded} + +As the \textbf{achilles} and most of the \textbf{achillesHeel} functions +can run independently, we have added a multi-threaded mode to allow for +more than 1 SQL script to execute at a time. This is particularly useful +for massively parallel processing (MPP) platforms such as Amazon +Redshift and Microsoft PDW. It may not be beneficial for traditional SQL +platforms, so only use the multi-threaded mode if confident it can be +useful. + +Further, while multiple threads can help performance in MPP platforms, +there can be diminishing returns as the cluster has a finite number of +concurrency slots to handle the queries. A rule of thumb: most likely +you should not use more than 10. + +In the multi-threaded mode, all scripts produce permanent staging +tables, whereas in the single-threaded mode, the scripts produce +temporary staging tables. In both, the staging tables are merged to +produce the final Achilles tables. + +\subsubsection{Validate your CDM schema}\label{validate-your-cdm-schema} + +Before you run \textbf{achilles}, it may be useful to verify that your +CDM schema conforms to the OMOP CDM specification. This can quickly +identify issues with your CDM ahead of time. Refer to the +\href{https://github.com/OHDSI/CommonDataModel}{Common Data Model repo} +to identify which version of the CDM you intend to validate against. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{validateSchema}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{cdmVersion =} \FloatTok{5.3}\NormalTok{, } + \DataTypeTok{runCostAnalysis =} \OtherTok{TRUE}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{, } + \DataTypeTok{sqlOnly =} \OtherTok{FALSE}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\section{Achilles Parameters (Both +Modes)}\label{achilles-parameters-both-modes} + +The following sub-sections describe the optional parameters in +\textbf{achilles} that can be configured, regardless of whether you run +the function in single- or multi-threaded mode. + +\subsection{Staging Table Prefix}\label{staging-table-prefix} + +To keep the staging tables organized, the \textbf{achilles} function +will use a table prefix of ``tmpach'' by default, but you can choose a +different one using the \texttt{tempAchillesPrefix} parameter. This is +useful for database platforms like Oracle, which limit the length of +table names. + +\subsection{Source Name}\label{source-name} + +The \texttt{sourceName} parameter is used to assign the name of the +dataset to the Achilles results. It is used in the Dashboard page in +AchillesWeb and Atlas Data Sources. If you set this to \texttt{NULL}, +the \textbf{achilles} function will try to obtain the source name from +the CDM\_SOURCE table. + +\subsection{Create Table}\label{create-table} + +The \texttt{createTable} parameter, when set to \texttt{TRUE}, drops any +existing Achilles results tables and builds new ones. If set to +\texttt{FALSE}, these tables will persist, and the \textbf{achilles} +function will just insert new data to them. + +\subsection{Limiting the Analyses}\label{limiting-the-analyses} + +By default, the \textbf{achilles} function runs all analyses detailed in +the \texttt{getAnalysisDetails} function. However, it may be useful to +focus on a subset of analyses rather than running the whole set. This +can be accomplished by specifying analysis Ids in the +\texttt{analysisIds} parameter. + +\subsection{Cost Analyses}\label{cost-analyses} + +By default, the \textbf{achilles} function does not run analyses on the +COST table(s), as they can be very time-consuming, and are not critical +to most OHDSI studies. However, you can choose to run these analyses by +setting \texttt{runCostAnalysis} to \texttt{TRUE}. + +\subsection{Small Cell Count}\label{small-cell-count} + +To avoid patient identifiability, you can establish the minimum cell +size that should be kept in the Achilles tables. Cells with small counts +(less than or equal to the value of the \texttt{smallCellCount} +parameter) are deleted. By default, this is set to 5. However, set to +NULL if you don't want any deletions. + +\subsection{Drop Scratch Tables}\label{drop-scratch-tables} + +\emph{See the Post-Processing section to read about how to run this step +separately} + +\emph{This parameter is only necessary if running in multi-threaded +mode} + +The \texttt{dropScratchTables} parameter, if set to \texttt{TRUE} will +drop all staging tables created during the execution of +\textbf{achilles} in multi-threaded mode. + +\subsection{Concept Hierarchy}\label{concept-hierarchy} + +\emph{See the Post-Processing section to read about how to run this step +separately} + +\emph{This table is only necessary if using Atlas Data Sources to +consume Achilles results} + +The \texttt{conceptHierarchy} parameter, if set to \texttt{TRUE} will +result in the concpet\_hierarchy table to be created in the results +schema. + +\subsection{Create Indices}\label{create-indices} + +\emph{See the Post-Processing section to read about how to run this step +separately} + +\subsection{Return Value}\label{return-value} + +When running \textbf{achilles}, the return value, if you assign a +variable to the function call, is a list object in which metadata about +the execution and all of the SQL scripts executed are attributes. + +\section{Running Achilles: Single-Threaded +Mode}\label{running-achilles-single-threaded-mode} + +In single-threaded mode, there is no need to set a +\texttt{scratchDatabaseSchema}, as temporary tables will be used. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{achilles}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{, } + \DataTypeTok{sourceName =} \StringTok{"Synpuf"}\NormalTok{, } + \DataTypeTok{cdmVersion =} \FloatTok{5.3}\NormalTok{, } + \DataTypeTok{numThreads =} \DecValTok{1}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\section{Running Achilles: Multi-Threaded +Mode}\label{running-achilles-multi-threaded-mode} + +In multi-threaded mode, you need to specify +\texttt{scratchDatabaseSchema} and use \textgreater{} 1 for +\texttt{numThreads}. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{achilles}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{scratchDatabaseSchema =} \StringTok{"scratch"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{, } + \DataTypeTok{sourceName =} \StringTok{"Synpuf"}\NormalTok{, } + \DataTypeTok{cdmVersion =} \FloatTok{5.3}\NormalTok{, } + \DataTypeTok{numThreads =} \DecValTok{5}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\section{Achilles Heel Parameters (Both +Modes)}\label{achilles-heel-parameters-both-modes} + +\subsection{Staging Table Prefix}\label{staging-table-prefix-1} + +To keep the staging tables organized, the \textbf{achillesHeel} function +will use a table prefix of ``tmpheel'' by default, but you can choose a +different one using the \texttt{tempHeelPrefix} parameter. This is +useful for database platforms like Oracle, which limit the length of +table names. + +\subsection{Drop Scratch Tables}\label{drop-scratch-tables-1} + +\emph{See the Post-Processing section to read about how to run this step +separately} + +\emph{This parameter is only necessary if running in multi-threaded +mode} + +The \texttt{dropScratchTables} parameter, if set to \texttt{TRUE} will +drop all staging tables created during the execution of +\textbf{achillesHeel} in multi-threaded mode. + +\subsection{Thresholds}\label{thresholds} + +The \texttt{ThresholdAgeWarning}, \texttt{ThresholdOutpatientVisitPerc}, +and \texttt{ThresholdMinimalPtMeasDxRx} parameters can be used to +configure DQ thresholds in \textbf{achillesHeel}. + +\begin{itemize} +\tightlist +\item + \texttt{ThresholdAgeWarning} refers to the maximum age to allow in the + dataset; by default, this is 125 years of age. +\item + \texttt{ThresholdOutpatientVisitPerc} refers to the maximum percentage + of outpatient visits allowed among all visits. This is by default set + to 0.43. +\item + \texttt{ThresholdMinimalPtMeasDxRx} refers to the minimum percentage + required of patients with at least 1 measurement, 1 condition, and 1 + drug exposure. This is by default set to 20.5\%. +\end{itemize} + +\section{Running Achilles Heel: Single-Threaded +Mode}\label{running-achilles-heel-single-threaded-mode} + +In single-threaded mode, there is no need to set a +\texttt{scratchDatabaseSchema}, as temporary tables will be used. