# fiftyone.brain.internal.models * [fiftyone.brain.internal.models.simple_resnet](fiftyone.brain.internal.models.simple_resnet.md) * [`simple_resnet()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.simple_resnet) * [`Network`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network) * [`Network.nodes()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.nodes) * [`Network.forward()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.forward) * [`Network.half()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.half) * [`Network.T_destination`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.T_destination) * [`Network.add_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.add_module) * [`Network.apply()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.apply) * [`Network.bfloat16()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.bfloat16) * [`Network.buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.buffers) * [`Network.call_super_init`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.call_super_init) * [`Network.children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.children) * [`Network.compile()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.compile) * [`Network.cpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.cpu) * [`Network.cuda()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.cuda) * [`Network.double()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.double) * [`Network.dump_patches`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.dump_patches) * [`Network.eval()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.eval) * [`Network.extra_repr()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.extra_repr) * [`Network.float()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.float) * [`Network.get_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.get_buffer) * [`Network.get_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.get_extra_state) * [`Network.get_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.get_parameter) * [`Network.get_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.get_submodule) * [`Network.ipu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.ipu) * [`Network.load_state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.load_state_dict) * [`Network.modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.modules) * [`Network.mtia()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.mtia) * [`Network.named_buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.named_buffers) * [`Network.named_children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.named_children) * [`Network.named_modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.named_modules) * [`Network.named_parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.named_parameters) * [`Network.parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.parameters) * [`Network.register_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_backward_hook) * [`Network.register_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_buffer) * [`Network.register_forward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_forward_hook) * [`Network.register_forward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_forward_pre_hook) * [`Network.register_full_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_full_backward_hook) * [`Network.register_full_backward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_full_backward_pre_hook) * [`Network.register_load_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_load_state_dict_post_hook) * [`Network.register_load_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_load_state_dict_pre_hook) * [`Network.register_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_module) * [`Network.register_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_parameter) * [`Network.register_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_state_dict_post_hook) * [`Network.register_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.register_state_dict_pre_hook) * [`Network.requires_grad_()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.requires_grad_) * [`Network.set_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.set_extra_state) * [`Network.set_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.set_submodule) * [`Network.share_memory()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.share_memory) * [`Network.state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.state_dict) * [`Network.to()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.to) * [`Network.to_empty()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.to_empty) * [`Network.train()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.train) * [`Network.type()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.type) * [`Network.xpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.xpu) * [`Network.zero_grad()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.zero_grad) * [`Network.training`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Network.training) * [`has_inputs()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.has_inputs) * [`build_graph()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.build_graph) * [`pipeline()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.pipeline) * [`Crop`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop) * [`Crop.options()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop.options) * [`Crop.output_shape()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop.output_shape) * [`Crop.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop.count) * [`Crop.h`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop.h) * [`Crop.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop.index) * [`Crop.w`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Crop.w) * [`FlipLR`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.FlipLR) * [`FlipLR.options()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.FlipLR.options) * [`FlipLR.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.FlipLR.count) * [`FlipLR.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.FlipLR.index) * [`Cutout`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Cutout) * [`Cutout.options()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Cutout.options) * [`Cutout.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Cutout.count) * [`Cutout.h`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Cutout.h) * [`Cutout.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Cutout.index) * [`Cutout.w`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Cutout.w) * [`PiecewiseLinear`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.PiecewiseLinear) * [`PiecewiseLinear.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.PiecewiseLinear.count) * [`PiecewiseLinear.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.PiecewiseLinear.index) * [`PiecewiseLinear.knots`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.PiecewiseLinear.knots) * [`PiecewiseLinear.vals`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.PiecewiseLinear.vals) * [`Const`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Const) * [`Const.