From f1338ebf23735dcccb12a8b6c6782b183555a3b1 Mon Sep 17 00:00:00 2001 From: =?utf8?q?=EC=98=A4=ED=98=95=EC=84=9D/On-Device=20Lab=28SR=29/Staff?= =?utf8?q?=20Engineer/=EC=82=BC=EC=84=B1=EC=A0=84=EC=9E=90?= Date: Mon, 29 Jul 2019 10:28:51 +0900 Subject: [PATCH] Fix CRLF new line (#5959) Fix CRLF new line checking error by 19_NN_Compiler_and_Return_SDD.rst Signed-off-by: Hyeongseok Oh --- docs/project/19_NN_Compiler_and_Runtime_SDD.rst | 1258 +++++++++++------------ 1 file changed, 629 insertions(+), 629 deletions(-) diff --git a/docs/project/19_NN_Compiler_and_Runtime_SDD.rst b/docs/project/19_NN_Compiler_and_Runtime_SDD.rst index cc005e6..583319a 100644 --- a/docs/project/19_NN_Compiler_and_Runtime_SDD.rst +++ b/docs/project/19_NN_Compiler_and_Runtime_SDD.rst @@ -1,629 +1,629 @@ -======================= -SW Development Document -======================= - -.. contents:: - -.. section-numbering:: - -.. raw:: pdf - - PageBreak oneColumn - - -**Revision history** - -+-------+-------------+-----------------------------+--------------------------+---------------------+ -| Ver. | Date | Contents | Author | Approver | -+=======+=============+=============================+==========================+=====================+ -| 0.1 | 2019.04.22 | Initial version | Rusyaev Roman | Sung-Jae Lee | -+-------+-------------+-----------------------------+--------------------------+---------------------+ -| 0.2 | 2019.04.23 | SE member in-charge review | Aleksei Kondrashov | | -+-------+-------------+-----------------------------+--------------------------+---------------------+ -| 1.0 | 2019.04.24 | Final Execution DR version | Rusyaev Roman | Sung-Jae Lee | -+-------+-------------+-----------------------------+--------------------------+---------------------+ -| 1.1 | 2019.07.24 | DR1 version | Efimov Alexander | Sung-Jae Lee | -+-------+-------------+-----------------------------+--------------------------+---------------------+ - -.. include:: project_terms_and_abbreviation.rst - -Project Overview -================ - -Purpose and Scope ------------------ - - -.. include:: project_purpose_and_scope.rst -.. include:: project_target_model.rst - -Assumptions, Dependencies and Constraints ------------------------------------------ - -.. include:: project_sw_hw_constraints.rst - -Development Plan And Result -=========================== - -Development Schedule --------------------- - -.. list-table:: Table 2-1. SW Development Schedule - :widths: 10 10 5 5 4 4 6 - :header-rows: 1 - - * - Task - - Deliverable - - Plan start - - Plan end - - Result start - - Result end - - Responsibility - - * - Prepare SW requirements - - SRS v1.0 - - 04.2019 - - 05.2019 - - - - - - R\. Rusyaev - - * - Prepare SW System Test Plan - - STD v1.0 - - 04.2019 - - 05.2019 - - - - - - R\. Rusyaev - - * - Prepare Initial Project Plan - - SDD v1.0 - - 04.2019 - - 05.2019 - - - - - - R\. Rusyaev - - * - Prepare SW System Cases - - STD v2.0 - - 04.2019 - - 06.2019 - - - - - - R\. Rusyaev - - * - Prepare software design documents - - HLD, DLD - - 05.2019 - - 08.2019 - - - - - - A\. Efimov - - * - Implement proof of concept for custom operations support in `NN Runtime` - - Proof of concept for custom operations support in `NN Runtime` - - 05.2019 - - 08.2019 - - - - - - A\. Efimov - - * - Develop initial version of ONXX importer - - Initial version of ONNX importer, capable for one operation networks import - - 05.2019 - - 08.2019 - - - - - - A\. Efimov - - * - Develop `Common IR` for `NN Compiler` and `NN Runtime` - - `Common IR` for `NN Compiler` and `NN Runtime` - - 04.2019 - - 09.2019 - - - - - - A\. Efimov - - * - Support heterogeneous execution - - Heterogeneous execution for CPU and GPU backends - - 04.2019 - - 09.2019 - - - - - - A\. Efimov - - * - Implement TF Importer - - TensorFlow NN Model Importer tested and capable to import all target models - - 05.2019 - - 09.2019 - - - - - - A\. Efimov - - * - Support custom operations in `NN Runtime` - - Custom operations support