Files
openvino/docs/install_guides/deployment-manager-tool.md
Andrey Zaytsev 940eb43095 Feature/azaytsev/merge to master (#2786)
* [IE CLDNN] Memory allocation optimizations (#2178)

* [GNA] Safety fixes (#2193)

* LSTMCell test [GNA] LSTMCell fix for GNA (#2216)

* [GNA] fix scale factor calculation for unfused bias after fc (2021.1) (#2195)

* [GNA] fix scale factor calculation for unfused bias after fc

* change check

* add test

* apply requested changes

* cpplint fix

* apply test changes

* modify model for test to match ::op::

* [LPT] Copy constant with several outputs before blob update (#2197)

* [LPT] Copy constant implementation

* [LPT] the same Constant ops as FQ interval boundaries

* [Scripts] Fixing issue with exporting path-like env when it undef  (#2164)

* setupvars.sh: Added logic for exporting path env in case if it not defined

* setupvars: Removed duplicated colon

* Kept quotes where they were

* setupvars: updated copyrights

* FakeQuantize + Mul fusion (#2133)

* FQ+Mul fusion transform skeleton

* FQ+Mul fusion transform tests prep

* Basic UT for the transform

* Basic implementation of the transform

* Parametrized UTs for FQMul transform

* Parametrization of FQ+Mul UTs

* Make sure that the shapes of constants match

* Check if the mul constant matches FQ data

* CentOs compilation error fix

* PR feedback and adjusted tests

* NHWC layout of the mul constant

* UT: FQ output limits 4D

* Redundant CF pass removed

* Rewrite the graph in a different way

* Shape checking infrastructure skeleton

* Handle some negative cases

* Check the rt info in the fusion test

* Fuse all Mul nodes detected after FQ node

* Dont cast the original FQ node

* Dont throw if CF fails in new output range calculation

* More UTs

* Accept any type of input to FQ in the transformation

* Test the fusion when all FQ inputs are non-const

* Fusion test when only one output limit is const

* Extend error message (#2174)

* some nGraph KW fixes (#2176)

* Removed redundant methods

* Fixed KW for linux

* Fix QueryNetwork for networks with KSO (#2202)

* Added a test to reproduce QueryNetwork with KSO

* Fixed QueryNetwork for networks with KSO

* Added additional test

* Fixed output names for case with redundant ops before result (#2209)

* [IE][VPU]: Workaround to support parameter Beta for layer Swish (#2207)

* Workaround to full support Swish layer. It is faster than native Swish for now.

* [IE][VPU]: Remove the second call of ngraph::CommonOptimizations (#2221)

* Remove the second call of ngraph::CommonOptimizations in myriad plugin
* Reuse code with vpu ngraph transformations

* Duplicate PR 2167 for release branch: GatherTree description was extended and outdated link fixed (#2235)

* add more alrifications to description

* move clarification to comment

* pseudo code become more accurate

* review changes

* Add exposing function signatures via Cython (#2244)

* [DOC] Reshape feature (#2194)

* [IE][VPU][OpenCL] 2021.1 release compiler (#2189)

* Statically analyzed issues. (#2261)

* [IE][VPU]: Fix K propagation through Reshape (2021.1) (#2180)

* Fix K propagation through Reshape
* Add test cases

* Revert "[IE TESTS] dynavic batch for mvn layer (#1010)" (#2256)

This reverts commit 2e3378c50f.

* Fixed KW warning and review issues (#2262)

* [IE][VPU]: update firmware 1381 (#2236)

* Reverting devicePriorities to be vector and respect the order, as opposed to the incorrect (recent?) refactoring that introduced the unordered_map that effectively ignores the priorities (#2251)

* update OpenCV version to 4.5.0 (#2260)

* Add VPUX configuration to compile_tool (#2248)

* [IE][TESTS] Fix compareRawBuffers and compareBlobData methods (#2246)

Use `<=` comparison instead of `<` with thresholds.
This allows to use `0` threshold for bit-exact comparison.

