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UCit Predict-IT
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Information on Predict-IT is available at:
  https://www.ucit.fr/en/predict-it/


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Release 1.4 - March 11, 2020
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CHANGES:
- Added filter on input dataset.

ENHANCEMENTS:
- Added last training status on metrics page.
- Added server parameters in help page.
- Added a way to run multiple PIT configurations using server.conf files
with specific port, host and dirName.
- Added comparison between previous and newly trained models
- Added a way to turn on / off the use of balanced bins directly within server.conf

BUG FIXES:
- Error when computing F1-score for unique class (e.g. after filtering).

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Release 1.3 - December 17, 2019
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CHANGES:
- Added wait time and time to result prediction.
- Added tracking-script functionality to collect jobs since last X hours,
call for predictions on each of them and visualize them.
- Added option in server.conf to save training "test" metrics as csv files
(Obs, Pred, Confidence).
- Added option in server.conf to define the total CPU number of the cluster.

ENHANCEMENTS:
- Added 2 RMSE calculations in metrics.
- Added unweighted accuracy gauge in metrics to investigate global accuracy
without taking into account the support for each class.
- Redesigned help page.

BUG FIXES:
- BAD_REQUEST when requesting prediction using predictit.client.
- Missing column when handling SGE.
- Fixing Comparison page.

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Release 1.2 - July 26, 2019
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CHANGES:
- Added AdaBoost in the list of available algorithms.
- New EULA.
- New logo added.

ENHANCEMENTS:
- Script extractSlurmData.sh now has a -e/--end option to specify the
  end time.
- To extract data from the job scheduler, you can now directly use
  bin/extractData <JS>, instead of <version>/jobschedulers/extractData<JS>.sh
- It is now possible to ask for the last N days of data instead of having 
to define a specific starttime.

BUG FIXES:
- Many small bug fixes and typos have been corrected in all the
  in the job scheduler parsers.
- Torque/PBS: better handling of non utf-8 characters.
- SLURM: Extract job scheduler data in local time instead of UTC.  

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Release 1.1 - August 28, 2018
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CHANGES:
- Added memory consumption (Max RSS) prediction.
- Predictions now come with a confidence level (from 0 to 1).
- init.d scripts.

ENHANCEMENTS:
- Better support for Slurm <15.
- Faster parsing of Slurm accounting logs.
- Metrics web pages now display a global indicator showing the accuracy
  of the model, along with a graph showing the evolution of this metric
  through time.
- New installation directory organization to ease update procedures.

BUG FIXES:
- Accessing the metrics web pages when the models haven't been trained
  do not display a JSON error anymore.
- Fixed various graphical bugs in the metrics web pages.
- Fixed bug that happened when cv=False.
- Correctly parse job steps in Slurm logs.

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Release 1.0 - February 6, 2018
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First version of Predict-IT.
See documentation for a complete description of Predict-IT features.