in `NN Runtime` and provide internal interface for custom operations registration - - 05.2019 - - 09.2019 - - - - - - A\. Efimov - - * - Develop mature version of ONXX importer - - Initial version of ONNX importer, capable for inception-v3 network import - - 05.2019 - - 10.2019 - - - - - - A\. Efimov - - * - Prepare proof of concept for control flow operations in `NN Runtime` - - Proof of concept for control flow operations in `NN Runtime` - - 07.2019 - - 11.2019 - - - - - - A\. Efimov - - * - Implement final version of ONNX Importer - - ONNX NN Model Importer tested and capable to import all target models - - 05.2019 - - 11.2019 - - - - - - A\. Efimov - - * - Prepare test result - - STD v2.0, UTR v1.0 - - 04.2019 - - 11.2019 - - - - - - A\. Efimov - - * - Prepare project completion documents - - STD v2.0, Technology Items completion reports - - 05.2019 - - 12.2019 - - - - - - A\. Efimov - - -SW Metrics ----------- - -.. list-table:: Table 2-2. SW Metrics - :widths: 5 10 5 7 5 4 8 - :header-rows: 1 - - * - Category - - Metric - - Collection Method - - Collection Period - - Planned - - Actual - - Responsibility - - * - Quality - - Test pass rate - - GTest - - 22.02.2019 - 31.12.2019 - - 100% - - - - A\. Efimov - - * - Quality - - Defects density - - Manual (GTest/Scripts) - - 22.02.2019 - 31.12.2019 - - <= 1 defect/KLOC - - - - A\. Efimov - - * - Quality - - Defects removal rate - - Manual (GTest/Scripts) - - 22.02.2019 - 31.12.2019 - - 100% - - - - A\. Efimov - - * - Quality - - Critical defects - - SVACE - - 22.02.2019 - 31.12.2019 - - 0 - - - - A\. Efimov - - * - Quality - - Major defects - - SVACE - - 22.02.2019 - 31.12.2019 - - 0 - - - - A\. Efimov - - * - Quality - - Code review issue removal - - Samsung Research GitHub - - 22.02.2019 - 31.12.2019 - - 100% - - - - A\. Efimov - - * - Quality - - Comments Rate - - ``cloc`` tool - - 22.02.2019 - 31.12.2019 - - Exceed 20% - - - - A\. Efimov - - * - Quality - - Cyclomatic Complexity (per file) - - SonarQube - - 22.02.2019 - 31.12.2019 - - < 50 - - - - A\. Efimov - - * - Quality - - Unused Items (Unused Files, Unused Functions, Unused Global Variables) - - gcc/g++ - - 22.02.2019 - 31.12.2019 - - 0 - - - - A\. Efimov - - * - Process - - Project On-time Completion Rate - - PLM - - 22.02.2019 - 31.12.2019 - - 100% - - - - A\. Efimov - - * - Process - - Milestone On-time Completion Rate - - PLM - - 22.02.2019 - 31.12.2019 - - 100% - - - - A\. Efimov - - * - Process - - Process compliance - - Audit - - 22.02.2019 - 31.12.2019 - - 100% - - - - A\. Kondrashov - - -SW Configurations Management ----------------------------- - -Document -```````` - - -.. list-table:: Table 2-3. Document Configuration Item - :widths: 2 20 5 8 - :header-rows: 1 - - * - No - - Configuration Item - - Location - - Submitter - - * - 1 - - SW Requirement Specification - - PLM, GitHub - - A\. Efimov - - * - 2 - - SW Development Document - - PLM, GitHub - - A\. Efimov - - * - 3 - - SW High Level Document - - PLM, GitHub - - A\. Efimov - - - * - 4 - - SW Detailed Level Document - - PLM, GitHub - - A\. Efimov - - * - 5 - - SW System Test Document - - PLM, GitHub - - A\. Efimov - - * - 6 - - SW Unit Test Report - - PLM, GitHub - - A\. Efimov - - -SW Source Code -`````````````` - - -SW Repositories: https://github.sec.samsung.net/STAR/nnfw - -:: - - git clone https://github.sec.samsung.net/STAR/nnfw.git - - - -Baseline -```````` - -.. list-table:: Table 2-4. Baseline Establishment - :widths: 5 5 8 - :header-rows: 1 - - * - Phase - - Baseline Name - - SW Configuration Item - - * - 04.2019 Plan - - Execution DR - - SW Requirement Specification, SW Development Document, System Test Document initial version - - * - 06.2019 Execution - - DR1 - - System Test Document - - * - 08.2019 Execution - - Design document - - SW High Level Document, SW Detailed Design Document - - * - 09.2019 Execution - - DR2 - - Update design documents, UTR (1st round), STD (1st round) - - * - 10.2019 Execution - - Test report - - SW System Test