* [IE][VPU]: KW fixes (#2186)

* Some KW fixes
* Fix printTo in vpu ngraph transformations

* Fix for static PartialShape detection algorithm (#2177)

* Fixes for Interpolate-4. (#2281)

* Update get_ov_update_message.py (#2286)

* Clone a specific tag for pybind11 (#2296)

* [Scripts] Fix setting PYTHONPATH logic (#2305)

* setupvars.sh: Added logic for exporting path env in case if it not defined

* setupvars: Removed duplicated colon

* install_openvino_dependencies: Updated copyrights

setupvars.bat: Updated notification about incorrect Python version. Removed checking ICC2019
setupvars.sh: Removed logic with choosing higher version of installed Python. Added dynamic detecting python3 major and minor version for setting path. Add checking minimum required Python version(now 3.6)

* Added python3-gi package and fixed libglib2.0-0 package location. (#2294)

* [IE TESTS] CoreThreading_LoadNetwork tests were disabled for GPU plugin (#2245) (#2283)

* setupvars: Updated notifications, fixed calling python in Windows case (#2318)

* Updated operations specification documents (2021.1) (#2268)

* Updated documentation structure and remove incorrect added files for Acosh-1, Asinh-1 and Atanh-1

* Fixed broken links

* Fixed c samples build (#2278) (#2304)

* Fixed c samples build

fixed CVS-38816 - Failure to build samples in C

* Fixed issue with gflags

* Revert "[IE][VPU]: Fix K propagation through Reshape (2021.1) (#2180)" (#2322)

This reverts commit d604a03ac0.

* Added ONNX Resize-11 and ONNX Resize-13 to supported frameworks layers list. (#2325)

* Implement `run_executable.py` to run `TimeTests` several times (#2125) (#2188)

CI passed

* install_NEO_OCL_driver: Updated exit codes, messages. Updated way to remove old driver on Ubuntu (#2333)

* Bump cmake version to 3.13 (#2339)

* install_NEO_OCL_driver: Added checking of installed packages before trying to remove them. Added quotes for echo. (#2350)

* convert to doxygen comments

* add doxygen doc build configurations (#2191)

Co-authored-by: Nikolay Tyukaev <ntyukaev_lo@jenkins.inn.intel.com>

* [DOCS] Added an evaluate method for custom operation (#2272)

* Added an evaluate method for custom operation

* Fixed comments

* Downgrade cmake for samples (#2372)

* Downgrade cmake for samples

Downgraded cmake version to default version for Ubuntu 18.04

* Updated supported python version

The minimal python version in 2021.1 is 3.5

* Added notes about cmake requirements for samples and demo

* Install dependency refactoring. (#2381)

* Updated Transformation development doc (#2370)

* Delete xfail for resolved known issue (#2385)

* Fix layout links for dl streamer and c api (#2375)

* fix layouts

* change the dl-streamer link

Co-authored-by: Nikolay Tyukaev <ntyukaev_lo@jenkins.inn.intel.com>

* Added link options for cross-compilation (#2397)

* Added new GSG for macOS, made minor changes in Windows GSG (#2070) (#2405)

* Added new GSG for macOS, made minor changes in Windows GSG

* Update get_started_macos.md

Co-authored-by: Anastasiya Ageeva <anastasiya.ageeva@intel.com>

* Fixed docs build on Windows (#2383)

* layouts and code comments

* Replace absolute links to docs.openvinotoolkit.org by relative ones (#2439)

* Replaced direct links to docs.openvinotoolkit.org with relative links

* Replaced direct links to docs.openvinotoolkit.org with relative links. Added GSGs for Win and macOS

* Minor fixes in GSGs

* Replaced direct links to docs.openvinotoolkit.org with relative links

* Removed links to OpenVINO markdown files that contain anchor - they don't work in the current implementation of the doc process

* Fixed Notes

* Removed links to OpenVINO markdown files that contain anchor - they don't work in the current implementation of the doc process

* fixed link to installing-openvino-linux.md

* Update the menu to align with POT doc headers (#2433)

* Update the menu to align with POT doc headers

It changes the menu to align with Post-training Optimization Toolkit documentation titles.

