When migrating large databases to Azure SQL DB, an issue often encountered is slower than desired SQL DB migration performance. This blog details how to investigate and pinpoint performance issues to improve the speed of your Azure SQL DB migration. Since this article focuses on migration performance, it is assumed that you are familiar with the process of successfully migrating using Azure Database Migration Service (DMS).
A SQL DB migration consists of three separate pieces that each play a role in impacting migration performance:
Source SQL Server
Self-hosted integration runtime
Target SQL DB
The first step to improving performance is determining which piece (or pieces) are causing a bottleneck in your migration pipeline.
Source SQL Server
A) Index columns
A SQL DB migration using DMS typically copies data one row at a time. However, we have a trick up our sleeve: we can parallelize tables with indexes. This means that we can copy different sections of the same table at the same time. Parallelization will automatically be enabled on your table if it has a clustered index and the index column is a supported data type. Behind the scenes, Database Migration Service (DMS) uses Azure Data Factory's "Copy" activity, meaning that at the time of writing this article only the following index column data types are supported for parallelization:
int
smallint
bigint
date
smalldatetime
datetime
datetime2
datetimeoffset.
You can read more about the ADF copy activity at the following link: Configure Azure SQL Database in a copy activity - Microsoft Fabric | Microsoft Learn. You can view whether a table is being parallelized in the Azure portal by clicking the "Monitor Migrations" button and selecting your ongoing migration. In the screenshot below, you can see tables with parallel copy type of "Dynamic range", this means they can be parallelized.
Keep in mind that a table without indexes cannot be parallelized. Instead, it will be copied one row at a time, linearly.
If your source table does not have any indexes, you can improve migration performance by the following:
Creating a clustered index on a column that is already in the table.
Creating a temporary column that will be used as a clustered index only for the purposes of the migration. This temporary column can simply contain a unique number.
It is completely understandable if you cannot or do not wish to modify your source database, but it is important to note the role that indexes play in migration performance.
B) Hardware limitations
The hardware of the source server will of course also play a role in the migration's performance. Since you are migrating away from the source server, it is unlikely you'd want to upgrade the hardware. However, it can be helpful to open task manager on the source server and analyze the performance of the CPU, memory, disk IO latency and network. If you find that source server is reaching its limits, that may in fact be your bottleneck. After all, you can't copy data faster than the source will allow you.
Self-Hosted Integration Runtime
The integration runtime (IR) is the compute infrastructure used by Azure Data Factory and provides us the data movement capabilities to migrate to Azure. It can be downloaded, installed on a machine and registered with your Database Migration Service. The integration runtime service is now being hosted on the machine, hence where the term "self-hosted integration runtime" (SHIR) comes from. All of the data being copied throughout the migration will flow through your SHIR. This is considered an SHIR "node" and is the engine driving your data copying activities.
A) SHIR node
It may seem intuitive to download the integration runtime software onto your source SQL server machine, however this is not recommended. An IR on the same machine as SQL server will mean that both components will be competing for hardware resources, in effect limiting your migration speed.On that same note, it is not recommended that you install the integration runtime software on your local machine that you use for development. This is especially discouraged if your local computer is connected to the internet wirelessly.
To achieve optimal migration performance, it is highly recommended that you dedicate a machine exclusively to running the SHIR. This machine should have a fast and reliable connection to your source and target database. Therefore, it is recommended that you use a machine on your local network connected via ethernet or a Virtual Machine on Azure.
B) Monitoring SHIR node performance
You can monitor SHIR performance from Azure portal by navigating to your DMS instance and clicking "Integration runtime" on the lefthand side. This will list every SHIR node registered with your DMS instance and metrics such as concurrent jobs, available memory, CPU utilization, and network speeds.
C) Registering multiple SHIR nodes.
If you are migrating multiple tables and notice that:
Your current IR hardware usage is nearing its limits.
Source and target hardware are not operating at full capacity.
You will likely benefit from registering more than one SHIR node. You can do this by installing the integration runtime software on a separate machine from your existing SHIR. When running the SHIR software for the first time, register the machine with an IR key from your DMS instance. You can find your IR keys by navigating to your DMS instance and clicking "Integration runtime" on the lefthand side, then clicking "Configure integration runtime".
It is important to note that each node must be on its own, individual machine. You may not host two nodes from the same machine. At this point in time, you may register up to 4 IR nodes at once. Registering more than one IR node allows each node to copy a different table, effectively copying multiple tables simultaneously.
