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R2026a release!
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‎README.md‎

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@@ -31,6 +31,7 @@ To view instructions for deploying the MATLAB Parallel Server reference architec
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| Linux | Windows |
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| ----- | ------- |
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| [R2026a](https://github.com/mathworks-ref-arch/matlab-parallel-server-on-azure-lin/tree/master/releases/R2026a/README.md) | [R2026a](releases/R2026a/README.md) |
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| [R2025b](https://github.com/mathworks-ref-arch/matlab-parallel-server-on-azure-lin/tree/master/releases/R2025b/README.md) | [R2025b](releases/R2025b/README.md) |
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| [R2025a](https://github.com/mathworks-ref-arch/matlab-parallel-server-on-azure-lin/tree/master/releases/R2025a/README.md) | [R2025a](releases/R2025a/README.md) |
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| [R2024b](https://github.com/mathworks-ref-arch/matlab-parallel-server-on-azure-lin/tree/master/releases/R2024b/README.md) | [R2024b](releases/R2024b/README.md) |

‎packer/v1/README.md‎

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## **Requirements**
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Before starting, you need:
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* [Packer](https://www.packer.io/downloads) 1.7.1 or later.
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* [Packer](https://www.packer.io/downloads) 1.15.0 or later.
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* [Azure credentials](https://learn.microsoft.com/en-us/azure/virtual-machines/linux/build-image-with-packer#create-azure-credentials). For details about how Packer authenticates Azure clients, see [Azure authentication for Packer](https://www.packer.io/plugins/builders/azure#authentication).
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## **Costs**

