
    ui                        d dl mZ d dlZd dlZd dlmZ d dlmZ d dlm	Z	m
Z
 d dlmZ d dlmZ ddZdd	Zed
k(  r e e             y)    )annotationsN)Path)curate_cached_split)DatasetBuildConfigbuild_dataset)is_song_cache_complete)preflight_chord_dataset_diskc                   t        j                  t        |       j                               }t	        |t
              s$t        d|  dt        |      j                         g }|D ]M  }t	        |t              rd|vr|j                  t        |d                t        |      t        |      k\  sM n t        |      t        |      k  rt        d| dt        |       d|        |S )Nzexpected a list at z, got idzrequested top_k=z but only found z ranked ids in )jsonloadsr   	read_text
isinstancelist
ValueErrortype__name__dictappendintlen)pathtop_kpayload
ranked_idsitems        5/root/chords/out/ops/build_ranked_pretrain_dataset.py_load_ranked_idsr      s    jjd--/0Ggt$.tfF4=;Q;Q:RSTTJ$%T)9#d4j/*z?c%j(  :U#+E72B3z?BSSbcgbhijj    c                    t        j                  d      } | j                  dt        d       | j                  dt        d       | j                  dt        t        d      	       | j                  d
t        d       | j                  dt        d       | j                  dt        d       | j                  dt        d	       | j                  dt        d	       | j                  dt
        d	       | j                  dt        d	       | j                  dt
        d	       | j                  dt         j                  d       | j                  dt         j                  d       | j                  dt         j                  d       | j                         }t        t        |j                        t	        |j                              }|D cg c]6  }t        t	        |      t        |j                              s,t	        |      8 }}t        dt        |       dt        |       dt	        |j                                t        |      t	        |j                        k  r1t!        dt        |       d |j                   d!|j                         t#        t        |j                        t	        |j                        d t	        |j$                        t        |j&                        t	        |j                        d"d|#	      }t)        |j*                        t)        |j,                        z   D cg c]  }t	        |       }}t        d$t        |       d%t        |j,                         d&t        |j*                                t        |      t	        |j                        k  r$t!        d't        |       d(|j                         |j.                  j0                  j3                  dd)       |j.                  j5                  t7        j8                  |j;                         d*+             |j<                  j0                  j3                  dd)       |j<                  j5                  t7        j8                  t	        |j                        t        |      ||j,                  D cg c]  }t	        |       c}|j*                  D cg c]  }t	        |       c}d,d*+             t        d-|j.                          t        d.|j<                          t?        t        |j@                        t        |j                        t        |      tC        |jD                        tC        |jF                        ddd t        |jH                        d/0
       tK        dQi d1t        |j                        d2t        |j@                        d3d d4dd5dd6tC        |jD                        d7tC        |jF                        d8tC        |jL                        d9t        |j&                        d:t	        |j$                        d;dd<d=d>tO        |      d?tO        d@ |j*                  D              dAd dBddCdDdEddFddGd*dHd dIt	        |jP                        }tS        |      }t        dJjU                  t        |jW                  dKg             t        |jW                  dLg             t        |jW                  dMg             t	        |jW                  dNi       jW                  dOd/            t        |jW                  dNi       jW                  dPd                         y/c c}w c c}w c c}w c c}w )RNz?Build ranked chord pretrain dataset from explicit candidate ids)descriptionz--prepared-fileT)r   requiredz--top-kz--cache-dirzdata/.chord_finder_cache)r   defaultz	--out-dirz--split-outz--fixed-split-outz--val-n2   z--min-labeled-beats@   z--min-labeled-ratiog        z--build-workers   z--disk-headroom-gbg      4@z--include-original-audio)actionr#   z--original-audio-downloadz--require-original-audioFzranked_candidates=z cached_candidates=z top_k=zonly z# cached candidates ready for top_k=z; need more than val_n=d   )		cache_dirval_ntrain_nmin_labeled_beatsmin_labeled_ratiomax_scanprogress_everyrequire_annotationscandidate_song_idszcurated_songs=z train=z val=zcuration only produced z songs; need more than val_n=)parentsexist_ok   )indent)target_topksongs_availablesong_idstrain_song_idsval_song_idszwrote_split=zwrote_fixed_split=r   )
out_dirr)   selected_song_countinclude_original_audiooriginal_audio_downloadinclude_rendered_audiorendered_audio_download	audio_dirheadroom_gbcandidate_cache_song_countr)   r;   rA   r?   require_audior=   r>   require_original_audior-   r,   	val_ratioseedi9  r8   fixed_val_song_idsc              3  2   K   | ]  }t        |        y w)N)r   ).0song_ids     r   	<genexpr>zmain.<locals>.<genexpr>~   s      P=O'W=Os   	max_songsrequire_standard_tuningmin_annotation_confidencegffffff?
allow_caporequire_chordslimit_propagation_barsmax_beats_per_barbuild_workersz\build_done songs={} train={} val={} original_audio_song_count={} original_audio_ratio={:.6f}songsr9   r:   original_audio_coverage
song_count
song_ratio ),argparseArgumentParseradd_argumentr   r   floatBooleanOptionalAction
parse_argsr   prepared_filer   r   r)   printr   r*   RuntimeErrorr   r,   r-   r   r:   r9   	split_outparentmkdir
write_textr   dumpsto_dictfixed_split_outr	   r;   boolr=   r>   disk_headroom_gbr   rE   tuplerT   r   formatget)	parserargsr   rK   cached_candidate_idssplitall_song_idsconfigmanifests	            r   mainrv      s   $$1rsF
)tD
	d;
D$?Y:Z[
$>
D4@
+$F
	R8
-CD
-E3G
)R@
,5$G
28;Y;Ycgh
3H<Z<Zdhi
28;Y;YchiD!$t'9'9":C

OLJ$.$.2HWW[\`\j\jWk2lGJ   

S_--@EYAZ@[[bcfgkgqgqcrbst  C

O3C,-..QRVR\R\Q]]tuyuu  uA  B
 	
  t~~&$**od445 6 67TZZ!%
E 15U5G5G0H4PUPdPdKe0ef0eWCL0eLf	
\*+73u7K7K3L2MUSVW\WiWiSjRkl <C

O+%c,&7%88UVZV`V`Uab
 	
 	NNt<NNdjjCD%%dT%B##

"4::#&|#4(?D?S?S"T?SG3w<?S"T=B=O=O P=O'W=O P 		
 
L(
)*	t334
56 T\\"t~~&-#D$?$?@ $T%A%A B$ %$//0#$   t~~&T\\"   %	
   $D$?$?@ !%T%A%A B  $D$?$?@   6 67 d445   |$ ! PU=O=O PP   !&!" #'#$ %& '(  !)* +, $,,--F0 V$H	fmmWb)*-r23^R016;??aPQ(,,8"=AA,PSTU	
 C. g$ #U Ps   -]2]2<]75]<^__main__)r   r   r   r   returnz	list[int])rx   r   )
__future__r   rZ   r   pathlibr   tabml.chords.data.curationr   tabml.chords.data.datasetr   r   tabml.core.cacher   tabml.core.dataset_buildr	   r   rv   r   
SystemExitrY   r   r   <module>r      sE    "    : G 3 A tn z
TV
 r   