Print detailed input and output tensor information for all models. This utility function prints comprehensive metadata for each model managed

Forward method patched for BPU output layout (NHWC, 10 tensors).

Restore a resized image back to its original size. This function reverses the resizing operation applied during preprocessing. It supports bo

Resize binary masks to fit inside their corresponding bounding boxes. This function resizes each binary mask to match the size of its corresp

Resize the Y and UV planes of an NV12 image to a target resolution. This function resizes the luma (Y) and chroma (UV) planes of an NV12 image.

Resize an image using direct resize or letterbox strategy. This function resizes the input image to the target resolution required by the mod

Map bounding box coordinates back to the original image scale. This function converts bounding box coordinates from the resized (model input)

Scale keypoints back to the original image coordinates. This function maps keypoint coordinates from the model input space back to the origin

Configure BPU scheduling (no-op if runtime does not support it).

Set BPU scheduling parameters like priority and core affinity. Args: priority (Optional[int]): Scheduling priority in ra

Set BPU scheduling parameters like priority and core affinity. Args: priority (Optional[int]): Scheduling priority in ra

Set BPU scheduling parameters like priority and core affinity. Args: priority (Optional[int]): Scheduling priority (0-25

Set BPU scheduling parameters like priority and core affinity. Args: priority (Optional[int]): Scheduling priority (0-25

Set optional BPU scheduling parameters. Args: priority: Runtime priority used by `hbm_runtime`. bpu_cores: BPU core l

Set optional BPU scheduling parameters. Args: priority: Runtime priority used by `hbm_runtime`. bpu_cores: BPU core l

Set optional BPU scheduling parameters.

Compute the sigmoid activation function. Applies the sigmoid function element-wise to the input NumPy array. Args: x: Input NumPy ar

Split raw NV12 bytes into Y and UV planes. This function parses a raw NV12-encoded byte stream and separates it into the Y (luma) plane and t

Normalize the input array along the last dimension using z-score. This function performs standard score normalization (z-score) on the last d