‎packer/v1/build-azure-parallel-server.pkr.hcl‎

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variable "PRODUCTS" {
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type = string
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description = "Target products to install in the machine image, e.g. MATLAB MATLAB_Parallel_Server."
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default = "5G_Toolbox AUTOSAR_Blockset Aerospace_Blockset Aerospace_Toolbox Antenna_Toolbox Audio_Toolbox Automated_Driving_Toolbox Bioinformatics_Toolbox Bluetooth_Toolbox C2000_Microcontroller_Blockset Communications_Toolbox Computer_Vision_Toolbox Control_System_Toolbox Curve_Fitting_Toolbox DDS_Blockset DSP_HDL_Toolbox DSP_System_Toolbox Database_Toolbox Datafeed_Toolbox Deep_Learning_HDL_Toolbox Deep_Learning_Toolbox Econometrics_Toolbox Embedded_Coder Financial_Instruments_Toolbox Financial_Toolbox Fixed-Point_Designer Fuzzy_Logic_Toolbox GPU_Coder Global_Optimization_Toolbox HDL_Coder HDL_Verifier Image_Acquisition_Toolbox Image_Processing_Toolbox Industrial_Communication_Toolbox Instrument_Control_Toolbox LTE_Toolbox Lidar_Toolbox MATLAB MATLAB_Coder MATLAB_Compiler MATLAB_Compiler_SDK MATLAB_Parallel_Server MATLAB_Report_Generator MATLAB_Test Mapping_Toolbox Medical_Imaging_Toolbox Mixed-Signal_Blockset Model_Predictive_Control_Toolbox Motor_Control_Blockset Navigation_Toolbox Optimization_Toolbox Parallel_Computing_Toolbox Partial_Differential_Equation_Toolbox Phased_Array_System_Toolbox Powertrain_Blockset Predictive_Maintenance_Toolbox RF_Blockset RF_PCB_Toolbox RF_Toolbox ROS_Toolbox Radar_Toolbox Reinforcement_Learning_Toolbox Requirements_Toolbox Risk_Management_Toolbox Robotics_System_Toolbox Robust_Control_Toolbox Satellite_Communications_Toolbox Sensor_Fusion_and_Tracking_Toolbox SerDes_Toolbox Signal_Integrity_Toolbox Signal_Processing_Toolbox SimBiology SimEvents Simscape Simscape_Battery Simscape_Driveline Simscape_Electrical Simscape_Fluids Simscape_Multibody Simulink Simulink_3D_Animation Simulink_Check Simulink_Coder Simulink_Compiler Simulink_Control_Design Simulink_Coverage Simulink_Design_Optimization Simulink_Design_Verifier Simulink_Desktop_Real-Time Simulink_Fault_Analyzer Simulink_PLC_Coder Simulink_Real-Time Simulink_Report_Generator Simulink_Test SoC_Blockset Stateflow Statistics_and_Machine_Learning_Toolbox Symbolic_Math_Toolbox System_Composer System_Identification_Toolbox Text_Analytics_Toolbox UAV_Toolbox Vehicle_Dynamics_Blockset Vehicle_Network_Toolbox Vision_HDL_Toolbox WLAN_Toolbox Wavelet_Toolbox Wireless_HDL_Toolbox Wireless_Testbench"
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default = "5G_Toolbox AUTOSAR_Blockset Aerospace_Blockset Aerospace_Toolbox Antenna_Toolbox Audio_Toolbox Automated_Driving_Toolbox Bioinformatics_Toolbox Bluetooth_Toolbox C2000_Microcontroller_Blockset Communications_Toolbox Computer_Vision_Toolbox Control_System_Toolbox Curve_Fitting_Toolbox DDS_Blockset DSP_HDL_Toolbox DSP_System_Toolbox Database_Toolbox Datafeed_Toolbox Deep_Learning_HDL_Toolbox Deep_Learning_Toolbox Econometrics_Toolbox Embedded_Coder Financial_Instruments_Toolbox Financial_Toolbox Fixed-Point_Designer Fuzzy_Logic_Toolbox GPU_Coder Global_Optimization_Toolbox HDL_Coder HDL_Verifier Image_Acquisition_Toolbox Image_Processing_Toolbox Industrial_Communication_Toolbox Instrument_Control_Toolbox LTE_Toolbox Lidar_Toolbox MATLAB MATLAB_Coder MATLAB_Compiler MATLAB_Compiler_SDK MATLAB_Parallel_Server MATLAB_Report_Generator MATLAB_Test MATLAB_Web_App_Server Mapping_Toolbox Medical_Imaging_Toolbox Mixed-Signal_Blockset Model_Predictive_Control_Toolbox Motor_Control_Blockset Navigation_Toolbox Optimization_Toolbox Parallel_Computing_Toolbox Partial_Differential_Equation_Toolbox Phased_Array_System_Toolbox Powertrain_Blockset Predictive_Maintenance_Toolbox RF_Blockset RF_PCB_Toolbox RF_Toolbox ROS_Toolbox Radar_Toolbox Reinforcement_Learning_Toolbox Requirements_Toolbox Risk_Management_Toolbox Robotics_System_Toolbox Robust_Control_Toolbox Satellite_Communications_Toolbox Sensor_Fusion_and_Tracking_Toolbox SerDes_Toolbox Signal_Integrity_Toolbox Signal_Processing_Toolbox SimBiology SimEvents Simscape Simscape_Battery Simscape_Driveline Simscape_Electrical Simscape_Fluids Simscape_Multibody Simulink Simulink_3D_Animation Simulink_Check Simulink_Coder Simulink_Compiler Simulink_Control_Design Simulink_Coverage Simulink_Design_Optimization Simulink_Design_Verifier Simulink_Desktop_Real-Time Simulink_Fault_Analyzer Simulink_PLC_Coder Simulink_Real-Time Simulink_Report_Generator Simulink_Test SoC_Blockset Stateflow Statistics_and_Machine_Learning_Toolbox Symbolic_Math_Toolbox System_Composer System_Identification_Toolbox Text_Analytics_Toolbox UAV_Toolbox Vehicle_Dynamics_Blockset Vehicle_Network_Toolbox Vision_HDL_Toolbox WLAN_Toolbox Wavelet_Toolbox Wireless_HDL_Toolbox Wireless_Testbench Wireless_Network_Toolbox Simulink_FMU_Builder Raspberry_Pi_Blockset STM32_Microcontroller_Blockset"
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}
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variable "SPKGS" {
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variable "RELEASE" {
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type = string
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default = "R2025b"
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default = "R2026a"
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description = "Target MATLAB release to install in the machine image, must start with \"R\"."
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validation {