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{achillesHeel}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{, } + \DataTypeTok{cdmVersion =} \FloatTok{5.3}\NormalTok{, } + \DataTypeTok{numThreads =} \DecValTok{1}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\section{Running Achilles Heel: Multi-Threaded +Mode}\label{running-achilles-heel-multi-threaded-mode} + +In multi-threaded mode, you need to specify +\texttt{scratchDatabaseSchema} and use \textgreater{} 1 for +\texttt{numThreads}. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} +\KeywordTok{achillesHeel}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{, } + \DataTypeTok{cdmVersion =} \FloatTok{5.3}\NormalTok{, } + \DataTypeTok{numThreads =} \DecValTok{5}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{, } + \DataTypeTok{scratchDatabaseSchema =} \StringTok{"scratch"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\section{Post-Processing}\label{post-processing} + +\subsection{Creating the Concept Hierarchy: Single-Threaded +Mode}\label{creating-the-concept-hierarchy-single-threaded-mode} + +\emph{This table is only necessary if using Atlas Data Sources to +consume Achilles results} + +In single-threaded mode, there is no need to set a +\texttt{scratchDatabaseSchema}, as temporary tables will be used. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{createConceptHierarchy}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{Creating the Concept Hierarchy: Multi-Threaded +Mode}\label{creating-the-concept-hierarchy-multi-threaded-mode} + +\emph{This table is only necessary if using Atlas Data Sources to +consume Achilles results} + +In multi-threaded mode, you need to specify +\texttt{scratchDatabaseSchema} and use \textgreater{} 1 for +\texttt{numThreads}. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{createConceptHierarchy}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{, } + \DataTypeTok{scratchDatabaseSchema =} \StringTok{"scratch"}\NormalTok{, } + \DataTypeTok{numThreads =} \DecValTok{3}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{Creating Indices}\label{creating-indices} + +\emph{Not necessary for Amazon Redshift or IBM Netezza} + +To improve query performance of the Achilles results tables, run the +\textbf{createIndices} function. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{createIndices}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{Dropping All Staging Tables (Multi-threaded +only)}\label{dropping-all-staging-tables-multi-threaded-only} + +If the \textbf{achilles} or \textbf{achillesHeel} execution has errors, +or if you did not enable this step in the call to these functions, use +the \texttt{dropAllScratchTables} function. + +The \texttt{tableTypes} parameter can be used to specify which batch of +tables to drop (``achilles'', ``heel'', ``concept\_hierarchy''). Setting +this to \texttt{NULL} will drop them all. + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{dropAllScratchTables}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{scratchDatabaseSchema =} \StringTok{"scratch"}\NormalTok{, }\DataTypeTok{numThreads =} \DecValTok{5}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\section{Examining the Results}\label{examining-the-results} + +To view the Heel results, you can use the fetchAchillesHeelResults() +function or the launchHeelResultsViewer() function. The former produces +an R data frame that you can then export to various formats. The latter +launches a Shiny application that renders the results in an easy to +consume HTML file that can be viewed in your internet browser. + +\subsection{Fetch a data frame with the Heel +Results}\label{fetch-a-data-frame-with-the-heel-results} + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{fetchAchillesHeelResults}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{View the Heel Results in +HTML}\label{view-the-heel-results-in-html} + +The Heel Results Shiny Application can be useful in interacting with the +Heel Results. + +\includegraphics{../inst/doc/shinyHeel_screenshot.png} + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\NormalTok{DatabaseConnector}\OperatorTok{::}\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} +\KeywordTok{launchHeelResultsViewer}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{Using AchillesWeb}\label{using-achillesweb} + +AchillesWeb is a lightweight web application that can be used to consume +the Achilles results graphically. It is no longer updated, as +development priorities have shifted towards Atlas Data Sources, but +AchillesWeb can still be utilized. To connect Achilles results to +AchillesWeb, the Achilles results need to be exported to JSON files and +the AchillesWeb JSON file needs to point to those JSON files. + +\subsubsection{Exporting to JSON}\label{exporting-to-json} + +The \texttt{exportToJson} function can export all of the Achilles +results to JSON files that AchillesWeb can consume. + +\begin{itemize} +\tightlist +\item + The \texttt{compressIntoOnFile} parameter, if set to \texttt{TRUE}, + will compress all of the files into one zip file for easier + portability. +\item + The \texttt{reports} parameter can be used to export specific reports + rather than all. Use the \texttt{showReportTypes} function to see all + possible reports. +\end{itemize} + +\begin{Shaded} +\begin{Highlighting}[] +\NormalTok{connectionDetails <-}\StringTok{ }\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } + \DataTypeTok{server =} \StringTok{"localhost/synpuf"}\NormalTok{, } + \DataTypeTok{user =} \StringTok{"cdm_user"}\NormalTok{, } + \DataTypeTok{password =} \StringTok{"cdm_password"}\NormalTok{)} + +\KeywordTok{exportToJson}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } + \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } + \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } + \DataTypeTok{outputPath =} \StringTok{"output"}\NormalTok{, } + \DataTypeTok{vocabDatabaseSchema =} \StringTok{"vocab"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsubsection{Adding Data Sources to +AchillesWeb}\label{adding-data-sources-to-achillesweb} + +AchillesWeb relies upon a JSON file to point to CDM Achilles result JSON +files. + +\begin{Shaded} +\begin{Highlighting}[] +\KeywordTok{addDataSource}\NormalTok{(}\DataTypeTok{jsonFolderPath =} \StringTok{"output"}\NormalTok{, } + \DataTypeTok{dataSourcePath =} \StringTok{"achillesWeb"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\subsection{Using Atlas Data Sources}\label{using-atlas-data-sources} + +If the Achilles results tables and the concept\_hierarchy table are +present in the results schema, you can point Atlas to this schema to +have the results appear graphically in Atlas Data Sources. + +\section{Acknowledgments}\label{acknowledgments} + +Considerable work has been dedicated to provide the \texttt{Achilles} +package. + +\begin{Shaded} +\begin{Highlighting}[] +\KeywordTok{citation}\NormalTok{(}\StringTok{"Achilles"}\NormalTok{)} +\end{Highlighting} +\end{Shaded} + +\begin{verbatim} +#> +#> To cite package 'Achilles' in publications use: +#> +#> Patrick Ryan, Martijn Schuemie, Vojtech Huser, Chris Knoll, Ajit +#> Londhe and Taha Abdul-Basser (2018). Achilles: Creates +#> Descriptive Statistics Summary for an Entire OMOP CDM Instance. +#> R package version 1.6.3. +#> +#> A BibTeX entry for LaTeX users is +#> +#> @Manual{, +#> title = {Achilles: Creates Descriptive Statistics Summary for an Entire OMOP CDM Instance}, +#> author = {Patrick Ryan and Martijn Schuemie and Vojtech Huser and Chris Knoll and Ajit Londhe and Taha Abdul-Basser}, +#> year = {2018}, +#> note = {R package version 1.6.3}, +#> } +\end{verbatim} + + +\end{document} From d38a27b1df6d16dac2dc4a6d42402882b218e839 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sat, 6 Oct 2018 22:46:27 -0700 Subject: [PATCH 12/15] Added .deleteExistingRecords for when createTable is FALSE. Added tryCatch blocks to SQL executions --- R/Achilles.R | 92 +++++++++++++++++++++++++++++++++++++++++++--------- 1 file changed, 76 insertions(+), 16 deletions(-) diff --git a/R/Achilles.R b/R/Achilles.R index 2028c82f..61918608 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -140,7 +140,7 @@ achilles <- function (connectionDetails, sqlOnly = sqlOnly) } - # Get source name if none provided -------------------------------------------------- + # Get source name if none provided ---------------------------------------------------------------------------------------------- if (missing(sourceName) & !sqlOnly) { .getSourceName(connectionDetails, cdmDatabaseSchema) @@ -157,7 +157,7 @@ achilles <- function (connectionDetails, analysisDetails <- analysisDetails[analysisDetails$COST == 0, ] } - # Check if cohort table is present ------------------------------------------------------------------------------------- + # Check if cohort table is present --------------------------------------------------------------------------------------------- connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) @@ -198,6 +198,7 @@ achilles <- function (connectionDetails, scratchDatabaseSchema <- "#" schemaDelim <- "s_" ParallelLogger::logInfo("Beginning single-threaded execution") + # first invocation of the connection, to persist throughout to maintain temp tables connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) } else if (!requireNamespace("OhdsiRTools", quietly = TRUE)) { @@ -215,6 +216,13 @@ achilles <- function (connectionDetails, ParallelLogger::logInfo("Beginning multi-threaded execution") } + ## Remove existing results if createTable is FALSE ---------------------------------------------------------------- + + if (!createTable) { + .deleteExistingResults(connectionDetails = connectionDetails, + analysisDetails = analysisDetails) + } + # Create analysis table ------------------------------------------------------------- if (createTable) { @@ -463,10 +471,14 @@ achilles <- function (connectionDetails, if (numThreads == 1) { for (mainSql in mainSqls) { start <- Sys.time() - ParallelLogger::logInfo(sprintf("Main Analysis #%d (%s): START", mainSql$analysisId, + ParallelLogger::logInfo(sprintf("Analysis %d (%s) -- START", mainSql$analysisId, analysisDetails$ANALYSIS_NAME[analysisDetails$ANALYSIS_ID == mainSql$analysisId])) - DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) - ParallelLogger::logInfo(sprintf("Main Analysis #%d: COMPLETE (%f secs)", mainSql$analysisId, Sys.time() - start)) + tryCatch({ + DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) + ParallelLogger::logInfo(sprintf("Analysis %d -- COMPLETE (%f secs)", mainSql$analysisId, Sys.time() - start)) + }, error = function(e) { + ParallelLogger::logError(sprintf("Analysis %d -- ERROR %s", mainSql$analysisId, e)) + }) } } else { cluster <- OhdsiRTools::makeCluster(numberOfThreads = numThreads, singleThreadToMain = TRUE) @@ -474,12 +486,17 @@ achilles <- function (connectionDetails, x = mainSqls, function(mainSql) { start <- Sys.time() - ParallelLogger::logInfo(sprintf("Main Analysis #%d (%s): START", mainSql$analysisId, - analysisDetails$ANALYSIS_NAME[analysisDetails$ANALYSIS_ID == mainSql$analysisId])) connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) - DatabaseConnector::disconnect(connection = connection) - ParallelLogger::logInfo(sprintf("Main Analysis #%d: COMPLETE (%f secs)", mainSql$analysisId, Sys.time() - start)) + ParallelLogger::logInfo(sprintf("Main Analysis %d (%s) -- START", mainSql$analysisId, + analysisDetails$ANALYSIS_NAME[analysisDetails$ANALYSIS_ID == mainSql$analysisId])) + tryCatch({ + DatabaseConnector::executeSql(connection = connection, sql = mainSql$sql) + ParallelLogger::logInfo(sprintf("Main Analysis %d -- COMPLETE (%f secs)", mainSql$analysisId, Sys.time() - start)) + }, error = function(e) { + ParallelLogger::logError(sprintf("Analysis %d -- ERROR %s", mainSql$analysisId, e)) + }, finally = function(f) { + DatabaseConnector::disconnect(connection = connection) + }) }) OhdsiRTools::stopCluster(cluster = cluster) @@ -975,8 +992,13 @@ dropAllScratchTables <- function(connectionDetails, x = dropSqls, function(sql) { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - DatabaseConnector::executeSql(connection = connection, sql = sql) - DatabaseConnector::disconnect(connection = connection) + tryCatch({ + DatabaseConnector::executeSql(connection = connection, sql = sql) + }, error = function(e) { + ParallelLogger::logError(sprintf("Drop Achilles Scratch Table -- ERROR (%s)", e)) + }, finally = function(f) { + DatabaseConnector::disconnect(connection = connection) + }) }) OhdsiRTools::stopCluster(cluster = cluster) @@ -1008,8 +1030,13 @@ dropAllScratchTables <- function(connectionDetails, x = dropSqls, function(sql) { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - DatabaseConnector::executeSql(connection = connection, sql = sql) - DatabaseConnector::disconnect(connection = connection) + tryCatch({ + DatabaseConnector::executeSql(connection = connection, sql = sql) + }, error = function(e) { + ParallelLogger::logError(sprintf("Drop Heel Scratch Table -- ERROR (%s)", e)) + }, finally = function(f) { + DatabaseConnector::disconnect(connection = connection) + }) }) OhdsiRTools::stopCluster(cluster = cluster) @@ -1041,8 +1068,13 @@ dropAllScratchTables <- function(connectionDetails, x = dropSqls, function(sql) { connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) - DatabaseConnector::executeSql(connection = connection, sql = sql) - DatabaseConnector::disconnect(connection = connection) + tryCatch({ + DatabaseConnector::executeSql(connection = connection, sql = sql) + }, error = function(e) { + ParallelLogger::logError(sprintf("Drop Concept Hierarchy Scratch Table -- ERROR (%s)", e)) + }, finally = function(f) { + DatabaseConnector::disconnect(connection = connection) + }) }) OhdsiRTools::stopCluster(cluster = cluster) @@ -1158,4 +1190,32 @@ dropAllScratchTables <- function(connectionDetails, rm(connection) }) sourceName +} + +.deleteExistingResults <- function(connectionDetails, + analysisDetails) { + + + resultIds <- analysisDetails$ANALYSIS_ID[analysisDetails$DISTRIBUTION == 0] + distIds <- analysisDetails$ANALYSIS_ID[analysisDetails$DISTRIBUTION == 1] + + if (length(resultIds) > 0) { + sql <- SqlRender::renderSql(sql = "delete from @resultsDatabaseSchema.achilles_results where analysis_id in (@analysisIds);", + resultsDatabaseSchema = resultsDatabaseSchema, + analysisIds = paste(resultIds, collapse = ","))$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) + DatabaseConnector::executeSql(connection = connection, sql = sql) + DatabaseConnector::disconnect(connection = connection) + } + + if (length(distIds) > 0) { + sql <- SqlRender::renderSql(sql = "delete from @resultsDatabaseSchema.achilles_results_dist where analysis_id in (@analysisIds);", + resultsDatabaseSchema = resultsDatabaseSchema, + analysisIds = paste(distIds, collapse = ","))$sql + sql <- SqlRender::translateSql(sql = sql, targetDialect = connectionDetails$dbms)$sql + connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) + DatabaseConnector::executeSql(connection = connection, sql = sql) + DatabaseConnector::disconnect(connection = connection) + } } \ No newline at end of file From e0680a1f7506e28a99016c50fffea0162227eb16 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sun, 7 Oct 2018 09:05:03 -0700 Subject: [PATCH 13/15] If no analysisIds are specified (meaning run them all) and createTable is FALSE, set createTable to TRUE. Updated vignette with how to interpret the warnings from Heel. --- R/Achilles.R | 6 ++++ inst/doc/logging_screenshot.png | Bin 0 -> 195206 bytes vignettes/RunningAchilles.Rmd | 22 +++++++++--- vignettes/RunningAchilles.pdf | Bin 480649 -> 615612 bytes vignettes/RunningAchilles.tex | 58 ++++++++++++++++++++++++++++---- 5 files changed, 76 insertions(+), 10 deletions(-) create mode 100644 inst/doc/logging_screenshot.png diff --git a/R/Achilles.R b/R/Achilles.R index 61918608..7bc326f0 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -216,6 +216,12 @@ achilles <- function (connectionDetails, ParallelLogger::logInfo("Beginning multi-threaded execution") } + # Check if createTable is FALSE and no analysisIds specified ----------------------------------------------------- + + if (!createTable & missing(analysisIds)) { + createTable <- TRUE + } + ## Remove existing results if createTable is FALSE ---------------------------------------------------------------- if (!createTable) { diff --git 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zDRMD1tI=?@cJ%H=oLQWiOLrmy-DJ;vejl+$jR#DPghRit(|%tn54R4r@|(#Vnn}dm z=V?%unIBsAmh!G@$2pC;C^`R0>thBiS|3j|pVlW*4h#-b%5#Sid-`^usnOyd$lQ#{ z^9cy0P=_mM=`X(jN1JNL$N$G)>K_b%@bRYXPiGTJP_@BN#2lhB*ZoTCH0)}22l>h($ literal 0 HcmV?d00001 diff --git a/vignettes/RunningAchilles.Rmd b/vignettes/RunningAchilles.Rmd index 98f4c80f..732536da 100644 --- a/vignettes/RunningAchilles.Rmd +++ b/vignettes/RunningAchilles.Rmd @@ -62,6 +62,10 @@ File and console logging is enabled across most Achilles functions. The status o ParallelLogger::launchLogViewer(logFileName = "output/log_achilles.txt") ``` +```{r echo = FALSE} +knitr::include_graphics(path = "../inst/doc/logging_screenshot.png") +``` + ## Preparation for running Achilles In order to run the package, you will need to determine if you'd like the Achilles tables and staging tables to be stored in schemas that are separate from your CDM's schema (recommended), or within the same schema as the CDM. @@ -115,7 +119,7 @@ By default, the **achilles** function runs all analyses detailed in the `getAnal ## Cost Analyses -By default, the **achilles** function does not run analyses on the COST table(s), as they can be very time-consuming, and are not critical to most OHDSI studies. However, you can choose to run these analyses by setting `runCostAnalysis` to `TRUE`. +By default, the **achilles** function does not run analyses on the COST table(s), as they can be very time-consuming, and are not critical to most OHDSI studies. However, you can choose to run these analyses by setting `runCostAnalysis` to `TRUE`. The cost analyses are conditional on the CDM version. If using CDM v5.0, then the older cost tables are queried. If using any version after 5.0, the unified cost table is queried. ## Small Cell Count @@ -248,6 +252,8 @@ achillesHeel(connectionDetails = connectionDetails, # Post-Processing +This section describes the usage of standalone functions for post-processing that can be invoked if you did not use them in the **achilles** function call. + ## Creating the Concept Hierarchy: Single-Threaded Mode *This table is only necessary if using Atlas Data Sources to consume Achilles results* @@ -289,7 +295,7 @@ createConceptHierarchy(connectionDetails = connectionDetails, ## Creating Indices -*Not necessary for Amazon Redshift or IBM Netezza* +*Not supported by Amazon Redshift or IBM Netezza; function will skip this step if using those platforms* To improve query performance of the Achilles results tables, run the **createIndices** function. @@ -309,7 +315,7 @@ createIndices(connectionDetails = connectionDetails, If the **achilles** or **achillesHeel** execution has errors, or if you did not enable this step in the call to these functions, use the `dropAllScratchTables` function. -The `tableTypes` parameter can be used to specify which batch of tables to drop ("achilles", "heel", "concept_hierarchy"). Setting this to `NULL` will drop them all. +The `tableTypes` parameter can be used to specify which batch of staging tables to drop ("achilles", "heel", "concept_hierarchy"). The default value is to drop them all. ```{r tidy = FALSE, eval = FALSE} connectionDetails <- createConnectionDetails(dbms = "postgresql", @@ -325,8 +331,16 @@ dropAllScratchTables(connectionDetails = connectionDetails, To view the Heel results, you can use the fetchAchillesHeelResults() function or the launchHeelResultsViewer() function. The former produces an R data frame that you can then export to various formats. The latter launches a Shiny application that renders the results in an easy to consume HTML file that can be viewed in your internet browser. +Heel Results are warnings split into 3 categories: + +* **ERROR**: Something is probably not right with the way you transformed your native dataset into the CDM dataset. Review the error message and the associated Achilles analysis Id and Heel rule Id to investigate further. Use the **getAnalysisDetails** function to identify the Achilles analysis, and use the **fetchAchillesAnalysisResults** function to view the exact results of that analysis. +* **WARNING**: Something *may* be an issue with the domain or concept associated with the Achilles analysis Id or Heel rule Id. However, not all datasets are the same; Achilles Heel tries to compare yours to a gold-standard dataset, so it is very likely you will encounter some WARNINGs. Feel free to ignore these WARNINGs if it is an acceptable deviation from the gold-standard, but it is good practice to document these deviations for other researchers' knowledge. +* **NOTIFICATION**: These messages simply tell you how your dataset's content compares to practical thresholds on things like age, concept counts, death events, and visit types. These thresholds are not necessarily gold-standard, just values that are thought to be reasonable expected minimums or maximums. Feel free to ignore these NOTIFICATIONs if the expected values do not make sense with your particular dataset. + ## Fetch a data frame with the Heel Results +Once **achillesHeel** is run, you can fetch the results into a data frame for further consumption into whichever format you like using the **fetchAchillesHeelResults** function. + ```{r tidy = FALSE, eval = FALSE} connectionDetails <- createConnectionDetails(dbms = "postgresql", server = "localhost/synpuf", @@ -339,7 +353,7 @@ fetchAchillesHeelResults(connectionDetails = connectionDetails, ## View the Heel Results in HTML -The Heel Results Shiny Application can be useful in interacting with the Heel Results. +The Heel Results Shiny Application can be useful in interacting with the Heel Results. The Heel warnings are color-coded based on severity ("ERROR", "WARNING", "NOTIFICATION"), and are searchable. ```{r echo = FALSE} knitr::include_graphics(path = "../inst/doc/shinyHeel_screenshot.png") diff --git a/vignettes/RunningAchilles.pdf b/vignettes/RunningAchilles.pdf index 02b28d314d7c00b69bdf24008702a25ab545317e..c06158b84f604cc11432ddcdfb76274e2ffcf470 100644 GIT binary patch delta 256695 zcmcG#byQUC|1K<2B8_y1Gy~EN5<{bO3W(H*boUmK?iK-op;Nj`X+cU*x;q3xTJXJj zp6@xo-&ybZ*jrV#@eYXsUKEwd6Ec&lf#E@-a1$B)cheH*S*5!