* Corrected one title

Run Examples => How to Run Examples

* Added closing braсket (#2466)

Fixed syntax error (b4b03b1)

* Remove the deprecation notice (#2314)

* Removed deprecation notice

* Removed the note from other files

* [DOCS] Update Installation Guide - GPU steps (#2308)

* Initial commit

* fixing lists

* Update installing-openvino-linux.md

* Get rid of the note

* Added the scrrenshot

* Update installing-openvino-linux.md

* fixes

* separate layout

* [Docs] Update MO What's new description (#2481)

* Azure CI: Add separated pipelines for Windows, Linux, Mac

* Feature/azaytsev/benchmarks 2021 1 (#2501)

* Initial changes for 2021.1

* Inserted Graphtool scripts, updated configurations info

* Updated FAQ and minor changes to performance_benchmarks.md

* Updated for 2021.1

* Updated

* incorporated review comments

* incorporated review comments for FAQ

* fixed link

* Update build-instruction.md for MacOsX (#2457)

* Update build-instruction.md for MacOsX

* Removed call of install_dependencies.sh from the steps

* Changed layouts

* Feature/azaytsev/cvs-38240 (#2469)

* Updated for 2020 version, replaced Ubuntu 16.04 with Ubuntu 20.04

* Updated the release package numbers

* Removed FPGA from the documentation

* Updated according to the comments in the ticket CVS-37827 (#2448)

* Updated according to CVS-38225

* some changes

* Update docs for speech libs and demos (#2518)

* Made changes to benchmarks according to review comments

* Remove `--collect_results_only` (#2523)

* Remove `--collect_results_only` from MemCheckTests

* Remove CLI keys from README

* Added logo info to the Legal_Information, updated Ubuntu, CentOS supported versions

* Updated supported Intel® Core™ processors list

* Fixed table formatting

* [Jenkinsfile] Bump infra (#2546)

* [GNA] Documentation updates for 2021.1 (#2460)

* [GNA] Documentation updates for 2021.1

* Take Mike's comments into account

* More fixes according to review

* Fix processor generation names

* update api layouts

* Added new index page with overview

* Changed CMake and Python versions

* Fixed links

* some layout changes

* some layout changes

* nGraph Python API tutorial (#2500)

* nGraph Python API tutorial

* Tweaks

* Code review comments

* Code review comments

* some layout changes

* COnverted svg images to png

* layouts

* update layout

* Added a label for nGraph_Python_API.md

* fixed links

* Fixed image

* First draft of nGraph documentation (#2271)

* First draft of nGraph documentation

* updated according to review comments

* Updated

* Reviewed the nGraph Transformation section, added missing images

* Update nGraph_dg.md

* Delete python_api.md

Removed since there is already the nGraph_Python_API.md document with a comprehensive overview.

Co-authored-by: Andrey Zaytsev <andrey.zaytsev@intel.com>
Co-authored-by: CCR\avladimi <anastasiya.ageeva@intel.com>

* Feature/azaytsev/docs 2021 1 (#2560)

* Removed FPGA from the documentation

* Updated according to CVS-38225

* Added logo info to the Legal_Information, updated Ubuntu, CentOS supported versions

* Updated supported Intel® Core™ processors list

* Added new index page with overview

* Changed CMake and Python versions

* Fixed links

* COnverted svg images to png

* Added a label for nGraph_Python_API.md

* fixed links

* Fixed image

* Update SW requirements in build instructions and change latest release to 2021.1 (#2565)

* removed links to ../IE_DG/Introduction.md

* Removed links to tools overview page as removed

* some changes

* Remove link to Integrate_your_kernels_into_IE.md

* remove openvino_docs_IE_DG_Graph_debug_capabilities from layout as it was removed

* Fixed links to images (#2569)

* update layouts

* Added deprecation note for PassConfig class (#2593)

* Post-release fixes and installation path changes

* Added pip install documentation (#2465)