‎packer/v1/release-config/R2026a.pkrvars.hcl‎

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# Copyright 2026 The MathWorks, Inc.
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// Use this Packer configuration file to build an Azure managed image with MATLAB Parallel Server R2026a installed.
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// For more information on these variables, see /packer/build-azure-parallel-server.pkr.hcl.
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RELEASE = "R2026a"
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STARTUP_SCRIPTS = [
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"env.ps1",
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"10_Setup-Disk.ps1",
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"20_Setup-MATLAB.ps1",
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"30_Setup-Polyspace.ps1",
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"40_Warmup-MATLAB.ps1",
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"50_Edit-MJS-Def.ps1",
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"60_Setup-MJS.ps1",
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"70_Start-MJS.ps1",
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"80_Initialize-ClusterManagementProgram.ps1",
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"90_Add-SpotInstanceMonitoring.ps1"
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]
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RUNTIME_SCRIPTS = [
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"cluster_management",
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"mwplatforminterfaces"
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]
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BUILD_SCRIPTS = [
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"Install-Dependencies.ps1",
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"Install-StartupScripts.ps1",
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"Install-RuntimeScripts.ps1",
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"Install-NVIDIADrivers.ps1",
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"Initialize-SourceLocation.ps1",
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"Install-MATLAB.ps1",
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"Install-Polyspace.ps1",
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"Install-SupportPackages.ps1",
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"Initialize-MATLAB.ps1",
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"Initialize-Polyspace.ps1",
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"Optimize-MATLAB.ps1",
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"Remove-IE.ps1",
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"Disable-Popups.ps1"
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]
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PRODUCTS = "5G_Toolbox AUTOSAR_Blockset Aerospace_Blockset Aerospace_Toolbox Antenna_Toolbox Audio_Toolbox Automated_Driving_Toolbox Bioinformatics_Toolbox Bluetooth_Toolbox C2000_Microcontroller_Blockset Communications_Toolbox Computer_Vision_Toolbox Control_System_Toolbox Curve_Fitting_Toolbox DDS_Blockset DSP_HDL_Toolbox DSP_System_Toolbox Database_Toolbox Datafeed_Toolbox Deep_Learning_HDL_Toolbox Deep_Learning_Toolbox Econometrics_Toolbox Embedded_Coder Financial_Instruments_Toolbox Financial_Toolbox Fixed-Point_Designer Fuzzy_Logic_Toolbox GPU_Coder Global_Optimization_Toolbox HDL_Coder HDL_Verifier Image_Acquisition_Toolbox Image_Processing_Toolbox Industrial_Communication_Toolbox Instrument_Control_Toolbox LTE_Toolbox Lidar_Toolbox MATLAB MATLAB_Coder MATLAB_Compiler MATLAB_Compiler_SDK MATLAB_Parallel_Server MATLAB_Report_Generator MATLAB_Test MATLAB_Web_App_Server Mapping_Toolbox Medical_Imaging_Toolbox Mixed-Signal_Blockset Model_Predictive_Control_Toolbox Motor_Control_Blockset Navigation_Toolbox Optimization_Toolbox Parallel_Computing_Toolbox Partial_Differential_Equation_Toolbox Phased_Array_System_Toolbox Powertrain_Blockset Predictive_Maintenance_Toolbox RF_Blockset RF_PCB_Toolbox RF_Toolbox ROS_Toolbox Radar_Toolbox Reinforcement_Learning_Toolbox Requirements_Toolbox Risk_Management_Toolbox Robotics_System_Toolbox Robust_Control_Toolbox Satellite_Communications_Toolbox Sensor_Fusion_and_Tracking_Toolbox SerDes_Toolbox Signal_Integrity_Toolbox Signal_Processing_Toolbox SimBiology SimEvents Simscape Simscape_Battery Simscape_Driveline Simscape_Electrical Simscape_Fluids Simscape_Multibody Simulink Simulink_3D_Animation Simulink_Check Simulink_Coder Simulink_Compiler Simulink_Control_Design Simulink_Coverage Simulink_Design_Optimization Simulink_Design_Verifier Simulink_Desktop_Real-Time Simulink_Fault_Analyzer Simulink_PLC_Coder Simulink_Real-Time Simulink_Report_Generator Simulink_Test SoC_Blockset Stateflow Statistics_and_Machine_Learning_Toolbox Symbolic_Math_Toolbox System_Composer System_Identification_Toolbox Text_Analytics_Toolbox UAV_Toolbox Vehicle_Dynamics_Blockset Vehicle_Network_Toolbox Vision_HDL_Toolbox WLAN_Toolbox Wavelet_Toolbox Wireless_HDL_Toolbox Wireless_Testbench Wireless_Network_Toolbox Simulink_FMU_Builder Raspberry_Pi_Blockset STM32_Microcontroller_Blockset"
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POLYSPACE_PRODUCTS = "Polyspace_Bug_Finder Polyspace_Bug_Finder_Server Polyspace_Code_Prover Polyspace_Code_Prover_Server Polyspace_Test"
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SPKGS = "Deep_Learning_Toolbox_Model_for_AlexNet_Network Deep_Learning_Toolbox_Model_for_EfficientNet-b0_Network Deep_Learning_Toolbox_Model_for_GoogLeNet_Network Deep_Learning_Toolbox_Model_for_ResNet-101_Network Deep_Learning_Toolbox_Model_for_ResNet-18_Network Deep_Learning_Toolbox_Model_for_ResNet-50_Network Deep_Learning_Toolbox_Model_for_Inception-ResNet-v2_Network Deep_Learning_Toolbox_Model_for_Inception-v3_Network Deep_Learning_Toolbox_Model_for_DenseNet-201_Network Deep_Learning_Toolbox_Model_for_Xception_Network Deep_Learning_Toolbox_Model_for_MobileNet-v2_Network Deep_Learning_Toolbox_Model_for_Places365-GoogLeNet_Network Deep_Learning_Toolbox_Model_for_NASNet-Large_Network Deep_Learning_Toolbox_Model_for_NASNet-Mobile_Network Deep_Learning_Toolbox_Model_for_ShuffleNet_Network Deep_Learning_Toolbox_Model_for_DarkNet-19_Network Deep_Learning_Toolbox_Model_for_DarkNet-53_Network Deep_Learning_Toolbox_Model_for_VGG-16_Network Deep_Learning_Toolbox_Model_for_VGG-19_Network"
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NVIDIA_DRIVER_INSTALLER_URL = "https://us.download.nvidia.com/tesla/591.59/591.59-data-center-tesla-desktop-winserver-2022-2025-dch-international.exe"
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PYTHON_INSTALLER_URL = "https://www.python.org/ftp/python/3.10.5/python-3.10.5-amd64.exe"
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IMAGE_PUBLISHER = "MicrosoftWindowsServer"
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IMAGE_OFFER = "WindowsServer"
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IMAGE_SKU = "2022-Datacenter"