Target SQL DB
As with the other components of the migration, a slow target Azure SQL DB will cause a bottleneck and contribute to a slower overall migration. On the flip side, an underutilized target Azure SQL DB will mean you are migrating data at a slower speed than you could potentially achieve.
During the migration, you may wish to monitor Azure SQL DB from the Azure portal to ensure it’s operating efficiently. You can do so by navigating to your Azure SQL DB in the Azure portal, clicking on "Metrics" on the lefthand side, then adding metrics to analyze (shown below). You may notice periods of high data/log IO, and periods of high CPU usage (both average and max metrics). Periods of high IO are caused by data being copied to target database, meanwhile indexing contributes to periods of high CPU usage.
SQL DB Metrics in Azure portal:
In the example showing above, the average log IO percentage peaks at 21.25% and its max reaches 66%, meaning that the SQL DB is more than enough to run this migration. If your target SQL DB is reaching its limits of CPU, data/log IO or other metrics, you may wish to upgrade the SQL DB to a higher SKU/service tier. To determine which SQL DB SKU/service tier to upgrade to, refer to the following document: Single database vCore resource limits - Azure SQL Database | Microsoft Learn.In many cases, users scale up to a higher SKU of SQL DB during the migration, then scale down to a more reasonable SKU after the migration has completed.
Conclusion
In summary, your migration will only be as fast as the slowest component. Knowing where to look can help you ensure your migration is running as efficiently as possible. In the event a bottleneck is found, we can use things such as index columns, multiple, more reliable integration runtimes and a higher target SQL DB SKU to help alleviate some of these bottlenecks.
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In this blog post, we describe our work on enabling machine learning (ML) inference (aka scoring) of previously trained ML models using the newly introduced language extensions of SQL Server 2019. By implementing a set of APIs, users can interface SQL Server with an external process (such as an ML runtime in our scenario) in order to move data and results between the main execution engine and the external process (which will perform the model scoring). As we will show in this post, this method is more efficient and more intuitive than performing model scoring using SQL Server's ML Services capability via Python scripts.
\n
\n
To ground the description of such an external language implementation for model scoring with a concrete example, we will discuss scoring for ONNX models, as well as models that can be converted to ONNX (e.g., TensorFlow, PyTorch, scikit-learn). However, the technique described here is generic and can be used to invoke any other ML runtime.
\n
\n
Implementing ONNX as an external language allows users of any existing SQL Server 2019 installation to score ONNX models. There are several benefits to this approach:
\n\n
Users can take advantage of faster times for scoring ONNX models over data in SQL Server compared to implementations using SQL Server’s Python capabilities. As we will show, example prediction queries (invoking logistic regressions and decision trees) are about 1.3--2x faster when compared to the Python implementation. They are also much easier to express in a few lines of code, as opposed to a few tens of lines for the Python case.
\n
Following an implementation as the one we describe in this blog post for ONNX, users can create other external languages for efficiently invoking any other ML runtime of their choice, such as PyTorch or TensorFlow. Note that we will not release our implementation at this point, but interested users can perform a similar implementation following the design in this blog post.
\n
Given the extensibility framework has a C++ interface, users can directly embed any custom C/C++ code for model scoring just by implementing the API methods we describe below.
The first step to use ONNX as an external language is to register that language in SQL Server with the following command.
\n
\n
CREATE EXTERNAL LANGUAGE ONNX \nFROM (CONTENT=N'onnxextension.zip', FILE_NAME=N'onnxextension.dll')
\n
\n
To perform the language registration, we point to the onnxextension.zip file that contains the onnxextension.dll. This dll includes our implementation of the extensibility framework C++ APIs, as we will describe later.
\n
\n
2. Stored Procedure Creation
\n
Next, the user can create a stored procedure that uses the ONNX external language we registered above to perform model scoring of a model over some data using the sp_execute_external_script capability. The procedure takes as input the ID of the model to be used for scoring (the model is stored as a binary object in a SQL Server table and is identified by that ID) and a SQL query that defines the data to be used.
