9jxdZddlZddlZddlZddlZddlmZmZdZgdZdddd d dZ d Z d Z e d k(re yy)uw Batch optimizer: runs auto_optimize_loop.py on COINBASE_BTCUSD across all timeframes. Usage: python3 run_btc.py # use auto_optimize_loop.py default (3 iters × 50M) python3 run_btc.py --hours 10 # 10h total budget, split evenly across all 5 TFs (2h each) python3 run_btc.py --hours 8 --tfs 6H 8H 12H 1D # 8h split across 4 TFs (2h each) N)datetime timedeltaCOINBASE_BTCUSD)4H6H8H12H1D240360480720r up examples: python3 run_btc.py --hours 10 10h total ÷ 5 TFs = 2h each (4H, 6H, 8H, 12H, 1D) python3 run_btc.py --hours 8 --tfs 6H 8H 12H 1D 8h total ÷ 4 TFs = 2h each (skips 4H) python3 run_btc.py --tfs 6H Single timeframe, default iteration count python3 run_btc.py All 5 TFs, default iteration count (3 iters × 50M samples each) ctjdttj}|j dt dd|j ddddd |j d t d d d gd|j dt dgdd|j ddd|j}|jr(|jDcgc]}|jc}nt}|Dcgc]*}t|dtdtj||df,}}t|}|jx|j|z }t!j"t%|jz}t'd|jd|d|dd t'd!|j)d"nd}t'd#|d$t'd%t!j"j)d"d&t+|d'D]\}\} }} | d(|} ||dd)nd*} t'd&d+t'd,|d-|d.| d/| d0 t'd1t!j"j)d2t'd+t,j.d3d4| d |j0d|j2g} || dt |gz } |j4r| dgz } t7j6}t9j:| }t7j6|z }|j<d5k(rd6nd7|j<}t'd8|d-|d.| d9|d:z d;d<|d= ||z }|d5kDsX|Ft!j"t%||zz}t'd>|d?|j)d2t'd>|d@t'd&d+t'dAt!j"j)d"ycc}wcc}w)BNz:Batch optimizer for COINBASE_BTCUSD across all timeframes.) descriptionepilogformatter_classz--hourszYTotal hour budget divided evenly across timeframes. E.g. --hours 10 with 5 TFs = 2h each.)typedefaulthelpz--tfs*TFz;Timeframes to run (default: all 5). E.g. --tfs 6H 8H 12H 1D)nargsrmetavarrz--searchrandomoptunazASearch strategy: 'random' (default) or 'optuna' (biased sampling))rrchoicesrz--regimeall)rbullbearsidewaysz6MVRV regime filter for IS training bars (default: all)z --tighten store_truezSAuto-apply q5-q95 range tightening after each iteration (tighten_params.py --apply))actionrz data/mlp/z, z.csv)hourszTotal budget: uh ÷ z timeframes = z.2fzh eachzEstimated completion: z%Y-%m-%d %H:%M:%SzRunning u$ timeframes × default duration eachz Started at:  -hrz<============================================================[/z] z ()z Started: z%H:%M:%Sztools/auto_optimize_loop.pyz--datarOKzEXIT z [z finished in <z.1fzm []z Remaining: z timeframes, ETA z timeframeszAll done. Finished at: )argparseArgumentParserEXAMPLESRawDescriptionHelpFormatter add_argumentfloatstr parse_argstfsupper TIMEFRAMESASSET _TF_TO_MINgetlenr#rnowrprintstrftime enumeratesys executablesearchregimetightentime subprocessrun returncode)parserargstfr6combostotal hours_per_tfetaiasset data_pathlabel per_tf_labelcmdstartresultelapsedstatus remainings 2/Users/jameslopez/projects/TradingBot25/run_btc.pymainr]%s  $ $P <<F   tEF sD$78  hS[H\`b  eEhUW  Lrt    D-1XX )"288: ):CWZ [WZQSubIeWBz~~b"/E.FdKLWZF [ KE zzzzE) llnytzz:: tzzl'%|TWFXX^_` &s||4G'H&IJK  CDE L001DEFb IJ%.vq%9! !E2y'2$1=1I,s+1-y  6(m !AeWBugSa89 HLLN33J?@AB ~~rcsX  ( , eE N   ATH zFrb