Document (result), SW Unit Test Report - - * - 12.2019 Completion - - Project Completion - - Project Completion Report - -SW Quality Verification -======================= - -SW Verification ---------------- - - -.. list-table:: Table 3-1. SW Verification Plan and Result - :widths: 4 11 11 8 8 10 7 6 - :header-rows: 1 - - * - No - - Verification Item - - Quality Goal - - Tool - - Phase - - Development Team Member in Charge - - Result - - Note - - * - 1 - - Open source License Verification - - Clear violations of open source obligation - - ProtexIP - - Execution - - Efimov Alexander - - - - - - * - 2 - - Potential Defect - - Fix all defects - - Svace - - Test - - Efimov Alexander - - - - - - * - 3 - - System Defect - - Fix Critical/ Major defects - - GitHub - - Test - - Efimov Alexander - - - - - -Static Analysis ---------------- - -.. list-table:: Table 3-2. Static Analysis Verification - :widths: 5 20 10 7 20 - :header-rows: 1 - - * - No - - Activity - - Schedule - - Result - - Comment - - * - 1 - - SA Verification I (SVACE) - - 28.09.2019 - - - - - - * - 2 - - SA Verification II (SVACE) - - 30.11.2019 - - - - - - * - 2 - - SA Verification III (SVACE) - - 31.12.2019 - - - - - -Coding Standard ---------------- - -.. list-table:: Table 3-3. Coding Standard Verification - :widths: 5 20 10 7 20 - :header-rows: 1 - - * - No - - Activity - - Schedule - - Result - - Comment - - * - 1 - - Coding standard enforcement with ``clang-format`` tool. - - Regular - - - - - - -Convergence (integration testing) ---------------------------------- - -Out of scope since the integration with other SW is not required by SW Requirement Specification. - -Dynamic Analysis ----------------- - -Dynamic analysis for NN Compiler memory leaks investigation performed with Valgrind/AdressSanitizer/LeakSanitizer tools. - -.. list-table:: Table 3-4. Dynamic Analysis Verification - :widths: 5 20 10 7 20 - :header-rows: 1 - - * - No - - Activity - - Schedule - - Result - - Comment - - * - 1 - - DA Verification I - - 28.09.2019 - - - - - - * - 2 - - DA Verification II - - 30.11.2019 - - - - - - * - 2 - - DA Verification III - - 31.12.2019 - - - - - -Architecture Analysis ---------------------- - -SW architecture verification is managed by HQ. - - -SW Security ------------ - -Out of the project scope since the project is not related to SW security. - - -Code Review ------------ - - -.. list-table:: - :widths: 5 20 10 7 20 - :header-rows: 1 - - * - No - - Activity - - Schedule - - Result - - Comment - - * - 1 - - Code review via GitHub pull requests - - Regular - - - - - -Risk Management -=============== - - -.. list-table:: Table 4-1. SW Risk Management - :widths: 7 12 12 10 12 12 - :header-rows: 1 - - * - Priority - - Risk Description - - Risk Reduction Solution - - Schedule - - Result - - Responsibility - - * - 1 - - Project scope is changed due extra HQ request - - Discuss the new requirements via email and messenger, update SRS - - 02.2019 - 12.2019 - - - - A\. Efimov - - * - 2 - - Unavoidable technical difficulties during requirements implementation - - Submit requirements changes and get confirmation from HQ - - 02.2019 - 12.2019 - - - - A\. Efimov - - * - 3 - - Not enough HR - - Hire team members as soon as possible, request assistance from other teams - - 02.2019 - 12.2019 - - - - A\. Efimov - - * - 4 - - Use of GPL code - - Minimize usage of GPL code, wrap GPL modules with well-defined interfaces - so they can be easily replaced. - - 02.2019 - 12.2019 - - - - A\. Efimov - - * - 5 - - Requirements would change due external or internal circumstances, e.g. new technology or product launch - - Discuss project changes and make corrections - - 02.2019 - 12.2019 - - - - A\. Efimov - - -**References** - -Competitors: - -.. [#] `NNVM: Open Compiler for AI Frameworks `_. -.. [#] `Latte.jl: A high-performance DSL for deep neural networks in Julia `_. -.. [#] `DNNDK: Full-stack solution for deep learning development & deployment `_. -.. [#] `nngraph: Neural Network