\n
\n
CREATE OR ALTER PROCEDURE dbo.sp_onnx_scoring (@model_id int, @input_query nvarchar(max))\nAS\nBEGIN\nDECLARE @model_binary varbinary(max) = (SELECT Data FROM models WHERE id = @model_id);\nEXECUTE sp_execute_external_script\n @language = N'ONNX', \n @script = N'', \n @input_data_1=@input_query,\n @parallel = 1,\n @params = N'@model varbinary(max)',\n @model = @model_binary\nWITH RESULT SETS ((\"length of stay\" bigint))\nEND;
\n
\n
The example stored procedure declares (by setting the @language variable) that it is using the ONNX external language extension (created earlier). The input data is read into the @input_data_1 variable and the model is read into the @model_binary and @model variables.
\n
The ‘EXECUTE sp_execute_external_script’ invokes execution of the language extension. The setting of @parallel to 1 enables parallel (multi-threaded) execution of the language extension.
\n
The ‘WITH RESULT SETS’ directive specifies the return types of the results. In this case, the model returns an integer. In general, the type of the result returned by the model should match or be able to be implicitly converted to the type specified in the ‘RESULT SETS’ clause.
\n
\n
3. Model Scoring
\n
The stored procedure needs to be saved once and can then be invoked later for scoring different models with input data as follows.
\n
\n
EXEC sp_onnx_scoring <model num>, “SELECT <feature list> FROM dbo.patients_table\"
\n
\n
The ‘EXEC’ command in the example invokes the stored procedure with a model number and a T-SQL query string that specifies the input data consisting of all rows and a subset of columns (used as features for the model) from a database table (patients_table). The model number identifies a model that is stored as a binary string (along with other models) in another table in the database.
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\n
High-Level Architecture
\n
\n
\n
\n
Fig. 1. High-level architecture diagram of ONNX extension for SQL Server
\n
\n
Figure 1 shows a high-level architecture of the implementation of ONNX as external language in SQL Server. The steps/components marked with a numbered circle are briefly described below.
\n\n
User registers an external language named ONNX with SQL Server. We describe the creation of this language extension in the Extension Implementation section later in this blog post. Our implementation is packaged in the file ‘onnxextension.zip’ shown in Figure 1.
\n
User executes a T-SQL query that invokes sp_execute_external_script with ONNX as the language.
\n
SQL Server communicates with the Launchpad service to launch the exthost external process (4).
\n
The exthost process loads the extension dll (5) that was registered for ONNX in step 1.
\n
The extension dll loads the ONNX runtime dll (6).
\n
The ONNX runtime dll provides the functionality for scoring the ONNX models.
\n\n
\n
Extension Implementation
\n
As we mentioned earlier, SQL Server 2019 introduced the extensibility framework that users can exploit to create their own language extension and invoke execution in that language through T-SQL queries. This framework consists of a set of C++ APIs that users can implement to copy data and parameters from SQL Server, perform operations on that data, and return results and performance telemetry to SQL Server. Reference implementations of Java, R, and Python using this extensibility framework have been open-sourced.
\n
\n
We now briefly discuss how some of the APIs of the SQL Server language extensibility framework can be implemented to support ONNX as an external language. The implementation is compiled into a dll that can then be registered with SQL Server for this external language (step 1 in the architecture description shown earlier).
\n
The Windows and SQL Server data types used in the code snippets below for the implementation are the same as those used in the other open-sourced reference implementations for the extensibility framework, e.g., in Java as an external language.
\n
\n
Init: This is called by exthost when the dll associated with the language extension is loaded. Our implementation of ONNX as an external language loads the ONNX runtime (ORT for short) dll in Init. ORT provides the functionality to score ONNX models. The code snipped below shows how the ORT dll can be loaded.
Note that the ONNX extension dll needs to be built with the delay load dlls option set for linker input properties, with the ORT dll specified as the dll to be delay loaded.
\n
\n
The OrtApi type definition is provided by the ORT C runtime API. The ORT_API_VERSION is set to the value corresponding to the ORT version, e.g., 4 for ORT v1.4.
\n
We will call methods provided by the ORT by dereferencing the ‘api’ pointer. In Init, we call the api->CreateEnv(…) method provided by the ORT to create the runtime environment.
\n
The call to Init and its execution corresponds to steps 4 and 5 of the architecture description shown earlier.
\n
\n
\n
GetInterfaceVersion: This is called by exthost to get the version number of the extensibility API implemented by the extension. For example, the value returned would be 2 for Version 2 of the API.
\n
\n
\n
\treturn EXTERNAL_LANGUAGE_EXTENSION_API;
\n
\n
\n
InitSession: This is called by exthost once per inference session. The ONNX extension should copy the values of the function arguments to variables in the extension that can be retrieved by the other functions implemented by the extension. For example, the variables can be part of a class, an object of which is allocated on the heap during Init, and then this object is used by the rest of the functions.
