tag:blogger.com,1999:blog-231709592024-03-05T16:44:54.252-06:00SQL Server Arquitectura, Base de Datos y Cloud ComputingEduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.comBlogger641125tag:blogger.com,1999:blog-23170959.post-32325952610157248192022-01-15T07:58:00.002-06:002022-01-15T07:58:50.960-06:00Machine Learning Services con SQL Server Managed Instance<p> En este articulo se incluyen los scripts para configurar y utilizar los servicios de Machine Learning Services en Azure Managed Instance y de esa forma poder ejecutar scripts de Python dentro de la base de datos</p><p><br /></p><p><br /></p><div style="background-color: #fffffe; color: #212121; font-family: Consolas, "Courier New", monospace; font-size: 12px; line-height: 16px; white-space: pre;"><div><span style="color: green;">-- Para habilitar Machine Learning Services en Azure SQL Managed Instance, habilite la extensibilidad</span></div><br /><div>sp_configure <span style="color: #a31515;">'external scripts enabled'</span>, <span style="color: #09885a;">1</span>;</div><div><span style="color: blue;">RECONFIGURE</span> <span style="color: blue;">WITH</span> <span style="color: blue;">OVERRIDE</span>;</div><br /><div><span style="color: green;">-- Ejecucion de un script sencillo</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> N<span style="color: #a31515;">'</span></div><div><span style="color: #a31515;">a = 1</span></div><div><span style="color: #a31515;">b = 2</span></div><div><span style="color: #a31515;">c = a/b</span></div><div><span style="color: #a31515;">d = a*b</span></div><div><span style="color: #a31515;">print(c, d)</span></div><div><span style="color: #a31515;">'</span></div><br /><div><span style="color: green;">-- Script en Python que devuelve un Result Set</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> <span style="color: #a31515;">N'OutputDataSet = InputDataSet'</span></div><div> , @input_data_1 <span style="color: black;">=</span> <span style="color: #a31515;">N'SELECT 1 AS resultado'</span></div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([Resultado Hola Mundo] <span style="color: blue;">INT</span>));</div><div><span style="color: blue;">GO</span></div><br /><div><span style="color: green;">-- Uso de las variables de entrada y salida predeterminadas de sp_execute_external_script: InputDataSet y OutputDataSet.</span></div><br /><div><span style="color: green;">-- Crear una tabla pequeña con datos de prueba</span></div><br /><div><span style="color: blue;">CREATE</span> <span style="color: blue;">TABLE</span> PythonTestData (col1 <span style="color: blue;">INT</span> <span style="color: blue;">NOT</span> <span style="color: blue;">NULL</span>)</div><br /><div><span style="color: blue;">INSERT</span> <span style="color: blue;">INTO</span> PythonTestData</div><div><span style="color: blue;">VALUES</span> (<span style="color: #09885a;">1</span>);</div><br /><div><span style="color: blue;">INSERT</span> <span style="color: blue;">INTO</span> PythonTestData</div><div><span style="color: blue;">VALUES</span> (<span style="color: #09885a;">10</span>);</div><br /><div><span style="color: blue;">INSERT</span> <span style="color: blue;">INTO</span> PythonTestData</div><div><span style="color: blue;">VALUES</span> (<span style="color: #09885a;">100</span>);</div><div><span style="color: blue;">GO</span></div><br /><div><span style="color: green;">-- Use la instrucción SELECT para consultar la tabla</span></div><br /><div><span style="color: blue;">SELECT</span> <span style="color: black;">*</span></div><div><span style="color: blue;">FROM</span> PythonTestData</div><br /><div><span style="color: green;">-- el siguiente script de Python. Recupera los datos de la tabla mediante </span></div><div><span style="color: green;">-- la instrucción SELECT, los pasa mediante el entorno de ejecución de Python </span></div><div><span style="color: green;">-- y devuelve los datos como una trama de datos</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> <span style="color: #a31515;">N'OutputDataSet = InputDataSet;'</span></div><div> , @input_data_1 <span style="color: black;">=</span> <span style="color: #a31515;">N'SELECT * FROM PythonTestData;'</span></div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([NewColName] <span style="color: blue;">INT</span> <span style="color: blue;">NOT</span> <span style="color: blue;">NULL</span>));</div><br /><div><span style="color: green;">-- Ahora, cambie los nombres de las variables de entrada y salida</span></div><div><span style="color: green;">-- Los nombres predeterminados de las variables de entrada y salida son InputDataSet y OutputDataSet</span></div><div><span style="color: green;">-- El script siguiente cambia los nombres a SQL_in y SQL_out</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> <span style="color: #a31515;">N'SQL_out = SQL_in;'</span></div><div> , @input_data_1 <span style="color: black;">=</span> <span style="color: #a31515;">N'SELECT 12 as Col;'</span></div><div> , @input_data_1_name <span style="color: black;">=</span> <span style="color: #a31515;">N'SQL_in'</span></div><div> , @output_data_1_name <span style="color: black;">=</span> <span style="color: #a31515;">N'SQL_out'</span></div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([NewColName] <span style="color: blue;">INT</span> <span style="color: blue;">NOT</span> <span style="color: blue;">NULL</span>));</div><br /><div><span style="color: green;">-- se puede generar valores con el script de Python sin datos de entrada (@input_data_1 se establece en blanco)</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> N<span style="color: #a31515;">'</span></div><div><span style="color: #a31515;">import pandas as pd</span></div><div><span style="color: #a31515;">mytextvariable = pandas.Series(["hello", " ", "world"]);</span></div><div><span style="color: #a31515;">OutputDataSet = pd.DataFrame(mytextvariable);</span></div><div><span style="color: #a31515;">'</span></div><div> , @input_data_1 <span style="color: black;">=</span> <span style="color: #a31515;">N''</span></div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([Col1] <span style="color: blue;">CHAR</span>(<span style="color: #09885a;">20</span>) <span style="color: blue;">NOT</span> <span style="color: blue;">NULL</span>));</div><br /><div><span style="color: green;">-- Si quiere ver qué versión de Python está instalada en el servidor</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> N<span style="color: #a31515;">'</span></div><div><span style="color: #a31515;">import sys</span></div><div><span style="color: #a31515;">print(sys.version)</span></div><div><span style="color: #a31515;">'</span></div><div><span style="color: blue;">GO</span></div><br /><div><span style="color: green;">-- Para ver una lista de los paquetes de Python instalados</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> N<span style="color: #a31515;">'</span></div><div><span style="color: #a31515;">import pkg_resources</span></div><div><span style="color: #a31515;">import pandas</span></div><div><span style="color: #a31515;">dists = [str(d) for d in pkg_resources.working_set]</span></div><div><span style="color: #a31515;">OutputDataSet = pandas.DataFrame(dists)</span></div><div><span style="color: #a31515;">'</span></div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([Package] <span style="color: blue;">NVARCHAR</span>(<span style="color: #795e26;">max</span>)))</div><div><span style="color: blue;">GO</span></div><br /><div><span style="color: green;">-- El siguiente código de Python devuelve 100 números en una media de 50</span></div><br /><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> N<span style="color: #a31515;">'</span></div><div><span style="color: #a31515;">import numpy</span></div><div><span style="color: #a31515;">import pandas</span></div><div><span style="color: #a31515;">OutputDataSet = pandas.DataFrame(numpy.random.normal(size=100, loc=50, scale=3));</span></div><div><span style="color: #a31515;">'</span></div><div> , @input_data_1 <span style="color: black;">=</span> <span style="color: #a31515;">N' ;'</span></div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([Density] <span style="color: blue;">FLOAT</span> <span style="color: blue;">NOT</span> <span style="color: blue;">NULL</span>));</div><div><span style="color: blue;">GO</span>;</div><br /><div><span style="color: green;">-- Definicion de un procedimiento almacenado que obtenga los argumentos del usuario</span></div><br /><div><span style="color: blue;">CREATE</span> <span style="color: blue;">PROCEDURE</span> MyPyNorm (</div><div> @param1 <span style="color: blue;">INT</span></div><div> , @param2 <span style="color: blue;">INT</span></div><div> , @param3 <span style="color: blue;">INT</span></div><div> )</div><div><span style="color: blue;">AS</span></div><div><span style="color: blue;">EXECUTE</span> sp_execute_external_script @language <span style="color: black;">=</span> <span style="color: #a31515;">N'Python'</span></div><div> , @script <span style="color: black;">=</span> N<span style="color: #a31515;">'</span></div><div><span style="color: #a31515;">import numpy</span></div><div><span style="color: #a31515;">import pandas</span></div><div><span style="color: #a31515;">OutputDataSet = pandas.DataFrame(numpy.random.normal(size=mynumbers, loc=mymean, scale=mysd));</span></div><div><span style="color: #a31515;">'</span></div><div> , @input_data_1 <span style="color: black;">=</span> <span style="color: #a31515;">N' ;'</span></div><div> , @params <span style="color: black;">=</span> <span style="color: #a31515;">N' @mynumbers int, @mymean int, @mysd int'</span></div><div> , @mynumbers <span style="color: black;">=</span> @param1</div><div> , @mymean <span style="color: black;">=</span> @param2</div><div> , @mysd <span style="color: black;">=</span> @param3</div><div><span style="color: blue;">WITH</span> RESULT <span style="color: blue;">SETS</span>(([Density] <span style="color: blue;">FLOAT</span> <span style="color: blue;">NOT</span> <span style="color: blue;">NULL</span>));</div><div><span style="color: blue;">GO</span>;</div><br /><div><span style="color: green;">-- Ahora que ha creado la función de Python en un procedimiento almacenado, </span></div><div><span style="color: green;">-- puede llamar a la función y pasar distintos valores fácilmente de la manera siguiente</span></div><br /><div><span style="color: blue;">EXECUTE</span> MyPyNorm @param1 <span style="color: black;">=</span> <span style="color: #09885a;">100</span>,@param2 <span style="color: black;">=</span> <span style="color: #09885a;">50</span>, @param3 <span style="color: black;">=</span> <span style="color: #09885a;">3</span></div><br /></div>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-42956252235728616102021-10-31T21:12:00.005-06:002021-10-31T21:12:57.538-06:00Demostración de SQL Server Query Store<p>A continuación les comparto el script de TSQL utilizado durante la demostración de SQL Server Query Store.</p><p><br /></p><p><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Creamos la base de datos</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">CREATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">DATABASE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">PRIMARY</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NAME</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: red; font-family: "Courier New"; font-size: small;">N'db_ejemplo_querystore'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">filename</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">N'C:\DATOS_SQL\db_ejemplo_querystore.mdf'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">size</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">102400</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">kb</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">maxsize</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">1024000</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">kb</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">filegrowth</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">20480</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">kb</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">log</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NAME</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: red; font-family: "Courier New"; font-size: small;">N'db_ejemplo_querystore_log'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">filename</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: red; font-family: "Courier New"; font-size: small;">N'C:\DATOS_SQL\db_ejemplo_querystore_log.ldf'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">size</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">20480</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">kb</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">maxsize</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">1024000</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">kb</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">filegrowth</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">20480</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">kb</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">ALTER</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">DATABASE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">auto_update_statistics</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">OFF</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">ALTER</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">DATABASE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">auto_create_statistics</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">OFF</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">ALTER</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">DATABASE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">recovery</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">simple</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">ALTER</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">DATABASE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">query_store</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">OFF</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">USE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- crear una tabla de ejemplo</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">CREATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">TABLE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;"><i>CHAR</i></span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="font-family: "Courier New"; font-size: small;">100</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NOT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NULL</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;"><i>CHAR</i></span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="font-family: "Courier New"; font-size: small;">100</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NOT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NULL</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;"><i>INT</i></span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NULL</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- procedimiento almacenado de ejemplo</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">CREATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">PROC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: small;">@id</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;"><i>SMALLINT</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">AS</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">nocount</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">SELECT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">FROM</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">WHERE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: small;">@id</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- llenar la tabla con datos</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">nocount</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">INSERT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INTO</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SELECT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'18'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'2f'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">2</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">20000</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">INSERT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INTO</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SELECT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'171'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'1ff'</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">4000</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">INSERT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INTO</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SELECT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'172'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'1ff'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">10</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">INSERT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INTO</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SELECT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'172'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'1ff'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">4</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">15000</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- habilitar el Query Store en la base de datos</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">ALTER</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">DATABASE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_ejemplo_querystore</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">query_store</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- ejecutar el procedimiento sin indices</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">20</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-------------------------------</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Revisemos el Query Store</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-------------------------------</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Ahora creemos un indice y volvemos a revisar el Query