o iJ@s<UddlmZddlZddlZddlmZddlmZmZm Z m Z ddl Z ddl m Z ddlmZddlmZid d d id d d idd d idd d idd d iddd iddd idddidddidddidd d ddddiddd iddd ididiZd ed!<d3d(d)ZGd*d+d+e Zd4d1d2ZdS)5) annotationsN)Path)DictListSetTuple)Dataset) EMOTION_TO_ID)MicroTokenizerjoyV_minglaughterg excitement agreement gratitudesadnessV_maxcryingsulkg?apologystruggleanger)rA_minrefusalsurpriserflusterneutralshyzDict[str, Dict[str, float]]_POLARITY_RULESemotionstrvadTuple[float, float, float]returnboolcCsbt|i}|\}}}d|vr||dkrdSd|vr#||dkr#dSd|vr/||dkr/dSdS)Nr TrrF)rget)r r"ruleVA_Dr+R/dataset/kemix-engine/package/face/animasync-face-v3/models/microalbert/dataset.py_polarity_violation s  r-c@sBeZdZ ddd d Zdd d Zd ddZd!ddZd"ddZdS)#SeedEmotionDatasetr jsonl_pathr tokenizerr max_seq_lenintcontext_windowc Cs8||_||_||_g|_t|_g}t|jdd}|D]}t |}| dp,|d} |j | |d} t | D]\} } | d } | sHq;| d}|tvr\td|d |d| d }t|d ksmJd |t|d t|dt|df}t||r||d||f| dd}g}|d krtd | |}| || D]}|d }|r||| ddfq|j|| |t||fq;qWdn1swY|rtdt|d|dtjd|ddD]&\}}}td|d|d|d dd|ddd|dd tjdqdSdS)Nzutf-8)encodingsource_scenario_id scenario_idturnstextr zunknown emotion z at scenario r"zvad must be length-3, got rr speaker?z[dataset] WARNING: u& emotion↔VAD polarity violations in z (first 5):)filez [z] z V=z+.2fz A=z D=)tokr1r3samplesset source_idsropenjsonloadsr&add enumeratestripr ValueErrorlenfloatr-appendmaxprintsysstderr)selfr/r0r1r3polarity_warningsflinerowsrcr7itr8emor" vad_tuple curr_speakerprevstartptptxsidr+r+r,__init__-sl   "    4zSeedEmotionDataset.__init__r$cCs t|jS)N)rJr@rQr+r+r,__len__ds zSeedEmotionDataset.__len__r\List[Tuple[str, str]] curr_textr!r[cCsl|jdkr|S|sd|Sg}|D]\}}||krdnd}||d|q|d|d|S)Nrz[SELF] z[SELF]z[OTHER] z [SEP] )r3rLjoin)rQr\rer[partsr_pspkmarkerr+r+r, _compose_textgs    z SeedEmotionDataset._compose_textidxrc CsB|j|\}}}}}||||}|j||j}||t|dS)N) input_ids emotion_idr")r@rkr?encoder1list) rQrlr\rer[emo_idr"r8idsr+r+r, __getitem__vszSeedEmotionDataset.__getitem__ List[int]cCsdd|jDS)NcSg|]}|dqS)r9r+).0sr+r+r, }z2SeedEmotionDataset.emotion_ids..)r@rbr+r+r, emotion_ids|szSeedEmotionDataset.emotion_idsN)r)r/rr0r r1r2r3r2)r$r2)r\rdrer!r[r!r$r!)rlr2r$r)r$rt)__name__ __module__ __qualname__rarcrkrsrzr+r+r+r,r.,s 7  r.batch List[Dict]pad_idr2Dict[str, torch.Tensor]cCstdd|D}g}g}|D]%}|d}|t|}|||g||dgt|dg|qtj|tjdtj|tjdtjdd|Dtjdtjd d|Dtjdd S) Ncss|] }t|dVqdS)rmN)rJrvbr+r+r, szcollate_fn..rmr r)dtypecSru)rnr+rr+r+r,rxryzcollate_fn..cSru)r"r+rr+r+r,rxry)rmattention_maskrnr")rMrJrLtorchtensorlongfloat32)r~rmax_lenrm attn_maskrrrpad_nr+r+r, collate_fns  r)r r!r"r#r$r%)r~rrr2r$r) __future__rrDrOpathlibrtypingrrrrrtorch.utils.datarconfigr r0r r__annotations__r-r.rr+r+r+r,sZ        T