\n
InitColumn: This is called by exthost once per column (attribute) of the input data on which the model scoring will be done in this inference session. The ONNX extension should copy and save the values of the function arguments.
\n
InitParam: This is called by exthost to pass other arguments of the sp_execute_external_script command for this inference session. One of the arguments is the “@model” string along with its value, which was set by the user script to the binary string of the model. The ONNX extension should copy and save this model, e.g., using memcpy as shown in the code snippet below.
Execute: This is called by exthost to score the model on the input data for this inference session. There are several steps that are executed in the function.\n\n
Map Types: First, the ONNX extension maps the SQL types (enums) of the input data to the types understood by the ORT. This can be done by looking up a mapping table that tells how to do the translation.
\n
Create Context: Then, it creates a context for scoring the model by calling ORT methods, e.g., api->CreateSessionOptions(…), api->SetIntraOpNumThreads(…), api-> SetInterOpNumThreads(…), api->SetSessionGraphOptimizationLevel(…), api->CreateSessionFromArray(…), etc.
\n
Score Model: Then it scores the model by calling ORT methods, e.g., api->CreateTensorWithDataAsOrtValue(…), api->Run(…)
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Save Results: It then saves the predictions returned by the ORT.
\n
Return number of output columns: Finally, it returns the number of columns in the output of the predictions by setting the ‘*OutputSchemaColumnsNumber’ parameter of the Execute function. The return value of the Execute function is SQL_SUCCESS.
\n\n
\n
GetResultColumn: This is called by exthost for each of the columns for the prediction results. The number of columns has been returned by the Execute function as described above. The ONNX extension returns the data type and size for the corresponding column.
\n
GetResults: This is called by exthost once for the inference session to get the results of the model predictions. The code snippet below shows that the number of rows in the results as well as the results are returned. Here variable DataBuffer is of type BYTE* and it holds the prediction results obtained during the Execute function call as described above.
CleanupSession: This is called by exthost once for the inference session. The ONNX extension deallocates variables that is allocated for this inference session.
\n
\n
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Performance Comparisons
\n
We evaluated the performance of the following three different ways of scoring ONNX models with SQL Server. We used a SQL Server 2019 installation.
\n\n
PREDICT: This uses SQL Server’s built-in PREDICT keyword for scoring ONNX models using the ONNX Runtime. It is currently publicly available only in Azure SQL Edge and Azure SQL Managed Instance (in preview).
\n
Ext. C++: This uses the ONNX as external language capability described in this blog post.
\n
Ext. Python: This uses SQL Server’s capability to invoke Python as an external process for invoking the ONNX Runtime to score ONNX models.
\n\n
We used an input dataset ranging in size from 10K rows to approx. 3M rows. We measure end-to-end query runtimes, that include the total prediction time over all the rows in the particular table, with scoring for two ML models, namely a Decision Tree and a Logistic Regression. We average the runtimes over five executions of the same query.
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Fig. 2. Query execution times with inference using different input sizes and models.
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Figure 2 shows the average query run times as a function of the number of rows in the input data set, which is also equal to the number of predictions done with the models.
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We make the following two observations from these experimental results.
\n\n
Ext. Python is significantly slower (2.7x--30.5x, depending on the model and number of input rows) than PREDICT. As an example, for 3M rows, Ext. Python takes about 2.9x (Decision Tree) to 2.7x (Logistic Regression) as much time as PREDICT.
\n
Ext. C++ results in query run times that are in between PREDICT (1.9x--22.4x slower than PREDICT) and Ext. Python (which is 2.7x--30.5x slower than PREDICT), leading to 1.3--2.1x speedups when compared to Ext. Python. For example, for 3M rows, Ext. C++ takes about 1.9x as much time as PREDICT in contrast to the 2.7x--2.9x time taken by Ext. Python. For approximately 0.3M rows and Decision Tree model, Ext. C++ takes about 2.6x whereas Ext. Python takes about 5.4x as much time as PREDICT, resulting in Ext. C++ being about 2x faster than Ext. Python for scoring the given model on the same input dataset.
\n\n
\n
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Fig. 3. Query slowdowns, relative to in-process PREDICT, for different input sizes and models.