Store</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">CREATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NONCLUSTERED</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INDEX</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">ncindice_1</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">20</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-------------------------------</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Revisemos el Query Store</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-------------------------------</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Ahora creemos un indice y volvemos a revisar el Query Store</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">CREATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NONCLUSTERED</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INDEX</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">ncindice_2</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">20</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Hagamos algunas consultas para determinar el plan de ejecucion</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">UPDATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'1'</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">WHERE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'0'</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">UPDATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SET</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'3ff'</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">WHERE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'1'</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">DELETE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">FROM</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">WHERE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">3</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">INSERT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INTO</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">SELECT</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'173'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: red; font-family: "Courier New"; font-size: small;">'1fa'</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">5</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">20</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-------------------------------</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Revisemos el Query Store</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-------------------------------</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Sp_query_store_force_plan</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: small;">@query_id</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: small;">@plan_id</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">4</span><span style="color: silver; font-family: "Courier New"; font-size: small;">;</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;">20</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Creemos un indice que es mejor para el desempeno</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">CREATE</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">NONCLUSTERED</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">INDEX</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">ncindice_3</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: small;">ON</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">db_tabla_query_store</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">tipo</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">include</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">campo2</span><span style="color: maroon; font-family: "Courier New"; font-size: small;">)</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: green; font-family: "Courier New"; font-size: small;"><i>-- Quitemos el plan forzado</i></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Sp_query_store_unforce_plan</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: small;">@query_id</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">1</span><span style="color: silver; font-family: "Courier New"; font-size: small;">,</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: small;">@plan_id</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: small;">=</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">2</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: small;">EXEC</span><span style="font-family: "Courier New"; font-size: small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: small;">dbo</span><span style="color: silver; font-family: "Courier New"; font-size: small;">.</span><span style="color: #ff0080; font-family: "Courier New"; font-size: small;"><b>Procedimiento_ejemplo</b></span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: small;"> </span><span style="font-family: "Courier New"; font-size: small;">0</span><span style="font-family: "Courier New"; font-size: small;"></span><br style="font-family: "Courier New"; font-size: small;" /><br style="font-family: "Courier New"; font-size: small;" /><span style="color: maroon; font-family: "Courier New"; font-size: small;">go</span><span style="font-family: "Courier New"; font-size: small;"> </span></p>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-26703704852981367012021-10-24T20:29:00.001-06:002021-10-24T20:29:03.567-06:00Cómo identificar consultas más pesadas en SQL Server<p><span style="font-family: arial;">Muchas veces nos encontramos en situaciones en las cuales tenemos un servidor SQL Server, y los usuarios reportan que el sistema está lento, por lo tanto, es crucial que podamos identificar cuál es la causa. </span></p><p><span style="font-family: arial;">El primer paso puede ser identificar cuáles son las consultas TSQL que están consumiendo más recursos en el servidor, para poder identificarlas podemos recurir al siguiente script, el cual nos devuelve las consultas ordenadas por tiempo de ejecución, a partir de esta consulta podemos identicar el TSQL que consume más recursos e iniciar nuestras tareas de mejoras de desempeño.</span></p><p><span style="font-family: arial;"><br /></span></p><pre class="SQLCode" style="font-size: 13px; font-weight: bold;"><span class="SQLComment" style="color: #00aa00;">-- Consultas que afectan el desempeño</span>
<span class="SQLKeyword" style="color: #0000aa;">SELECT</span> <span class="SQLKeyword" style="color: #0000aa;">TOP</span> 10 <span class="SQLFunction" style="color: #aa00aa;">SUBSTRING</span><span class="SQLOperator" style="color: #777777;">(</span>qt<span class="SQLOperator" style="color: #777777;">.</span><span class="SQLKeyword" style="color: #0000aa;">TEXT</span><span class="SQLOperator" style="color: #777777;">,</span> <span class="SQLOperator" style="color: #777777;">(</span>qs<span class="SQLOperator" style="color: #777777;">.</span>statement_start_offset <span class="SQLOperator" style="color: #777777;">/</span> 2<span class="SQLOperator" style="color: #777777;">)</span> <span class="SQLOperator" style="color: #777777;">+</span> 1<span class="SQLOperator" style="color: #777777;">,</span> <span class="SQLOperator" style="color: #777777;">(</span>
<span class="SQLOperator" style="color: #777777;">(</span>
<span class="SQLKeyword" style="color: #0000aa;">CASE</span> qs<span class="SQLOperator" style="color: #777777;">.</span>statement_end_offset
<span class="SQLKeyword" style="color: #0000aa;">WHEN</span> <span class="SQLOperator" style="color: #777777;">-</span> 1
<span class="SQLKeyword" style="color: #0000aa;">THEN</span> <span class="SQLFunction" style="color: #aa00aa;">DATALENGTH</span><span class="SQLOperator" style="color: #777777;">(</span>qt<span class="SQLOperator" style="color: #777777;">.</span><span class="SQLKeyword" style="color: #0000aa;">TEXT</span><span class="SQLOperator" style="color: #777777;">)</span>
<span class="SQLKeyword" style="color: #0000aa;">ELSE</span> qs<span class="SQLOperator" style="color: #777777;">.</span>statement_end_offset
<span class="SQLKeyword" style="color: #0000aa;">END</span> <span class="SQLOperator" style="color: #777777;">-</span> qs<span class="SQLOperator" style="color: #777777;">.</span>statement_start_offset
<span class="SQLOperator" style="color: #777777;">)</span> <span class="SQLOperator" style="color: #777777;">/</span> 2
<span class="SQLOperator" style="color: #777777;">)</span> <span class="SQLOperator" style="color: #777777;">+</span> 1<span class="SQLOperator" style="color: #777777;">)</span> <span class="SQLKeyword" style="color: #0000aa;">AS</span> consulta_TSQL
<span class="SQLOperator" style="color: #777777;">,</span>db<span class="SQLOperator" style="color: #777777;">.</span>name <span class="SQLKeyword" style="color: #0000aa;">AS</span> [nombre_base_datos]
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>total_elapsed_time <span class="SQLOperator" style="color: #777777;">/</span> 1000 <span class="SQLKeyword" style="color: #0000aa;">AS</span> tipo_total_ms
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>total_elapsed_time <span class="SQLOperator" style="color: #777777;">/</span> qs<span class="SQLOperator" style="color: #777777;">.</span>execution_count <span class="SQLOperator" style="color: #777777;">/</span> 1000 <span class="SQLKeyword" style="color: #0000aa;">AS</span> tiempo_promedio_ms
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>last_elapsed_time <span class="SQLOperator" style="color: #777777;">/</span> 1000 <span class="SQLKeyword" style="color: #0000aa;">AS</span> ultimo_tiempo_total_ms
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>execution_count <span class="SQLKeyword" style="color: #0000aa;">AS</span> total_ejecuciones
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>total_worker_time <span class="SQLOperator" style="color: #777777;">/</span> 1000 <span class="SQLKeyword" style="color: #0000aa;">AS</span> total_worker_time_ms
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>total_worker_time <span class="SQLOperator" style="color: #777777;">/</span> qs<span class="SQLOperator" style="color: #777777;">.</span>execution_count <span class="SQLOperator" style="color: #777777;">/</span> 1000 <span class="SQLKeyword" style="color: #0000aa;">AS</span> promedio_worker_time_ms
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>last_worker_time <span class="SQLOperator" style="color: #777777;">/</span> 1000 <span class="SQLKeyword" style="color: #0000aa;">AS</span> ultimo_worker_time_ms
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>last_execution_time <span class="SQLKeyword" style="color: #0000aa;">AS</span> ultima_ejecucion
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>total_logical_reads <span class="SQLKeyword" style="color: #0000aa;">AS</span> total_lecturas
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>last_logical_reads <span class="SQLKeyword" style="color: #0000aa;">AS</span> ultimas_lecturas
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>total_logical_writes <span class="SQLKeyword" style="color: #0000aa;">AS</span> total_escrituras
<span class="SQLOperator" style="color: #777777;">,</span>qs<span class="SQLOperator" style="color: #777777;">.</span>last_logical_writes <span class="SQLKeyword" style="color: #0000aa;">AS</span> ultimas_escrituras
<span class="SQLKeyword" style="color: #0000aa;">FROM</span> sys<span class="SQLOperator" style="color: #777777;">.</span>dm_exec_query_stats qs
<span class="SQLKeyword" style="color: #0000aa;">CROSS APPLY</span> sys<span class="SQLOperator" style="color: #777777;">.</span>dm_exec_sql_text<span class="SQLOperator" style="color: #777777;">(</span>qs<span class="SQLOperator" style="color: #777777;">.</span>sql_handle<span class="SQLOperator" style="color: #777777;">)</span> qt
<span class="SQLKeyword" style="color: #0000aa;">CROSS APPLY</span> sys<span class="SQLOperator" style="color: #777777;">.</span>dm_exec_query_plan<span class="SQLOperator" style="color: #777777;">(</span>qs<span class="SQLOperator" style="color: #777777;">.</span>plan_handle<span class="SQLOperator" style="color: #777777;">)</span> qp
<span class="SQLKeyword" style="color: #0000aa;">LEFT JOIN</span> sys<span class="SQLOperator" style="color: #777777;">.</span>databases db <span class="SQLKeyword" style="color: #0000aa;">ON</span> <span class="SQLOperator" style="color: #777777;">(</span>qt<span class="SQLOperator" style="color: #777777;">.</span>dbid <span class="SQLOperator" style="color: #777777;">=</span> db<span class="SQLOperator" style="color: #777777;">.</span>database_id<span class="SQLOperator" style="color: #777777;">)</span>
<span class="SQLKeyword" style="color: #0000aa;">ORDER</span> <span class="SQLKeyword" style="color: #0000aa;">BY</span> qs<span class="SQLOperator" style="color: #777777;">.</span>total_elapsed_time <span class="SQLKeyword" style="color: #0000aa;">DESC</span></pre>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-22137443156314688912020-01-06T08:14:00.000-06:002020-01-06T08:14:22.507-06:00Restringir acceso desde el Management StudioEn algunas ocasiones se necesita poder restringir el acceso a SQL Server para ciertos usuarios y especificamente cuando se conectan a SQL Server por medio del Managment Studio.<br />
<br />
Una forma sencilla para poder realizar esta restricción es por medio de la creación de un Trigger, tal y como se muestra a continuación.<br />
<br />
<br />
<span style="color: blue; font-family: "Courier New"; font-size: x-small;">CREATE</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">TRIGGER</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">restringiraccesosql</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">ON</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">all</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">server</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">FOR</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">logon</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">AS</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: x-small;">BEGIN</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">IF</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">suser_name</span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">(</span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">)</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: x-small;"><></span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: red; font-family: "Courier New"; font-size: x-small;">'Dominio\AdminSQL'</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">AND</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">EXISTS</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">(</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">SELECT</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: x-small;">*</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">FROM</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">sys</span><span style="color: silver; font-family: "Courier New"; font-size: x-small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">dm_exec_sessions</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">WHERE</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">program_name</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">IN</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">(</span><span style="color: red; font-family: "Courier New"; font-size: x-small;">N'Microsoft SQL Server Management Studio - Query'</span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">)</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: blue; font-family: "Courier New"; font-size: x-small;">ROLLBACK</span><span style="color: silver; font-family: "Courier New"; font-size: x-small;">;</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: x-small;">END;</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br />
<span style="font-family: "Courier New"; font-size: x-small;"><br /></span>
El código anterior restringe el acceso a los usuarios que son distintos al usuario AdminSQL y que se intentan conectar por medio del Management Studio. De la misma forma que se está restringiendo el acceso desde el Management Studio también se puede restringir desde cualquier otra aplicación, lo que se necesita es conocer el nombre de la aplicación.<br />
<br />
Por ejemplo para conocer el nombre de la aplicación desde la cual nos estamos conectando en la sesión actual se puede utilizar el siguiente TSQL.<br />
<br />
<span style="color: blue; font-family: "Courier New"; font-size: x-small;">SELECT</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">program_name</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: x-small;">FROM</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">sys</span><span style="color: silver; font-family: "Courier New"; font-size: x-small;">.</span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">dm_exec_sessions</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br style="font-family: "Courier New"; font-size: small;" /><span style="color: blue; font-family: "Courier New"; font-size: x-small;">WHERE</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: maroon; font-family: "Courier New"; font-size: x-small;">session_id</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: silver; font-family: "Courier New"; font-size: x-small;">=</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><span style="color: #8000ff; font-family: "Courier New"; font-size: x-small;">@@SPID</span><span style="font-family: "Courier New"; font-size: x-small;"> </span><br />
<span style="font-family: "Courier New"; font-size: x-small;"><br /></span>
<span style="font-family: "Courier New"; font-size: x-small;"><br /></span>
<br />
Saludos,Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-58673553092631849582019-02-21T14:16:00.001-06:002019-02-21T14:16:12.849-06:00PASS Marathon Spanish Edition Azure SQL DatawarehouseEste 21 de febrero estaré participando como conferencista en el PASS Marathon Spanish Edition, el registro al evento está en el siguiente enlace <a href="https://www.pass.org/marathon/2019/spanish/Registro.aspx?utm_source=promoters&utm_medium=social&utm_campaign=PASSmarathon_Spanish">https://www.pass.org/marathon/2019/spanish/Registro.aspx?utm_source=promoters&utm_medium=social&utm_campaign=PASSmarathon_Spanish</a><br />
<br />
La lista de las sesiones es la siguiente:<br />
