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Allegro AI 2019-10-29 05:28:56 +02:00 committed by GitHub
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@ -81,34 +81,34 @@ The TRAINS agent executes experiments using the following process:
+-----------------+
| GPU Machine |
Development Machine | |
+------------------------+ | |
| Data Scientist's | +--------------+ | +-------------+ |
| DL/ML Code | | WEB UI | | |TRAINS Agent | |
| | | | | | | |
+------------------------+ | +-------------+ |
| Data Scientist's | +--------------+ | |TRAINS Agent | |
| DL/ML Code | | WEB UI | | | | |
| | | | | | +---------+ | |
| | +--------------+ | | | DL/ML | | |
| | User Clones Exp #1 / . . . . . . . / | | | Code | | |
| +-------------------+ | into Exp #2 / . . . . . . . / | | | | | |
| | TRAINS | | +---------------/-_____________-/ | | | | | |
| +---------+---------+ | | | | +----^----+ | |
| | | | | | | DL/ML | | |
| | +--------------+ | | | Code | | |
| | User Clones Exp #1 / . . . . . . . / | | | | | |
| +-------------------+ | into Exp #2 / . . . . . . . / | | +---------+ | |
| | TRAINS | | +---------------/-_____________-/ | | | |
| +---------+---------+ | | | | ^ | |
+-----------|------------+ | | +------|------+ |
| | +--------|--------+
Auto-Magically | | |
Creates Exp #1 | | |
\ User Change Hyper-Parameters |
| | |
| | |
+------------|------------+ | +--------------------+ |
Auto-Magically | |
Creates Exp #1 | The TRAINS Agent
\ User Change Hyper-Parameters Pulls Exp #2, setup the
| | environment & clone code.
| | Start execution with the
+------------|------------+ | +--------------------+ new set of Hyper-Parameters.
| +---------v---------+ | | | TRAINS-SERVER | |
| | Experiment #1 | | | | | |
| +-------------------+ | | | Execution Queue | |
| || | | | | |
| +-------------------+<----------+ | | The TRAINS Agent |
| | | | | | Pulls Exp #2 |
| | Experiment #2 | | | | Sets the environment and code |
| +-------------------<------------\ | | Start execution with the |
| | ------------->---------------+ | new set of Hyper-Parameters |
| | User Send Exp #2 | |Execute Exp #2 +---------------------------------------+
| +-------------------+<----------+ | | |
| | | | | | |
| | Experiment #2 | | | | |
| +-------------------<------------\ | | |
| | ------------->---------------+ | |
| | User Send Exp #2 | |Execute Exp #2 +--------------------+
| | For Execution | +---------------+ |
| TRAINS-SERVER | | |
+-------------------------+ +--------------------+