From 2c490d9c5702b25591e74bd419f3b90ddd097505 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Wed, 20 Sep 2023 18:05:06 +0100 Subject: [PATCH 01/24] Add example image to python prediction --- examples/2_ResNet18/resnet18.py | 76 ++++++++++++++++++++++++++++++--- 1 file changed, 69 insertions(+), 7 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index 6d726ff1..fb351074 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -1,8 +1,10 @@ """Load and run pretrained ResNet-18 from TorchVision.""" +import numpy as np +from PIL import Image import torch -import torch.nn.functional as F import torchvision +import urllib # Initialize everything @@ -29,20 +31,80 @@ def initialize(): def run_model(model): """ - Run the pre-trained ResNet-18 with dummy input of ones. + Run the pre-trained ResNet-18 with an example image of a dog. Parameters ---------- model : torch.nn.Module """ - print("Running ResNet-18 model for ones...", end="") - dummy_input = torch.ones(1, 3, 224, 224) - output = model(dummy_input) - top5 = F.softmax(output, dim=1).topk(5).indices + print("Downloading image...", end="") + url, filename = ( + "https://github.com/pytorch/hub/raw/e55b003/images/dog.jpg", + "dog.jpg", + ) + urllib.request.urlretrieve(url, filename) print("done.") - print(f"Top 5 results:\n {top5}") + # Transform image into the form expected by the model + input_image = Image.open(filename) + preprocess = torchvision.transforms.Compose( + [ + torchvision.transforms.Resize(256), + torchvision.transforms.CenterCrop(224), + torchvision.transforms.ToTensor(), + torchvision.transforms.Normalize( + mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] + ), + ] + ) + input_tensor = preprocess(input_image) + input_batch = input_tensor.unsqueeze(0) + + print("Saving input batch...", end="") + tensor_shape = input_batch.shape + np.savetxt( + "image_tensor.txt", + input_batch.numpy().reshape( + (tensor_shape[1], tensor_shape[2] * tensor_shape[3]) + ), + ) + + # Check saved correctly + read_array = np.zeros(tensor_shape) + with open("image_tensor.txt") as f: + lines = f.readlines() + for i, line in enumerate(lines): + data = line.split(" ") + read_array[0, i, :, :] = np.array(data).reshape( + (tensor_shape[2], tensor_shape[3]) + ) + + assert np.array_equal(read_array, input_batch.numpy()) is True + print("done.") + + print("Running ResNet-18 model for input...", end="") + with torch.no_grad(): + output = model(input_batch) + print("done.") + + # Run a softmax to get probabilities + probabilities = torch.nn.functional.softmax(output[0], dim=0) + + # Download ImageNet labels + url, filename = ( + "https://raw.githubusercontent.com/pytorch/hub/e55b003/imagenet_classes.txt", + "imagenet_classes.txt", + ) + data = urllib.request.urlopen(url) + for _ in data: + categories = [s.strip() for s in data] + + # Show top categories per image + top5_prob, top5_catid = torch.topk(probabilities, 5) + print("\nTop 5 results:\n") + for i in range(top5_prob.size(0)): + print(categories[top5_catid[i]], top5_prob[i].item()) if __name__ == "__main__": From 1c9843bc70eecd3fb1d781c4df70e981e3a06b94 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Fri, 22 Sep 2023 17:57:09 +0100 Subject: [PATCH 02/24] Use binary format for saved tensor --- examples/2_ResNet18/resnet18.py | 24 +++++++----------------- 1 file changed, 7 insertions(+), 17 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index fb351074..7a35512b 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -62,25 +62,15 @@ def run_model(model): input_batch = input_tensor.unsqueeze(0) print("Saving input batch...", end="") - tensor_shape = input_batch.shape - np.savetxt( - "image_tensor.txt", - input_batch.numpy().reshape( - (tensor_shape[1], tensor_shape[2] * tensor_shape[3]) - ), - ) + dtype = np.float32 + np_input = np.array(input_batch.numpy().flatten(), dtype=dtype) + np_input.tofile("image_tensor.dat") # Check saved correctly - read_array = np.zeros(tensor_shape) - with open("image_tensor.txt") as f: - lines = f.readlines() - for i, line in enumerate(lines): - data = line.split(" ") - read_array[0, i, :, :] = np.array(data).reshape( - (tensor_shape[2], tensor_shape[3]) - ) - - assert np.array_equal(read_array, input_batch.numpy()) is True + tensor_shape = input_batch.shape + np_data = np.fromfile("image_tensor.dat", dtype=dtype).reshape(tensor_shape) + + assert np.array_equal(np_data, input_batch.numpy()) is True print("done.") print("Running ResNet-18 model for input...", end="") From d238893716242b4e254973321726c03141d08a6a Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Fri, 22 Sep 2023 17:57:26 +0100 Subject: [PATCH 03/24] Improve python prediction output --- examples/2_ResNet18/resnet18.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index 7a35512b..90a0f606 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -88,13 +88,14 @@ def run_model(model): ) data = urllib.request.urlopen(url) for _ in data: - categories = [s.strip() for s in data] + categories = [s.strip().decode("utf-8") for s in data] # Show top categories per image top5_prob, top5_catid = torch.topk(probabilities, 5) print("\nTop 5 results:\n") for i in range(top5_prob.size(0)): - print(categories[top5_catid[i]], top5_prob[i].item()) + id = top5_catid[i] + print(f"{categories[id]} (id={id}): probability = {top5_prob[i].item()}") if __name__ == "__main__": From 17b4f618f69ad9284dd1b46536c3de402f6ac9fd Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Fri, 22 Sep 2023 18:04:19 +0100 Subject: [PATCH 04/24] Use python output for fortran inference --- examples/2_ResNet18/resnet_infer_fortran.f90 | 174 +++++++++++++------ 1 file changed, 122 insertions(+), 52 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index 18930902..d5421fa4 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -1,62 +1,132 @@ +module precisn + use, intrinsic :: iso_c_binding, only: c_float + implicit none + private + integer, parameter:: wp = c_float + public wp +end module precisn + program inference ! Imports primitives used to interface with C - use, intrinsic :: iso_c_binding, only: c_int64_t, c_float, c_char, c_null_char, c_ptr, c_loc + use, intrinsic :: iso_c_binding, only: c_int64_t, c_null_char, c_loc ! Import our library for interfacing with PyTorch use ftorch + use precisn, only: wp implicit none - integer :: num_args, ix - character(len=128), dimension(:), allocatable :: args - - ! Set up types of input and output data and the interface with C - type(torch_module) :: model - type(torch_tensor), dimension(1) :: in_tensor - type(torch_tensor) :: out_tensor - - real(c_float), dimension(:,:,:,:), allocatable, target :: in_data - integer(c_int), parameter :: n_inputs = 1 - real(c_float), dimension(:,:), allocatable, target :: out_data - - integer(c_int), parameter :: in_dims = 4 - integer(c_int64_t) :: in_shape(in_dims) = [1, 3, 224, 224] - integer(c_int) :: in_layout(in_dims) = [1,2,3,4] - integer(c_int), parameter :: out_dims = 2 - integer(c_int64_t) :: out_shape(out_dims) = [1, 1000] - integer(c_int) :: out_layout(out_dims) = [1,2] - - ! Get TorchScript model file as a command line argument - num_args = command_argument_count() - allocate(args(num_args)) - do ix = 1, num_args - call get_command_argument(ix,args(ix)) - end do - - - ! Allocate one-dimensional input/output arrays, based on multiplication of all input/output dimension sizes - allocate(in_data(in_shape(1), in_shape(2), in_shape(3), in_shape(4))) - allocate(out_data(out_shape(1), out_shape(2))) - - ! Initialise data - in_data = 1.0d0 - - ! Create input/output tensors from the above arrays - in_tensor(1) = torch_tensor_from_blob(c_loc(in_data), in_dims, in_shape, torch_kFloat32, torch_kCPU, in_layout) - out_tensor = torch_tensor_from_blob(c_loc(out_data), out_dims, out_shape, torch_kFloat32, torch_kCPU, out_layout) - - ! Load ML model (edit this line to use different models) - model = torch_module_load(trim(args(1))//c_null_char) - - ! Infer - call torch_module_forward(model, in_tensor, n_inputs, out_tensor) - write (*,*) out_data(1, 1000) - - ! Cleanup - call torch_module_delete(model) - call torch_tensor_delete(in_tensor(1)) - call torch_tensor_delete(out_tensor) - deallocate(in_data) - deallocate(out_data) + call main() + +contains + + subroutine main() + + implicit none + + integer :: num_args, ix + character(len=128), dimension(:), allocatable :: args + + ! Set up types of input and output data and the interface with C + type(torch_module) :: model + type(torch_tensor), dimension(1) :: in_tensor + type(torch_tensor) :: out_tensor + + real(wp), dimension(:,:,:,:), allocatable, target :: in_data + integer(c_int), parameter :: n_inputs = 1 + real(wp), dimension(:,:), allocatable, target :: out_data + + integer(c_int), parameter :: in_dims = 4 + integer(c_int64_t) :: in_shape(in_dims) = [1, 3, 224, 224] + integer(c_int) :: in_layout(in_dims) = [1,2,3,4] + integer(c_int), parameter :: out_dims = 2 + integer(c_int64_t) :: out_shape(out_dims) = [1, 1000] + integer(c_int) :: out_layout(out_dims) = [1,2] + + ! File containing input tensor binary + character(len=*), parameter :: filename = '../image_tensor.dat' + ! Length of tensor + integer, parameter :: N = 150528 + + ! Get TorchScript model file as a command line argument + num_args = command_argument_count() + allocate(args(num_args)) + do ix = 1, num_args + call get_command_argument(ix,args(ix)) + end do + + ! Allocate one-dimensional input/output arrays, based on multiplication of all input/output dimension sizes + allocate(in_data(in_shape(1), in_shape(2), in_shape(3), in_shape(4))) + allocate(out_data(out_shape(1), out_shape(2))) + + call load_data(filename, N, in_data, in_dims, in_shape) + + ! Create input/output tensors from the above arrays + in_tensor(1) = torch_tensor_from_blob(c_loc(in_data), in_dims, in_shape, torch_kFloat32, torch_kCPU, in_layout) + out_tensor = torch_tensor_from_blob(c_loc(out_data), out_dims, out_shape, torch_kFloat32, torch_kCPU, out_layout) + + ! Load ML model (edit this line to use different models) + model = torch_module_load(trim(args(1))//c_null_char) + + ! Infer + call torch_module_forward(model, in_tensor, n_inputs, out_tensor) + + ! Output results + write (*,*) "Max output: ", maxval(out_data) + write (*,*) "Index: ", maxloc(out_data) + + ! Cleanup + call torch_module_delete(model) + call torch_tensor_delete(in_tensor(1)) + call torch_tensor_delete(out_tensor) + deallocate(in_data) + deallocate(out_data) + + end subroutine main + + subroutine load_data(filename, N, in_data, in_dims, in_shape) + + implicit none + + character(len=*), intent(in) :: filename + integer, intent(in) :: N + real(wp), dimension(:,:,:,:), allocatable, target, intent(inout) :: in_data + + integer(c_int), intent(in) :: in_dims + integer(c_int64_t), intent(in) :: in_shape(in_dims) + + real(wp) :: flat_data(N) + integer :: ios, count, idx_1, idx_2, idx_3, idx_4 + character(len=100) :: ioerrmsg + + ! Read input tensor from Python script + open(unit=10, file=filename, status='old', access='stream', form='unformatted', action="read", iostat=ios, iomsg=ioerrmsg) + if (ios /= 0) then + print *, ioerrmsg + stop 1 + end if + + read(10, iostat=ios, iomsg=ioerrmsg) flat_data + if (ios /= 0) then + print *, ioerrmsg + stop 1 + end if + + close(10) + + ! Initialise data + count = 1 + do idx_1 = 1, in_shape(1) + do idx_2 = 1, in_shape(2) + do idx_3 = 1, in_shape(3) + do idx_4 = 1, in_shape(4) + in_data(idx_1, idx_2, idx_3, idx_4) = flat_data(count) + count = count + 1 + end do + end do + end do + end do + + end subroutine load_data end program inference From 48ee015f84fcbf23531a4f58a56dac84ae04a329 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Fri, 22 Sep 2023 18:05:00 +0100 Subject: [PATCH 05/24] Predict and output probabilities --- examples/2_ResNet18/resnet_infer_fortran.f90 | 36 ++++++++++++++++++-- 1 file changed, 33 insertions(+), 3 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index d5421fa4..0b3959b5 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -35,6 +35,7 @@ subroutine main() real(wp), dimension(:,:,:,:), allocatable, target :: in_data integer(c_int), parameter :: n_inputs = 1 real(wp), dimension(:,:), allocatable, target :: out_data + real(wp), dimension(:,:), allocatable, target :: probabilities integer(c_int), parameter :: in_dims = 4 integer(c_int64_t) :: in_shape(in_dims) = [1, 3, 224, 224] @@ -58,6 +59,7 @@ subroutine main() ! Allocate one-dimensional input/output arrays, based on multiplication of all input/output dimension sizes allocate(in_data(in_shape(1), in_shape(2), in_shape(3), in_shape(4))) allocate(out_data(out_shape(1), out_shape(2))) + allocate(probabilities(out_shape(1), out_shape(2))) call load_data(filename, N, in_data, in_dims, in_shape) @@ -71,9 +73,10 @@ subroutine main() ! Infer call torch_module_forward(model, in_tensor, n_inputs, out_tensor) - ! Output results - write (*,*) "Max output: ", maxval(out_data) - write (*,*) "Index: ", maxloc(out_data) + ! Calculate probabilities output results + call calc_probs(out_data, probabilities, out_dims, out_shape) + write (*,*) "Max probability: ", maxval(probabilities) + write (*,*) "Index: ", maxloc(probabilities) ! Cleanup call torch_module_delete(model) @@ -129,4 +132,31 @@ subroutine load_data(filename, N, in_data, in_dims, in_shape) end subroutine load_data + subroutine calc_probs(out_data, probabilities, out_dims, out_shape) + + implicit none + + integer(c_int), intent(in) :: out_dims + integer(c_int64_t), intent(in) :: out_shape(out_dims) + real(wp), dimension(:,:), allocatable, target, intent(in) :: out_data + real(wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities + real(wp) :: sum + integer :: i, j + + sum = 0. + do i = 1, out_shape(1) + do j = 1, out_shape(2) + probabilities(i, j) = exp(out_data(i, j)) + sum = sum + exp(out_data(i, j)) + end do + end do + + do i = 1, out_shape(1) + do j = 1, out_shape(2) + probabilities(i, j) = probabilities(i, j) / sum + end do + end do + + end subroutine calc_probs + end program inference From 6795238b8f5ec01408cdf0b214d2e1128527f539 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 10:02:15 +0100 Subject: [PATCH 06/24] Remove unnecessary loop --- examples/2_ResNet18/resnet18.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index 90a0f606..abaad1be 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -87,8 +87,7 @@ def run_model(model): "imagenet_classes.txt", ) data = urllib.request.urlopen(url) - for _ in data: - categories = [s.strip().decode("utf-8") for s in data] + categories = [s.strip().decode("utf-8") for s in data] # Show top categories per image top5_prob, top5_catid = torch.topk(probabilities, 5) From 54721f788c1b53d63b785524b5c10670bd45c266 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 10:34:11 +0100 Subject: [PATCH 07/24] Add comments and type hinting --- examples/2_ResNet18/resnet18.py | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index abaad1be..c301fe3e 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -8,13 +8,13 @@ # Initialize everything -def initialize(): +def initialize() -> torch.nn.Module: """ Download pre-trained ResNet-18 model and prepare for inference. Returns ------- - model : torch.nn.Module + model: torch.nn.Module """ # Load a pre-trained PyTorch model @@ -29,13 +29,13 @@ def initialize(): return model -def run_model(model): +def run_model(model: torch.nn.Module): """ Run the pre-trained ResNet-18 with an example image of a dog. Parameters ---------- - model : torch.nn.Module + model: torch.nn.Module """ print("Downloading image...", end="") @@ -46,7 +46,9 @@ def run_model(model): urllib.request.urlretrieve(url, filename) print("done.") - # Transform image into the form expected by the model + # Transform image into the form expected by the pre-trained model, using the mean + # and standard deviation from the ImageNet dataset + # See: https://pytorch.org/vision/0.8/models.html input_image = Image.open(filename) preprocess = torchvision.transforms.Compose( [ From 810194a76e7118345ebb07f19a1c67fb29a481c2 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 11:48:17 +0100 Subject: [PATCH 08/24] Print category label --- examples/2_ResNet18/resnet18.py | 9 ++-- examples/2_ResNet18/resnet_infer_fortran.f90 | 47 +++++++++++++++++--- 2 files changed, 47 insertions(+), 9 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index c301fe3e..61d77d2a 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -41,7 +41,7 @@ def run_model(model: torch.nn.Module): print("Downloading image...", end="") url, filename = ( "https://github.com/pytorch/hub/raw/e55b003/images/dog.jpg", - "dog.jpg", + "data/dog.jpg", ) urllib.request.urlretrieve(url, filename) print("done.") @@ -66,11 +66,11 @@ def run_model(model: torch.nn.Module): print("Saving input batch...", end="") dtype = np.float32 np_input = np.array(input_batch.numpy().flatten(), dtype=dtype) - np_input.tofile("image_tensor.dat") + np_input.tofile("data/image_tensor.dat") # Check saved correctly tensor_shape = input_batch.shape - np_data = np.fromfile("image_tensor.dat", dtype=dtype).reshape(tensor_shape) + np_data = np.fromfile("data/image_tensor.dat", dtype=dtype).reshape(tensor_shape) assert np.array_equal(np_data, input_batch.numpy()) is True print("done.") @@ -83,13 +83,14 @@ def run_model(model: torch.nn.Module): # Run a softmax to get probabilities probabilities = torch.nn.functional.softmax(output[0], dim=0) - # Download ImageNet labels + # Download and save ImageNet labels url, filename = ( "https://raw.githubusercontent.com/pytorch/hub/e55b003/imagenet_classes.txt", "imagenet_classes.txt", ) data = urllib.request.urlopen(url) categories = [s.strip().decode("utf-8") for s in data] + np.savetxt('data/categories.txt', categories, fmt="%s") # Show top categories per image top5_prob, top5_catid = torch.topk(probabilities, 5) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index 0b3959b5..3e04e83b 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -36,6 +36,7 @@ subroutine main() integer(c_int), parameter :: n_inputs = 1 real(wp), dimension(:,:), allocatable, target :: out_data real(wp), dimension(:,:), allocatable, target :: probabilities + character(len=100), dimension(:), allocatable, target :: categories integer(c_int), parameter :: in_dims = 4 integer(c_int64_t) :: in_shape(in_dims) = [1, 3, 224, 224] @@ -45,9 +46,16 @@ subroutine main() integer(c_int) :: out_layout(out_dims) = [1,2] ! File containing input tensor binary - character(len=*), parameter :: filename = '../image_tensor.dat' - ! Length of tensor + character(len=*), parameter :: filename = '../data/image_tensor.dat' + character(len=*), parameter :: filename_cats = '../data/categories.txt' + + ! Length of tensor and number of categories integer, parameter :: N = 150528 + integer, parameter :: N_cats = 1000 + + ! Outputs + integer :: index(2) + real :: probability ! Get TorchScript model file as a command line argument num_args = command_argument_count() @@ -60,6 +68,7 @@ subroutine main() allocate(in_data(in_shape(1), in_shape(2), in_shape(3), in_shape(4))) allocate(out_data(out_shape(1), out_shape(2))) allocate(probabilities(out_shape(1), out_shape(2))) + allocate(categories(N_cats)) call load_data(filename, N, in_data, in_dims, in_shape) @@ -73,10 +82,16 @@ subroutine main() ! Infer call torch_module_forward(model, in_tensor, n_inputs, out_tensor) - ! Calculate probabilities output results + ! Load categories + call load_categories(filename_cats, N_cats, categories) + + ! Calculate probabilities and output results call calc_probs(out_data, probabilities, out_dims, out_shape) - write (*,*) "Max probability: ", maxval(probabilities) - write (*,*) "Index: ", maxloc(probabilities) + index = maxloc(probabilities) + probability = maxval(probabilities) + write (*,*) "Top result" + write (*,*) "" + write (*,*) trim(categories(index(2))), " (id=", index(2), "), : probability =", probability ! Cleanup call torch_module_delete(model) @@ -132,6 +147,28 @@ subroutine load_data(filename, N, in_data, in_dims, in_shape) end subroutine load_data + subroutine load_categories(filename_cats, N_cats, categories) + + implicit none + + character(len=*), intent(in) :: filename_cats + integer, intent(in) :: N_cats + character(len=100), dimension(:), allocatable, target, intent(inout) :: categories + + integer :: ios, i + character(len=100) :: ioerrmsg + + open (unit=11, file=filename_cats, form='formatted', access='stream', action='read', iostat=ios, iomsg=ioerrmsg) + if (ios /= 0) then + print *, ioerrmsg + stop 1 + end if + + read(11, '(a)') categories + close(11) + + end subroutine load_categories + subroutine calc_probs(out_data, probabilities, out_dims, out_shape) implicit none From a4cf9391e37c489bce6d3684a885be163d0b3be1 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 12:00:34 +0100 Subject: [PATCH 09/24] Add binary and TorchScript model to gitignore --- .gitignore | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/.gitignore b/.gitignore index 898483b2..a20ace75 100644 --- a/.gitignore +++ b/.gitignore @@ -183,3 +183,9 @@ cython_debug/ # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. #.idea/ + +# Data binary +*.dat + +# TorchScript model +*.pt From 3b46b039a299cc8a9f86f432a3cf2673d21de74b Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 12:02:24 +0100 Subject: [PATCH 10/24] Add example data --- examples/2_ResNet18/data/categories.txt | 1000 +++++++++++++++++++++++ examples/2_ResNet18/data/dog.jpg | Bin 0 -> 661378 bytes 2 files changed, 1000 insertions(+) create mode 100644 examples/2_ResNet18/data/categories.txt create mode 100644 examples/2_ResNet18/data/dog.jpg diff --git a/examples/2_ResNet18/data/categories.txt b/examples/2_ResNet18/data/categories.txt new file mode 100644 index 00000000..f40829ed --- /dev/null +++ b/examples/2_ResNet18/data/categories.txt @@ -0,0 +1,1000 @@ +tench +goldfish +great white shark +tiger shark +hammerhead +electric ray +stingray +cock +hen +ostrich +brambling +goldfinch +house finch +junco +indigo bunting +robin +bulbul +jay +magpie +chickadee +water ouzel +kite +bald eagle +vulture +great grey owl +European fire salamander +common newt +eft +spotted salamander +axolotl +bullfrog +tree frog +tailed frog +loggerhead +leatherback turtle +mud turtle +terrapin +box turtle +banded gecko +common iguana +American chameleon +whiptail +agama +frilled lizard +alligator lizard +Gila monster +green lizard +African chameleon +Komodo dragon +African crocodile +American alligator +triceratops +thunder snake +ringneck snake +hognose snake +green snake +king snake +garter snake +water snake +vine snake +night snake +boa constrictor +rock python +Indian cobra +green mamba +sea snake +horned viper +diamondback +sidewinder +trilobite +harvestman +scorpion +black and gold garden spider +barn spider +garden spider +black widow +tarantula +wolf spider +tick +centipede +black grouse +ptarmigan +ruffed grouse +prairie chicken +peacock +quail +partridge +African grey +macaw +sulphur-crested cockatoo +lorikeet +coucal +bee eater +hornbill +hummingbird +jacamar +toucan +drake +red-breasted merganser +goose +black swan +tusker +echidna +platypus +wallaby +koala +wombat +jellyfish +sea anemone +brain coral +flatworm +nematode +conch +snail +slug +sea slug +chiton +chambered nautilus +Dungeness crab +rock crab +fiddler crab +king crab +American lobster +spiny lobster +crayfish +hermit crab +isopod +white stork +black stork +spoonbill +flamingo +little blue heron +American egret +bittern +crane +limpkin +European gallinule +American coot +bustard +ruddy turnstone +red-backed sandpiper +redshank +dowitcher +oystercatcher +pelican +king penguin +albatross +grey whale +killer whale +dugong +sea lion +Chihuahua +Japanese spaniel +Maltese dog +Pekinese +Shih-Tzu +Blenheim spaniel +papillon +toy terrier +Rhodesian ridgeback +Afghan hound +basset +beagle +bloodhound +bluetick +black-and-tan coonhound +Walker hound +English foxhound +redbone +borzoi +Irish wolfhound +Italian greyhound +whippet +Ibizan hound +Norwegian elkhound +otterhound +Saluki +Scottish deerhound +Weimaraner +Staffordshire bullterrier +American Staffordshire terrier +Bedlington terrier +Border terrier +Kerry blue terrier +Irish terrier +Norfolk terrier +Norwich terrier +Yorkshire terrier +wire-haired fox terrier +Lakeland terrier +Sealyham terrier +Airedale +cairn +Australian terrier +Dandie Dinmont +Boston bull +miniature schnauzer +giant schnauzer +standard schnauzer +Scotch terrier +Tibetan terrier +silky terrier +soft-coated wheaten terrier +West Highland white terrier +Lhasa +flat-coated retriever +curly-coated retriever +golden retriever +Labrador retriever +Chesapeake Bay retriever +German short-haired pointer +vizsla +English setter +Irish setter +Gordon setter +Brittany spaniel +clumber +English springer +Welsh springer spaniel +cocker spaniel +Sussex spaniel +Irish water spaniel +kuvasz +schipperke +groenendael +malinois +briard +kelpie +komondor +Old English sheepdog +Shetland sheepdog +collie 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zdjNC2I(4p>X9kb>E>Rr`B6m7V&uOuuJ&o8J_ZRJ3soD;n0+-&*4DI)E$DpB=_kYy; z#rv!7PYbOhx05~jO5+|vPAA-b^q$i1y6#`8X`T1=M?SybQL0b2{^~yS+xz?de@9(c zs%coeZc*+wW#u2d4LQfT0K@hKr_|rK+)#hiYG@Cke0nWy#j$<7_26h!E^gX&KTRvq<&x7tLh+obGb?L43NH@o*>X8!&emw2YAi#T-ViFWub^p7!FK zwXEtRSvmPP`%2y4?ESzw9{1cMw+8(S*KzzS9$1d2M;|UahWlIJ_u?(t?ZjrP%=Nc`x$oon-lqdokqS?c|WeA@ywHQA_Krj{p66~53{r^<-g3R zLJtjXN$g^D8DR?*_`h=R{7O7gKFGlLj(`Erx}lqIq@ktW@0Pv0IR4G38-=vStjQwRYAvILsS;#_Ijy+W5Ef zt)0yN9};Wr$7$C_#v$J1874&M?%Wj%()&>p ze^!4#IeXj{6{m?jJ41J`r&nI)N z=71GOgdftoZ($jK`k<-G3}uMQWcU5IYy=IOT?sn;s}^{JZV2O`v&H?#yC>VHyS@7O zC`3-0C1R{dj-t0Xb9VsXJ Date: Mon, 25 Sep 2023 12:09:43 +0100 Subject: [PATCH 11/24] Update readme with expected outputs --- examples/2_ResNet18/README.md | 23 ++++++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 2fb756b4..7148e17b 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -34,10 +34,22 @@ pip install -r requirements.txt ``` You can check that everything is working by running `resnet18.py`: + ``` python3 resnet18.py ``` -it should produce the result `tensor([[623, 499, 596, 111, 813]])`. + +It should produce the result: + +``` +Top 5 results: + +Samoyed (id=258): probability = 0.8846225142478943 +Arctic fox (id=279): probability = 0.045805174857378006 +white wolf (id=270): probability = 0.0442761555314064 +Pomeranian (id=259): probability = 0.005621383432298899 +Great Pyrenees (id=257): probability = 0.004652013536542654 +``` To save the pretrained ResNet-18 model to TorchScript run the modified version of the `pt2ts.py` tool : @@ -67,6 +79,15 @@ executable with an argument of the saved model file: ./resnet_infer_fortran ../saved_resnet18_model_cpu.pt ``` +This should produce the same top result: + +``` + Top result + + Samoyed (id= 259 ), : probability = 0.884623706 +``` + + Alternatively we can use `make`, instead of cmake, with the included Makefile. However, to do this you will need to modify `Makefile` to link to and include your installation of FTorch as described in the main documentation. Also check that the compiler is the same as the one you built the Library with. From d764a2686ada343d9818f278224c455795f74128 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 14:18:54 +0100 Subject: [PATCH 12/24] Add sp and dp options --- examples/2_ResNet18/README.md | 2 +- examples/2_ResNet18/pt2ts.py | 4 ++- examples/2_ResNet18/resnet18.py | 34 ++++++++++++++++---- examples/2_ResNet18/resnet_infer_fortran.f90 | 20 ++++-------- 4 files changed, 38 insertions(+), 22 deletions(-) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 7148e17b..5d85a4ce 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -39,7 +39,7 @@ You can check that everything is working by running `resnet18.py`: python3 resnet18.py ``` -It should produce the result: +When using single precision, it should produce the result: ``` Top 5 results: diff --git a/examples/2_ResNet18/pt2ts.py b/examples/2_ResNet18/pt2ts.py index 