||sFS~O-Ltz>(*SAIRieuWIj9e*I_*V>wjC^Z7 zz-X(OQ_75r1^oB&9TO zecfX|B)B7X8qDxFk3>x`>Dl>VVZSfxE}9otl8)d3r(c#fDS8yfgaAiWpCwyfg)Umg zmr;#T2IM0xqRos>6?CTLp24Ct3U7M-mf*R&5-6d`)%R>3N#BWHqfuLe@;I;!Xjt2v z8&qVHj48ITo6H~K>+9lUB#wz1Qd_mvHNg^b9>U*H&NDL6ib$i1$mlt`4nvGILSEtK&J2`MN3L~=O{}$63q_}Xm&8VtHP3a7PIAxs zYAZ>W0oIbOT_oiaRVwcC3}F;%hcnZ%W(9pu_>p00Bs;U7atCi2Jw!wIkTr`xGPaUQ zN|T}Ebvj?YXZvpwQ%pjmiW9LhzGYlX^m&Yf#m9u-_c(i18IJD<2^VPXSdgy 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Sw|XdL7sFI Date: Sun, 7 Oct 2018 11:09:12 -0700 Subject: [PATCH 14/15] Added drilldown in Heel Shiny App to show associated Analysis and Heel SQLs --- R/AchillesViewResults.R | 31 +++++++++- inst/shinyApps/heelResults/global.R | 4 ++ inst/shinyApps/heelResults/server.R | 94 ++++++++++++++++++++++++++--- inst/shinyApps/heelResults/ui.R | 10 ++- man/launchHeelResultsViewer.Rd | 17 +++++- 5 files changed, 143 insertions(+), 13 deletions(-) create mode 100644 inst/shinyApps/heelResults/global.R diff --git a/R/AchillesViewResults.R b/R/AchillesViewResults.R index 85d03334..3984788a 100755 --- a/R/AchillesViewResults.R +++ b/R/AchillesViewResults.R @@ -33,6 +33,13 @@ #' @param resultsDatabaseSchema Fully qualified name of database schema that we can fetch final results from. #' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'. +#' @param scratchDatabaseSchema Fully qualified name of the database schema that will store all of the intermediate scratch tables, so for example, on SQL Server, 'cdm_scratch.dbo'. +#' Must be accessible to/from the cdmDatabaseSchema and the resultsDatabaseSchema. Default is resultsDatabaseSchema. +#' Making this "#" will run Achilles in single-threaded mode and use temporary tables instead of permanent tables. +#' @param vocabDatabaseSchema String name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'. +#' @param tempAchillesPrefix (OPTIONAL, multi-threaded mode) The prefix to use for the scratch Achilles analyses tables. Default is "tmpach" +#' @param tempHeelPrefix (OPTIONAL, multi-threaded mode) The prefix to use for the "temporary" (but actually permanent) Heel tables. Default is "tmpheel" +#' @param numThreads (OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread. #' @param outputFolder Path to store logs and SQL files #' #' @details @@ -42,6 +49,11 @@ launchHeelResultsViewer <- function(connectionDetails, cdmDatabaseSchema, resultsDatabaseSchema, + scratchDatabaseSchema = resultsDatabaseSchema, + vocabDatabaseSchema = cdmDatabaseSchema, + tempAchillesPrefix = "tmpach", + tempHeelPrefix = "tmpheel", + numThreads = 1, outputFolder) { dependencies <- c("shiny", "DT", @@ -59,12 +71,27 @@ launchHeelResultsViewer <- function(connectionDetails, stop(message, call. = FALSE) } } + + schemaDelim <- "." + + if (numThreads == 1 || scratchDatabaseSchema == "#") { + numThreads <- 1 + scratchDatabaseSchema <- "#" + schemaDelim <- "s_" + } issues <- fetchAchillesHeelResults(connectionDetails = connectionDetails, resultsDatabaseSchema = resultsDatabaseSchema) - Sys.setenv(outputFolder = file.path(getwd(), outputFolder)) - Sys.setenv(sourceName = .getSourceName(connectionDetails, cdmDatabaseSchema)) + Sys.setenv(outputFolder = file.path(getwd(), outputFolder), + sourceName = .getSourceName(connectionDetails, cdmDatabaseSchema), + dbms = connectionDetails$dbms, + cdmDatabaseSchema = cdmDatabaseSchema, + resultsDatabaseSchema = resultsDatabaseSchema, + scratchDatabaseSchema = scratchDatabaseSchema, + schemaDelim = schemaDelim, + tempAchillesPrefix = tempAchillesPrefix, + tempHeelPrefix = tempHeelPrefix) saveRDS(object = issues, file = file.path(outputFolder, "heelResults.rds")) diff --git a/inst/shinyApps/heelResults/global.R b/inst/shinyApps/heelResults/global.R new file mode 100644 index 00000000..1d0544ff --- /dev/null +++ b/inst/shinyApps/heelResults/global.R @@ -0,0 +1,4 @@ + + +ruleDetails <- read.csv(file = system.file("csv", "heel", "heel_rules_all.csv", package = "Achilles"), + stringsAsFactors = FALSE, header = TRUE) \ No newline at end of file diff --git a/inst/shinyApps/heelResults/server.R b/inst/shinyApps/heelResults/server.R index b66a8ba7..a8b24dec 100644 --- a/inst/shinyApps/heelResults/server.R +++ b/inst/shinyApps/heelResults/server.R @@ -5,18 +5,22 @@ library(tidyr) shinyServer(function(input, output, session) { - - output$cohortTable <- renderDataTable({ - + Heels <- reactive({ df <- readRDS(file.path(Sys.getenv("outputFolder"), "heelResults.rds")) df <- separate(data = df, col = ACHILLES_HEEL_WARNING, into = c("WARNING_TYPE", "ACHILLES_HEEL_WARNING"), sep = ":", extra = "merge") df <- dplyr::arrange(df, ANALYSIS_ID) %>% - dplyr::select(`Analysis Id` = ANALYSIS_ID, - `Warning Type` = WARNING_TYPE, - `Message` = ACHILLES_HEEL_WARNING, - `Rule Id` = RULE_ID, - `Record Count` = RECORD_COUNT) + dplyr::select(`Analysis Id` = ANALYSIS_ID, + `Rule Id` = RULE_ID, + `Warning Type` = WARNING_TYPE, + `Message` = ACHILLES_HEEL_WARNING, + `Record Count` = RECORD_COUNT) + df + }) + + output$heelTable <- renderDataTable({ + + df <- Heels() options = list(pageLength = 10000, searching = TRUE, @@ -37,4 +41,78 @@ shinyServer(function(input, output, session) { return (table) }) + + output$analysisInfo <- renderText({ + if(length(input$heelTable_rows_selected) == 0) { + return ("No Heel warning selected") + } + + row_count <- input$heelTable_rows_selected + analysisId <- Heels()[row_count, ]$`Analysis Id` + + if (!is.na(analysisId)) { + + sql <- SqlRender::loadRenderTranslateSql(sqlFilename = sprintf("analyses/%s.sql", analysisId), + packageName = "Achilles", + dbms = Sys.getenv("dbms"), + warnOnMissingParameters = FALSE, + cdmDatabaseSchema = Sys.getenv("cdmDatabaseSchema"), + resultsDatabaseSchema = Sys.getenv("resultsDatabaseSchema"), + scratchDatabaseSchema = Sys.getenv("scratchDatabaseSchema"), + schemaDelim = Sys.getenv("schemaDelim"), + tempAchillesPrefix = Sys.getenv("tempAchillesPrefix")) + + return (sql) + } + + return ("NA") + }) + + output$ruleInfo <- renderText({ + if(length(input$heelTable_rows_selected) == 0) { + return ("No Heel warning selected") + } + + row_count <- input$heelTable_rows_selected + ruleId <- Heels()[row_count, ]$`Rule Id` + + if (!is.na(ruleId)) { + + row <- ruleDetails[ruleDetails$rule_id == ruleId, ] + + if (row$execution_type == "parallel") { + if (row$destination_table == "heel_results") { + sqlFile <- sprintf("heels/parallel/heel_results/rule_%d.sql", ruleId) + } else { + sqlFile <- sprintf("heels/parallel/results_derived/%d.sql", ruleId) + } + } else { + sqlFile <- sprintf("heels/serial/rule_%d.sql", ruleId) + } + + sql <- SqlRender::loadRenderTranslateSql(sqlFilename = sqlFile, + packageName = "Achilles", + dbms = Sys.getenv("dbms"), + warnOnMissingParameters = FALSE, + cdmDatabaseSchema = Sys.getenv("cdmDatabaseSchema"), + resultsDatabaseSchema = Sys.getenv("resultsDatabaseSchema"), + scratchDatabaseSchema = Sys.getenv("scratchDatabaseSchema"), + schemaDelim = Sys.getenv("schemaDelim"), + tempHeelPrefix = Sys.getenv("tempHeelPrefix"), + heelName = ruleId) + return (sql) + } + + return ("NA") + }) + + # Downloadable csv of selected dataset ---- + output$downloadData <- downloadHandler( + filename = function() { + "heelResults.csv" + }, + content = function(file) { + write.csv(Heels(), file, row.names = FALSE) + } + ) }) \ No newline at end of file diff --git a/inst/shinyApps/heelResults/ui.R b/inst/shinyApps/heelResults/ui.R index 107d6b88..434f6d51 100644 --- a/inst/shinyApps/heelResults/ui.R +++ b/inst/shinyApps/heelResults/ui.R @@ -6,8 +6,14 @@ shinyUI( titlePanel(title = div(img(src = "ohdsi_logo.png"), strong(sprintf("Achilles Heel Results Viewer: %s", Sys.getenv("sourceName")))), windowTitle = "Achilles Heel Results Viewer"), fluidRow( - column(10, - dataTableOutput("cohortTable")) + column(9, + dataTableOutput("heelTable")), + column(3, + downloadButton("downloadData", "Download Heel Results"), + shiny::HTML("

Associated Analysis SQL

