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@ -80,38 +80,38 @@ The TRAINS agent executes experiments using the following process:
```text ```text
+-----------------+ +-----------------+
| GPU Machine | | GPU Machine |
Development Machine | | Development Machine | |
+------------------------+ | | +------------------------+ | +-------------+ |
| Data Scientist's | +--------------+ | +-------------+ | | Data Scientist's | +--------------+ | |TRAINS Agent | |
| DL/ML Code | | WEB UI | | |TRAINS Agent | | | DL/ML Code | | WEB UI | | | | |
| | | | | | | | | | | | | | +---------+ | |
| | | | | | +---------+ | | | | | | | | | DL/ML | | |
| | +--------------+ | | | DL/ML | | | | | +--------------+ | | | Code | | |
| | User Clones Exp #1 / . . . . . . . / | | | Code | | | | | User Clones Exp #1 / . . . . . . . / | | | | | |
| +-------------------+ | into Exp #2 / . . . . . . . / | | | | | | | +-------------------+ | into Exp #2 / . . . . . . . / | | +---------+ | |
| | TRAINS | | +---------------/-_____________-/ | | | | | | | | TRAINS | | +---------------/-_____________-/ | | | |
| +---------+---------+ | | | | +----^----+ | | | +---------+---------+ | | | | ^ | |
+-----------|------------+ | | +------|------+ | +-----------|------------+ | | +------|------+ |
| | +--------|--------+ | | +--------|--------+
Auto-Magically | | | Auto-Magically | |
Creates Exp #1 | | | Creates Exp #1 | The TRAINS Agent
\ User Change Hyper-Parameters | \ User Change Hyper-Parameters Pulls Exp #2, setup the
| | | | | environment & clone code.
| | | | | Start execution with the
+------------|------------+ | +--------------------+ | +------------|------------+ | +--------------------+ new set of Hyper-Parameters.
| +---------v---------+ | | | TRAINS-SERVER | | | +---------v---------+ | | | TRAINS-SERVER | |
| | Experiment #1 | | | | | | | | Experiment #1 | | | | | |
| +-------------------+ | | | Execution Queue | | | +-------------------+ | | | Execution Queue | |
| || | | | | | | || | | | | |
| +-------------------+<----------+ | | The TRAINS Agent | | +-------------------+<----------+ | | |
| | | | | | Pulls Exp #2 | | | | | | | |
| | Experiment #2 | | | | Sets the environment and code | | | Experiment #2 | | | | |
| +-------------------<------------\ | | Start execution with the | | +-------------------<------------\ | | |
| | ------------->---------------+ | new set of Hyper-Parameters | | | ------------->---------------+ | |
| | User Send Exp #2 | |Execute Exp #2 +---------------------------------------+ | | User Send Exp #2 | |Execute Exp #2 +--------------------+
| | For Execution | +---------------+ | | | For Execution | +---------------+ |
| TRAINS-SERVER | | | | TRAINS-SERVER | | |
+-------------------------+ +--------------------+ +-------------------------+ +--------------------+
``` ```
### Installing the TRAINS Agent ### Installing the TRAINS Agent