fovi.utils.fastaugs package

Image transforms shared by sensing and training; loaders are opt-in.

Modules

• fovi.utils.fastaugs.functional
  • radians()
  • set_trace()
  • mask_batch()
    • mask_batch()
  • mask_tensor()
  • normalize()
    • normalize()
  • to_device()
  • to_numpy()
  • to_float()
  • div_()
  • to_channels_first()
    • to_channels_first()
  • to_channels_last()
    • to_channels_last()
  • random_grayscale()
  • to_grayscale()
  • dummy_red()
  • mat3()
  • hue_mat()
  • sat_mat()
  • val_mat()
  • hsv_mat()
  • hsv_mat2()
  • hsv_jitter_tensor()
  • hsv_jitter_array()
  • hsv_jitter_array2()
  • hsv_jitter()
  • hsv_jitter2()
  • random_hsv_jitter2()
  • _get_scale_factor()
    • _get_scale_factor()
  • adjust_brightness()
  • adjust_brightness_pil()
  • sigmoid()
  • logit()
  • random_adjust_brightness()
  • adjust_contrast()
  • adjust_contrast_logit()
  • adjust_contrast_pil()
  • adjust_rms_contrast()
  • adjust_rms_contrast_logit()
  • random_adjust_contrast()
  • _prepare_mat()
  • _grid_sample()
  • affine_transform()
  • flip_mat()
  • _prepare_thetas()
  • _prepare_coords()
  • _prepare_rot_pt()
  • _prepare_param()
  • rotate_mat()
  • rotate()
  • zoom_mat()
  • zoom()
  • translate_mat()
  • rotate_object_mat()
  • rotate_object()
  • grid_sample()
  • random_grid_sample()
    • random_grid_sample()
  • apply_mask()
  • srgb_to_lrgb()
  • rgb_to_xyz()
  • xyz_to_lms()
  • srgb_to_lms()
  • lms_to_lgrby()
  • crop()
  • solarization()
  • random_solarization()
  • random_gaussian_blur2d()
  • generate_batch_permutations()
  • to_torch_image()
• fovi.utils.fastaugs.functional_tensor
  • Tensor
    • Tensor._clear_non_serializable_cached_data()
    • Tensor.backward()
    • Tensor.cholesky()
    • Tensor.detach()
    • Tensor.detach_()
    • Tensor.dim_order()
    • Tensor.eig()
    • Tensor.index()
    • Tensor.is_shared()
    • Tensor.istft()
    • Tensor.lstsq()
    • Tensor.lu()
    • Tensor.module_load()
    • Tensor.norm()
    • Tensor.qr()
    • Tensor.register_hook()
    • Tensor.register_post_accumulate_grad_hook()
    • Tensor.reinforce()
    • Tensor.resize()
    • Tensor.resize_as()
    • Tensor.share_memory_()
    • Tensor.solve()
    • Tensor.split()
    • Tensor.stft()
    • Tensor.storage()
    • Tensor.storage_type()
    • Tensor.symeig()
    • Tensor.to_sparse_coo()
    • Tensor.unflatten()
    • Tensor.unique()
    • Tensor.unique_consecutive()
  • grid_sample()
  • conv2d()
  • interpolate()
  • torch_pad()
  • get_image_size()
  • get_image_num_channels()
  • convert_image_dtype()
  • vflip()
  • hflip()
  • crop()
  • rgb_to_grayscale()
  • adjust_brightness()
  • adjust_contrast()
  • adjust_hue()
  • adjust_hue_fast()
  • adjust_saturation()
  • mat3()
  • _get_sbc_mat()
  • color_jitter()
  • random_color_jitter()
  • adjust_gamma()
  • center_crop()
  • five_crop()
  • ten_crop()
  • pad()
  • resize()
  • affine()
  • rotate()
  • perspective()
  • gaussian_blur()
  • invert()
  • posterize()
  • solarize()
  • adjust_sharpness()
  • autocontrast()
  • equalize()
• fovi.utils.fastaugs.loader
  • FlashLoader
    • FlashLoader.__init__()
• fovi.utils.fastaugs.transforms
  • Compose
    • Compose.__init__()
    • Compose.apply_last()
  • RandomApply
    • RandomApply.__init__()
    • RandomApply.before_call()
    • RandomApply.last_params()
    • RandomApply.apply_last()
  • ToTorchImage
    • ToTorchImage.__init__()
    • ToTorchImage.last_params()