\n
\n
Figure 3 shows the average query run times relative to that with PREDICT with the same number of input rows. At small number of input rows, the computation for the model scoring is small. So, the overheads of setting up the external execution environment dominates. At larger input sizes, the slowdown values become smaller. In all cases, the slowdowns with Ext. C++ are smaller than with Ext. Python.
\n
\n
Summary
\n
SQL Server 2019’s C++ extensibility framework offers a powerful capability to users for calling a wide range of ML model scoring engines to score corresponding ML models on tabular data provided by SQL Server. Our implementation enables users to perform scoring of ONNX models faster and more intuitively than with the existing Python execution. This blog post also provided an overview of how users can write their own ML engine interfacing extensions with the new extensibility framework.
\n
\n
Acknowledgments
\n
We thank Ivan Popivanov, Jasraj Dange, Michelle Wallig, Carlo Curino, and members of the SQL Server extensibility team for their help and feedback on this work.
In this blog post, we describe our work on enabling machine learning (ML) inference (aka scoring) of previously trained ML models using the newly introduced language extensions of SQL Server 2019. By implementing a set of APIs, users can interface SQL Server with an external process (such as an ML runtime in our scenario) in order to move data and results between the main execution engine and the external process (which will perform the model scoring). As we will show in this post, this method is more efficient and more intuitive than performing model scoring using SQL Server's ML Services capability via Python scripts.
\n
\n
To ground the description of such an external language implementation for model scoring with a concrete example, we will discuss scoring for ONNX models, as well as models that can be converted to ONNX (e.g., TensorFlow, PyTorch, scikit-learn). However, the technique described here is generic and can be used to invoke any other ML runtime.
\n
\n
Implementing ONNX as an external language allows users of any existing SQL Server 2019 installation to score ONNX models. There are several benefits to this approach:
\n\n
Users can take advantage of faster times for scoring ONNX models over data in SQL Server compared to implementations using SQL Server’s Python capabilities. As we will show, example prediction queries (invoking logistic regressions and decision trees) are about 1.3--2x faster when compared to the Python implementation. They are also much easier to express in a few lines of code, as opposed to a few tens of lines for the Python case.
\n
Following an implementation as the one we describe in this blog post for ONNX, users can create other external languages for efficiently invoking any other ML runtime of their choice, such as PyTorch or TensorFlow. Note that we will not release our implementation at this point, but interested users can perform a similar implementation following the design in this blog post.
\n
Given the extensibility framework has a C++ interface, users can directly embed any custom C/C++ code for model scoring just by implementing the API methods we describe below.
The first step to use ONNX as an external language is to register that language in SQL Server with the following command.
\n
\nCREATE EXTERNAL LANGUAGE ONNX \nFROM (CONTENT=N'onnxextension.zip', FILE_NAME=N'onnxextension.dll')\n
\n
To perform the language registration, we point to the onnxextension.zip file that contains the onnxextension.dll. This dll includes our implementation of the extensibility framework C++ APIs, as we will describe later.
\n
\n
2. Stored Procedure Creation
\n
Next, the user can create a stored procedure that uses the ONNX external language we registered above to perform model scoring of a model over some data using the sp_execute_external_script capability. The procedure takes as input the ID of the model to be used for scoring (the model is stored as a binary object in a SQL Server table and is identified by that ID) and a SQL query that defines the data to be used.
\n
\nCREATE OR ALTER PROCEDURE dbo.sp_onnx_scoring (@model_id int, @input_query nvarchar(max))\nAS\nBEGIN\nDECLARE @model_binary varbinary(max) = (SELECT Data FROM models WHERE id = @model_id);\nEXECUTE sp_execute_external_script\n @language = N'ONNX', \n @script = N'', \n @input_data_1=@input_query,\n @parallel = 1,\n @params = N'@model varbinary(max)',\n @model = @model_binary\nWITH RESULT SETS ((\"length of stay\" bigint))\nEND;\n
\n
The example stored procedure declares (by setting the @language variable) that it is using the ONNX external language extension (created earlier). The input data is read into the @input_data_1 variable and the model is read into the @model_binary and @model variables.
\n
The ‘EXECUTE sp_execute_external_script’ invokes execution of the language extension. The setting of @parallel to 1 enables parallel (multi-threaded) execution of the language extension.
\n
The ‘WITH RESULT SETS’ directive specifies the return types of the results. In this case, the model returns an integer. In general, the type of the result returned by the model should match or be able to be implicitly converted to the type specified in the ‘RESULT SETS’ clause.