Graph Package `_. -.. [#] `Richard Wei, Lane Schwartz, Vikram Adve, DLVM: A modern compiler infrastructure for deep learning systems, arXiv:1711.03016, 2017 `_. -.. [#] `XLA (Accelerated Linear Algebra): a domain-specific compiler for linear algebra that optimizes TensorFlow computations `_. -.. [#] `nGraph: an open source C++ library, compiler and runtime for Deep Learning frameworks `_. +======================= +SW Development Document +======================= + +.. contents:: + +.. section-numbering:: + +.. raw:: pdf + + PageBreak oneColumn + + +**Revision history** + ++-------+-------------+-----------------------------+--------------------------+---------------------+ +| Ver. | Date | Contents | Author | Approver | ++=======+=============+=============================+==========================+=====================+ +| 0.1 | 2019.04.22 | Initial version | Rusyaev Roman | Sung-Jae Lee | ++-------+-------------+-----------------------------+--------------------------+---------------------+ +| 0.2 | 2019.04.23 | SE member in-charge review | Aleksei Kondrashov | | ++-------+-------------+-----------------------------+--------------------------+---------------------+ +| 1.0 | 2019.04.24 | Final Execution DR version | Rusyaev Roman | Sung-Jae Lee | ++-------+-------------+-----------------------------+--------------------------+---------------------+ +| 1.1 | 2019.07.24 | DR1 version | Efimov Alexander | Sung-Jae Lee | ++-------+-------------+-----------------------------+--------------------------+---------------------+ + +.. include:: project_terms_and_abbreviation.rst + +Project Overview +================ + +Purpose and Scope +----------------- + + +.. include:: project_purpose_and_scope.rst +.. include:: project_target_model.rst + +Assumptions, Dependencies and Constraints +----------------------------------------- + +.. include:: project_sw_hw_constraints.rst + +Development Plan And Result +=========================== + +Development Schedule +-------------------- + +.. list-table:: Table 2-1. SW Development Schedule + :widths: 10 10 5 5 4 4 6 + :header-rows: 1 + + * - Task + - Deliverable + - Plan start + - Plan end + - Result start + - Result end + - Responsibility + + * - Prepare SW requirements + - SRS v1.0 + - 04.2019 + - 05.2019 + - + - + - R\. Rusyaev + + * - Prepare SW System Test Plan + - STD v1.0 + - 04.2019 + - 05.2019 + - + - + - R\. Rusyaev + + * - Prepare Initial Project Plan + - SDD v1.0 + - 04.2019 + - 05.2019 + - + - + - R\. Rusyaev + + * - Prepare SW System Cases + - STD v2.0 + - 04.2019 + - 06.2019 + - + - + - R\. Rusyaev + + * - Prepare software design documents + - HLD, DLD + - 05.2019 + - 08.2019 + - + - + - A\. Efimov + + * - Implement proof of concept for custom operations support in `NN Runtime` + - Proof of concept for custom operations support in `NN Runtime` + - 05.2019 + - 08.2019 + - + - + - A\. Efimov + + * - Develop initial version of ONXX importer + - Initial version of ONNX importer, capable for one operation networks import + - 05.2019 + - 08.2019 + - + - + - A\. Efimov + + * - Develop `Common IR` for `NN Compiler` and `NN Runtime` + - `Common IR` for `NN Compiler` and `NN Runtime` + - 04.2019 + - 09.2019 + - + - + - A\. Efimov + + * - Support heterogeneous execution + - Heterogeneous execution for CPU and GPU backends + - 04.2019 + - 09.2019 + - + - + - A\. Efimov + + * - Implement TF Importer + - TensorFlow NN Model Importer tested and capable to import all target models + - 05.2019 + - 09.2019 + - + - + - A\. Efimov + + * - Support custom operations in `NN Runtime` + - Custom operations support in `NN Runtime` and provide internal interface for custom operations registration + - 05.2019 + - 09.2019 + - + - + - A\. Efimov + + * - Develop mature version of ONXX importer + - Initial version of ONNX importer, capable for inception-v3 network import + - 05.2019 + - 10.2019 + - + - + - A\. Efimov + + * - Prepare proof of concept for control flow operations in `NN Runtime` + - Proof of concept