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PrimAITE/docs/source/results.rst

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.. _results:
Results, Output and Logging from PrimAITE
=========================================
PrimAITE produces four types of data:
* Outputs - Results
* Outputs - Diagrams
* Outputs - Saved agents
* Logging
Outputs can be found in the *[Install Directory]\\Primaite\\Primaite\\outputs* directory
Logging can be found in the *[Install Directory]\\Primaite\\Primaite\\logs* directory
**Outputs - Results**
PrimAITE automatically creates two sets of results from each session, and stores them in the *Results* folder:
* Average reward per episode - a csv file listing the average reward for each episode of the session. This provides, for example, an indication of the change over a training session of the reward value
* All transactions - a csv file listing the following values for every step of every episode:
* Timestamp
* Episode number
* Step number
* Initial observation space (before red and blue agent actions have been taken). Individual elements of the observation space are presented in the format OSI_X_Y
* Resulting observation space (after the red and blue agent actions have been taken) Individual elements of the observation space are presented in the format OSN_X_Y
* Reward value
* Action space (as presented by the blue agent on this step). Individual elements of the action space are presented in the format AS_X
**Outputs - Diagrams**
For each session, PrimAITE automatically creates a visualisation of the system / network laydown configuration, and stores it in the *Diagrams* folder.
**Outputs - Saved agents**
For each training session, assuming the agent being trained implements the *save()* function and this function is called by the code, PrimAITE automatically saves the agent state and stores it in the *agents* folder.
**Logging**
PrimAITE also provides output logs (for diagnosis) using the Python Logging package. These can be found in the *[Install Directory]\\Primaite\\Primaite\\logs* directory