\n
\n
3. Model Scoring
\n
The stored procedure needs to be saved once and can then be invoked later for scoring different models with input data as follows.
\n
\nEXEC sp_onnx_scoring <model num>, “SELECT <feature list> FROM dbo.patients_table\"\n
\n
The ‘EXEC’ command in the example invokes the stored procedure with a model number and a T-SQL query string that specifies the input data consisting of all rows and a subset of columns (used as features for the model) from a database table (patients_table). The model number identifies a model that is stored as a binary string (along with other models) in another table in the database.
\n
\n
High-Level Architecture
\n
\n
\n
\n
Fig. 1. High-level architecture diagram of ONNX extension for SQL Server
\n
\n
Figure 1 shows a high-level architecture of the implementation of ONNX as external language in SQL Server. The steps/components marked with a numbered circle are briefly described below.
\n\n
User registers an external language named ONNX with SQL Server. We describe the creation of this language extension in the Extension Implementation section later in this blog post. Our implementation is packaged in the file ‘onnxextension.zip’ shown in Figure 1.
\n
User executes a T-SQL query that invokes sp_execute_external_script with ONNX as the language.
\n
SQL Server communicates with the Launchpad service to launch the exthost external process (4).
\n
The exthost process loads the extension dll (5) that was registered for ONNX in step 1.
\n
The extension dll loads the ONNX runtime dll (6).
\n
The ONNX runtime dll provides the functionality for scoring the ONNX models.
\n\n
\n
Extension Implementation
\n
As we mentioned earlier, SQL Server 2019 introduced the extensibility framework that users can exploit to create their own language extension and invoke execution in that language through T-SQL queries. This framework consists of a set of C++ APIs that users can implement to copy data and parameters from SQL Server, perform operations on that data, and return results and performance telemetry to SQL Server. Reference implementations of Java, R, and Python using this extensibility framework have been open-sourced.
\n
\n
We now briefly discuss how some of the APIs of the SQL Server language extensibility framework can be implemented to support ONNX as an external language. The implementation is compiled into a dll that can then be registered with SQL Server for this external language (step 1 in the architecture description shown earlier).
\n
The Windows and SQL Server data types used in the code snippets below for the implementation are the same as those used in the other open-sourced reference implementations for the extensibility framework, e.g., in Java as an external language.
\n
\n
Init: This is called by exthost when the dll associated with the language extension is loaded. Our implementation of ONNX as an external language loads the ONNX runtime (ORT for short) dll in Init. ORT provides the functionality to score ONNX models. The code snipped below shows how the ORT dll can be loaded.
Note that the ONNX extension dll needs to be built with the delay load dlls option set for linker input properties, with the ORT dll specified as the dll to be delay loaded.
\n
\n
The OrtApi type definition is provided by the ORT C runtime API. The ORT_API_VERSION is set to the value corresponding to the ORT version, e.g., 4 for ORT v1.4.
\n
We will call methods provided by the ORT by dereferencing the ‘api’ pointer. In Init, we call the api->CreateEnv(…) method provided by the ORT to create the runtime environment.
\n
The call to Init and its execution corresponds to steps 4 and 5 of the architecture description shown earlier.
\n
\n
\n
GetInterfaceVersion: This is called by exthost to get the version number of the extensibility API implemented by the extension. For example, the value returned would be 2 for Version 2 of the API.
\n
\n
\n\treturn EXTERNAL_LANGUAGE_EXTENSION_API;\n
\n
\n
InitSession: This is called by exthost once per inference session. The ONNX extension should copy the values of the function arguments to variables in the extension that can be retrieved by the other functions implemented by the extension. For example, the variables can be part of a class, an object of which is allocated on the heap during Init, and then this object is used by the rest of the functions.
\n
InitColumn: This is called by exthost once per column (attribute) of the input data on which the model scoring will be done in this inference session. The ONNX extension should copy and save the values of the function arguments.
\n
InitParam: This is called by exthost to pass other arguments of the sp_execute_external_script command for this inference session. One of the arguments is the “@model” string along with its value, which was set by the user script to the binary string of the model. The ONNX extension should copy and save this model, e.g., using memcpy as shown in the code snippet below.
Execute: This is called by exthost to score the model on the input data for this inference session. There are several steps that are executed in the function.\n\n
Map Types: First, the ONNX extension maps the SQL types (enums) of the input data to the types understood by the ORT. This can be done by looking up a mapping table that tells how to do the translation.