for control flow operations in `NN Runtime` + - 07.2019 + - 11.2019 + - + - + - A\. Efimov + + * - Implement final version of ONNX Importer + - ONNX NN Model Importer tested and capable to import all target models + - 05.2019 + - 11.2019 + - + - + - A\. Efimov + + * - Prepare test result + - STD v2.0, UTR v1.0 + - 04.2019 + - 11.2019 + - + - + - A\. Efimov + + * - Prepare project completion documents + - STD v2.0, Technology Items completion reports + - 05.2019 + - 12.2019 + - + - + - A\. Efimov + + +SW Metrics +---------- + +.. list-table:: Table 2-2. SW Metrics + :widths: 5 10 5 7 5 4 8 + :header-rows: 1 + + * - Category + - Metric + - Collection Method + - Collection Period + - Planned + - Actual + - Responsibility + + * - Quality + - Test pass rate + - GTest + - 22.02.2019 - 31.12.2019 + - 100% + - + - A\. Efimov + + * - Quality + - Defects density + - Manual (GTest/Scripts) + - 22.02.2019 - 31.12.2019 + - <= 1 defect/KLOC + - + - A\. Efimov + + * - Quality + - Defects removal rate + - Manual (GTest/Scripts) + - 22.02.2019 - 31.12.2019 + - 100% + - + - A\. Efimov + + * - Quality + - Critical defects + - SVACE + - 22.02.2019 - 31.12.2019 + - 0 + - + - A\. Efimov + + * - Quality + - Major defects + - SVACE + - 22.02.2019 - 31.12.2019 + - 0 + - + - A\. Efimov + + * - Quality + - Code review issue removal + - Samsung Research GitHub + - 22.02.2019 - 31.12.2019 + - 100% + - + - A\. Efimov + + * - Quality + - Comments Rate + - ``cloc`` tool + - 22.02.2019 - 31.12.2019 + - Exceed 20% + - + - A\. Efimov + + * - Quality + - Cyclomatic Complexity (per file) + - SonarQube + - 22.02.2019 - 31.12.2019 + - < 50 + - + - A\. Efimov + + * - Quality + - Unused Items (Unused Files, Unused Functions, Unused Global Variables) + - gcc/g++ + - 22.02.2019 - 31.12.2019 + - 0 + - + - A\. Efimov + + * - Process + - Project On-time Completion Rate + - PLM + - 22.02.2019 - 31.12.2019 + - 100% + - + - A\. Efimov + + * - Process + - Milestone On-time Completion Rate + - PLM + - 22.02.2019 - 31.12.2019 + - 100% + - + - A\. Efimov + + * - Process + - Process compliance + - Audit + - 22.02.2019 - 31.12.2019 + - 100% + - + - A\. Kondrashov + + +SW Configurations Management +---------------------------- + +Document +```````` + + +.. list-table:: Table 2-3. Document Configuration Item + :widths: 2 20 5 8 + :header-rows: 1 + + * - No + - Configuration Item + - Location + - Submitter + + * - 1 + - SW Requirement Specification + - PLM, GitHub + - A\. Efimov + + * - 2 + - SW Development Document + - PLM, GitHub + - A\. Efimov + + * - 3 + - SW High Level Document + - PLM, GitHub + - A\. Efimov + + + * - 4 + - SW Detailed Level Document + - PLM, GitHub + - A\. Efimov + + * - 5 + - SW System Test Document + - PLM, GitHub + - A\. Efimov + + * - 6 + - SW Unit Test Report + - PLM, GitHub + - A\. Efimov + + +SW Source Code +`````````````` + + +SW Repositories: https://github.sec.samsung.net/STAR/nnfw + +:: + + git clone https://github.sec.samsung.net/STAR/nnfw.git + + + +Baseline +```````` + +.. list-table:: Table 2-4. Baseline Establishment + :widths: 5 5 8 + :header-rows: 1 + + * - Phase + - Baseline Name + - SW Configuration Item + + * - 04.2019 Plan + - Execution DR + - SW Requirement Specification, SW Development Document, System Test Document initial version + + * - 06.2019 Execution + - DR1 + - System Test Document + + * - 08.2019 Execution + - Design document + - SW High Level Document, SW Detailed Design Document + + * - 09.2019 Execution + - DR2 + - Update design documents, UTR (1st round), STD (1st round) + + * - 10.2019 Execution + - Test report + - SW System Test Document (result), SW Unit Test Report + + * - 12.2019 Completion + - Project Completion + - Project Completion Report + +SW Quality Verification +======================= + +SW Verification +--------------- + + +.. list-table:: Table 3-1. SW Verification Plan and Result + :widths: 4 11 11 8 8 10 7 6 + :header-rows: 1 + + * - No + - Verification Item + - Quality Goal + - Tool + - Phase + - Development