"""Whole-selection conversion utilities. Never reads previous pilot outputs.""" from pilot_build import * import hashlib RELEASE='shared-sequence-v1.1' class View: def __init__(self,dataset,seq,cam,ids,size,source,kind='video',sampling='dense',split='unknown'): self.root=ROOT/dataset/RELEASE;self.p=self.root/'data'/seq/cam self.p.mkdir(parents=True,exist_ok=True);self.T=len(ids);self.source=source;self.checks=[] self.m={'schema_version':'hand-warehouse/1.1','dataset_id':dataset,'release_id':RELEASE,'sequence_id':seq,'camera_id':cam,'sample_type':kind,'num_frames':self.T,'hand_slots':['left','right'],'sampling':{'type':'single' if kind=='image' else sampling,'source_fps':None,'frames_ref':'camera/frames.jsonl'},'camera':{'model':'unknown','schema_id':None,'image_size':size},'components':{},'split':split} self.frames=[{'frame_index':i,'source_frame_id':str(fid),'timestamp_ns':None,'clock_domain':None,'source_locator':{**source,'source_frame_id':str(fid)}} for i,fid in enumerate(ids)] def add(self,name,path,schema,axes,valid,method='source values retained',**kw): vp=Path(path).with_name(Path(path).stem+'_valid.pt').as_posix() tensor(self.p/vp,valid) self.m['components'][name]={'available':True,'schema_id':schema,'data_ref':path,'axes':axes,'valid_ref':vp,'valid_axes':axes[:valid.ndim],'provenance':{'kind':'format_conversion','method':method},'source_locator':self.source,**kw} def array(self,name,path,schema,a,valid,axes,**kw): a=np.asarray(a,np.float32).copy();valid=np.asarray(valid,bool) assert a.shape[:valid.ndim]==valid.shape and a.shape[0]==self.T assert np.isfinite(a[valid]).all(),name a[~valid]=np.nan;tensor(self.p/path,a);self.add(name,path,schema,axes,valid,**kw) restored=torch.load(self.p/path,map_location='cpu',weights_only=True).numpy() for index in range(self.T):assert np.array_equal(restored[index],a[index],equal_nan=True) self.checks.append({'test':'tensor_serialization_exact','file':path,'shape':list(a.shape),'valid_count':int(valid.sum())}) def video(self,name,path,iterator,mask=False,**kw): w,h=self.m['camera']['image_size'];pix='gray16le' if mask else 'rgb24';dtype='