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Const.count) * [`Const.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Const.index) * [`Const.val`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Const.val) * [`Identity`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Identity) * [`Identity.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Identity.count) * [`Identity.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Identity.index) * [`Add`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Add) * [`Add.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Add.count) * [`Add.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Add.index) * [`AddWeighted`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.AddWeighted) * [`AddWeighted.count()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.AddWeighted.count) * [`AddWeighted.index()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.AddWeighted.index) * [`AddWeighted.wx`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.AddWeighted.wx) * [`AddWeighted.wy`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.AddWeighted.wy) * [`Mul`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul) * [`Mul.T_destination`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.T_destination) * [`Mul.add_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.add_module) * [`Mul.apply()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.apply) * [`Mul.bfloat16()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.bfloat16) * [`Mul.buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.buffers) * [`Mul.call_super_init`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.call_super_init) * [`Mul.children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.children) * [`Mul.compile()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.compile) * [`Mul.cpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.cpu) * [`Mul.cuda()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.cuda) * [`Mul.double()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.double) * [`Mul.dump_patches`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.dump_patches) * [`Mul.eval()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.eval) * [`Mul.extra_repr()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.extra_repr) * [`Mul.float()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.float) * [`Mul.forward()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.forward) * [`Mul.get_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.get_buffer) * [`Mul.get_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.get_extra_state) * [`Mul.get_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.get_parameter) * [`Mul.get_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.get_submodule) * [`Mul.half()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.half) * [`Mul.ipu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.ipu) * [`Mul.load_state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.load_state_dict) * [`Mul.modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.modules) * [`Mul.mtia()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.mtia) * [`Mul.named_buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.named_buffers) * [`Mul.named_children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.named_children) * [`Mul.named_modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.named_modules) * [`Mul.named_parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.named_parameters) * [`Mul.parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.parameters) * [`Mul.register_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_backward_hook) * [`Mul.register_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_buffer) * [`Mul.register_forward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_forward_hook) * [`Mul.register_forward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_forward_pre_hook) * [`Mul.register_full_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_full_backward_hook) * [`Mul.register_full_backward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_full_backward_pre_hook) * [`Mul.register_load_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_load_state_dict_post_hook) * [`Mul.register_load_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_load_state_dict_pre_hook) * [`Mul.register_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_module) * [`Mul.register_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_parameter) * [`Mul.register_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_state_dict_post_hook) * [`Mul.register_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.register_state_dict_pre_hook) * [`Mul.requires_grad_()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.requires_grad_) * [`Mul.set_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.set_extra_state) * [`Mul.set_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.set_submodule) * [`Mul.share_memory()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.share_memory) * [`Mul.state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.state_dict) * [`Mul.to()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.to) * [`Mul.to_empty()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.to_empty) * [`Mul.train()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.train) * [`Mul.type()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.type) * [`Mul.xpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.xpu) * [`Mul.zero_grad()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.zero_grad) * [`Mul.training`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Mul.training) * [`Flatten`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten) * [`Flatten.forward()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.forward) * [`Flatten.T_destination`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.T_destination) * [`Flatten.add_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.add_module) * [`Flatten.apply()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.apply) * [`Flatten.bfloat16()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.bfloat16) * [`Flatten.buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.buffers) * [`Flatten.call_super_init`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.call_super_init) * [`Flatten.children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.children) * [`Flatten.compile()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.compile) * [`Flatten.cpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.cpu) * [`Flatten.cuda()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.cuda) * [`Flatten.double()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.double) * [`Flatten.dump_patches`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.dump_patches) * [`Flatten.eval()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.eval) * [`Flatten.extra