"), + verbatimTextOutput("analysisInfo", placeholder = TRUE), + shiny::HTML("

Associated Heel SQL

"), + verbatimTextOutput("ruleInfo", placeholder = TRUE)) ) ) ) \ No newline at end of file diff --git a/man/launchHeelResultsViewer.Rd b/man/launchHeelResultsViewer.Rd index f8b8aca0..72f44cf8 100644 --- a/man/launchHeelResultsViewer.Rd +++ b/man/launchHeelResultsViewer.Rd @@ -5,7 +5,10 @@ \title{Launch the Achilles Heel Shiny app} \usage{ launchHeelResultsViewer(connectionDetails, cdmDatabaseSchema, - resultsDatabaseSchema, outputFolder) + resultsDatabaseSchema, scratchDatabaseSchema = resultsDatabaseSchema, + vocabDatabaseSchema = cdmDatabaseSchema, + tempAchillesPrefix = "tmpach", tempHeelPrefix = "tmpheel", + numThreads = 1, outputFolder) } \arguments{ \item{connectionDetails}{An R object of type \code{connectionDetails} created using the function \code{createConnectionDetails} in the \code{DatabaseConnector} package.} @@ -16,6 +19,18 @@ On SQL Server, this should specifiy both the database and the schema, so for exa \item{resultsDatabaseSchema}{Fully qualified name of database schema that we can fetch final results from. On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'.} +\item{scratchDatabaseSchema}{Fully qualified name of the database schema that will store all of the intermediate scratch tables, so for example, on SQL Server, 'cdm_scratch.dbo'. +Must be accessible to/from the cdmDatabaseSchema and the resultsDatabaseSchema. Default is resultsDatabaseSchema. +Making this "#" will run Achilles in single-threaded mode and use temporary tables instead of permanent tables.} + +\item{vocabDatabaseSchema}{String name of database schema that contains OMOP Vocabulary. Default is cdmDatabaseSchema. On SQL Server, this should specifiy both the database and the schema, so for example 'results.dbo'.} + +\item{tempAchillesPrefix}{(OPTIONAL, multi-threaded mode) The prefix to use for the scratch Achilles analyses tables. Default is "tmpach"} + +\item{tempHeelPrefix}{(OPTIONAL, multi-threaded mode) The prefix to use for the "temporary" (but actually permanent) Heel tables. Default is "tmpheel"} + +\item{numThreads}{(OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread.} + \item{outputFolder}{Path to store logs and SQL files} } \description{ From 31ee8ffa58c5b17e80966cd209fd72e3091d7b87 Mon Sep 17 00:00:00 2001 From: Ajit Londhe Date: Sun, 7 Oct 2018 18:10:49 -0700 Subject: [PATCH 15/15] Added verboseMode to limit the amount of detail shown in the console. Updated vignette. --- R/Achilles.R | 102 ++++++++++++++++++++++-------- R/AchillesHeel.R | 21 ++++-- inst/doc/shinyHeel_screenshot.png | Bin 306323 -> 380251 bytes man/achilles.Rd | 4 +- man/achillesHeel.Rd | 5 +- man/createConceptHierarchy.Rd | 5 +- man/createIndices.Rd | 4 +- man/dropAllScratchTables.Rd | 4 +- man/validateSchema.Rd | 4 +- vignettes/RunningAchilles.Rmd | 36 +++++++---- vignettes/RunningAchilles.pdf | Bin 615612 -> 662432 bytes vignettes/RunningAchilles.tex | 66 ++++++++++++++----- 12 files changed, 187 insertions(+), 64 deletions(-) diff --git a/R/Achilles.R b/R/Achilles.R index 7bc326f0..67317acf 100755 --- a/R/Achilles.R +++ b/R/Achilles.R @@ -60,6 +60,7 @@ #' @param dropScratchTables (OPTIONAL, multi-threaded mode) TRUE = drop the scratch tables (may take time depending on dbms), FALSE = leave them in place for later removal. #' @param sqlOnly Boolean to determine if Achilles should be fully executed. TRUE = just generate SQL files, don't actually run, FALSE = run Achilles #' @param outputFolder Path to store logs and SQL files +#' @param verboseMode Boolean to determine if the console will show all execution steps. Default = TRUE #' #' @return An object of type \code{achillesResults} containing details for connecting to the database containing the results #' @examples \dontrun{ @@ -94,10 +95,29 @@ achilles <- function (connectionDetails, tempAchillesPrefix = "tmpach", dropScratchTables = TRUE, sqlOnly = FALSE, - outputFolder = "output") { + outputFolder = "output", + verboseMode = TRUE) { achillesSql <- c() + # Log execution ----------------------------------------------------------------------------------------------------------------- + ParallelLogger::clearLoggers() + unlink(file.path(outputFolder, "log_achilles.txt")) + + if (verboseMode) { + appenders <- list(ParallelLogger::createConsoleAppender(), + ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_achilles.txt"))) + } else { + appenders <- list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_achilles.txt"))) + } + + logger <- ParallelLogger::createLogger(name = "achilles", + threshold = "INFO", + appenders = appenders) + ParallelLogger::registerLogger(logger) + # Try to get CDM Version if not provided ---------------------------------------------------------------------------------------- if (missing(cdmVersion)) { @@ -119,15 +139,6 @@ achilles <- function (connectionDetails, dir.create(path = outputFolder, recursive = TRUE) } - # Log execution -------------------------------------------------------------------------------------------------------------------- - - unlink(file.path(outputFolder, "log_achilles.txt")) - logger <- ParallelLogger::createLogger(name = "achilles", - threshold = "INFO", - appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, - fileName = file.path(outputFolder, "log_achilles.txt")))) - ParallelLogger::registerLogger(logger) - # (optional) Validate CDM schema -------------------------------------------------------------------------------------------------- if (validateSchema) { @@ -197,6 +208,7 @@ achilles <- function (connectionDetails, numThreads <- 1 scratchDatabaseSchema <- "#" schemaDelim <- "s_" + ParallelLogger::logInfo("Beginning single-threaded execution") # first invocation of the connection, to persist throughout to maintain temp tables @@ -586,7 +598,8 @@ achilles <- function (connectionDetails, numThreads = numThreads, tempAchillesPrefix = tempAchillesPrefix, sqlOnly = sqlOnly, - outputFolder = outputFolder) + outputFolder = outputFolder, + verboseMode = verboseMode) } achillesSql <- c(achillesSql, hierarchySql) @@ -599,7 +612,8 @@ achilles <- function (connectionDetails, indicesSql <- createIndices(connectionDetails = connectionDetails, resultsDatabaseSchema = resultsDatabaseSchema, outputFolder = outputFolder, - sqlOnly = sqlOnly) + sqlOnly = sqlOnly, + verboseMode = verboseMode) } achillesSql <- c(achillesSql, indicesSql) @@ -616,7 +630,8 @@ achilles <- function (connectionDetails, numThreads = numThreads, tempHeelPrefix = "tmpheel", dropScratchTables = dropScratchTables, - outputFolder = outputFolder) + outputFolder = outputFolder, + verboseMode = verboseMode) heelSql <- heelResults$heelSql } @@ -664,6 +679,7 @@ achilles <- function (connectionDetails, #' @param numThreads (OPTIONAL, multi-threaded mode) The number of threads to use to run Achilles in parallel. Default is 1 thread. #' @param tempAchillesPrefix (OPTIONAL, multi-threaded mode) The prefix to use for the scratch Achilles analyses tables. Default is "tmpach" #' @param sqlOnly TRUE = just generate SQL files, don't actually run, FALSE = run Achilles +#' @param verboseMode Boolean to determine if the console will show all execution steps. Default = TRUE #' #' @export createConceptHierarchy <- function(connectionDetails, @@ -673,15 +689,24 @@ createConceptHierarchy <- function(connectionDetails, outputFolder, numThreads = 1, tempAchillesPrefix = "tmpach", - sqlOnly = FALSE) { + sqlOnly = FALSE, + verboseMode = TRUE) { # Log execution -------------------------------------------------------------------------------------------------------------------- unlink(file.path(outputFolder, "log_conceptHierarchy.txt")) + if (verboseMode) { + appenders <- list(ParallelLogger::createConsoleAppender(), + ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_conceptHierarchy.txt"))) + } else { + appenders <- list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_conceptHierarchy.txt"))) + } + logger <- ParallelLogger::createLogger(name = "conceptHierarchy", threshold = "INFO", - appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, - fileName = file.path(outputFolder, "log_conceptHierarchy.txt")))) + appenders = appenders) ParallelLogger::registerLogger(logger) schemaDelim <- "." @@ -775,20 +800,29 @@ createConceptHierarchy <- function(connectionDetails, #' On SQL Server, this should specifiy both the database and the schema, so for example, on SQL Server, 'cdm_results.dbo'. #' @param outputFolder Path to store logs and SQL files #' @param sqlOnly TRUE = just generate SQL files, don't actually run, FALSE = run Achilles +#' @param verboseMode Boolean to determine if the console will show all execution steps. Default = TRUE #' #' @export createIndices <- function(connectionDetails, resultsDatabaseSchema, outputFolder, - sqlOnly = FALSE) { + sqlOnly = FALSE, + verboseMode = TRUE) { # Log execution -------------------------------------------------------------------------------------------------------------------- unlink(file.path(outputFolder, "log_createIndices.txt")) + if (verboseMode) { + appenders <- list(ParallelLogger::createConsoleAppender(), + ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_createIndices.txt"))) + } else { + appenders <- list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_createIndices.txt"))) + } logger <- ParallelLogger::createLogger(name = "createIndices", threshold = "INFO", - appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, - fileName = file.path(outputFolder, "log_createIndices.txt")))) + appenders = appenders) ParallelLogger::registerLogger(logger) dropIndicesSql <- c() @@ -869,6 +903,7 @@ createIndices <- function(connectionDetails, #' @param runCostAnalysis Boolean to determine if cost analysis should be run. Note: only works on CDM v5 and v5.1.0+ style cost tables. #' @param outputFolder Path to store logs and SQL files #' @param sqlOnly TRUE = just generate SQL files, don't actually run, FALSE = run Achilles +#' @param verboseMode Boolean to determine if the console will show all execution steps. Default = TRUE #' #' @export validateSchema <- function(connectionDetails, @@ -877,15 +912,23 @@ validateSchema <- function(connectionDetails, cdmVersion, runCostAnalysis, outputFolder, - sqlOnly = FALSE) { + sqlOnly = FALSE, + verboseMode = TRUE) { # Log execution -------------------------------------------------------------------------------------------------------------------- unlink(file.path(outputFolder, "log_validateSchema.txt")) + if (verboseMode) { + appenders <- list(ParallelLogger::createConsoleAppender(), + ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_validateSchema.txt"))) + } else { + appenders <- list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_validateSchema.txt"))) + } logger <- ParallelLogger::createLogger(name = "validateSchema", threshold = "INFO", - appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, - fileName = file.path(outputFolder, "log_validateSchema.txt")))) + appenders = appenders) ParallelLogger::registerLogger(logger) majorVersions <- lapply(c("5", "5.1", "5.2", "5.3"), function(majorVersion) { @@ -951,6 +994,7 @@ getAnalysisDetails <- function() { #' @param numThreads The number of threads to use to run this function. Default is 1 thread. #' @param tableTypes The types of Achilles scratch tables to drop: achilles or heel or concept_hierarchy or all 3 #' @param outputFolder Path to store logs and SQL files +#' @param verboseMode Boolean to determine if the console will show all execution steps. Default = TRUE #' #' @export dropAllScratchTables <- function(connectionDetails, @@ -959,15 +1003,23 @@ dropAllScratchTables <- function(connectionDetails, tempHeelPrefix = "tmpheel", numThreads = 1, tableTypes = c("achilles", "heel", "concept_hierarchy"), - outputFolder) { + outputFolder, + verboseMode = TRUE) { # Log execution -------------------------------------------------------------------------------------------------------------------- unlink(file.path(outputFolder, "log_dropScratchTables.txt")) + if (verboseMode) { + appenders <- list(ParallelLogger::createConsoleAppender(), + ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_dropScratchTables.txt"))) + } else { + appenders <- list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_dropScratchTables.txt"))) + } logger <- ParallelLogger::createLogger(name = "dropAllScratchTables", threshold = "INFO", - appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, - fileName = file.path(outputFolder, "log_dropScratchTables.txt")))) + appenders = appenders) ParallelLogger::registerLogger(logger) connection <- DatabaseConnector::connect(connectionDetails = connectionDetails) diff --git a/R/AchillesHeel.R b/R/AchillesHeel.R index 3ae43597..361a63d8 100755 --- a/R/AchillesHeel.R +++ b/R/AchillesHeel.R @@ -49,6 +49,7 @@ #' @param ThresholdMinimalPtMeasDxRx The minimum percentage of patients with at least 1 Measurement, 1 Dx, and 1 Rx #' @param sqlOnly Boolean to determine if Heel should be fully executed. TRUE = just generate SQL files, don't actually run, FALSE = run Achilles Heel #' @param outputFolder Path to store logs and SQL files +#' @param verboseMode Boolean to determine if the console will show all execution steps. Default = TRUE #' #' @return The full Heel SQL code #' @examples \dontrun{ @@ -76,7 +77,8 @@ achillesHeel <- function(connectionDetails, ThresholdOutpatientVisitPerc = 0.43, ThresholdMinimalPtMeasDxRx = 20.5, outputFolder, - sqlOnly = FALSE) { + sqlOnly = FALSE, + verboseMode = TRUE) { # Try to get CDM Version if not provided ---------------------------------------------------------------------------------------- @@ -104,10 +106,17 @@ achillesHeel <- function(connectionDetails, # Log execution -------------------------------------------------------------------------------------------------------------------- unlink(file.path(outputFolder, "log_achillesHeel.txt")) + if (verboseMode) { + appenders <- list(ParallelLogger::createConsoleAppender(), + ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_achillesHeel.txt"))) + } else { + appenders <- list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, + fileName = file.path(outputFolder, "log_achillesHeel.txt"))) + } logger <- ParallelLogger::createLogger(name = "achillesHeel", threshold = "INFO", - appenders = list(ParallelLogger::createFileAppender(layout = ParallelLogger::layoutParallel, - fileName = file.path(outputFolder, "log_achillesHeel.txt")))) + appenders = appenders) ParallelLogger::registerLogger(logger) # Initialize thread and scratchDatabaseSchema settings ---------------------------------------------------------------- @@ -151,7 +160,8 @@ achillesHeel <- function(connectionDetails, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, tableTypes = c("heel"), - outputFolder = outputFolder) + outputFolder = outputFolder, + verboseMode = verboseMode) ParallelLogger::logInfo(sprintf("Temporary Heel tables removed from schema %s", scratchDatabaseSchema)) } @@ -365,7 +375,8 @@ achillesHeel <- function(connectionDetails, scratchDatabaseSchema = scratchDatabaseSchema, tempAchillesPrefix = tempAchillesPrefix, numThreads = numThreads, - tableTypes = c("heel")) + tableTypes = c("heel"), + verboseMode = verboseMode) ParallelLogger::logInfo(sprintf("Temporary Heel tables removed from schema %s", scratchDatabaseSchema)) } diff --git a/inst/doc/shinyHeel_screenshot.png b/inst/doc/shinyHeel_screenshot.png index c877ea35e232fca4380cfddd0f32ff96e0f5bc29..4af8b5660fcfdff9279070e7fb98d723fd5099e1 100644 GIT binary patch literal 380251 zcmeEu^;er+w=GhjcyWh9afjlT0tJc}cXxLUuEi!b0n_s;~*V(QLHcBam52973BX0~=VCQMF7jwU9yPUd#bXRu%)D5%d+ zlHY}u-7}6?eZ90?