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6dpv3tztyYAr-w_qsRZmOAZ0wYBDhxbo2o-RuIq7jes0NVC-rcKkyuyqsRe08qR9_8htNNVNvKXFb6jtpi-r3hPTKg_gPzvvM1e_sMr_h1vRovS_1ZhO7pckoif-qVOB7Hky5/s1600/PASS+Marathon.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1418" data-original-width="1600" height="283" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6dpv3tztyYAr-w_qsRZmOAZ0wYBDhxbo2o-RuIq7jes0NVC-rcKkyuyqsRe08qR9_8htNNVNvKXFb6jtpi-r3hPTKg_gPzvvM1e_sMr_h1vRovS_1ZhO7pckoif-qVOB7Hky5/s320/PASS+Marathon.JPG" width="320" /></a></div>
Se puede registrar a mi charla de SQL Datawarehouse <a href="https://www.pass.org/marathon/2019/spanish/Sessions/Details.aspx?sid=89549">https://www.pass.org/marathon/2019/spanish/Sessions/Details.aspx?sid=89549</a><br />
<br />
SaludosEduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-47178596671499364382017-03-23T09:08:00.002-06:002017-03-23T09:08:28.968-06:00SQL Server 2016 Stretch DatabasesEl SQL Server Stretch Database permite que los datos históricos o de bitácoras puedan ser movidos hacia Azure, específicamente permite mover datos de bitácoras, históricas, o de eventos desde un almacenamiento más caros hacia un almacenamiento distinto en Azure.<br />
<br />
En el siguiente script vemos cómo configurar Stretch Databases.<br />
<br />
<br />
<br />
-- Borrar Recursos Azure<br />
<br />
-------------------------------------------------<br />
-- COMO CONFIGURAR STRETCH DATABASE POR SCRIPT<br />
-------------------------------------------------<br />
<br />
USE [master]<br />
GO<br />
<br />
IF DB_ID('StretchDB') IS NOT NULL BEGIN<br />
ALTER DATABASE StretchDB SET SINGLE_USER WITH ROLLBACK IMMEDIATE<br />
DROP DATABASE StretchDB<br />
END<br />
GO<br />
<br />
CREATE DATABASE StretchDB /* COLLATE Cyrillic_General_CI_AS */<br />
GO<br />
<br />
USE StretchDB<br />
GO<br />
<br />
DROP TABLE IF EXISTS dbo.ErrorLog<br />
<br />
CREATE TABLE dbo.ErrorLog (<br />
LogID INT PRIMARY KEY<br />
, PostTime DATETIME NOT NULL<br />
, UserName NVARCHAR(100) NOT NULL<br />
, ErrorMessage NVARCHAR(MAX) NOT NULL<br />
)<br />
GO<br />
<br />
INSERT INTO dbo.ErrorLog (LogID ,PostTime, UserName, ErrorMessage)<br />
VALUES (1, GETDATE(), N'edocastro', N'Fila en Azure')<br />
<br />
<br />
-- Empezar a configurar Stretch Database<br />
<br />
USE StretchDB<br />
GO<br />
<br />
EXEC sp_configure 'remote data archive';<br />
<br />
CREATE MASTER KEY ENCRYPTION BY PASSWORD = 'CostaRicaPa$$w0rd'<br />
GO<br />
<br />
-- DROP DATABASE SCOPED CREDENTIAL CredencialAzure<br />
<br />
CREATE DATABASE SCOPED CREDENTIAL CredencialAzure<br />
WITH IDENTITY = N'edocastro', SECRET = N'CostaRicaPa$$w0rd'<br />
GO<br />
<br />
-- Verificar la consola de Azure Portal<br />
-- Verificar el Firewall<br />
<br />
ALTER DATABASE StretchDB<br />
SET REMOTE_DATA_ARCHIVE = ON (<br />
SERVER = 'democostarica.database.windows.net',<br />
CREDENTIAL = CredencialAzure<br />
)<br />
GO<br />
<br />
ALTER TABLE dbo.ErrorLog<br />
SET (REMOTE_DATA_ARCHIVE = ON (MIGRATION_STATE = OUTBOUND))<br />
<br />
<br />
-- Deshabilitar Stretch Databases con el Wizard<br />
<br />
-- CASO EN QUE DESEAMOS FILTRAR LOS DATOS QUE SEA HACEN STRETCH<br />
-- USO DE FUNCIONES PERSONALIZADAS<br />
<br />
CREATE FUNCTION dbo.fn_stretchpredicate (@EnviarStretch BIT)<br />
RETURNS TABLE<br />
WITH SCHEMABINDING<br />
AS<br />
RETURN<br />
SELECT 1 AS is_eligible<br />
WHERE @EnviarStretch= 1<br />
GO<br />
<br />
ALTER TABLE dbo.ErrorLog ADD EnviarStretch BIT<br />
GO<br />
<br />
-- Ahora vamos a crear otra vez el Stretch Database<br />
-- con el filtro especificado por funcion personalizada<br />
<br />
ALTER TABLE dbo.ErrorLog SET (<br />
REMOTE_DATA_ARCHIVE = ON (<br />
FILTER_PREDICATE = dbo.fn_stretchpredicate(EnviarStretch),<br />
MIGRATION_STATE = OUTBOUND<br />
)<br />
)<br />
<div>
<br /></div>
<div>
<br /></div>
<div>
-- Deshabilitar Stretch Database<br />
<br />
USE StretchDB;<br />
GO<br />
<br />
-- El siguiente ejemplo deshabilita Stretch Database<br />
-- Los datos se bajan de Azure hacia la tabla local<br />
<br />
ALTER TABLE dbo.ErrorLog<br />
SET ( REMOTE_DATA_ARCHIVE ( MIGRATION_STATE = INBOUND ) ) ;<br />
GO<br />
<br />
-- El siguiente ejemplo deshabilita Stretch Database<br />
-- Los datos se dejan en Azure<br />
<br />
ALTER TABLE dbo.ErrorLog<br />
SET ( REMOTE_DATA_ARCHIVE = OFF_WITHOUT_DATA_RECOVERY ( MIGRATION_STATE = PAUSED ) ) ;<br />
GO<br />
<br />
-- Deshabilitarlo para la base de datos<br />
ALTER DATABASE StretchDB<br />
SET REMOTE_DATA_ARCHIVE = OFF ;</div>
<div>
<br /></div>
<div>
<br /></div>
Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-27916615065988097132017-03-02T15:40:00.000-06:002017-03-02T15:40:16.977-06:00<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Sql server 2016 incluye características para ejecutar scripts de analítica avanzada dentro de la base de datos estos scripts son basados en el lenguaje R.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">En este blog post vamos a ver cuáles son las vistas administrativas que podemos utilizar para poder monitorear el desempeño de nuestro servidor.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> estas vistas administrativas nos dan información acerca de la cantidad de Script que se están ejecutando en este momento así como la duración de cada uno de ellos, de esta forma podemos determinar Cuál es el impacto que tiene la ejecución de Scripts de R dentro de nuestra instancia de base de datos.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A continuación mostramos las vistas administrativas más comunes para monitorear el desempeño de los R Scripts.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 13.333333333333332px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 13.333333333333332px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 13.333333333333332px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 13.333333333333332px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_os_performance_counters</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta vista devuelve una fila por cada contador de desempeño que está siendo utilizado dentro del servidor</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Total</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Indica</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> la cantidad de procesos iniciados localmente o de forma remota</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Parallel</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> indica la cantidad de veces que un script incluye una especificaci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de ejecuci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n en paralelo</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Streaming</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> indica la cantidad de veces que fue utilizado la funci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de flujo de datos </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SQL CC </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta columna indica la cantidad de R </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Scripts</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> que fueron iniciados remotamente y que se utiliz</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> a sql server como un contexto de ejecuci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Implied</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Auth</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Logins</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta columna nos indica la cantidad de veces que se utiliz</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> autenticaci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n impl</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">í</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cita</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Total</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Execution</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Time</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ms</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">):</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta columna indica el tiempo que dur</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> la ejecuci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n desde su llamada hasta la finalizaci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de la ejecuci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n como tal </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Execution</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Errors</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> indica la cantidad de errores que se presentaron durante la ejecuci</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">del</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> script.</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="168" src="https://lh5.googleusercontent.com/W9xUjmLvdQp644My1fM_rb6xTZFAQ76PNcymi9Td6qOGIVb49Ylye9YMyEJbfROzbDuKn3RCNT9wxpplEZHMiYDwxygJ0IJKy09ksgQFnRVNQFhSSw4RC4b034QnYCEts3LcghWx" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="624" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_os_performance_counters </span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WHERE object_name LIKE </span><span style="background-color: transparent; color: #008800; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'%Scripts%'</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV reports a single row </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">for</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> each worker account that </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">is</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> currently </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> running an external script</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Note</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> that </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">this</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> worker account </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">is</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> different </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the credentials of the person sending the script</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> a single </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Windows</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> user </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> sends multiple script requests</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> only one worker account would be assigned to handle </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> all requests </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> that user</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">If</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> a different </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Windows</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> user logs </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">in</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> to run an external script</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the request would be handled </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">by</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> a separate worker account.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> OUTPUT</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> external_script_request_id</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> A GUID</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> which </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">is</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> also used </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the temporary name of the working directory used to store scripts </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">and</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> intermediate results.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> language</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> A value such </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> R that denotes the language of the external script.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> degree_of_parallelism</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">An</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> integer indicating the number of parallel processes that were used.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> external_user_name</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> A </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Launchpad</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> worker account</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> such </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SQLRUser01.</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT external_script_request_id </span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">language]</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> degree_of_parallelism</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> external_user_name</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; </span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">get</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> info about running scripts</span></div>
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<span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">select</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">session_id</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">blocking_session_id</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">status</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> db_name</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">s</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">database_id</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> database_name</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> s</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">login_name</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">wait_time</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">wait_type</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">last_wait_type</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">total_elapsed_time</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">reads</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">logical_reads</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">writes</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">language </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> script_type</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">degree_of_parallelism</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">external_user_name</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_exec_requests </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> join sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> on r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">external_script_request_id </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">external_script_request_id</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> join sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_exec_sessions </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> s</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> on s</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">session_id </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">session_id</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_execution_stats</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Returns</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> one row </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">for</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> each type of external script request.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> language</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span class="Apple-tab-span" style="white-space: pre;"> </span></span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-></span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Name</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> of the registered external script language</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Each</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> external script must specify the language </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">in</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the script request to start the associated launcher.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> counter_name </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-></span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Name</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> of a registered external script </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">function</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Is</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">not</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> nullable.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> counter_value </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-></span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><span class="Apple-tab-span" style="white-space: pre;"> </span></span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Total</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> number of instances that the registered external script </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">function</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> has been called on the server</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">This</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> value </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">is</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> cumulative</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> beginning </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">with</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> the time that the feature was installed on the instance</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">and</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> cannot be reset.</span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT counter_name</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> counter_value </span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM sys</span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_execution_stats </span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WHERE language </span><span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #008800; font-family: "consolas"; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'R';</span></div>