* Added pip install documentation

* Change references

* tiny fixes of links

* Update installing-openvino-pip.md

Co-authored-by: Alina Alborova <alina.alborova@intel.com>

* Update OpenVino ONNX CI check (#2599)

* Update OpenVino ONNX CI

* Change parallel execution to single

* Enlarge timeout

* Remove timeout

* Add timeout to test execution

* Added PIP installation and Build from Source to the layout

* Fixed formatting issue, removed broken link

* Renamed section EXAMPLES to RESOURCES according to review comments

* add mo faq navigation by url param

* Skip hanging test case of OpenVino ONNX CI (#2608)

* Update OpenVino ONNX CI

* Change parallel execution to single

* Enlarge timeout

* Remove timeout

* Add timeout to test execution

* Skip hanging test

* Add description to skip issue

* Removed DLDT description

* Replaced wrong links

* MInor fix for path to the cpp samples

* fixes

* Update ops.py

* Fix style

* Improve pip installation guide (#2644)

* Improve pip installation guide

* Updated after comments

* Feature/ntyukaev/separate layout (#2629)

* convert to doxygen comments

* layouts and code comments

* separate layout

* Changed layouts

* Removed FPGA from the documentation

* Updated according to CVS-38225

* some changes

* Made changes to benchmarks according to review comments

* Added logo info to the Legal_Information, updated Ubuntu, CentOS supported versions

* Updated supported Intel® Core™ processors list

* Fixed table formatting

* update api layouts

* Added new index page with overview

* Changed CMake and Python versions

* Fixed links

* some layout changes

* some layout changes

* some layout changes

* COnverted svg images to png

* layouts

* update layout

* Added a label for nGraph_Python_API.md

* fixed links

* Fixed image

* removed links to ../IE_DG/Introduction.md

* Removed links to tools overview page as removed

* some changes

* Remove link to Integrate_your_kernels_into_IE.md

* remove openvino_docs_IE_DG_Graph_debug_capabilities from layout as it was removed

* update layouts

* Post-release fixes and installation path changes

* Added PIP installation and Build from Source to the layout

* Fixed formatting issue, removed broken link

* Renamed section EXAMPLES to RESOURCES according to review comments

* add mo faq navigation by url param

* Removed DLDT description

* Replaced wrong links

* MInor fix for path to the cpp samples

* fixes

* Update ops.py

* Fix style

Co-authored-by: Nikolay Tyukaev <ntyukaev_lo@jenkins.inn.intel.com>
Co-authored-by: Tyukaev <nikolay.tyukaev@intel.com>
Co-authored-by: aalborov <alina.alborova@intel.com>
Co-authored-by: Rafal Blaczkowski <rafal.blaczkowski@intel.com>
Co-authored-by: Alexander Zhogov <alexander.zhogov@intel.com>

* Fixed CVS-35316 (#2072) (#2670)

Co-authored-by: Anastasiya Ageeva <anastasiya.ageeva@intel.com>

* [install_dependencies.sh] install latest cmake if current version is lower 3.13 (#2695) (#2701)

* [install_dependencies.sh] install latest cmake if current version is lower 3.13