_repr()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.extra_repr) * [`Flatten.float()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.float) * [`Flatten.get_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.get_buffer) * [`Flatten.get_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.get_extra_state) * [`Flatten.get_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.get_parameter) * [`Flatten.get_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.get_submodule) * [`Flatten.half()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.half) * [`Flatten.ipu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.ipu) * [`Flatten.load_state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.load_state_dict) * [`Flatten.modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.modules) * [`Flatten.mtia()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.mtia) * [`Flatten.named_buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.named_buffers) * [`Flatten.named_children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.named_children) * [`Flatten.named_modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.named_modules) * [`Flatten.named_parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.named_parameters) * [`Flatten.parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.parameters) * [`Flatten.register_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_backward_hook) * [`Flatten.register_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_buffer) * [`Flatten.register_forward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_forward_hook) * [`Flatten.register_forward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_forward_pre_hook) * [`Flatten.register_full_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_full_backward_hook) * [`Flatten.register_full_backward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_full_backward_pre_hook) * [`Flatten.register_load_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_load_state_dict_post_hook) * [`Flatten.register_load_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_load_state_dict_pre_hook) * [`Flatten.register_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_module) * [`Flatten.register_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_parameter) * [`Flatten.register_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_state_dict_post_hook) * [`Flatten.register_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.register_state_dict_pre_hook) * [`Flatten.requires_grad_()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.requires_grad_) * [`Flatten.set_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.set_extra_state) * [`Flatten.set_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.set_submodule) * [`Flatten.share_memory()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.share_memory) * [`Flatten.state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.state_dict) * [`Flatten.to()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.to) * [`Flatten.to_empty()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.to_empty) * [`Flatten.train()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.train) * [`Flatten.type()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.type) * [`Flatten.xpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.xpu) * [`Flatten.zero_grad()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.zero_grad) * [`Flatten.training`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Flatten.training) * [`Concat`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat) * [`Concat.forward()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.forward) * [`Concat.T_destination`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.T_destination) * [`Concat.add_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.add_module) * [`Concat.apply()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.apply) * [`Concat.bfloat16()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.bfloat16) * [`Concat.buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.buffers) * [`Concat.call_super_init`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.call_super_init) * [`Concat.children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.children) * [`Concat.compile()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.compile) * [`Concat.cpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.cpu) * [`Concat.cuda()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.cuda) * [`Concat.double()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.double) * [`Concat.dump_patches`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.dump_patches) * [`Concat.eval()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.eval) * [`Concat.extra_repr()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.extra_repr) * [`Concat.float()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.float) * [`Concat.get_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.get_buffer) * [`Concat.get_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.get_extra_state) * [`Concat.get_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.get_parameter) * [`Concat.get_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.get_submodule) * [`Concat.half()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.half) * [`Concat.ipu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.ipu) * [`Concat.load_state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.load_state_dict) * [`Concat.modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.modules) * [`Concat.mtia()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.mtia) * [`Concat.named_buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.named_buffers) * [`Concat.named_children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.named_children) * [`Concat.named_modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.named_modules) * [`Concat.named_parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.named_parameters) * [`Concat.parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.parameters) * [`Concat.register_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_backward_hook) * [`Concat.register_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_buffer) * [`Concat.register_forward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_forward_hook) * [`Concat.register_forward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_forward_pre_hook) * [`Concat.register_full_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_full_backward_hook) * [`Concat.register_full_backward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_full_backward_pre_hook) * [`Concat.register_load_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_load_state_dict_post_hook) * [`Concat.register_load_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_load_state_dict_pre_hook) * [`Concat.register_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_module) * [`Concat.register_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_parameter) * [`Concat.register_