| 词条 | Neural Network Exchange Format |
| 释义 |
HistoryNNEF was proposed in 2015 by member companies of the Khronos Group as a device and implementation independent transfer format capable of describing any artificial neural net in terms of its structure, operations and data. The first version of the standard was launched in provisional form in December 2017, and was ratified as an official Khronos standard in August 2018. ObjectivesThe goal of NNEF is to enable data scientists and engineers to easily transfer trained networks from their chosen training framework into a wide variety of inference engines. NNEF encapsulates a complete description of the structure, operations and parameters of a trained neural network, independent of the training tools used to produce it and the inference engine used to execute it. Governance and AvailabilityNNEF is maintained by the Khronos Group under its Open Governance Principles[3] as follows:
The NNEF specification is available on the [https://www.khronos.org/registry/NNEF/ Khronos NNEF registry] and tools are available on [https://github.com/KhronosGroup/NNEF-Tools Github] VersionsThere have been two versions of NNEF to date.
Industry ParticipationThe following Khronos members have participated in the NNEF working group:
ToolsThe [https://github.com/KhronosGroup/NNEF-Tools NNEF tools project] on github contains the following open source tools:
See also
References1. ^{{Cite web|url=https://www.khronos.org/nnef/|title=NNEF - Neural Network Exchange Format (NNEF)|date=2016-10-04|website=The Khronos Group|language=en|access-date=2019-02-07}} 2. ^{{Cite journal|last=Seo|first=B.|last2=Shin|first2=M.|last3=Mo|first3=Y. J.|last4=Kim|first4=J.|date=January 2018|title=Top-down parsing for Neural Network Exchange Format (NNEF) in TensorFlow-based deep learning computation|url=https://ieeexplore.ieee.org/abstract/document/8343173|journal=2018 International Conference on Information Networking (ICOIN)|pages=522–524|doi=10.1109/ICOIN.2018.8343173|isbn=978-1-5386-2290-2}} 3. ^[https://www.khronos.org/members/ip-framework/ Khronos IP Framework] 4. ^[https://www.khronos.org/news/press/khronos-group-releases-nnef-1.0-standard-for-neural-network-exchange v1.0p Khronos PR] 5. ^{{Cite web|url=https://sdtimes.com/ai/the-khronos-group-launches-new-standard-for-deploying-trained-neural-networks/|title=The Khronos Group launches new standard for deploying trained neural networks|date=2018-08-13|website=SD Times|language=en-US|access-date=2019-02-11}} 1 : Neural network data exchange formats |
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