+V3ys2V>%0rMb-UCjuIf%KvVnYqHc)L_C}0Xu6c^s)B1ybh&11 z+#4NMV@j82Z0MI0Y!5@!@LRgtUA1jGTPc`x8nkV&iGC{fB#@!%cl%*C7;8B#ZF{}_ z@TIhPY+Y4#2Y8PNJ35Z-WnA$Bc+ReTe6e-rU4lM|d?f#$FNPtk8K?07TzlWr3^@X<^TW1f5h+q?SQ0!oOT7<6;59sx`~mqp%S)PaDFD#0f^!eUz~}NWir@Hj(QB) z3@7o!VVufUk=B6ZYCO!HrkR|-lVnQQ%u&h<5y~5r*RpgY;bEz3!%*T8Yb}LVN3qPB zQYx^*%)fhj9-Ktokwx@I_LdoP3;{9zd31SR-VgN6LE6LM>BnB~a>{efPnjGMsU2eS 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It is a best practice for all OHDSI sites to run Achilles on their CDM -datasets to ensure researchers can examine study feasibility and +datasets to ensure researchers can evaluate study feasibility and contextualize study results. \section{General Approach}\label{general-approach} @@ -215,6 +215,13 @@ \subsection{Logging}\label{logging} \includegraphics{../inst/doc/logging_screenshot.png} +\subsection{Verbose Mode}\label{verbose-mode} + +The \texttt{verboseMode} parameter can be set to FALSE if you'd like +less details about the function execution to appear in the console. +Either way, all details are written to the log files. By default, this +is set to TRUE. + \subsection{Preparation for running Achilles}\label{preparation-for-running-achilles} @@ -333,7 +340,7 @@ \subsection{Drop Scratch Tables}\label{drop-scratch-tables} \emph{This parameter is only necessary if running in multi-threaded mode} -The \texttt{dropScratchTables} parameter, if set to \texttt{TRUE} will +The \texttt{dropScratchTables} parameter, if set to \texttt{TRUE}, will drop all staging tables created during the execution of \textbf{achilles} in multi-threaded mode. @@ -345,7 +352,7 @@ \subsection{Concept Hierarchy}\label{concept-hierarchy} \emph{This table is only necessary if using Atlas Data Sources to consume Achilles results} -The \texttt{conceptHierarchy} parameter, if set to \texttt{TRUE} will +The \texttt{conceptHierarchy} parameter, if set to \texttt{TRUE}, will result in the concpet\_hierarchy table to be created in the results schema. @@ -354,11 +361,17 @@ \subsection{Create Indices}\label{create-indices} \emph{See the Post-Processing section to read about how to run this step separately} +The \texttt{createIndices} parameter, if set to \texttt{TRUE}, will +result in indices on the Achilles results tables to be created in order +to improve query performance. + \subsection{Return Value}\label{return-value} When running \textbf{achilles}, the return value, if you assign a variable to the function call, is a list object in which metadata about -the execution and all of the SQL scripts executed are attributes. +the execution and all of the SQL scripts executed are attributes. You +can also run the function call without assigning a variable to it, so +that no values are printed or returned. \section{Running Achilles: Single-Threaded Mode}\label{running-achilles-single-threaded-mode} @@ -598,7 +611,7 @@ \subsection{Dropping All Staging Tables (Multi-threaded \end{Highlighting} \end{Shaded} -\section{Examining the Results}\label{examining-the-results} +\section{Examining the Heel Results}\label{examining-the-heel-results} To view the Heel results, you can use the fetchAchillesHeelResults() function or the launchHeelResultsViewer() function. The former produces @@ -617,14 +630,16 @@ \section{Examining the Results}\label{examining-the-results} investigate further. Use the \textbf{getAnalysisDetails} function to identify the Achilles analysis, and use the \textbf{fetchAchillesAnalysisResults} function to view the exact - results of that analysis. + results of that analysis. Additionally, the + \textbf{launchHeelResultsViewer} function launches a Shiny Application + that can directly provide you with the associated SQL scripts. \item \textbf{WARNING}: Something \emph{may} be an issue with the domain or concept associated with the Achilles analysis Id or Heel rule Id. However, not all datasets are the same; Achilles Heel tries to compare yours to a gold-standard dataset, so it is very likely you will - encounter some WARNINGs. Feel free to ignore these WARNINGs if it is - an acceptable deviation from the gold-standard, but it is good + encounter some WARNINGs. Feel free to ignore these WARNINGs if they + are acceptable deviations from the gold-standard, but it is good practice to document these deviations for other researchers' knowledge. \item @@ -656,15 +671,24 @@ \subsection{Fetch a data frame with the Heel \end{Highlighting} \end{Shaded} -\subsection{View the Heel Results in -HTML}\label{view-the-heel-results-in-html} +\subsection{View Heel Results in Interactive Shiny +Application}\label{view-heel-results-in-interactive-shiny-application} The Heel Results Shiny Application can be useful in interacting with the Heel Results. The Heel warnings are color-coded based on severity -(``ERROR'', ``WARNING'', ``SEVERE''), and are searchable. +(``ERROR'', ``WARNING'', ``NOTIFICATION''), and are searchable. You can +also click on a row to see the associated Analysis and Heel SQL scripts +to try to debug the root cause. Results can be downloaded to CSV using +the ``Download Heel Results'' button. \includegraphics{../inst/doc/shinyHeel_screenshot.png} +When calling \textbf{launchHeelResultsViewer}, use the same parameters +you used to execute \textbf{achilles} and \textbf{achillesHeel}. The +Shiny app will use the parameters to render and translate the associated +SQL scripts so that you can copy and run them separately to debug +issues. + \begin{Shaded} \begin{Highlighting}[] \NormalTok{connectionDetails <-}\StringTok{ }\NormalTok{DatabaseConnector}\OperatorTok{::}\KeywordTok{createConnectionDetails}\NormalTok{(}\DataTypeTok{dbms =} \StringTok{"postgresql"}\NormalTok{, } @@ -674,18 +698,23 @@ \subsection{View the Heel Results in \KeywordTok{launchHeelResultsViewer}\NormalTok{(}\DataTypeTok{connectionDetails =}\NormalTok{ connectionDetails, } \DataTypeTok{cdmDatabaseSchema =} \StringTok{"cdm"}\NormalTok{, } \DataTypeTok{resultsDatabaseSchema =} \StringTok{"results"}\NormalTok{, } - \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{)} + \DataTypeTok{scratchDatabaseSchema =} \StringTok{"scratch"}\NormalTok{,} + \DataTypeTok{outputFolder =} \StringTok{"output"}\NormalTok{, } + \DataTypeTok{numThreads =} \DecValTok{5}\NormalTok{)} \end{Highlighting} \end{Shaded} \subsection{Using AchillesWeb}\label{using-achillesweb} AchillesWeb is a lightweight web application that can be used to consume -the Achilles results graphically. It is no longer updated, as -development priorities have shifted towards Atlas Data Sources, but -AchillesWeb can still be utilized. To connect Achilles results to -AchillesWeb, the Achilles results need to be exported to JSON files and -the AchillesWeb JSON file needs to point to those JSON files. +the Achilles and Heel results graphically. It is no longer actively +updated, as development priorities have shifted towards Atlas Data +Sources, but AchillesWeb can still be utilized. To connect Achilles +results to AchillesWeb, the Achilles results need to be exported to JSON +files and the AchillesWeb JSON file needs to point to those JSON files. + +Please refer to \href{https://github.com/OHDSI/AchillesWeb}{AchillesWeb} +for more information. \subsubsection{Exporting to JSON}\label{exporting-to-json} @@ -738,6 +767,9 @@ \subsection{Using Atlas Data Sources}\label{using-atlas-data-sources} present in the results schema, you can point Atlas to this schema to have the results appear graphically in Atlas Data Sources. +Please refer to \href{https://github.com/OHDSI/Atlas}{Atlas Data +Sources} for more information. + \section{Acknowledgments}\label{acknowledgments} Considerable work has been dedicated to provide the \texttt{Achilles}

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