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_state_dict_post_hook) * [`Concat.register_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.register_state_dict_pre_hook) * [`Concat.requires_grad_()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.requires_grad_) * [`Concat.set_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.set_extra_state) * [`Concat.set_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.set_submodule) * [`Concat.share_memory()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.share_memory) * [`Concat.state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.state_dict) * [`Concat.to()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.to) * [`Concat.to_empty()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.to_empty) * [`Concat.train()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.train) * [`Concat.type()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.type) * [`Concat.xpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.xpu) * [`Concat.zero_grad()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.zero_grad) * [`Concat.training`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.Concat.training) * [`BatchNorm`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm) * [`BatchNorm.T_destination`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.T_destination) * [`BatchNorm.add_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.add_module) * [`BatchNorm.apply()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.apply) * [`BatchNorm.bfloat16()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.bfloat16) * [`BatchNorm.buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.buffers) * [`BatchNorm.call_super_init`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.call_super_init) * [`BatchNorm.children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.children) * [`BatchNorm.compile()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.compile) * [`BatchNorm.cpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.cpu) * [`BatchNorm.cuda()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.cuda) * [`BatchNorm.double()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.double) * [`BatchNorm.dump_patches`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.dump_patches) * [`BatchNorm.eval()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.eval) * [`BatchNorm.extra_repr()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.extra_repr) * [`BatchNorm.float()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.float) * [`BatchNorm.forward()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.forward) * [`BatchNorm.get_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.get_buffer) * [`BatchNorm.get_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.get_extra_state) * [`BatchNorm.get_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.get_parameter) * [`BatchNorm.get_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.get_submodule) * [`BatchNorm.half()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.half) * [`BatchNorm.ipu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.ipu) * [`BatchNorm.load_state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.load_state_dict) * [`BatchNorm.modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.modules) * [`BatchNorm.mtia()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.mtia) * [`BatchNorm.named_buffers()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.named_buffers) * [`BatchNorm.named_children()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.named_children) * [`BatchNorm.named_modules()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.named_modules) * [`BatchNorm.named_parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.named_parameters) * [`BatchNorm.parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.parameters) * [`BatchNorm.register_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_backward_hook) * [`BatchNorm.register_buffer()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_buffer) * [`BatchNorm.register_forward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_forward_hook) * [`BatchNorm.register_forward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_forward_pre_hook) * [`BatchNorm.register_full_backward_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_full_backward_hook) * [`BatchNorm.register_full_backward_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_full_backward_pre_hook) * [`BatchNorm.register_load_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_load_state_dict_post_hook) * [`BatchNorm.register_load_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_load_state_dict_pre_hook) * [`BatchNorm.register_module()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_module) * [`BatchNorm.register_parameter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_parameter) * [`BatchNorm.register_state_dict_post_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_state_dict_post_hook) * [`BatchNorm.register_state_dict_pre_hook()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.register_state_dict_pre_hook) * [`BatchNorm.requires_grad_()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.requires_grad_) * [`BatchNorm.reset_parameters()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.reset_parameters) * [`BatchNorm.reset_running_stats()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.reset_running_stats) * [`BatchNorm.set_extra_state()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.set_extra_state) * [`BatchNorm.set_submodule()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.set_submodule) * [`BatchNorm.share_memory()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.share_memory) * [`BatchNorm.state_dict()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.state_dict) * [`BatchNorm.to()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.to) * [`BatchNorm.to_empty()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.to_empty) * [`BatchNorm.train()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.train) * [`BatchNorm.type()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.type) * [`BatchNorm.xpu()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.xpu) * [`BatchNorm.zero_grad()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.zero_grad) * [`BatchNorm.num_features`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.num_features) * [`BatchNorm.eps`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.eps) * [`BatchNorm.momentum`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.momentum) * [`BatchNorm.affine`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.affine) * [`BatchNorm.track_running_stats`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.track_running_stats) * [`BatchNorm.running_mean`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.running_mean) * [`BatchNorm.running_var`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.running_var) * [`BatchNorm.num_batches_tracked`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.num_batches_tracked) * [`BatchNorm.training`