\n
Create Context: Then, it creates a context for scoring the model by calling ORT methods, e.g., api->CreateSessionOptions(…), api->SetIntraOpNumThreads(…), api-> SetInterOpNumThreads(…), api->SetSessionGraphOptimizationLevel(…), api->CreateSessionFromArray(…), etc.
\n
Score Model: Then it scores the model by calling ORT methods, e.g., api->CreateTensorWithDataAsOrtValue(…), api->Run(…)
\n
Save Results: It then saves the predictions returned by the ORT.
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Return number of output columns: Finally, it returns the number of columns in the output of the predictions by setting the ‘*OutputSchemaColumnsNumber’ parameter of the Execute function. The return value of the Execute function is SQL_SUCCESS.
\n\n
\n
GetResultColumn: This is called by exthost for each of the columns for the prediction results. The number of columns has been returned by the Execute function as described above. The ONNX extension returns the data type and size for the corresponding column.
\n
GetResults: This is called by exthost once for the inference session to get the results of the model predictions. The code snippet below shows that the number of rows in the results as well as the results are returned. Here variable DataBuffer is of type BYTE* and it holds the prediction results obtained during the Execute function call as described above.
CleanupSession: This is called by exthost once for the inference session. The ONNX extension deallocates variables that is allocated for this inference session.
\n
\n
\n
Performance Comparisons
\n
We evaluated the performance of the following three different ways of scoring ONNX models with SQL Server. We used a SQL Server 2019 installation.
\n\n
PREDICT: This uses SQL Server’s built-in PREDICT keyword for scoring ONNX models using the ONNX Runtime. It is currently publicly available only in Azure SQL Edge and Azure SQL Managed Instance (in preview).
\n
Ext. C++: This uses the ONNX as external language capability described in this blog post.
\n
Ext. Python: This uses SQL Server’s capability to invoke Python as an external process for invoking the ONNX Runtime to score ONNX models.
\n\n
We used an input dataset ranging in size from 10K rows to approx. 3M rows. We measure end-to-end query runtimes, that include the total prediction time over all the rows in the particular table, with scoring for two ML models, namely a Decision Tree and a Logistic Regression. We average the runtimes over five executions of the same query.
\n
\n
\n
Fig. 2. Query execution times with inference using different input sizes and models.
\n
\n
Figure 2 shows the average query run times as a function of the number of rows in the input data set, which is also equal to the number of predictions done with the models.
\n
\n
We make the following two observations from these experimental results.
\n\n
Ext. Python is significantly slower (2.7x--30.5x, depending on the model and number of input rows) than PREDICT. As an example, for 3M rows, Ext. Python takes about 2.9x (Decision Tree) to 2.7x (Logistic Regression) as much time as PREDICT.
\n
Ext. C++ results in query run times that are in between PREDICT (1.9x--22.4x slower than PREDICT) and Ext. Python (which is 2.7x--30.5x slower than PREDICT), leading to 1.3--2.1x speedups when compared to Ext. Python. For example, for 3M rows, Ext. C++ takes about 1.9x as much time as PREDICT in contrast to the 2.7x--2.9x time taken by Ext. Python. For approximately 0.3M rows and Decision Tree model, Ext. C++ takes about 2.6x whereas Ext. Python takes about 5.4x as much time as PREDICT, resulting in Ext. C++ being about 2x faster than Ext. Python for scoring the given model on the same input dataset.
\n\n
\n
\n
Fig. 3. Query slowdowns, relative to in-process PREDICT, for different input sizes and models.
\n
\n
Figure 3 shows the average query run times relative to that with PREDICT with the same number of input rows. At small number of input rows, the computation for the model scoring is small. So, the overheads of setting up the external execution environment dominates. At larger input sizes, the slowdown values become smaller. In all cases, the slowdowns with Ext. C++ are smaller than with Ext. Python.
\n
\n
Summary
\n
SQL Server 2019’s C++ extensibility framework offers a powerful capability to users for calling a wide range of ML model scoring engines to score corresponding ML models on tabular data provided by SQL Server. Our implementation enables users to perform scoring of ONNX models faster and more intuitively than with the existing Python execution. This blog post also provided an overview of how users can write their own ML engine interfacing extensions with the new extensibility framework.
\n
\n
Acknowledgments
\n
We thank Ivan Popivanov, Jasraj Dange, Michelle Wallig, Carlo Curino, and members of the SQL Server extensibility team for their help and feedback on this work.
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