a  d@sddlmZmZmZmZmZddlmZdeeeefeeeefeedeedfe dddd Z eed d d Z deedeefeed ddZ dS))DictLiteralSequenceTupleUnion)TensorbboxFrsegmN)predstargetsiou_type ignore_scorereturncst|tr|f}dddtfdd|Dr@td|dfdd |D}t|tsjtd |t|tstd |t|t|krtd t|d t|g|d|sdgngD]*tfdd|Drtddqg|dD].tfdd|Drtddq|D].tfdd|Dr4tddq4|stdd|Drtdtdd|Drtd|D].tfdd|Drtddqtdd|Drtdt|D]j\}}|D]Z|d |dd krtd!d"|d#|d d$|dd d% qq|rpd&St|D]\}}|D]|d |dd kr|dd ksntd!d'|d(|d d)|dd d*|dd d% qqxd&S)+z9Ensure the correct input format of `preds` and `targets`.boxesmasksr c3s|]}|vVqdSN.0tpname_maprg/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/torchmetrics/detection/helpers.py z#_input_validator..z IOU type z is not supportedcsg|] }|qSrrrrrr rz$_input_validator..z:Expected argument `preds` to be of type Sequence, but got z;Expected argument `target` to be of type Sequence, but got zHExpected argument `preds` and `target` to have the same length, but got z and labelsscoresc3s|]}|vVqdSrrrpkrrr,rz.Expected all dicts in `preds` to contain the `z` keyc3s|]}|vVqdSrrrr!rrr0rz/Expected all dicts in `target` to contain the `c3s|]}t|tuVqdSrtyperrpredivnrrr4rz Expected all z in `preds` to be of type Tensorcss|]}t|dtuVqdS)rNr#r%rrrr6rz3Expected all scores in `preds` to be of type Tensorcss|]}t|dtuVqdSrNr#r%rrrr8rz3Expected all labels in `preds` to be of type Tensorc3s|]}t|tuVqdSrr#rtargetr'rrr;rz! in `target` to be of type Tensorcss|]}t|dtuVqdSr)r#r*rrrr=rz4Expected all labels in `target` to be of type TensorrzInput 'z' and labels of sample z. in targets have a different length (expected z labels, got )Nz', labels and scores of sample z2 in predictions have a different length (expected z labels and scores, got z labels and ) isinstancestrany Exceptionr ValueErrorlen enumeratesize)r r r rZ item_val_nameiitemr)r(r"rr_input_validatorsp       8   r7)rrcCs$|dkr |jdkr |dS|S)zIEmpty tensors can cause problems in DDP mode, this methods corrects them.r)ZnumelndimZ unsqueeze)rrrr_fix_empty_tensorsSs r:)r rcsBdt|tr|f}tfdd|Dr>tdd||S)N)r rc3s|]}|vVqdSrrrZallowed_iou_typesrrr^rz)_validate_iou_type_arg..z*Expected argument `iou_type` to be one of z or a list of, but got )r-r.r/r1)r rr;r_validate_iou_type_argZs r<)rF)r) typingrrrrrZtorchrr.boolr7r:r<rrrrs  @