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.BatchNorm.training) * [`conv_bn()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.conv_bn) * [`residual()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.residual) * [`path_iter()`](fiftyone.brain.internal.models.simple_resnet.md#fiftyone.brain.internal.models.simple_resnet.path_iter) * [fiftyone.brain.internal.models.torch](fiftyone.brain.internal.models.torch.md) * [`TorchImageModelConfig`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig) * [`TorchImageModelConfig.attributes()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.attributes) * [`TorchImageModelConfig.builder()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.builder) * [`TorchImageModelConfig.copy()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.copy) * [`TorchImageModelConfig.custom_attributes()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.custom_attributes) * [`TorchImageModelConfig.default()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.default) * [`TorchImageModelConfig.download_model_if_necessary()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.download_model_if_necessary) * [`TorchImageModelConfig.from_dict()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.from_dict) * [`TorchImageModelConfig.from_json()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.from_json) * [`TorchImageModelConfig.from_kwargs()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.from_kwargs) * [`TorchImageModelConfig.from_str()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.from_str) * [`TorchImageModelConfig.get_class_name()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.get_class_name) * [`TorchImageModelConfig.init()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.init) * [`TorchImageModelConfig.load_default()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.load_default) * [`TorchImageModelConfig.parse_array()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_array) * [`TorchImageModelConfig.parse_bool()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_bool) * [`TorchImageModelConfig.parse_categorical()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_categorical) * [`TorchImageModelConfig.parse_dict()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_dict) * [`TorchImageModelConfig.parse_int()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_int) * [`TorchImageModelConfig.parse_mutually_exclusive_fields()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_mutually_exclusive_fields) * [`TorchImageModelConfig.parse_number()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_number) * [`TorchImageModelConfig.parse_object()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_object) * [`TorchImageModelConfig.parse_object_array()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_object_array) * [`TorchImageModelConfig.parse_object_dict()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_object_dict) * [`TorchImageModelConfig.parse_path()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_path) * [`TorchImageModelConfig.parse_raw()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_raw) * [`TorchImageModelConfig.parse_string()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.parse_string) * [`TorchImageModelConfig.serialize()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.serialize) * [`TorchImageModelConfig.to_str()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.to_str) * [`TorchImageModelConfig.validate_all_or_nothing_fields()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.validate_all_or_nothing_fields) * [`TorchImageModelConfig.write_json()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModelConfig.write_json) * [`TorchImageModel`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel) * [`TorchImageModel.build_get_item()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.build_get_item) * [`TorchImageModel.can_embed_prompts`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.can_embed_prompts) * [`TorchImageModel.classes`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.classes) * [`TorchImageModel.collate_fn()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.collate_fn) * [`TorchImageModel.device`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.device) * [`TorchImageModel.embed()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.embed) * [`TorchImageModel.embed_all()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.embed_all) * [`TorchImageModel.from_config()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.from_config) * [`TorchImageModel.from_dict()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.from_dict) * [`TorchImageModel.from_json()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.from_json) * [`TorchImageModel.from_kwargs()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.from_kwargs) * [`TorchImageModel.get_embeddings()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.get_embeddings) * [`TorchImageModel.has_collate_fn`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.has_collate_fn) * [`TorchImageModel.has_embeddings`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.has_embeddings) * [`TorchImageModel.has_logits`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.has_logits) * [`TorchImageModel.mask_targets`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.mask_targets) * [`TorchImageModel.media_type`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.media_type) * [`TorchImageModel.num_classes`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.num_classes) * [`TorchImageModel.parse()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.parse) * [`TorchImageModel.predict()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.predict) * [`TorchImageModel.predict_all()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.predict_all) * [`TorchImageModel.preprocess`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.preprocess) * [`TorchImageModel.ragged_batches`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.ragged_batches) * [`TorchImageModel.required_keys`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.required_keys) * [`TorchImageModel.skeleton`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.skeleton) * [`TorchImageModel.store_logits`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.store_logits) * [`TorchImageModel.transforms`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.transforms) * [`TorchImageModel.using_gpu`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.using_gpu) * [`TorchImageModel.using_half_precision`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.using_half_precision) * [`TorchImageModel.validate()`](fiftyone.brain.internal.models.torch.md#fiftyone.brain.internal.models.torch.TorchImageModel.validate) ## Module contents Brain models. Copyright 2017-2026, Voxel51, Inc.
[voxel51.com](https://voxel51.com/)