* add shellcheck for Ubuntu

* install python 2.7 for Ubuntu

* Removed redundant file

* Exclude files that we didn't changed from merging

Co-authored-by: Sergey Shlyapnikov <sergey.shlyapnikov@intel.com>
Co-authored-by: Denis Orlov <denis.orlov@intel.com>
Co-authored-by: Kamil Magierski <kamil.magierski@intel.com>
Co-authored-by: Anna Alberska <anna.alberska@intel.com>
Co-authored-by: Edward Shogulin <edward.shogulin@intel.com>
Co-authored-by: Artyom Anokhov <artyom.anokhov@intel.com>
Co-authored-by: Tomasz Dołbniak <tomasz.dolbniak@intel.com>
Co-authored-by: Ilya Churaev <ilya.churaev@intel.com>
Co-authored-by: Roman Vyunov (Intel) <roman.vyunov@intel.com>
Co-authored-by: Maksim Doronin <maksim.doronin@intel.com>
Co-authored-by: Svetlana Dolinina <svetlana.a.dolinina@intel.com>
Co-authored-by: Evgeny Talanin <evgeny.talanin@intel.com>
Co-authored-by: Evgenya Stepyreva <evgenya.stepyreva@intel.com>
Co-authored-by: Maxim Kurin <maxim.kurin@intel.com>
Co-authored-by: Nikolay Shchegolev <nikolay.shchegolev@intel.com>
Co-authored-by: Andrew Bakalin <andrew.bakalin@intel.com>
Co-authored-by: Gorokhov Dmitriy <dmitry.gorokhov@intel.com>
Co-authored-by: Evgeny Latkin <evgeny.latkin@intel.com>
Co-authored-by: Maxim Shevtsov <maxim.y.shevtsov@intel.com>
Co-authored-by: Alexey Suhov <alexey.suhov@intel.com>
Co-authored-by: Alexander Novak <sasha-novak@yandex.ru>
Co-authored-by: Vladislav Vinogradov <vlad.vinogradov@intel.com>
Co-authored-by: Vladislav Volkov <vladislav.volkov@intel.com>
Co-authored-by: Vladimir Gavrilov <vladimir.gavrilov@intel.com>
Co-authored-by: Zoe Cayetano <zoe.cayetano@intel.com>
Co-authored-by: Dmitrii Denisov <dmitrii.denisov@intel.com>
Co-authored-by: Irina Efode <irina.efode@intel.com>
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Co-authored-by: Mikhail Ryzhov <mikhail.ryzhov@intel.com>
Co-authored-by: Vitaliy Urusovskij <vitaliy.urusovskij@intel.com>
Co-authored-by: Nikolay Tyukaev <ntyukaev_lo@jenkins.inn.intel.com>
Co-authored-by: Nikolay Tyukaev <nikolay.tyukaev@intel.com>
Co-authored-by: Gleb Kazantaev <gleb.kazantaev@intel.com>
Co-authored-by: Rafal Blaczkowski <rafal.blaczkowski@intel.com>
Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>
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2020-10-27 00:41:46 +03:00

7.3 KiB

OpenVINO™ Deployment Manager Guide

The Deployment Manager of Intel® Distribution of OpenVINO™ creates a deployment package by assembling the model, IR files, your application, and associated dependencies into a runtime package for your target device.

The Deployment Manager is a Python* command-line tool that is delivered within the Intel® Distribution of OpenVINO™ toolkit for Linux* and Windows* release packages and available after installation in the <INSTALL_DIR>/deployment_tools/tools/deployment_manager directory.

Pre-Requisites

  • Intel® Distribution of OpenVINO™ toolkit for Linux* (version 2019 R3 or higher) or Intel® Distribution of OpenVINO™ toolkit for Windows* (version 2019 R4 or higher) installed on your development machine.
  • Python* 3.6 or higher is required to run the Deployment Manager.
  • To run inference on a target device other than CPU, device drivers must be pre-installed:
    • For Linux, see the following sections in the installation instructions for Linux:
      • Steps for Intel® Processor Graphics (GPU) section
      • Steps for Intel® Neural Compute Stick 2 section
      • Steps for Intel® Vision Accelerator Design with Intel® Movidius™ VPUs
    • For Windows, see the following sections in the installation instructions for Windows:
      • Steps for Intel® Processor Graphics (GPU)
      • Steps for the Intel® Vision Accelerator Design with Intel® Movidius™ VPUs

Important

: The operating system on the target host must be the same as the development system on which you are creating the package. For example, if the target system is Ubuntu 18.04, the deployment package must be created from the OpenVINO™ toolkit installed on Ubuntu 18.04.

Create Deployment Package Using Deployment Manager

There are two ways to create a deployment package that includes inference-related components of the OpenVINO™ toolkit:
You can run the Deployment Manager tool in either Interactive or Standard CLI mode.

