Amazon Trademark Deploying GluonCV models using TVM© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Deploy GluonCV Models GluonCV Models MXNet Computational Graph 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Deploy GluonCV Models https://arxiv.org/pdf/1907.02154.pdf© 2019, Amazon Web Services, Inc. or its Affiliates. All Nano© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Like GluonCV? Go build! https://gluon-cv.mxnet.io https://github.com/dmlc/gluon-cv© 2019, Amazon Web Services

@mkretz@floss.social github.com/mattkretzMotivation std::simd Overview Example: Image Processing Programming Models Outlook Summary Goals and non-goals for this talk • This is not a tutorial! You won’t really know Center for Heavy Ion ResearchMotivation std::simd Overview Example: Image Processing Programming Models Outlook Summary Motivation Motivation © by Matthias Kretz Matthias Kretz CppCon ’23 GSI Helmholtz Programming Models Outlook Summary std::simd is for you! Matthias Kretz CppCon ’23 4 GSI Helmholtz Center for Heavy Ion ResearchMotivation std::simd Overview Example: Image Processing Programming Models Outlook

django CMS version 3 database. This can lead to corruption since the data structures for the CMSPlugin models are different. Warning Do not add CMS_CONFIRM_VERSION4 = True to your django CMS version 3 project of doing it is reasonable, as long as you understand their implications. admin.py models.py migrations.py tests.py views.py static/ manage.py project the CMS. Create a plugin model In the models.py of polls_cms_integration add the following: This creates a plugin model class; these all inherit from the cms.models.pluginmodel.CMSPlugin base class. Note

digital datasets that have been in the making for over three decades; breakthrough large language models (LLMs) that – in effect – found freedom with the November 2022 launch of OpenAI’s ChatGPT with computers are ingesting massive datasets to get smarter and more competitive. Breakthroughs in large models, cost-per-token declines, open-source proliferation and chip performance improvements are making infrastructure: agentic interfaces, enterprise copilots, real-world autonomous systems, and sovereign models. Rapid advances in artificial intelligence, compute infrastructure, and global connectivity are

django CMS version 3 database. This can lead to corruption since the data structures for the CMSPlugin models are different. Warning Do not add CMS_CONFIRM_VERSION4 = True to your django CMS version 3 project of doing it is reasonable, as long as you understand their implications. admin.py models.py migrations.py tests.py views.py static/ manage.py project the CMS. Create a plugin model In the models.py of polls_cms_integration add the following: This creates a plugin model class; these all inherit from the cms.models.pluginmodel.CMSPlugin base class. Note

polls_cms_integration/ # the newly-created application __init__.py admin.py models.py migrations.py tests.py views.py static/ manage.py project 1. Create a plugin model In the models.py of polls_cms_integration add the following: from django.db import models from cms.models import CMSPlugin from polls.models import Poll class PollPluginModel(CMSPlugin): poll = models.ForeignKey(Poll, on_delete=models.CASCADE) def __str__(self): return self.poll.question This creates a plugin model class; these all inherit from the cms.models.pluginmodel

polls_cms_integration/ # the newly-created application __init__.py admin.py models.py migrations.py tests.py views.py static/ manage.py project 1. Create a plugin model In the models.py of polls_cms_integration add the following: from django.db import models from cms.models import CMSPlugin from polls.models import Poll class PollPluginModel(CMSPlugin): poll = models.ForeignKey(Poll, on_delete=models.CASCADE) def __str__(self): return self.poll.question This creates a plugin model class; these all inherit from the cms.models.pluginmodel

tutorial-project/ media/ mysite/ polls_cms_integration/ # the newly-created application __init__.py admin.py models.py migrations.py tests.py views.py static/ manage.py project.db requirements.txt Add it to INSTALLED_APPS the models.py of polls_cms_integration add the following: from django.db import models from cms.models import CMSPlugin from polls.models import Poll class PollPluginModel(CMSPlugin): poll = models.ForeignKey(Poll ForeignKey(Poll, on_delete=models.CASCADE) def __str__(self): return self.poll.question This creates a plugin model class; these all inherit from the cms.models.pluginmodel.CMSPlugin base class. Note: django

tutorial-project/ media/ mysite/ polls_cms_integration/ # the newly-created application __init__.py admin.py models.py migrations.py tests.py views.py (continues on next page) 16 Chapter 4. Software version requirements the models.py of polls_cms_integration add the following: from django.db import models from cms.models import CMSPlugin from polls.models import Poll class PollPluginModel(CMSPlugin): poll = models.ForeignKey(Poll ForeignKey(Poll, on_delete=models.CASCADE) def __str__(self): return self.poll.question This creates a plugin model class; these all inherit from the cms.models.pluginmodel.CMSPlugin base class. Note: django

end up with a folder structure similar to this: env/ src/ django-polls/ polls/ __init__.py admin.py models.py templates/ tests.py urls.py views.py Let’s add it this application to our project. Add ’polls’ admin.py models.py tests.py views.py my_site/ static/ project.db requirements.txt The Plugin Model In your poll application’s models.py add the following: from django.db import models from cms.models import CMSPlugin from polls.models import Poll class PollPlugin(CMSPlugin): poll = models.ForeignKey(Poll) def __unicode__(self): return self.poll.question Note: django CMS plugins inherit from cms.models.CMSPlugin (or