**Functions:** | [`list_models`](#fiftyone.brain.internal.models.list_models)() | Returns the list of available models. | |-----------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------| | [`list_downloaded_models`](#fiftyone.brain.internal.models.list_downloaded_models)() | Returns information about the models that have been downloaded. | | [`is_model_downloaded`](#fiftyone.brain.internal.models.is_model_downloaded)(name) | Determines whether the model of the given name is downloaded. | | [`download_model`](#fiftyone.brain.internal.models.download_model)(name[, overwrite]) | Downloads the model of the given name. | | [`install_model_requirements`](#fiftyone.brain.internal.models.install_model_requirements)(name[, error_level]) | Installs any package requirements for the model with the given name. | | [`ensure_model_requirements`](#fiftyone.brain.internal.models.ensure_model_requirements)(name[, error_level]) | Ensures that the package requirements for the model with the given name are satisfied. | | [`load_model`](#fiftyone.brain.internal.models.load_model)(name[, download_if_necessary, ...]) | Loads the model of the given name. | | [`find_model`](#fiftyone.brain.internal.models.find_model)(name) | Returns the path to the model on disk. | | [`get_model`](#fiftyone.brain.internal.models.get_model)(name) | Returns the `eta.core.models.Model` instance for the model with the given name. | | [`delete_model`](#fiftyone.brain.internal.models.delete_model)(name) | Deletes the model from local disk, if necessary. | **Classes:** | [`HasBrainModel`](#fiftyone.brain.internal.models.HasBrainModel)() | Mixin class for Config classes of [`fiftyone.core.models.Model`](fiftyone.core.models.md#fiftyone.core.models.Model) instances whose models are stored privately by the FiftyOne Brain. | |----------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| ### fiftyone.brain.internal.models.list_models() Returns the list of available models. * **Returns:** a list of model names ### fiftyone.brain.internal.models.list_downloaded_models() Returns information about the models that have been downloaded. * **Returns:** a dict mapping model names to (model path, `eta.core.models.Model`) tuples ### fiftyone.brain.internal.models.is_model_downloaded(name) Determines whether the model of the given name is downloaded. * **Parameters:** **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used * **Returns:** True/False ### fiftyone.brain.internal.models.download_model(name, overwrite=False) Downloads the model of the given name. If the model is already downloaded, it is not re-downloaded unless `overwrite == True` is specified. * **Parameters:** * **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used. Call [`list_models()`](#fiftyone.brain.internal.models.list_models) to see the available models * **overwrite** (*False*) – whether to overwrite any existing files * **Returns:** tuple of - model: the `eta.core.models.Model` instance for the model - model_path: the path to the downloaded model on disk ### fiftyone.brain.internal.models.install_model_requirements(name, error_level=0) Installs any package requirements for the model with the given name. * **Parameters:** * **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used. Call [`list_models()`](#fiftyone.brain.internal.models.list_models) to see the available models * **error_level** – the error level to use, defined as: 0: raise error if a requirement install fails 1: log warning if a requirement install fails 2: ignore install fails ### fiftyone.brain.internal.models.ensure_model_requirements(name, error_level=0) Ensures that the package requirements for the model with the given name are satisfied. * **Parameters:** * **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used. Call [`list_models()`](#fiftyone.brain.internal.models.list_models) to see the available models * **error_level** – the error level to use, defined as: 0: raise error if a requirement is not satisfied 1: log warning if a requirement is not satisifed 2: ignore unsatisifed requirements ### fiftyone.brain.internal.models.load_model(name, download_if_necessary=True, install_requirements=False, error_level=0, \*\*kwargs) Loads the model of the given name. By default, the model will be downloaded if necessary. * **Parameters:** * **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used. Call [`list_models()`](#fiftyone.brain.internal.models.list_models) to see the available models * **download_if_necessary** (*True*) – whether to download the model if it is not found in the specified directory * **install_requirements** – whether to install any requirements before loading the model. By default, this is False * **error_level** – the error level to use, defined as: 0: raise error if a requirement is not satisfied 1: log warning if a requirement is not satisifed 2: ignore unsatisifed requirements * **\*\*kwargs** – keyword arguments to inject into the model’s `Config` instance * **Returns:** a [`fiftyone.core.models.Model`](fiftyone.core.models.md#fiftyone.core.models.Model) ### fiftyone.brain.internal.models.find_model(name) Returns the path to the model on disk. The model must be downloaded. Use [`download_model()`](#fiftyone.brain.internal.models.download_model) to download models. * **Parameters:** **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used * **Returns:** the path to the model on disk * **Raises:** **ValueError** – if the model does not exist or has not been downloaded ### fiftyone.brain.internal.models.get_model(name) Returns the `eta.core.models.Model` instance for the model with the given name. * **Parameters:** **name** – the name of the model Returnsn `eta.core.models.Model``ZooModel` ### fiftyone.brain.internal.models.delete_model(name) Deletes the model from local disk, if necessary. * **Parameters:** **name** – the name of the model, which can have `@` appended to refer to a specific version of the model. If no version is specified, the latest version of the model is used ### *class* fiftyone.brain.internal.models.HasBrainModel Bases: `HasPublishedModel` Mixin class for Config classes of [`fiftyone.core.models.Model`](fiftyone.core.models.md#fiftyone.core.models.Model) instances whose models are stored privately by the FiftyOne Brain. **Methods:** | [`download_model_if_necessary`](#fiftyone.brain.internal.models.HasBrainModel.download_model_if_necessary)() | Downloads the published model specified by the config, if necessary. | |----------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------| | [`init`](#fiftyone.brain.internal.models.HasBrainModel.init)(d) | Initializes the published model config. | #### download_model_if_necessary() Downloads the published model specified by the config, if necessary. After this method is called, the `model_path` attribute will always contain the path to the model on disk. #### init(d) Initializes the published model config. This method should be called by `ModelConfig.__init__()`, and it performs the following tasks: - Parses the `model_name` and `model_path` parameters - Populates any default parameters in the provided ModelConfig dict * **Parameters:** **d** – a ModelConfig dict * **Returns:** a ModelConfig dict with any default parameters populated