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Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-68985475049064434072017-03-02T15:39:00.000-06:002017-03-02T15:39:51.139-06:00HyperV High DPI SQL Server Virtual MachineAhora la mayoría de las personas tienen acceso a máquinas con alta resolución conocidas como High DPI con resoluciónes de 3840x2160, algunas ocasiones podemos tener problemas para conectarnos a las máquinas virtuales, por ejemplo, tenía que dar soporte a una máquina virtual de SQL Server y restauré máquina en mi notebook y cuando me conecto no se despliega la consola de la máquina virtual.<br />
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Vamos a reproducir el error, se ejecuta el vmconnect.exe<br />
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<img alt="" height="180" 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" width="320" /><br />
<br />
Nos conectamos y lo que vemos es una pantalla negra y no podemos acceder a la máquina virtual y por lo tanto no la podemos administrar.<br />
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<img alt="" height="320" 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" width="305" /><br />
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Usualmente este problema se presenta cuando en la máquina tenemos dos tarjetas de video, en mi caso tengo una tarjeta NVidia de alta resolución y una tarjeta Intel de bajas características, para solucionar el problema debemos localizar el archivo vmconnect.exe darle botón derecho y elegir la tarjeta de video con la cual deseamos ejecutar el archivo.<br />
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<img alt="" height="223" 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" 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<br />Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-45222978686256744522017-03-01T21:53:00.000-06:002017-03-01T21:53:18.550-06:00Charla sobre mejores prácticas de desarrollo de bases de datosEste 01 de marzo del 2016 tuve la oportunidad de impartir una charla sobre mejores prácticas de desarrollo y diseño de bases de datos en la Universidad Internacional de las Américas, dentro de los temas también cubrimos aspectos como el SQL Inyection.<br />
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La presentación está disponible para que la puedan descargar.<br />
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<iframe allowfullscreen="" frameborder="0" height="485" marginheight="0" marginwidth="0" scrolling="no" src="//www.slideshare.net/slideshow/embed_code/key/ogt5j4jZ6KxATG" style="border-width: 1px; border: 1px solid #ccc; margin-bottom: 5px; max-width: 100%;" width="595"> </iframe> <br />
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<strong> <a href="https://www.slideshare.net/ecastrom/mejores-prcticas-desarrollo-de-base-de-datos" target="_blank" title="Mejores prácticas desarrollo de base de datos ">Mejores prácticas desarrollo de base de datos </a> </strong> from <strong><a href="https://www.slideshare.net/ecastrom" target="_blank">Eduardo Castro</a></strong> </div>
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<br />Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-21192630207419492352016-12-07T11:20:00.001-06:002016-12-07T11:20:06.937-06:00Invocación de Cognitive Services desde R<br />
Los servicios cognitivos de Microsoft son muy poderosos, ofrecen varias opciones de análisis, una de ellas es el análisis de texto y clasificación de sentimiento.<br />
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Los servicios pueden ser invocados desde distintas plataformas y lenguajes de programación tales como C# o Java, en este artículo vamos a mostrar cómo invocar los servicios desde lenguaje R.<br />
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<pre class="r" style="-webkit-text-stroke-width: 0px; background-color: whitesmoke; border-bottom-left-radius: 4px; border-bottom-right-radius: 4px; border-top-left-radius: 4px; border-top-right-radius: 4px; border: 1px solid rgb(204, 204, 204); box-sizing: border-box; color: #333333; display: block; font-family: monospace; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 1.42857143; margin: 0px 0px 10px; orphans: auto; overflow: auto; padding: 9.5px; text-align: start; text-indent: 0px; text-transform: none; widows: auto; word-break: break-all; word-spacing: 0px; word-wrap: break-word;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="keyword" style="box-sizing: border-box; color: #990000; font-weight: bold;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="comment" style="box-sizing: border-box; color: #999988; font-style: italic;"># Se cargan las bibliotecas para poder invocar los servicios cognitivos por medio de http y para poder formatear los datos en formato JSON y así poder hacer la invocación al servicio correspondiente </span></code></span></code></span></code></pre>
<pre class="r" style="-webkit-text-stroke-width: 0px; background-color: whitesmoke; border-bottom-left-radius: 4px; border-bottom-right-radius: 4px; border-top-left-radius: 4px; border-top-right-radius: 4px; border: 1px solid rgb(204, 204, 204); box-sizing: border-box; color: #333333; display: block; font-family: monospace; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 1.42857143; margin: 0px 0px 10px; orphans: auto; overflow: auto; padding: 9.5px; text-align: start; text-indent: 0px; text-transform: none; widows: auto; word-break: break-all; word-spacing: 0px; word-wrap: break-word;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="keyword" style="box-sizing: border-box; color: #990000; font-weight: bold;">library</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="identifier" style="box-sizing: border-box; color: black;">httr</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>
<span class="keyword" style="box-sizing: border-box; color: #990000; font-weight: bold;">library</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="identifier" style="box-sizing: border-box; color: black;">jsonlite</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span></code> </span></code></pre>
<pre class="r" style="-webkit-text-stroke-width: 0px; background-color: whitesmoke; border-bottom-left-radius: 4px; border-bottom-right-radius: 4px; border-top-left-radius: 4px; border-top-right-radius: 4px; border: 1px solid rgb(204, 204, 204); box-sizing: border-box; color: #333333; display: block; font-family: monospace; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 1.42857143; margin: 0px 0px 10px; orphans: auto; overflow: auto; padding: 9.5px; text-align: start; text-indent: 0px; text-transform: none; widows: auto; word-break: break-all; word-spacing: 0px; word-wrap: break-word;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;">cognitive_request</span> <span class="operator" style="box-sizing: border-box; color: #687687;"><- span=""> <span class="identifier" style="box-sizing: border-box; color: black;">data.frame</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span>
<span class="identifier" style="box-sizing: border-box; color: black;">language</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="identifier" style="box-sizing: border-box; color: black;">c</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="string" style="box-sizing: border-box; color: #dd1144;">"es"</span>, <span class="string" style="box-sizing: border-box; color: #dd1144;">"es"</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>,
<span class="identifier" style="box-sizing: border-box; color: black;">id</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="identifier" style="box-sizing: border-box; color: black;">c</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="string" style="box-sizing: border-box; color: #dd1144;">"1"</span>, <span class="string" style="box-sizing: border-box; color: #dd1144;">"2"</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>,
<span class="identifier" style="box-sizing: border-box; color: black;">text</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="identifier" style="box-sizing: border-box; color: black;">c</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="string" style="box-sizing: border-box; color: #dd1144;">"Que enojado que estoy"</span>, <span class="string" style="box-sizing: border-box; color: #dd1144;">"Todo es muy bueno"</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>
<span class="comment" style="box-sizing: border-box; color: #999988; font-style: italic;"># Convertir el data frame de R (Dataframe) al formato del request(JSON)</span>
<span class="identifier" style="box-sizing: border-box; color: black;"></span></-></span></code><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;">cognitive_request</span></code>_json</span> <span class="operator" style="box-sizing: border-box; color: #687687;"><- span=""> <span class="identifier" style="box-sizing: border-box; color: black;">toJSON</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="identifier" style="box-sizing: border-box; color: black;">list</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="identifier" style="box-sizing: border-box; color: black;">documents</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="identifier" style="box-sizing: border-box; color: black;"></span></-></span></code><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;">cognitive_request</span></code></span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>, <span class="identifier" style="box-sizing: border-box; color: black;">auto_unbox</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="literal" style="box-sizing: border-box; color: #990073;">TRUE</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>
<span class="comment" style="box-sizing: border-box; color: #999988; font-style: italic;"># Invocacion del API</span>
<span class="identifier" style="box-sizing: border-box; color: black;">result</span> <span class="operator" style="box-sizing: border-box; color: #687687;"><- span=""> <span class="identifier" style="box-sizing: border-box; color: black;">POST</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="string" style="box-sizing: border-box; color: #dd1144;">"https://westus.api.cognitive.microsoft.com/text/analytics/v2.0/sentiment"</span>,
<span class="identifier" style="box-sizing: border-box; color: black;">body</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="identifier" style="box-sizing: border-box; color: black;"></span></-></span></code><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;"><code class="r" style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;"><span class="identifier" style="box-sizing: border-box; color: black;">cognitive_request</span></code>_json</span>,
<span class="identifier" style="box-sizing: border-box; color: black;">add_headers</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="identifier" style="box-sizing: border-box; color: black;">.headers</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="identifier" style="box-sizing: border-box; color: black;">c</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="string" style="box-sizing: border-box; color: #dd1144;">"Content-Type"</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="string" style="box-sizing: border-box; color: #dd1144;">"application/json"</span>, <span class="string" style="box-sizing: border-box; color: #dd1144;">"Ocp-Apim-Subscription-Key"</span> <span class="operator" style="box-sizing: border-box; color: #687687;">=</span> <span class="string" style="box-sizing: border-box; color: #dd1144;">"aqui va el key de su suscripcion"</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>
<span class="identifier" style="box-sizing: border-box; color: black;">Output</span> <span class="operator" style="box-sizing: border-box; color: #687687;"><- span=""> <span class="identifier" style="box-sizing: border-box; color: black;">content</span><span class="paren" style="box-sizing: border-box; color: #687687;">(</span><span class="identifier" style="box-sizing: border-box; color: black;">result</span><span class="paren" style="box-sizing: border-box; color: #687687;">)</span>
<span class="comment" style="box-sizing: border-box; color: #999988; font-style: italic;"># Salida de evaluacion en espanol</span>
<span class="identifier" style="box-sizing: border-box; color: black;">OutputCognitiva</span></-></span></code></pre>
<pre style="-webkit-text-stroke-width: 0px; background-color: white; border-bottom-left-radius: 4px; border-bottom-right-radius: 4px; border-top-left-radius: 4px; border-top-right-radius: 4px; border: 1px solid rgb(204, 204, 204); box-sizing: border-box; color: #333333; display: block; font-family: monospace; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 1.42857143; margin: 0px 0px 10px; orphans: auto; overflow: auto; padding: 9.5px; text-align: start; text-indent: 0px; text-transform: none; widows: auto; word-break: break-all; word-spacing: 0px; word-wrap: break-word;"><code style="background-color: transparent; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: 0px; border-top-right-radius: 0px; box-sizing: border-box; color: inherit; font-family: monospace; font-size: inherit; padding: 0px; white-space: pre-wrap;">## $documents
## $documents[[1]]
## $documents[[1]]$score
## [1] 0.03276695
##
## $documents[[1]]$id
## [1] "1"
##
##
## $documents[[2]]
## $documents[[2]]$score
## [1] 0.6808149
##
## $documents[[2]]$id
## [1] "2"
##
##
##
## $errors
## list()</code></pre>
Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-77529919003062139932016-12-07T10:47:00.002-06:002016-12-07T10:47:35.799-06:00Servicios Cognitivos de Microsoft - 24 Horas de PASSEste 6 y 7 de diciembre son las 24 horas de PASS en Español, un evento gratuito con dos días de charlas dedicadas a la plataforma de datos, ciencia de datos, inteligencia de negocios y SQL Server.<br />
<br />
Este año tendré el honor de participar como conferencista con el tema <strong><a href="http://www.sqlpass.org/24hours/2016/spanish/sesiones/Details.aspx?sid=56714">Cognitive Computing con Microsoft </a></strong><br />
<br />
Las charlas son gratuitas y se pueden registrar en el sigueinte enlace <strong>http://www.sqlpass.org/24hours/2016/spanish/Registro.aspx</strong><br />
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<strong><img alt="" 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" 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" />Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-19235950047217458202016-11-25T21:36:00.002-06:002016-11-25T21:36:57.204-06:00No se puede borrar base de datos en Single User Mode<br />
En algunas ocasiones una base de datos se pasa a Single User Mode y después no podemos borrarla. Para hacer esto necesitamos primero borrar las conexiones hacia la base de datos y después podemos borrarla usando el siguiente script<br />
<br />
SELECT request_session_id FROM sys.dm_tran_locks<br />
WHERE resource_database_id = DB_ID('nombre_bd')<br />
<br />
kill 76<br />
<br />
USE Master<br />
ALTER DATABASE nombre_bd SET MULTI_USER<br />
<br />
drop database nombre_bdEduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-70351986283420580232016-11-20T20:44:00.001-06:002016-11-20T20:44:20.149-06:00Introduccion herramientas R con SQL Server<br />
En este video vemos las herramientas con soporte de R de Microsoft y vemos su integración con SQL Server 2016 R Services.<br />
<br />
<iframe width="459" height="344" src="https://www.youtube.com/embed/jGByUl8rVNY" frameborder="0" allowFullScreen=""></iframe>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-42132330626856264052016-11-20T20:22:00.001-06:002016-11-20T20:22:42.784-06:00Revision instalacion y monitoreo de R ServicesEn este video vemos cómo revisar que la instalación de R Services en SQL Server 2016 ha sido correcta, además vemos scripts para monitoreo del desempeño.<br />
<br />
<iframe width="459" height="344" src="https://www.youtube.com/embed/gcZDcK2AAis" frameborder="0" allowFullScreen=""></iframe>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-76903170662909144392016-11-13T15:46:00.001-06:002016-11-13T15:46:32.795-06:00Video sobre Instalacion y monitoreo de R Services<iframe allowfullscreen="" frameborder="0" height="344" src="https://www.youtube.com/embed/lyyrGyuWyeM" width="459"></iframe>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-28724283695658705262016-11-13T15:02:00.003-06:002016-11-13T15:02:45.692-06:00SQL Server 2016 R Services Monitoring with DMVs<div style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: Arial, Helvetica, sans-serif;"><br /></span></div>
