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This script automates cleaning up a benchmark/experiment run of some algo
against some config (with possibly more than one tune trial,
e.g. torch=grid_search([True, False])).

Run `python cleanup_experiment.py --help` for more information.

Use on an input directory with trial contents e.g.:
..
IMPALA_BreakoutNoFrameskip-v4_0_use_pytorch=False_2020-05-11_10-17-54topr3h9k
IMPALA_BreakoutNoFrameskip-v4_0_use_pytorch=False_2020-05-11_13-59-35dqaetxnf
IMPALA_BreakoutNoFrameskip-v4_0_use_pytorch=False_2020-05-11_17-21-28tbhedw72
IMPALA_BreakoutNoFrameskip-v4_2_use_pytorch=True_2020-05-11_10-17-54lv20cgn_
IMPALA_BreakoutNoFrameskip-v4_2_use_pytorch=True_2020-05-11_13-59-35kwzhax_y
IMPALA_BreakoutNoFrameskip-v4_2_use_pytorch=True_2020-05-11_17-21-28a5j0s7za

Then run:
>> python cleanup_experiment.py --experiment-dir [parent dir w/ trial sub-dirs]
>>   --output-dir [your out dir] --results-filter dumb_col_2,superfluous_col3
>>   --results-max-size [max results file size in kb before(!) zipping]

The script will create one output sub-dir for each trial and only copy
the configuration and the csv results (filtered and every nth row removed
based on the given args).
é    Nz--experiment-dirzExperiment dir in which all sub-runs (seeds) are located (as sub-dirs). Each sub0-run dir must contain the files: params.json and progress.csv.)ÚtypeÚhelpz--output-dirz>The output dir, in which the cleaned up output will be placed.z--results-filterz.comma-separated list of csv fields to exclude.zoexperiment_id,pid,hostname,node_ip,trial_id,hist_stats/episode_reward,hist_stats/episode_lengths,experiment_tag)r   r   Údefaultz--results-max-sizezšthe max. size of the final results.csv file (in kb). Will erase every nth line in the original input to reach that goal. Use 0 for no limit (default=100).éd   c              
   C   s”  t  | ¡}d|v rd|v sJ d | ¡ƒ‚t j|dd |D ]©}t j | |¡}|dkrrt j |¡s8J d |¡ƒ‚t|ƒ}t 	|¡}W d   ƒ n1 sLw   Y  tt j |d¡dƒ}t
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 ty   Y nw t  d |t j |d¡¡¡ t  t j |d¡¡ qt  d|¡rÇt j |¡s¼J d |¡ƒ‚t! "|t j ||¡¡ qd S )Nzparams.jsonzprogress.csvz,params.json or progress.csv not found in {}!T)Úexist_okz{} not a file!zconfig.yamlÚwú,r   )Úfilez(,{2,})c                 S   s   dt |  ¡ ƒd  d S )Nz,Noneé   r   )ÚlenÚgroup)Úm© r   ú_/home/ubuntu/.local/lib/python3.10/site-packages/ray/rllib/tuned_examples/cleanup_experiment.pyÚ<lambda>m   s    z$process_single_run.<locals>.<lambda>z".+?"|[^,]+i   g       @z!awk 'NR==1||NR%{}==0' {} > {}.newz!awk 'NR==1||NR%{}!=0' {} > {}.newz.newzresults.zipzzip -j {} {}z^(events\.out\.|params\.pkl))#ÚosÚlistdirÚformatÚmakedirsÚpathÚjoinÚisfileÚopenÚjsonÚloadÚyamlÚdumpÚreadlineÚstripÚsplitÚargsÚresults_filterÚ	enumerateÚinsertÚcopyÚpopÚprintÚreÚsubÚfindallr   ÚgetsizeÚresults_max_sizeÚsystemÚremoveÚrenameÚFileNotFoundErrorÚsearchÚshutilÚcopyfile)Úin_dirÚout_dirÚexp_dirr	   ÚabsfileÚfpÚcontentsÚcol_idx_to_filterÚcol_names_origÚcols_to_filterÚiÚcÚ	col_namesÚidxÚabsfile_outÚout_fpÚlineÚcolsÚout_sizeÚmax_sizeÚratioÚnthÚzip_filer   r   r   Úprocess_single_run@   s¬   
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