‎packer/v1/runtime/cluster_management/autoscaling/autoscaling.py‎

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#!/usr/bin/env python3
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# Copyright 2022-2024 The MathWorks, Inc.
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# Copyright 2022-2026 The MathWorks, Inc.
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from mwplatforminterfaces import CloudInterface
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2: Faced an issue with cluster
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"""
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# Retrieving capacity information
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print("Connecting to the cloud computing platform")
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cloud_interface = CloudInterface()
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print("Connecting to cluster")
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os_interface = OSInterface()
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print("# Starting capacity control")
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status_cc = capacity_control.main(cloud_interface, os_interface)
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print(f"# Finished capacity control: {status_cc}")

‎packer/v1/runtime/cluster_management/autoscaling/capacity_control.py‎

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#!/usr/bin/env python3
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# Copyright 2021-2024 The MathWorks, Inc.
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# Copyright 2021-2026 The MathWorks, Inc.
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from mwplatforminterfaces import CloudInterface
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from mwplatforminterfaces import OSInterface

‎packer/v1/runtime/cluster_management/autoscaling/health_check.py‎

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#!/usr/bin/env python3
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# Copyright 2022-2026 The MathWorks, Inc.
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from mwplatforminterfaces import CloudInterface

‎packer/v1/runtime/cluster_management/autoscaling/scale_in_protection.py‎

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#!/usr/bin/env python3
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# Copyright 2022-2024 The MathWorks, Inc.
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# Copyright 2022-2026 The MathWorks, Inc.
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from mwplatforminterfaces import CloudInterface
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from mwplatforminterfaces import OSInterface

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