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">SQL Server 2016 includes features for running advanced analytics scripts within the database these scripts are based on the R language.</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">In this blog post we will see some DMV that we can use to be able to monitor the performance of our server.</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">These administrative views give us information about the amount of scripts that are running at this time as well as the duration of each of them, in this way we can determine what is the impact of running scripts of R within our SQL Server.</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">The following are the most common administrative views for monitoring the performance of R Scripts.</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">DMV <span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">dm_os_performance_counters</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Total</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Executions:</span></span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Indicates</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">the number of processes initiated locally or remotely</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Parallel</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Executions:</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">Number of times a script includes a </span><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">parallel</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">execution</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Streaming</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Executions:</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">Number of times the function was used</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">SQL CC</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Executions:</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">This column indicates the amount of R</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">scripts</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">that were initiated remotely and are utiliz</span> <span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">or</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">to SQL Server as a context of execution</span><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Total</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">execution</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Time</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: black; vertical-align: baseline;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">(Ms):</span></span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">This column indicates the time </span><span style="background-color: transparent; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #666600;">of</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">the execution</span><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;">Execution</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #660066; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Errors:</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">Number of errors that occurred during the execution</span> <span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">of the</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">script</span><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; vertical-align: baseline;">.</span></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">SELECT</span> <span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">*</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">from</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">dm_os_performance_counters</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">WHERE object_name LIKE</span> <span style="background-color: transparent; color: #008800; vertical-align: baseline; white-space: pre-wrap;">'% Scripts%'</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #008800; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><img height="168" src="https://lh4.googleusercontent.com/1dikI1sdaNKfDUXAoGKST6PYnna0vD9lmS0pHPEfC7E0Bm79pItjBcBDdomJitIcyOhw5q1MiGVFrCBoZhLvUr3OQGbgAVbcN1eZPDwDTggpOkNprEDuxTgJgwIE7ulKUuduTaHD" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: none; box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; padding: 5px; transform: rotate(0rad);" width="624" /></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">DMV <span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">This administrative view returns one row for each process account being used to execute an external script.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">It must be emphasized that the account with which it executes the process is not the same credentials of the person who is sending the script for its execution.</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">This means that if a person sends several jobs to be executed inside the server all these jobs are going to be executed under the same process using a single work account that was assigned to all the scripts sent by the user.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">The output of this administrative view returns the following information:</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; vertical-align: baseline; white-space: pre-wrap;">Unique identifier what is used to identify the script that is running</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; vertical-align: baseline; white-space: pre-wrap;">Language in which the script is written, in our case it would be the R language</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; vertical-align: baseline; white-space: pre-wrap;">An indicator that specifies whether parallel operations are running</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; vertical-align: baseline; white-space: pre-wrap;">The name of the working account that is being used for execution, this account is used by the LaunchPad service</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">SELECT external_script_request_id</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: black; vertical-align: baseline;">[Language]</span></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">degree_of_parallelism</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">external_user_name</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">FROM <span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">dm_external_script_requests;</span></span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;"><br /></span></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">The result of the execution is seen in the following figure, we can notice that at the moment only one script is running and that the programming language is R.</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><img height="272" src="https://lh4.googleusercontent.com/-5nCztcr7trhRlU79vv_tiizAemwNR_26cdmSp45tmd-gt6hnNmf2M-ByPzx_KIcmfrKpBDA8bI46qzkmCnNcomAhgFI5vX5BKzndboLBnabcXcBjvcIxmSkRC2u_tkMhrbh-VNn" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: none; box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; padding: 5px; transform: rotate(0rad);" width="624" /></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">Get information about the scripts that are running</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">The following query returns information about all R language operations that are currently running.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">It returns valuable information, such as session ID, information about locks, database being used where the script is running, also information about timeout, time taken to execute Information about number of readings and writes that the query is performing.</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">select</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">session_id,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">blocking_session_id,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">status</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">Db_name</span> <span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: black; vertical-align: baseline;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">(s.</span></span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Database_id)</span></span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">as</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">database_name,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">s.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">login_name</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">R.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">wait_time,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">wait_type,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">last_wait_type</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">R.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">total_elapsed_time,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">reads,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">logical_reads,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">writes</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">,</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">Er.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">language</span> <span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">as</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">script_type,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">er.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">degree_of_parallelism,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">er.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">external_user_name</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">from</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">dm_exec_requests</span> <span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">as</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">r</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">sys <span style="background-color: transparent; color: #666600; vertical-align: baseline;">join.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests</span> <span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">as</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">er</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">on <span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">external_script_request_id</span> <span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">=</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">er.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">external_script_request_id</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">sys <span style="background-color: transparent; color: #666600; vertical-align: baseline;">join.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">dm_exec_sessions</span> <span style="background-color: transparent; color: #000088; vertical-align: baseline; white-space: pre-wrap;">as</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">s</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">on <span style="background-color: transparent; color: #666600; vertical-align: baseline;">s.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">session_id</span> <span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">=</span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">r.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">session_id</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><img height="181" src="https://lh4.googleusercontent.com/InTLWqC0848SXBKqShYPPk0BE70baA1V1dlAQiieADevh3_e8vQRImsKFFvI4H5XA1p4rUMBT01pFPIE8Fwh1DiuMwoXr-7l6Deo1oOj1KutbAnqQL5ZTW1KXj9YR7pHLA_Y81da" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: none; box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; padding: 5px; transform: rotate(0rad);" width="624" /></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><img height="176" src="https://lh5.googleusercontent.com/g40iRkRf7sK8iUhWNJkVHp8VODUtyiDe2mLwxS-670bij5SztZFJiIwLf5MSgkOK84qik1StSJbEodEJAEOYOLfWiCrLvIF6rfEsRxMvgClBGx2W9qvb6PAfe1V_jLmfrz2AS171" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: none; box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; padding: 5px; transform: rotate(0rad);" width="624" /></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #666600; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">-</span> <span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">DMV <span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-weight: 700; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_execution_stats</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">This administrative view allows us to know what the advanced analytic functions have been used in the execution of Script that include R language. The result of this query is a list of the different advanced analysis libraries and the number of times they have been executed during the entire period that the sql server instance has been running.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">In the following image the result of the execution is shown and we can see that the forest algorithm has been executed at least 132 times.</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">SELECT <span style="background-color: transparent; color: #666600; vertical-align: baseline;">counter_name,</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">counter_value</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">FROM <span style="background-color: transparent; color: #666600; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_execution_stats</span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;">WHERE language</span> <span style="background-color: transparent; color: #666600; vertical-align: baseline; white-space: pre-wrap;">=</span></span> <span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="background-color: transparent; color: #008800; vertical-align: baseline; white-space: pre-wrap;">'R';</span></span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><span style="background-color: transparent; color: #008800; vertical-align: baseline; white-space: pre-wrap;"><br /></span></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span style="background-color: transparent; color: black; vertical-align: baseline; white-space: pre-wrap;"><img height="185" src="https://lh5.googleusercontent.com/vhrGBf2bOfZaEET_Zn-2yR9folzJerIzAkVPq1VqIYKBJq5hFOAuwyZI9kNFqcKOP7C5xmPQ2d3KY-dMP3tg2uLS_IreQ4yJ5LT84Qf7KswGHEHBNdbopnXZRzxUY0t5xq0IO4Gy" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: none; box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; padding: 5px; transform: rotate(0rad);" width="624" /></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><br /></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate">Regards,</span></span><br />
<span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate"><br /></span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate">Ing. Eduardo Castro, PhD</span></span><span style="font-family: Arial, Helvetica, sans-serif;"><span class="notranslate">Microsoft Data Platform MVP</span></span><br />
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Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-27034178989358138322016-11-13T14:49:00.001-06:002016-11-13T14:49:08.347-06:00Video Resource Governor con SQL Server 2016 R Services<iframe width="459" height="344" src="https://www.youtube.com/embed/QgY08-21TVo" frameborder="0" allowFullScreen=""></iframe>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-1213591095012123342016-11-13T14:43:00.003-06:002016-11-13T14:44:02.047-06:00Using Resource Governor with SQL Server 2016 R Services<h3 class="post-title entry-title" itemprop="name" style="background-color: white; color: #222222; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 22px; font-stretch: normal; font-weight: normal; line-height: normal; margin: 0.75em 0px 0px; position: relative;">
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">SQL Server 2016 includes new advanced analitcs features like R script execution, these features are very useful, however, because those features may use a lot of memory and a lot and a lot of processor it could be the case that all the resources are used by the R Scripts execution.</span></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">To control the amount of resources that are allocated to the execution of R scripts you can use the feature known as resource governor.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">The following T-SQL gets the current configuration of the sql server for the execution and control of resources and resources.</span></span></div>
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<span class="notranslate"><span style="color: #00b418; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">- Check the amount of resources that are assigned by default</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">SELECT</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">*</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">DESDE</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">resource_governor_resource_pools</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">WHERE</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">name</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span><span class="notranslate"><span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">Default</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">The following statute verifies what resources are allocated to the pool external resources. </span></span><span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">Remember that the R scripts are executed as external scripts so we must use a dedicated pool for that execution</span></span></div>
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<span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">SELECT</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">*</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">DESDE</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;">resource_governor_external_resource_pools</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">WHERE</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">name</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">Default</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">The following T-SQL modifies the allocation of resources so that the maximum utilization is 70% of the total memory that the server has.</span></span> In t<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">his way if we want to limit the amount of memory that is assigned we can do it the T-SQL shown below.</span></span></div>
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<span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE POOL</span> <span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">"default"</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">WITH (max_memory_percent</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #cd0000; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">70);</span></span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">If you want to limit the amount of memory that is used by the external scripting then we must modify it by using External Resource Pool.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">The following command modifies the allocation of resources so that the amount of memory assigned to the external scrtips does not exceed 50%.</span></span></div>
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<span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE POOL EXTERNAL</span> <span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">"default"</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">WITH (max_memory_percent</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #cd0000; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">50);</span></span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">Once we have made those changes, we must execute the following command for these changes to take effect.</span></span></div>
