Science Dynamic Model in TVM AWS AI© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Models with dynamism ● Control flow (if, loop, etc) ● Dynamic shapes ○ Dynamic inputs: Limitation of TVM/graph runtime ● Cannot compile and run dynamic models© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Support dynamic model in TVM ● Support Any-dim in typing ● Use Use shape function to compute the type at runtime ● Virtual machine as a new runtime for Relay ● Dynamic codegen (WIP) ○ Kernel dispatch for a single op ○ Graph dispatch for a (sub-)graph In collaboration

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 2.2.4. Dynamic View Entities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . inside the control servlet 1.3.2. Control servlet takes over The Java Servlet Container (tomcat) re-routes incoming requests through web.xml to a special OFBiz servlet called the control servlet. The control 2.2. Entities 2.2.1. Standard Entities 2.2.2. View Entities 2.2.3. Extended Entities 2.2.4. Dynamic View Entities 2.3. XML Data Unresolved directive in developer-manual.adoc - include::../.

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 4.1.4. Dynamic View Entities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35 13.1. Groovy DSL (dynamic scripting library). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . inside the control servlet 1.3.2. Control servlet takes over The Java Servlet Container (tomcat) re-routes incoming requests through web.xml to a special OFBiz servlet called the control servlet. The control

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 4.1.4. Dynamic View Entities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46 14.1. Groovy DSL (dynamic scripting library). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . inside the control servlet 1.3.2. Control servlet takes over The Java Servlet Container (tomcat) re-routes incoming requests through web.xml to a special OFBiz servlet called the control servlet. The control

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 4.4.4. Dynamic View Entities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 42 9.1. Groovy DSL (dynamic scripting library). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . inside the control servlet 1.3.2. Control servlet takes over The Java Servlet Container (tomcat) re-routes incoming requests through web.xml to a special OFBiz servlet called the control servlet. The control

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 4.4.4. Dynamic View Entities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69 9.1. Groovy DSL (dynamic scripting library). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . inside the control servlet 1.3.2. Control servlet takes over The Java Servlet Container (tomcat) re-routes incoming requests through web.xml to a special OFBiz servlet called the control servlet. The control

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 4.4.4. Dynamic View Entities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69 9.1. Groovy DSL (dynamic scripting library). . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . inside the control servlet 1.3.2. Control servlet takes over The Java Servlet Container (tomcat) re-routes incoming requests through web.xml to a special OFBiz servlet called the control servlet. The control

Frontend web server for static files and SSL termination (see Serving static files) Wsgi server for dynamic content (see Sample configuration for NGINX and uWSGI) Celery for executing background tasks (see configuration was changed to no longer use memory queue. Please adjust your startup scripts and CELERY_TASK_ROUTES setting. The Weblate domain is now configured in the settings, see SITE_DOMAIN (or WEBLATE_SITE_DOMAIN) configuration was changed to add memory queue. Please adjust your startup scripts and CELERY_TASK_ROUTES setting. See also Generic upgrade instructions Upgrading from Python 2 to Python 3 Weblate no

Frontend web server for static files and SSL termination (see Serving static files) • Wsgi server for dynamic content (see Sample configuration for NGINX and uWSGI) • Celery for executing background tasks (see configuration was changed to no longer use memory queue. Please adjust your startup scripts and CELERY_TASK_ROUTES setting. • The Weblate domain is now configured in the settings, see SITE_DOMAIN (or WEBLATE_SITE_DOMAIN) configuration was changed to add memory queue. Please adjust your startup scripts and CELERY_TASK_ROUTES setting. • Changed in 4.3.2: The post_update method of addons now takes extra skip_push parameter

Frontend web server for static files and SSL termination (see Serving static files) • WSGI server for dynamic content (see Sample configuration for NGINX and uWSGI) • Celery for executing background tasks (see configuration was changed to no longer use memory queue. Please adjust your startup scripts and CELERY_TASK_ROUTES setting. • The Weblate domain is now configured in the settings, see SITE_DOMAIN (or WEBLATE_SITE_DOMAIN) configuration was changed to add memory queue. Please adjust your startup scripts and CELERY_TASK_ROUTES setting. Changed in version 4.3.2: The post_update method of addons now takes extra skip_push parameter