    • ToTorchImage.apply_last()
  • ToNumpy
    • ToNumpy.last_params()
    • ToNumpy.apply_last()
  • ToChannelsFirst
    • ToChannelsFirst.last_params()
    • ToChannelsFirst.apply_last()
  • ToChannelsLast
    • ToChannelsLast.last_params()
    • ToChannelsLast.apply_last()
  • ToDevice
    • ToDevice.__init__()
    • ToDevice.last_params()
    • ToDevice.apply_last()
  • ToFloat
    • ToFloat.__init__()
    • ToFloat.last_params()
    • ToFloat.apply_last()
  • ToFloatDiv
    • ToFloatDiv.__init__()
    • ToFloatDiv.last_params()
    • ToFloatDiv.apply_last()
  • MultiSample
    • MultiSample.__init__()
  • NormalizeGPU
    • NormalizeGPU.__init__()
    • NormalizeGPU.op()
    • NormalizeGPU.before_call()
    • NormalizeGPU.last_params()
    • NormalizeGPU.apply_last()
  • CircularMask
    • CircularMask.__init__()
    • CircularMask.blur_radius
    • CircularMask.draw_params()
    • CircularMask.before_call()
    • CircularMask.last_params()
    • CircularMask.replay()
  • ToGrayscaleTorchGPU
    • ToGrayscaleTorchGPU.__init__()
  • ToGrayscaleGPU
    • ToGrayscaleGPU.__init__()
  • ColorJitter
    • ColorJitter.__init__()
    • ColorJitter.last_params()
    • ColorJitter.apply_last()
    • ColorJitter.sample_params()
    • ColorJitter.before_call()
  • RandomGaussianBlur
    • RandomGaussianBlur.__init__()
    • RandomGaussianBlur.before_call()
    • RandomGaussianBlur.last_params()
    • RandomGaussianBlur.apply_last()
  • RandomHorizontalFlip
    • RandomHorizontalFlip.__init__()
    • RandomHorizontalFlip.before_call()
    • RandomHorizontalFlip.last_params()
    • RandomHorizontalFlip.apply_last()
  • RandomGrayscale
    • RandomGrayscale.__init__()
    • RandomGrayscale.before_call()
    • RandomGrayscale.last_params()
    • RandomGrayscale.apply_last()
  • RandomBrightness
    • RandomBrightness.__init__()
    • RandomBrightness.before_call()
    • RandomBrightness.last_params()
    • RandomBrightness.apply_last()
  • RandomContrast
    • RandomContrast.__init__()
    • RandomContrast.before_call()
    • RandomContrast.last_params()
    • RandomContrast.apply_last()
  • RandomSolarization
    • RandomSolarization.__init__()
    • RandomSolarization.before_call()
    • RandomSolarization.last_params()
    • RandomSolarization.apply_last()
  • RandomRotate
    • RandomRotate.__init__()
    • RandomRotate.draw_params()
    • RandomRotate.before_call()
    • RandomRotate.last_params()
    • RandomRotate.replay()
  • RandomZoom
    • RandomZoom.__init__()
    • RandomZoom.draw_params()
    • RandomZoom.before_call()
    • RandomZoom.last_params()
    • RandomZoom.replay()
  • RandomPatchShuffle
    • RandomPatchShuffle.__init__()
    • RandomPatchShuffle.random_choice()
    • RandomPatchShuffle.before_call()
    • RandomPatchShuffle.last_params()
    • RandomPatchShuffle.apply_last()
  • RandomColorJitterYIQ
    • RandomColorJitterYIQ.__init__()
    • RandomColorJitterYIQ.last_params()
    • RandomColorJitterYIQ.sample_params()
    • RandomColorJitterYIQ.before_call()
    • RandomColorJitterYIQ.apply_last()
  • RandomColorJitter
    • RandomColorJitter.__init__()
    • RandomColorJitter.last_params()
    • RandomColorJitter.sample_params()
    • RandomColorJitter.before_call()
    • RandomColorJitter.apply_last()
  • RandomRotateObject
    • RandomRotateObject.__init__()
    • RandomRotateObject.draw_params()
    • RandomRotateObject.before_call()
    • RandomRotateObject.last_params()
    • RandomRotateObject.replay()