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<span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR reconfigure;</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">We also have the option to create a special configuration for the assignment of external scripting resources.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">For example the following command set a maximum of memory use of 30% for external scripts.</span></span> <span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">We also have the option to create a group where we establish the use of resources that we establish by creating a workload group.</span></span> <span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate" style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">CREATE EXTERNAL RESOURCE POOL WITH pool_scripts_externos (max_memory_percent</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span></span><span style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"> </span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"> </span><span class="notranslate" style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"><span style="color: #cd0000; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">30);</span></span></span><span style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"> </span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate" style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">CREATE WORKLOAD GROUP WITH grupo_scripts_externos (Importance</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">medium)</span></span><span style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"> </span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate" style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">USING</span> <span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">"default"</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">EXTERNAL</span> <span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; vertical-align: baseline;">"pool_scripts_externos";</span></span></span><span style="color: #222222; font-family: "arial" , "tahoma" , "helvetica" , "freesans" , sans-serif; font-size: 13.2px;"> </span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR WITH</span> <span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: black; vertical-align: baseline;">(classifier_function</span></span> <span style="background-color: transparent; color: #666600; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;">=</span> <span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"><span style="background-color: transparent; color: #666600; vertical-align: baseline;">NULL);</span></span></span> <span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR <span style="background-color: transparent; color: #666600; vertical-align: baseline;">reconfigure;</span></span></span> <span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="background-color: transparent; color: black; font-family: "consolas"; font-size: 12px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">Next we are going to create a classification function, that function will be used to identify the programs that execute R code in this way we can filter those requests that come from the applications such like R Studio we assign the corresponding resources.</span></span></div>
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<span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">USE master</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">GO</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">CREATE</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">FUNCTION</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0000a2; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">aplicaciones_R_Externas</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">()</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">RETURNS sysname</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">WITH schemabinding</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">ACE</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">BEGIN</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">IF program_name ()</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">in</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">(</span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><span style="color: #d80800; vertical-align: baseline;">'RStudio')</span> RETURN</span> <span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; vertical-align: baseline;">'grupo_scripts_externos';</span></span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">RETURN</span> <span style="color: #d80800; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">'default'</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">END;</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">GO</span></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">Once the function has been created we have to reconfigure the resource group and assign the classification function that will be used to identify the calls that are being made to the SQL Server instance and will be assigned the groups of Resources corresponding to external applications running R languages. The command to apply the changes is shown below:</span></span> <span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR WITH (classifier_function</span> <span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">=</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">dbo.</span></span></span><span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">aplicaciones_R_Externas);</span></span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR reconfigure;</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">go</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">If we want to verify that the changes have been applied correctly we have to execute the following commands:</span></span> <span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">SELECT</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">*</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">DESDE</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">resource_governor_workload_groups;</span></span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">SELECT</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">*</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #0100b6; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;">DESDE</span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"> </span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">sys.</span></span></span> <span class="notranslate"><span style="color: #c5060b; font-family: "consolas"; font-size: 14px; font-style: italic; vertical-align: baseline; white-space: pre-wrap;"><span style="color: black; font-style: normal; vertical-align: baseline;">resource_governor_external_resource_pools;</span></span></span> <span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="color: black; font-family: "consolas"; font-size: 14px; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span class="notranslate"><span style="background-color: transparent; color: black; font-family: "arial"; font-size: 14.6667px; vertical-align: baseline; white-space: pre-wrap;">In summary in this article we show you how we can control the amount of resources that is allocated to the execution of external scripts and we can control the amount of memory also the amount of semen that will use this type of execution of external scripts.</span></span></div>
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Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-32189205545403758172016-11-13T14:18:00.001-06:002016-11-13T14:18:36.742-06:00Uso de Resource Governor con SQL Server 2016 R Services<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SQL Server 2016 incluye nuevas características de análisis avanzado, dichas características son muy útiles, sin embargo, debido a que esas características utilizan mucha memoria y mucho y mucho procesador se podría podría dar el caso que se consumen todos los recursos de una instancia de sql server.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Para controlar la cantidad de recursos que se asignan a la ejecución de scripts de R se puede utilizar la característica del controlador de recursos conocida como resource governor. El siguiente estatuto SQL obtiene la configuración actual que tiene el sql server para la ejecución y control de recursos y de los recursos.</span></div>
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<span style="background-color: white; color: #00b418; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-- Se verifica la cantidad de recursos que están asignados por default</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">sys</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">resource_governor_resource_pools</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WHERE</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> name </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'default'</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">El siguiente estatuto verifica Cuáles son los recursos asignados para el pool recursos externos. recordemos que los estatutos de R son ejecutados como scripts externos asi que debemos utilizar un pool dedicado para esa ejecución</span></div>
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<span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">sys</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">resource_governor_external_resource_pools</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WHERE</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> name </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'default'</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">El siguiente estatuto modifica la asignación de recursos para que el máximo de utilización sea de un 70% de la memoria Total que tenga el servidor. De esta forma si deseamos limitar la cantidad de memoria que está asignada lo podemos hacer con el estatuto que se muestra a continuación.</span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE POOL </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"default"</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> WITH (max_memory_percent </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #cd0000; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">70</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">); </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Si lo que se desea es limitar la cantidad de memoria que es utilizada por los estatutos de scripts externos de R entonces debemos modificarlo mediante el uso de Pool de recursos externos. El el siguiente comando modifica la asignación de recursos para que la cantidad de memoria asignada a los estatutos externos no exceda un 50%.</span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER EXTERNAL RESOURCE POOL </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"default"</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> WITH (max_memory_percent </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #cd0000; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">50</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">); </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Una vez que hemos hecho esos cambios debemos ejecutar el siguiente Comando para que dichos cambios sean efectivos.</span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR reconfigure; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">También tenemos la opción de crear una configuración especial para la asignación de recursos de estatuto de scripts externos. Por Ejemplo el siguiente Comando Establece que para los escritos externos se establezca un máximo de uso de memoria de un 30%. También se crea un grupo en donde le establecemos la importancia que va a tener con respecto al uso de los recursos eso lo establecemos mediante la creación de un workload group.</span><span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">CREATE EXTERNAL RESOURCE POOL pool_scripts_externos WITH (max_memory_percent </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #cd0000; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">30</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">);</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">CREATE WORKLOAD GROUP grupo_scripts_externos WITH (importance </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> medium) </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">USING </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"default"</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, EXTERNAL </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">"pool_scripts_externos"</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Para</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> continuar con la configuraci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n debemos crear una funci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de clasificaci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n en los comandos siguientes vamos a crear dicha funci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de clasificaci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> pero primero debemos aplicar los cambios que hemos creado anteriormente lo cual se realiza con los siguientes comandos</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR WITH </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">classifier_function </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> NULL</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">);</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR reconfigure</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">;</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A continuación vamos a crear una función de clasificación, esa función nos va a servir para poder identificar los programas que Ejecutan código R Y de esa forma le vamos a asignar un grupo de recursos, de esta forma podemos filtrar aquellas solicitudes que vienen de las aplicaciones tales como R Studio le asignamos los recursos correspondientes.</span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">USE master </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">GO </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">CREATE</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FUNCTION</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0000a2; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">aplicaciones_R_Externas</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">() </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">RETURNS sysname </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WITH schemabinding </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">AS</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">BEGIN</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> IF program_name() </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">in</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> (</span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'Microsoft R Host'</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">, </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'RStudio'</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">) RETURN </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'grupo_scripts_externos'</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> RETURN </span><span style="background-color: white; color: #d80800; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'default'</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> END; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">GO </span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Una vez que la función ha sido creada tenemos que volver a configurar el grupo de recursos y le asignamos la función de clasificación que será utilizada para identificar las llamadas que se están haciendo a la instancia de sql server y se le van a asignar los grupos de recursos correspondientes a las aplicaciones externas que ejecuten lenguajes R. El comando para poder aplicar los cambios se muestra a continuación:</span><span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR WITH (classifier_function </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dbo</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">aplicaciones_R_Externas</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">); </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ALTER RESOURCE GOVERNOR reconfigure; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">go </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Si deseamos verificar que los cambios han sido aplicados de forma correcta tenemos que ejecutar los siguientes comandos:</span><span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
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<span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">sys</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">resource_governor_workload_groups</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #0100b6; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">sys</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: white; color: #c5060b; font-family: Consolas; font-size: 14px; font-style: italic; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">resource_governor_external_resource_pools</span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; </span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span><span style="background-color: white; color: black; font-family: Consolas; font-size: 14px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br class="kix-line-break" /></span></div>
<span id="docs-internal-guid-6bb56eba-5f56-f78f-6121-e75f9699f2ea"></span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">En resumen en este artículo hemos mostrado la forma en que podemos controlar la cantidad de recursos que se asigna a la ejecución de scripts externos y podemos controlar la cantidad de memoria también la cantidad de semen que van a utilizar este tipo de ejecución de scripts externos. de esta forma podemos controlar el uso de los recursos de nuestro servidor SQL Server</span></div>
Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-25504214272052466352016-11-11T14:34:00.002-06:002016-11-11T14:34:55.035-06:00SQL Server 2016 Monitoreo de R Services con DMVs<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SQL Server 2016 incluye características para ejecutar scripts de analítica avanzada dentro de la base de datos estos scripts son basados en el lenguaje R.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">En este blog post vamos a ver cuáles son las vistas administrativas que podemos utilizar para poder monitorear el desempeño de nuestro servidor.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> estas vistas administrativas nos dan información acerca de la cantidad de Script que se están ejecutando en este momento así como la duración de cada uno de ellos, de esta forma podemos determinar Cuál es el impacto que tiene la ejecución de Scripts de R dentro de nuestra instancia de base de datos.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 14.666666666666666px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A continuación mostramos las vistas administrativas más comunes para monitorear el desempeño de los R Scripts.</span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_os_performance_counters</span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta vista devuelve una fila por cada contador de desempeño que está siendo utilizado dentro del servidor</span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Total</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Indica</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> la cantidad de procesos iniciados localmente o de forma remota</span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Parallel</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> indica la cantidad de veces que un script incluye una especificaci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de ejecuci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n en paralelo</span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Streaming</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> indica la cantidad de veces que fue utilizado la funci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de flujo de datos </span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SQL CC </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Executions</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta columna indica la cantidad de R </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Scripts</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> que fueron iniciados remotamente y que se utiliz</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> a sql server como un contexto de ejecuci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n </span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Implied</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Auth</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Logins</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta columna nos indica la cantidad de veces que se utiliz</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> autenticaci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n impl</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">í</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">cita</span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Total</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Execution</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Time</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ms</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">):</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> esta columna indica el tiempo que dur</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> la ejecuci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n desde su llamada hasta la finalizaci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n de la ejecuci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n como tal </span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Execution</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #660066; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Errors</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">:</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> indica la cantidad de errores que se presentaron durante la ejecuci</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">ó</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">n </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">del</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> script.</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">*</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_os_performance_counters </span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WHERE object_name LIKE </span><span style="background-color: transparent; color: #008800; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'%Scripts%'</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="168" src="https://lh4.googleusercontent.com/1dikI1sdaNKfDUXAoGKST6PYnna0vD9lmS0pHPEfC7E0Bm79pItjBcBDdomJitIcyOhw5q1MiGVFrCBoZhLvUr3OQGbgAVbcN1eZPDwDTggpOkNprEDuxTgJgwIE7ulKUuduTaHD" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="624" /></span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Esta vista administrativa devuelve una fila por cada cuenta de proceso que está siendo utilizada para ejecutar un Script externo. debe resaltarse que la cuenta con la cual ejecuta el proceso no son los mismos credenciales de la persona que está enviando el script para su ejecución.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Esto quiere decir que si una persona envía varios trabajos para ser ejecutados dentro del servidor todos estos trabajos van a estar siendo ejecutados Bajo el mismo proceso utilizando una única cuenta de trabajo que fue asignada a todos los scripts enviados por el usuario. La salida de esta vista administrativa nos devuelve la siguiente información:</span></div>
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<ul style="margin-bottom: 0pt; margin-top: 0pt;">
<li dir="ltr" style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Identificador único qué se utiliza para identificar el script que se está ejecutando</span></div>
</li>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Lenguaje en el cual está escrito el script, en nuestro caso sería el lenguaje R</span></div>
</li>
<li dir="ltr" style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Un indicador que especifica si se están ejecutando operaciones en paralelo</span></div>
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<li dir="ltr" style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; list-style-type: disc; text-decoration: none; vertical-align: baseline;"><div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">El nombre de la cuenta de trabajo que se está utilizando para la ejecución, esta la cuenta es que utilizada por el servicio LaunchPad</span></div>
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</ul>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT external_script_request_id </span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">[</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">language]</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> degree_of_parallelism</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> external_user_name</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">; </span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">El resultado de la ejecución se ve en la siguiente figura, podemos notar que en este momento sólo se está ejecutando un script y que el lenguaje de programación es el lenguaje R.</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="272" src="https://lh4.googleusercontent.com/-5nCztcr7trhRlU79vv_tiizAemwNR_26cdmSp45tmd-gt6hnNmf2M-ByPzx_KIcmfrKpBDA8bI46qzkmCnNcomAhgFI5vX5BKzndboLBnabcXcBjvcIxmSkRC2u_tkMhrbh-VNn" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="624" /></span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">-- Obtener información sobre los scripts que están en ejecución</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">La siguiente consulta devuelve información acerca de todas las operaciones de lenguaje r que se están ejecutando en este momento. Devuelve información valiosa, por ejemplo identificación de la sesión, información sobre si hay bloqueos, base de datos que está siendo utilizada donde se están ejecutando el Script, también información acerca de tiempo de espera, Tiempo que tardó la ejecución Información acerca de cantidad de lecturas y escrituras que Está realizando la consulta.</span></div>
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<span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">select</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">session_id</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">blocking_session_id</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">status</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> db_name</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">(</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">s</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">database_id</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">)</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> database_name</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> s</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">login_name</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">wait_time</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">wait_type</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">last_wait_type</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">total_elapsed_time</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">reads</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">logical_reads</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">writes</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">language </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> script_type</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">degree_of_parallelism</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">external_user_name</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">from</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_exec_requests </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> join sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_requests </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> on r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">external_script_request_id </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> er</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">external_script_request_id</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> join sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_exec_sessions </span><span style="background-color: transparent; color: #000088; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">as</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> s</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> on s</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">session_id </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> r</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">session_id</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="181" src="https://lh4.googleusercontent.com/InTLWqC0848SXBKqShYPPk0BE70baA1V1dlAQiieADevh3_e8vQRImsKFFvI4H5XA1p4rUMBT01pFPIE8Fwh1DiuMwoXr-7l6Deo1oOj1KutbAnqQL5ZTW1KXj9YR7pHLA_Y81da" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="624" /></span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="176" src="https://lh5.googleusercontent.com/g40iRkRf7sK8iUhWNJkVHp8VODUtyiDe2mLwxS-670bij5SztZFJiIwLf5MSgkOK84qik1StSJbEodEJAEOYOLfWiCrLvIF6rfEsRxMvgClBGx2W9qvb6PAfe1V_jLmfrz2AS171" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="624" /></span></div>
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<span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">--</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> DMV sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 16px; font-style: normal; font-variant: normal; font-weight: 700; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_execution_stats</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Esta vista administrativa nos permite conocer Cuáles han sido las funciones de analíticas avanzadas que han sido utilizadas en la ejecución de Script que incluyen lenguaje R. el resultado de esta consulta es una lista de las distintas bibliotecas de análisis avanzado y la cantidad de veces que han sido ejecutadas durante todo el periodo que ha estado en ejecución la instancia de sql server. en la siguiente imagen se muestra el resultado de la ejecución y podemos ver que el algoritmo de bosques ha sido ejecutada por lo menos 132 veces.</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">SELECT counter_name</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">,</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> counter_value </span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">FROM sys</span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">.</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">dm_external_script_execution_stats </span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">WHERE language </span><span style="background-color: transparent; color: #666600; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">=</span><span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: transparent; color: #008800; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">'R';</span></div>
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<span style="background-color: transparent; color: black; font-family: Consolas; font-size: 12px; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><img height="185" src="https://lh5.googleusercontent.com/vhrGBf2bOfZaEET_Zn-2yR9folzJerIzAkVPq1VqIYKBJq5hFOAuwyZI9kNFqcKOP7C5xmPQ2d3KY-dMP3tg2uLS_IreQ4yJ5LT84Qf7KswGHEHBNdbopnXZRzxUY0t5xq0IO4Gy" style="-webkit-transform: rotate(0.00rad); border: none; transform: rotate(0.00rad);" width="624" /></span></div>
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Saludos,</div>
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Ing. Eduardo Castro, PhD</div>
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Microsoft Data Platform MVP</div>
Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-30519510444318428472016-11-09T10:37:00.003-06:002016-11-09T10:37:31.107-06:00Webcast sobre R Services para el Capitulo PASS en español<br />
Quedan cordialmente invitados a la charla que voy a impartir sobre el soporte de Lenguaje R para DBAs este 09 de noviembre, la información de registro está en este enlace https://attendee.gotowebinar.com/register/2851577187762041348?mc_cid=79927082a9&mc_eid=d327c82138<br />
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Lenguaje R para DBAs</h1>
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Este seminario web consta de 50 sesiones. Está previsto que asista a <a class="recurring-sessions" href="https://attendee.gotowebinar.com/register/2851577187762041348?mc_cid=79927082a9&mc_eid=d327c82138#" style="background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: 0px 0px; background-repeat: initial; background-size: initial; box-sizing: border-box; color: #309ddc; text-decoration: none;">las 50 sesiones</a>.</div>
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<li class="future" style="box-sizing: border-box; list-style-type: none; margin-left: 0px; padding-left: 0px;">mié, 16 de nov de 2016, 11:00 - 12:00 CST</li>
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<span style="box-sizing: border-box;">Resumen: <br style="box-sizing: border-box;" />Le Lenguaje R ha ganado popularidad en los últimos años y en esta charla vamos a ver los principales conceptos que debe dominiar un DBA sobre el Lenguaje R, veremos cuáles son las instrucciones de R que debe conocer un DBA para cargar datos, limpiar datos, transformar datos y crear aplicaciones dentro de R Studio. <br style="box-sizing: border-box;" /><br style="box-sizing: border-box;" />Expositor: Eduardo Castro <br style="box-sizing: border-box;" />Microsoft Data Platform MVP and PASS Board of Advisor for LATAM, is well known LATAM SQL Server Expert and focuses on architecture, Business Intelligence and Data Analytics, Eduardo has an specialization and master degree in Data Analysis and Big Data. Eduardo Castro has presented in United States, Costa Rica, Colombia, Guatemala, Mexico, Panama, El Salvador and South Korea. <br style="box-sizing: border-box;" /><br style="box-sizing: border-box;" />Al registrarme acepto que PASS o terceros asociados me envie información de posibles eventos o actividades en el futuro.</span></div>
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<b>Scripts</b></div>
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Les adjunto los scripts utilizados durante este seminario en línea.</div>