Team Member in Charge + - Result + - Note + + * - 1 + - Open source License Verification + - Clear violations of open source obligation + - ProtexIP + - Execution + - Efimov Alexander + - + - + + * - 2 + - Potential Defect + - Fix all defects + - Svace + - Test + - Efimov Alexander + - + - + + * - 3 + - System Defect + - Fix Critical/ Major defects + - GitHub + - Test + - Efimov Alexander + - + - + +Static Analysis +--------------- + +.. list-table:: Table 3-2. Static Analysis Verification + :widths: 5 20 10 7 20 + :header-rows: 1 + + * - No + - Activity + - Schedule + - Result + - Comment + + * - 1 + - SA Verification I (SVACE) + - 28.09.2019 + - + - + + * - 2 + - SA Verification II (SVACE) + - 30.11.2019 + - + - + + * - 2 + - SA Verification III (SVACE) + - 31.12.2019 + - + - + +Coding Standard +--------------- + +.. list-table:: Table 3-3. Coding Standard Verification + :widths: 5 20 10 7 20 + :header-rows: 1 + + * - No + - Activity + - Schedule + - Result + - Comment + + * - 1 + - Coding standard enforcement with ``clang-format`` tool. + - Regular + - + - + + +Convergence (integration testing) +--------------------------------- + +Out of scope since the integration with other SW is not required by SW Requirement Specification. + +Dynamic Analysis +---------------- + +Dynamic analysis for NN Compiler memory leaks investigation performed with Valgrind/AdressSanitizer/LeakSanitizer tools. + +.. list-table:: Table 3-4. Dynamic Analysis Verification + :widths: 5 20 10 7 20 + :header-rows: 1 + + * - No + - Activity + - Schedule + - Result + - Comment + + * - 1 + - DA Verification I + - 28.09.2019 + - + - + + * - 2 + - DA Verification II + - 30.11.2019 + - + - + + * - 2 + - DA Verification III + - 31.12.2019 + - + - + +Architecture Analysis +--------------------- + +SW architecture verification is managed by HQ. + + +SW Security +----------- + +Out of the project scope since the project is not related to SW security. + + +Code Review +----------- + + +.. list-table:: + :widths: 5 20 10 7 20 + :header-rows: 1 + + * - No + - Activity + - Schedule + - Result + - Comment + + * - 1 + - Code review via GitHub pull requests + - Regular + - + - + +Risk Management +=============== + + +.. list-table:: Table 4-1. SW Risk Management + :widths: 7 12 12 10 12 12 + :header-rows: 1 + + * - Priority + - Risk Description + - Risk Reduction Solution + - Schedule + - Result + - Responsibility + + * - 1 + - Project scope is changed due extra HQ request + - Discuss the new requirements via email and messenger, update SRS + - 02.2019 - 12.2019 + - + - A\. Efimov + + * - 2 + - Unavoidable technical difficulties during requirements implementation + - Submit requirements changes and get confirmation from HQ + - 02.2019 - 12.2019 + - + - A\. Efimov + + * - 3 + - Not enough HR + - Hire team members as soon as possible, request assistance from other teams + - 02.2019 - 12.2019 + - + - A\. Efimov + + * - 4 + - Use of GPL code + - Minimize usage of GPL code, wrap GPL modules with well-defined interfaces + so they can be easily replaced. + - 02.2019 - 12.2019 + - + - A\. Efimov + + * - 5 + - Requirements would change due external or internal circumstances, e.g. new technology or product launch + - Discuss project changes and make corrections + - 02.2019 - 12.2019 + - + - A\. Efimov + + +**References** + +Competitors: + +.. [#] `NNVM: Open Compiler for AI Frameworks `_. +.. [#] `Latte.jl: A high-performance DSL for deep neural networks in Julia `_. +.. [#] `DNNDK: Full-stack solution for deep learning development & deployment `_. +.. [#] `nngraph: Neural Network Graph Package `_. +.. [#] `Richard Wei, Lane Schwartz, Vikram Adve, DLVM: A modern compiler infrastructure for deep learning systems, arXiv:1711.03016, 2017 `_. +.. [#] `XLA (Accelerated Linear Algebra): a domain-specific compiler for linear algebra that optimizes TensorFlow computations `_. +.. [#] `nGraph: an open source C++ library, compiler and runtime for Deep Learning frameworks `_. -- 2.7.4