Run Interactive Mode

Click to expand/collapse

Interactive mode provides a user-friendly command-line interface that will guide you through the process with text prompts.

  1. To launch the Deployment Manager in the interactive mode, open a new terminal window, go to the Deployment Manager tool directory and run the tool script without parameters:
    <INSTALL_DIR>/deployment_tools/tools/deployment_manager
    
    ./deployment_manager.py
    
  2. The target device selection dialog is displayed: Deployment Manager selection dialog Use the options provided on the screen to complete selection of the target devices and press Enter to proceed to the package generation dialog. if you want to interrupt the generation process and exit the program, type q and press Enter.
  3. Once you accept the selection, the package generation dialog is displayed: Deployment Manager configuration dialog
    1. The target devices you have selected at the previous step appear on the screen. If you want to change the selection, type b and press Enter to go back to the previous screen.

    2. Use the options provided to configure the generation process, or use the default settings.

    3. Once all the parameters are set, type g and press Enter to generate the package for the selected target devices. If you want to interrupt the generation process and exit the program, type q and press Enter.

The script successfully completes and the deployment package is generated in the output directory specified.

Run Standard CLI Mode

Click to expand/collapse

Alternatively, you can run the Deployment Manager tool in the standard CLI mode. In this mode, you specify the target devices and other parameters as command-line arguments of the Deployment Manager Python script. This mode facilitates integrating the tool in an automation pipeline.

To launch the Deployment Manager tool in the standard mode, open a new terminal window, go to the Deployment Manager tool directory and run the tool command with the following syntax:

./deployment_manager.py <--targets> [--output_dir] [--archive_name] [--user_data]

The following options are available:

  • <--targets> — (Mandatory) List of target devices to run inference. To specify more than one target, separate them with spaces. For example: --targets cpu gpu vpu. You can get a list of currently available targets running the tool's help:

    ./deployment_manager.py -h
    
  • [--output_dir] — (Optional) Path to the output directory. By default, it set to your home directory.

  • [--archive_name] — (Optional) Deployment archive name without extension. By default, it set to openvino_deployment_package.

  • [--user_data] — (Optional) Path to a directory with user data (IRs, models, datasets, etc.) required for inference. By default, it's set to None, which means that the user data are already present on the target host machine.

The script successfully completes and the deployment package is generated in the output directory specified.

Deploy Package on Target Hosts

After the Deployment Manager has successfully completed, you can find the generated .tar.gz (for Linux) or .zip (for Windows) package in the output directory you specified.

To deploy the Inference Engine components from the development machine to the target host, perform the following steps:

  1. Transfer the generated archive to the target host using your preferred method.

  2. Unpack the archive into the destination directory on the target host (if your archive name is different from the default shown below, replace the openvino_deployment_package with the name you use).

    • For Linux:
    tar xf openvino_deployment_package.tar.gz -C <destination_dir>
    
    • For Windows, use an archiver your prefer.

    The package is unpacked to the destination directory and the following subdirectories are created:

    • bin — Snapshot of the bin directory from the OpenVINO installation directory.
    • deployment_tools/inference_engine — Contains the Inference Engine binary files.
    • install_dependencies — Snapshot of the install_dependencies directory from the OpenVINO installation directory.
    • <user_data> — The directory with the user data (IRs, datasets, etc.) you specified while configuring the package.
  3. For Linux, to run inference on a target Intel® GPU, Intel® Movidius™ VPU, or Intel® Vision Accelerator Design with Intel® Movidius™ VPUs, you need to install additional dependencies by running the install_openvino_dependencies.sh script:

    cd <destination_dir>/openvino/install_dependencies
    
    sudo -E ./install_openvino_dependencies.sh
    
  4. Set up the environment variables:

    • For Linux:
    cd <destination_dir>/openvino/
    
    source ./bin/setupvars.sh
    
    • For Windows:
    cd <destination_dir>\openvino\
    
    .\bin\setupvars.bat
    

Congratulations, you have finished the deployment of the Inference Engine components to the target host.