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<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- DMV sys.dm_os_performance_counters</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- Returns a row for each system performance counter being used by the server.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">--Total Executions: Number of R processes started by local or remote calls</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">--Parallel Executions: Number of times that a script included the @parallel specification and that SQL Server was able to generate and use a parallel query plan</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">--Streaming Executions: Number of times that the streaming feature has been invoked.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">--SQL CC Executions: Number of R scripts run where the call was instantiated remotely and SQL Server used as the compute context</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">--Implied Auth. Logins: Number of times that an ODBC loopback call was made using implied authentication; that is, the SQL Server executed the call on behalf of the user sending the script request</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">--Total Execution Time (ms): Time elapsed between the call and completion of call.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">--Execution Errors: Number of times scripts reported errors. This count does not include R errors.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">SELECT * from sys.dm_os_performance_counters </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">WHERE object_name LIKE '%Scripts%'</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- DMV sys.dm_external_script_requests</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- This DMV reports a single row for each worker account that is currently </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- running an external script. Note that this worker account is different </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- from the credentials of the person sending the script. If a single Windows user </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- sends multiple script requests, only one worker account would be assigned to handle </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- all requests from that user. If a different Windows user logs in to run an external script</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- the request would be handled by a separate worker account.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- OUTPUT</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- external_script_request_id: A GUID, which is also used as the temporary name of the working directory used to store scripts and intermediate results.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- language: A value such as R that denotes the language of the external script.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- degree_of_parallelism: An integer indicating the number of parallel processes that were used.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- external_user_name: A Launchpad worker account, such as SQLRUser01.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">SELECT external_script_request_id </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , [language]</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , degree_of_parallelism</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , external_user_name</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">FROM sys.dm_external_script_requests; </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- get info about running scripts</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">select r.session_id, r.blocking_session_id, r.status</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , db_name(s.database_id) as database_name, s.login_name</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , r.wait_time, r.wait_type, r.last_wait_type</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , r.total_elapsed_time, r.reads, r.logical_reads, r.writes</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> , er.language as script_type, er.degree_of_parallelism, er.external_user_name</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> from sys.dm_exec_requests as r</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> join sys.dm_external_script_requests as er</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> on r.external_script_request_id = er.external_script_request_id</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> join sys.dm_exec_sessions as s</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"> on s.session_id = r.session_id</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- DMV sys.dm_external_script_execution_stats</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- Returns one row for each type of external script request.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- language<span class="Apple-tab-span" style="white-space: pre;"> </span> -> Name of the registered external script language. Each external script must specify the language in the script request to start the associated launcher.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- counter_name -> Name of a registered external script function. Is not nullable.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- counter_value -><span class="Apple-tab-span" style="white-space: pre;"> </span>Total number of instances that the registered external script function has been called on the server. This value is cumulative, beginning with the time that the feature was installed on the instance, and cannot be reset.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">SELECT counter_name, counter_value </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">FROM sys.dm_external_script_execution_stats </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">WHERE language = 'R';</span></span><br />
<div style="color: #333333; font-size: 14px;">
<br /></div>
<span style="color: #333333;"><span style="font-size: 14px;">-- R Services (In-database) provides a set of extended events to use in troubleshooting operations related to the SQL Server Trusted Launchpad or R jobs sent to SQL Server.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- However, some additional extended events for R Services (In-database) are fired only from external processes, such as the SQL Server Trusted Launchpad, and BXLServer, the satellite process that starts the R runtime</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">select o.name, o.description </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">from sys.dm_xe_objects o </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">join sys.dm_xe_packages p </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">on o.package_guid = p.guid </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">where o.object_type = 'event' </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">and p.name = 'SQLSatellite' </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">order by o.name; </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- R Services (In-database) starts some services that run outside of the SQL Server process. To capture events related to these external processes, you must create an events trace configuration file and place the file in the same directory as the executable for the process.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- SQL Server Trusted Launchpad , or the Launchpad</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- In a default installation, this would be </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- C:\Program Files\Microsoft SQL Server\MSSQL13.MSSQLSERVER\MSSQL\Binn</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<span style="color: #333333;"><span style="font-size: 14px;">-- BXLServer is the satellite process that supports SQL extensibility with R and other external script languages.</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- In a default installation, this would be </span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;">-- C:\Program Files\Microsoft SQL Server\MSSQL13.MSSQLSERVER\R_SERVICES\library\RevoScaleR\rxLibs\x64</span></span><br />
<span style="color: #333333;"><span style="font-size: 14px;"><br /></span></span>
<div style="color: #333333; font-size: 14px;">
<br /></div>
<div style="color: #333333; font-size: 14px;">
<br /></div>
<div style="color: #333333; font-size: 14px;">
<br /></div>
<div style="color: #333333; font-size: 14px;">
<br /></div>
</div>
</div>
</form>
Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-49129040878240596192016-10-04T13:50:00.000-06:002016-10-04T13:50:08.011-06:00Charla sobre integración de R dentro de PowerBIDentro de las mejores capacidades de análisis que posee la nueva versión de PowerBI es el soporte para integrar scripts de lenguaje R dentro de nuestros dashboards, esta integración permite crear datasets con base en un R Script y también la integración de gráficos de R dentro de los dashboards.<br />
<br />
En la siguiente figura vemos cómo podemos configurar que una fuente de datos es un script de escrito en R:<br />
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<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgazMQnLKBaXJMYy3ASIbQRH0YgWp0oXdI_9wqyLpb0S6lisqPz-C2A0gYpTdTqebANebV-upaODNU32iQFyNxKQR1VBYf4eVJCpUzSlRzj-jsuEES2s9XrfOGp8JW4_ujEoZHQ/s1600/Capture.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgazMQnLKBaXJMYy3ASIbQRH0YgWp0oXdI_9wqyLpb0S6lisqPz-C2A0gYpTdTqebANebV-upaODNU32iQFyNxKQR1VBYf4eVJCpUzSlRzj-jsuEES2s9XrfOGp8JW4_ujEoZHQ/s320/Capture.PNG" width="295" /></a></div>
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Cuando se selecciona esta opción se debe incluir el script R que se encarga de obtener los datos.<br />
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<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhIbShk-RMTe24HjZn3Eym6E7LVSDVqFNjvA5Uq_wPh0labqoL3f6Hv-fwiKHrIl54WQm2eQfrvSHsXQQrj1DlLzAv5ZRVTcyB7DpfeHF8EumcVa3Jy3wWUl0YticQJM_g24OP_/s1600/Capture.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="183" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhIbShk-RMTe24HjZn3Eym6E7LVSDVqFNjvA5Uq_wPh0labqoL3f6Hv-fwiKHrIl54WQm2eQfrvSHsXQQrj1DlLzAv5ZRVTcyB7DpfeHF8EumcVa3Jy3wWUl0YticQJM_g24OP_/s320/Capture.PNG" width="320" /></a></div>
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El siguiente es un script de ejemplo que obtiene información de un URL, lo que pasa acá que es que el script es ejecutado y el resultado del mismo puede ser utilizado como un data set en PowerBI<br />
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<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKKZhE3TmjurowdZVwvfKy_X6b7F_1SmC4siQKcswd1C2gExqQd9-LBTPk64fOLE5tWvhfYx5-wDwzI0eK8qzunUkyrTEHlXcn0SirBHTRLbvOeG8n_8oo6aX4EHw3LlPtQfDs/s1600/Capture.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="178" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjKKZhE3TmjurowdZVwvfKy_X6b7F_1SmC4siQKcswd1C2gExqQd9-LBTPk64fOLE5tWvhfYx5-wDwzI0eK8qzunUkyrTEHlXcn0SirBHTRLbvOeG8n_8oo6aX4EHw3LlPtQfDs/s320/Capture.PNG" width="320" /></a></div>
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Una vez ejecutado en script se muestra el resultado del mismo que se puede convertir en un data set.<br />
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<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgDz68F1jBhi-exsSoPRkZWx3i6RlbJtiJFbIA5Fp1pviyVrXDwr9sEoXWqc4OI1LwbHLXNqzdJ90Zp3EYk_US72GEkrudLp-eLn1g9iHRE5GWGlrHx7J9jh7wV0asMvsrfyNM5/s1600/Capture.PNG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="253" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgDz68F1jBhi-exsSoPRkZWx3i6RlbJtiJFbIA5Fp1pviyVrXDwr9sEoXWqc4OI1LwbHLXNqzdJ90Zp3EYk_US72GEkrudLp-eLn1g9iHRE5GWGlrHx7J9jh7wV0asMvsrfyNM5/s320/Capture.PNG" width="320" /></a></div>
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<br />
<br />
Para conocer más sobre este tema los invito a la charla que estaré impartiendo en el Capítulo Virtual en Español de PASS este 05 de octubre, el registro se realiza en el siguiente URL:<br />
<br />
<a href="https://attendee.gotowebinar.com/register/288809092094294018">https://attendee.gotowebinar.com/register/288809092094294018</a><br />
<br />
Saludos,<br />
<br />
Ing. Eduardo Castro, PhD<br />
Microsoft SQL Server Data Platform MVPEduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-59312667225553753482016-07-19T14:19:00.001-06:002016-07-19T14:19:46.531-06:00Demostraciones sobre lo nuevo en SQL Server 2016Les comparto el siguiente video en donde realizamos demostraciones sobre lo nuevo en SQL Server 2016<br />
<br />
<iframe allowfullscreen="" frameborder="0" height="360" src="https://www.youtube.com/embed/gFs4SudDAsU" width="640"></iframe>Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-18597698265220860192015-04-30T09:14:00.001-06:002015-04-30T09:14:51.876-06:00Cloud Data Camp Costa Rica<p>Este 12 de mayo tendré el gusto de impartir el Cloud Data Camp Costa Rica, este evento estará enfocado en Big Data en Azure y su integración con distintas herramientas tales como HDInsight, HBase, Streaming Analytics, HDInsight Storm, Azure ML y Document DB. </p> <p>Si le interesa el procesamiento de datos con estructurados no se pueden perder este evento. Les comparto el enlace de registro <a title="https://msevents.microsoft.com/CUI/EventDetail.aspx?EventID=1032623345&Culture=es-CR&community=0" href="https://msevents.microsoft.com/CUI/EventDetail.aspx?EventID=1032623345&Culture=es-CR&community=0">https://msevents.microsoft.com/CUI/EventDetail.aspx?EventID=1032623345&Culture=es-CR&community=0</a></p> <p>A continuación encontrarán más detalles sobre el temario del evento.</p> <p><img alt="DX Camp: Data" src="https://mseventsww.microsoft.com/BannerImages/62c54dd8-2442-482a-8d12-8b06fa3a5cfd.jpg" width="580" height="211"></p> <p><strong>Lugar. Hotel Park Inn</strong></p> <p>Avenida 6, Calle 28, Barrio Don Bosco<br>San Jose Costa Rica <p><strong>De 8:30 a.m. a 9:00 a.m. es el registro. El evento inicia en punto a las 9:00 a.m.</strong> <p>El Cloud Data Camp demostrará como usar los servicios de data y plataformas de Azure. Usando reconocidos escenarios de IoT para el análisis de datos, los participantes se cargarán, procesar y analizar datos en Azure utilizando múltiples plataformas de datos. <p>¿Qué es un Dev Camp? <b><br></b>DevCamp es un gratuito y divertido evento para developers. Aprenderás de expertos, de manera interactiva y entonces podrás aplicar lo que has aprendido. <p>¿Qué voy aprender? <p>Esto es un resumen de los temas que se cubrirán: <p>· El procesamiento por batches con HDInsight <p>· Análisis en tiempo real con HDInsight HBase <p>· Streaming Analytics con HDInsight Storm y Azure Stream Analytics <p>· Desarrollo y Uso de Modelos de Datos con Azure ML <p>· El uso de Document Stores con Document DB <p>Costo <p>Este evento es coordinado por Microsoft de manera gratuita para nuestros clientes. Registro en <a title="https://msevents.microsoft.com/CUI/EventDetail.aspx?EventID=1032623345&Culture=es-CR&community=0" href="https://msevents.microsoft.com/CUI/EventDetail.aspx?EventID=1032623345&Culture=es-CR&community=0">https://msevents.microsoft.com/CUI/EventDetail.aspx?EventID=1032623345&Culture=es-CR&community=0</a> Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0tag:blogger.com,1999:blog-23170959.post-13127440752450937862015-03-25T12:02:00.001-06:002015-03-25T12:02:07.105-06:00El análisis predictivo y Machine Learning<p>Un rol que está surgiendo en las organizaciones con grandes cantidades de datos es el rol del científico de datos que es una persona que incorpora técnicas y teorías de muchos campos, incluyendo las matemáticas, la estadística, la ingeniería de datos, reconocimiento de patrones, aprendizaje avanzado , visualización, modelado de la incertidumbre, almacenamiento de datos y la computación de alto rendimiento con el objetivo de extraer el significado de datos.</p> <p>El científico de datos se enfoca en la ciencia de datos que es un término utilizado indistintamente con inteligencia de negocio o análitica empresarial, siendo el análisis predictivo el análisis de datos con técnicas matemáticas de estadística, minería de datos y aprendizaje automático y se se utiliza para descubrir patrones ocultos, que da una ventaja competitiva.</p> <p>Existen distintas definiciones de análisis predictivo, sin embargo, la en mi opinión es más clara y completa es la siguiente “es el descubrimiento de información predictiva, a veces oculta, de las bases de datos utilizando atributos de datos relacionados y no relacionados con la aplicación de algoritmos de análisis, y la creación de modelos que generan resultados predictivos” por lo tanto el modelaje predictivo “es el proceso de creación de un modelo para predecir mejor la probabilidad de un resultado”.</p> <p>El análisis predicto y el apredizaje automático tiene distintas aplicaciones prácticas por ejemplo detección de fraudes, clasificación de crédito, análisis de redes sociales, publicidad dirigida e investigación de ciencias de la vida.</p> <p><a href="http://lh4.ggpht.com/-KSFlb2WjCh8/VRL4FKi1lEI/AAAAAAAAFCg/0V78Uyo5d80/s1600-h/image%25255B3%25255D.png"><img title="image" style="border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline" border="0" alt="image" src="http://lh3.ggpht.com/-dL0PRHhvEUs/VRL4FrRuTRI/AAAAAAAAFCo/9u4ze1KNlns/image_thumb%25255B1%25255D.png?imgmax=800" width="578" height="268"></a> </p> <p>Para las tareas anteriores se utiliza el aprendizaje automático o Machine Learning, el cual lo podemos describir como la automatización de la automatización, se enfoca en utilizar computadoras para programar computadoras y principalmente en dejar que los datos hagan el trabajo!, esto es, poder aprender de los datos para poder predecir.</p> <p>Según Erik F, el aprendizaje automático es la programación de computadoras para optimizar un criterio de desempeño usando datos como ejemplo o experiencia previa y el el aprendizaje se utiliza cuando:</p> <p>•Experiencia humana no existe (la navegación en Marte), <p>•Los seres humanos son incapaces de explicar su experiencia (reconocimiento de voz) <p>•Solución cambios en el tiempo (el enrutamiento en una red informática) <p>•Solución necesita ser adaptada a los casos particulares (biométrica de usuario) <p>Cuando se desea implementar Machine Learning en casos y empresas reales se deben contar con herramientas que permitan la comprensión de dominio, conocimiento previo, y las metas deseadas, la integración de datos, selección, limpieza, pre-procesamiento, que posean modelos de aprendizaje, que permita la interpretación de los resultados y que facilite la consolidación y el despliegue de conocimiento descubierto. <p>Una de las soluciones disponibles es el Azure Machine Learning, el cual es un servicio en la nube que cumple con las características descritas anteriormente. <p><a href="http://lh3.ggpht.com/-V_ojcDmDBio/VRL4GZiXpdI/AAAAAAAAFCs/i71dchdzNE4/s1600-h/image%25255B7%25255D.png"><img title="image" style="border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline" border="0" alt="image" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhFXRCusVLoJuws3nyYy4PANw3oYrXJMFXxio6F9fGuqUCs5l3WSBLBA4XzVuheGcgyJPMc3qKP9DJJ1Gqn0NEpBdmZrdTykutjC4CZwlBCdq1iugGI0kzfpmPxYjuKTIxuTqZL/?imgmax=800" width="552" height="322"></a> <p>El Azure Machine Learning ofrece distintas capacidades como elasticidad y uso por demanda, así como la herramienta ML Studio que permite que se puedan crear experimentos de aprendizaje de datos. <p>En artículos posteriores veremos los detalles de cómo utilizar el Azure Machine Learning. <p> <p><a href="http://lh4.ggpht.com/-YKhJHMgHLa4/VRL4HDaRvBI/AAAAAAAAFC8/bkTZhLlc_Og/s1600-h/image%25255B11%25255D.png"><img title="image" style="border-top: 0px; border-right: 0px; border-bottom: 0px; border-left: 0px; display: inline" border="0" alt="image" src="http://lh3.ggpht.com/-aJ4COvgKoGk/VRL4HboPqBI/AAAAAAAAFDI/zYAXC31kx5I/image_thumb%25255B5%25255D.png?imgmax=800" width="526" height="463"></a> Eduardo Castrohttp://www.blogger.com/profile/06738052740728124821noreply@blogger.com0