15fc48d0..eec97633 100644 --- a/examples/2_ResNet18/pt2ts.py +++ b/examples/2_ResNet18/pt2ts.py @@ -76,12 +76,14 @@ def load_torchscript(filename: Optional[str] = "saved_model.pt") -> torch.nn.Mod # Load model and prepare for saving # ===================================================== + wp_torch = torch.float32 + # FPTLIB-TODO # Load a pre-trained PyTorch model # Insert code here to load your model as `trained_model`. # This example assumes my_ml_model has a method `initialize` to load # architecture, weights, and place in inference mode - trained_model = resnet18.initialize() + trained_model = resnet18.initialize(wp_torch) # Switch off specific layers/parts of the model that behave # differently during training and inference. diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index 61d77d2a..7180e459 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -8,15 +8,24 @@ # Initialize everything -def initialize() -> torch.nn.Module: +def initialize(wp: type) -> torch.nn.Module: """ Download pre-trained ResNet-18 model and prepare for inference. + Parameters + ---------- + wp: type + Data type of input tensor. + Returns ------- model: torch.nn.Module + Pretrained ResNet-18 model """ + # Set working precision + torch.set_default_dtype(wp) + # Load a pre-trained PyTorch model print("Loading pre-trained ResNet-18 model...", end="") model = torchvision.models.resnet18(weights="IMAGENET1K_V1") @@ -29,13 +38,16 @@ def initialize() -> torch.nn.Module: return model -def run_model(model: torch.nn.Module): +def run_model(model: torch.nn.Module, wp: type): """ Run the pre-trained ResNet-18 with an example image of a dog. Parameters ---------- model: torch.nn.Module + Pretrained model to run. + wp: type + Data type to save input tensor. """ print("Downloading image...", end="") @@ -64,13 +76,12 @@ def run_model(model: torch.nn.Module): input_batch = input_tensor.unsqueeze(0) print("Saving input batch...", end="") - dtype = np.float32 - np_input = np.array(input_batch.numpy().flatten(), dtype=dtype) + np_input = np.array(input_batch.numpy().flatten(), dtype=wp) np_input.tofile("data/image_tensor.dat") # Check saved correctly tensor_shape = input_batch.shape - np_data = np.fromfile("data/image_tensor.dat", dtype=dtype).reshape(tensor_shape) + np_data = np.fromfile("data/image_tensor.dat", dtype=wp).reshape(tensor_shape) assert np.array_equal(np_data, input_batch.numpy()) is True print("done.") @@ -101,5 +112,14 @@ def run_model(model: torch.nn.Module): if __name__ == "__main__": - rn_model = initialize() - run_model(rn_model) + wp = np.float32 + + if wp == np.float32: + wp_torch = torch.float32 + elif wp == np.float64: + wp_torch = torch.float64 + else: + raise ValueError("`wp` must be of type `np.float32` or `np.float64`") + + rn_model = initialize(wp_torch) + run_model(rn_model, wp) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index 3e04e83b..d9365137 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -1,21 +1,15 @@ -module precisn - use, intrinsic :: iso_c_binding, only: c_float - implicit none - private - integer, parameter:: wp = c_float - public wp -end module precisn - program inference ! Imports primitives used to interface with C - use, intrinsic :: iso_c_binding, only: c_int64_t, c_null_char, c_loc + use, intrinsic :: iso_c_binding, only: sp=>c_float, dp=>c_double, c_int64_t, c_null_char, c_loc ! Import our library for interfacing with PyTorch use ftorch - use precisn, only: wp implicit none + integer, parameter :: wp = sp + integer, parameter :: torch_wp = torch_kFloat32 + call main() contains @@ -55,7 +49,7 @@ subroutine main() ! Outputs integer :: index(2) - real :: probability + real(wp) :: probability ! Get TorchScript model file as a command line argument num_args = command_argument_count() @@ -73,8 +67,8 @@ subroutine main() call load_data(filename, N, in_data, in_dims, in_shape) ! Create input/output tensors from the above arrays - in_tensor(1) = torch_tensor_from_blob(c_loc(in_data), in_dims, in_shape, torch_kFloat32, torch_kCPU, in_layout) - out_tensor = torch_tensor_from_blob(c_loc(out_data), out_dims, out_shape, torch_kFloat32, torch_kCPU, out_layout) + in_tensor(1) = torch_tensor_from_blob(c_loc(in_data), in_dims, in_shape, torch_wp, torch_kCPU, in_layout) + out_tensor = torch_tensor_from_blob(c_loc(out_data), out_dims, out_shape, torch_wp, torch_kCPU, out_layout) ! Load ML model (edit this line to use different models) model = torch_module_load(trim(args(1))//c_null_char) From 0ca6748eaf8c93140987ef99c10557c710e12eee Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 17:40:26 +0100 Subject: [PATCH 13/24] Define C working precision --- examples/2_ResNet18/resnet_infer_fortran.f90 | 22 +++++++++++--------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index d9365137..922b07c1 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -7,7 +7,9 @@ program inference implicit none - integer, parameter :: wp = sp + ! Define working precision for C primitives + ! Precision must match `wp` in resnet18.py and `wp_torch` in pt2ts.py + integer, parameter :: c_wp = sp integer, parameter :: torch_wp = torch_kFloat32 call main() @@ -26,10 +28,10 @@ subroutine main() type(torch_tensor), dimension(1) :: in_tensor type(torch_tensor) :: out_tensor - real(wp), dimension(:,:,:,:), allocatable, target :: in_data + real(c_wp), dimension(:,:,:,:), allocatable, target :: in_data integer(c_int), parameter :: n_inputs = 1 - real(wp), dimension(:,:), allocatable, target :: out_data - real(wp), dimension(:,:), allocatable, target :: probabilities + real(c_wp), dimension(:,:), allocatable, target :: out_data + real(c_wp), dimension(:,:), allocatable, target :: probabilities character(len=100), dimension(:), allocatable, target :: categories integer(c_int), parameter :: in_dims = 4 @@ -49,7 +51,7 @@ subroutine main() ! Outputs integer :: index(2) - real(wp) :: probability + real(c_wp) :: probability ! Get TorchScript model file as a command line argument num_args = command_argument_count() @@ -102,12 +104,12 @@ subroutine load_data(filename, N, in_data, in_dims, in_shape) character(len=*), intent(in) :: filename integer, intent(in) :: N - real(wp), dimension(:,:,:,:), allocatable, target, intent(inout) :: in_data + real(c_wp), dimension(:,:,:,:), allocatable, target, intent(inout) :: in_data integer(c_int), intent(in) :: in_dims integer(c_int64_t), intent(in) :: in_shape(in_dims) - real(wp) :: flat_data(N) + real(c_wp) :: flat_data(N) integer :: ios, count, idx_1, idx_2, idx_3, idx_4 character(len=100) :: ioerrmsg @@ -169,9 +171,9 @@ subroutine calc_probs(out_data, probabilities, out_dims, out_shape) integer(c_int), intent(in) :: out_dims integer(c_int64_t), intent(in) :: out_shape(out_dims) - real(wp), dimension(:,:), allocatable, target, intent(in) :: out_data - real(wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities - real(wp) :: sum + real(c_wp), dimension(:,:), allocatable, target, intent(in) :: out_data + real(c_wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities + real(c_wp) :: sum integer :: i, j sum = 0. From 76db8967dd6d88d2180899f64a795c93a4ac9b7f Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Mon, 25 Sep 2023 17:52:10 +0100 Subject: [PATCH 14/24] Use built in functions for softmax --- examples/2_ResNet18/resnet_infer_fortran.f90 | 19 +++++-------------- 1 file changed, 5 insertions(+), 14 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index 922b07c1..e3a24009 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -173,22 +173,13 @@ subroutine calc_probs(out_data, probabilities, out_dims, out_shape) integer(c_int64_t), intent(in) :: out_shape(out_dims) real(c_wp), dimension(:,:), allocatable, target, intent(in) :: out_data real(c_wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities - real(c_wp) :: sum + real(c_wp) :: prob_sum integer :: i, j - sum = 0. - do i = 1, out_shape(1) - do j = 1, out_shape(2) - probabilities(i, j) = exp(out_data(i, j)) - sum = sum + exp(out_data(i, j)) - end do - end do - - do i = 1, out_shape(1) - do j = 1, out_shape(2) - probabilities(i, j) = probabilities(i, j) / sum - end do - end do + ! Apply softmax function to calculate probabilties + probabilities = exp(out_data) + prob_sum = sum(probabilities) + probabilities = probabilities / prob_sum end subroutine calc_probs From eecdfc4e34293786cc9f6e8d30129156eb5318b0 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Tue, 26 Sep 2023 11:19:16 +0100 Subject: [PATCH 15/24] Transpose and use built in reshape --- examples/2_ResNet18/resnet18.py | 10 ++++++---- examples/2_ResNet18/resnet_infer_fortran.f90 | 17 ++++------------- 2 files changed, 10 insertions(+), 17 deletions(-) diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index 7180e459..c4118ff4 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -76,13 +76,15 @@ def run_model(model: torch.nn.Module, wp: type): input_batch = input_tensor.unsqueeze(0) print("Saving input batch...", end="") - np_input = np.array(input_batch.numpy().flatten(), dtype=wp) + # Transpose input before saving so order consistent with Fortran + np_input = np.array(input_batch.numpy().transpose().flatten(), dtype=wp) np_input.tofile("data/image_tensor.dat") # Check saved correctly - tensor_shape = input_batch.shape - np_data = np.fromfile("data/image_tensor.dat", dtype=wp).reshape(tensor_shape) - + tensor_shape = np.array(input_batch.numpy()).transpose().shape + np_data = np.fromfile("data/image_tensor.dat", dtype=wp) + np_data = np_data.reshape(tensor_shape) + np_data = np_data.transpose() assert np.array_equal(np_data, input_batch.numpy()) is True print("done.") diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index e3a24009..a254f8dc 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -8,7 +8,7 @@ program inference implicit none ! Define working precision for C primitives - ! Precision must match `wp` in resnet18.py and `wp_torch` in pt2ts.py + ! Precision must match `wp` in resnet18.py and `wp_torch` in pt2ts.py integer, parameter :: c_wp = sp integer, parameter :: torch_wp = torch_kFloat32 @@ -128,18 +128,9 @@ subroutine load_data(filename, N, in_data, in_dims, in_shape) close(10) - ! Initialise data - count = 1 - do idx_1 = 1, in_shape(1) - do idx_2 = 1, in_shape(2) - do idx_3 = 1, in_shape(3) - do idx_4 = 1, in_shape(4) - in_data(idx_1, idx_2, idx_3, idx_4) = flat_data(count) - count = count + 1 - end do - end do - end do - end do + ! Reshape data to tensor input shape + ! This assumes the data from Python was transposed before saving + in_data = reshape(flat_data, shape(in_data)) end subroutine load_data From 10297c5edd985861f01457125e18824ce96ce690 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Tue, 26 Sep 2023 11:50:36 +0100 Subject: [PATCH 16/24] Move downloads to readme --- examples/2_ResNet18/README.md | 23 +++++++++++++++++++++++ examples/2_ResNet18/resnet18.py | 24 +++++------------------- 2 files changed, 28 insertions(+), 19 deletions(-) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 5d85a4ce..8f59e0be 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -98,6 +98,29 @@ export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/lib64 ./resnet_infer_fortran saved_resnet18_model_cpu.pt ``` +## Trying your own data + +Alternative images and labels can be tested by modifying the following: + +```python +import urllib + +# Download a new image of a dog +url, filename = ( + "https://github.com/pytorch/vision/raw/v0.15.1/gallery/assets/dog1.jpg", + "data/dog2.jpg", +) +urllib.request.urlretrieve(url, filename) + +# Download ImageNet labels +url, filename = ( + "https://raw.githubusercontent.com/pytorch/hub/e55b003/imagenet_classes.txt", + "imagenet_classes.txt", +) +data = urllib.request.urlopen(url) +categories = [s.strip().decode("utf-8") for s in data] +``` + ## Further options To explore the functionalities of this model: diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index c4118ff4..1adc7038 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -4,7 +4,6 @@ from PIL import Image import torch import torchvision -import urllib # Initialize everything @@ -49,19 +48,11 @@ def run_model(model: torch.nn.Module, wp: type): wp: type Data type to save input tensor. """ - - print("Downloading image...", end="") - url, filename = ( - "https://github.com/pytorch/hub/raw/e55b003/images/dog.jpg", - "data/dog.jpg", - ) - urllib.request.urlretrieve(url, filename) - print("done.") - # Transform image into the form expected by the pre-trained model, using the mean # and standard deviation from the ImageNet dataset # See: https://pytorch.org/vision/0.8/models.html - input_image = Image.open(filename) + image_filename = "data/dog.jpg" + input_image = Image.open(image_filename) preprocess = torchvision.transforms.Compose( [ torchvision.transforms.Resize(256), @@ -96,14 +87,9 @@ def run_model(model: torch.nn.Module, wp: type): # Run a softmax to get probabilities probabilities = torch.nn.functional.softmax(output[0], dim=0) - # Download and save ImageNet labels - url, filename = ( - "https://raw.githubusercontent.com/pytorch/hub/e55b003/imagenet_classes.txt", - "imagenet_classes.txt", - ) - data = urllib.request.urlopen(url) - categories = [s.strip().decode("utf-8") for s in data] - np.savetxt('data/categories.txt', categories, fmt="%s") + # Read ImageNet labels from text file + cats_filename = "data/categories.txt" + categories = np.genfromtxt(cats_filename, dtype=str, delimiter="\n") # Show top categories per image top5_prob, top5_catid = torch.topk(probabilities, 5) From f88b3d9a5dea202c09f8fc56644efe39a1e433ed Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Tue, 26 Sep 2023 15:27:49 +0100 Subject: [PATCH 17/24] Add tranpose explanation to readme --- examples/2_ResNet18/README.md | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 8f59e0be..24ab332a 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -126,3 +126,19 @@ categories = [s.strip().decode("utf-8") for s in data] To explore the functionalities of this model: - Try saving the model through tracing rather than scripting by modifying `pt2ts.py` + +## When to transpose arrays? + +In this example, it is expected that the shape and indices of `in_data` in resnet_infer_fortran.f90 match that of `input_batch` in resnet18.py, i.e. `in_data(i, j, k, l) == input_batch[i, j, k, l]`. + +Since C is row-major (rows are contiguous in memory), whereas Fortran is column-major (columns are contiguous), it is therefore necessary to perform a transpose when converting from the NumPy array to the Fortran array to ensure that their indices are consistent. + +In this example code, the NumPy array is transposed before being flattened and saved to binary, allowing Fortran to `reshape` the flatted array into the correct order. + +An alternative would be to save the NumPy array with its original shape, but perform a transpose during or after reading the data into Fortran, e.g. using: + +``` +in_data = reshape(flat_data, shape(in_data), order=(4,3,2,1)) +``` + +For more general use, it should be noted that the function used to create the input tensor from `input_batch`, `torch_tensor_from_blob`, performs a further transpose, which is required to allow the tensor to interact correctly with the model. From 44d959bd5963e373a9d186bc62b8339dc2a8279b Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Thu, 28 Sep 2023 12:46:01 +0100 Subject: [PATCH 18/24] Update data download description --- examples/2_ResNet18/README.md | 23 +++++++++++++---------- 1 file changed, 13 insertions(+), 10 deletions(-) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 24ab332a..93036d22 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -98,21 +98,30 @@ export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/lib64 ./resnet_infer_fortran saved_resnet18_model_cpu.pt ``` -## Trying your own data +## Further options + +To explore the functionalities of this model: -Alternative images and labels can be tested by modifying the following: +- Try saving the model through tracing rather than scripting by modifying `pt2ts.py` +- Try changing the input image. For example, running the following code will download an alternative image of a dog from [pytorch/vision](https://github.com/pytorch/vision/tree/v0.15.2/gallery/assets), saving it in the `data` directory: ```python import urllib -# Download a new image of a dog url, filename = ( "https://github.com/pytorch/vision/raw/v0.15.1/gallery/assets/dog1.jpg", "data/dog2.jpg", ) urllib.request.urlretrieve(url, filename) +``` + +`image_filename` in resnet18.py and resnet_infer_python.py must then be modified to match the name of this new file. + +Note that the ImageNet labels can be downloaded and accessed similarly, using: + +```python +import urllib -# Download ImageNet labels url, filename = ( "https://raw.githubusercontent.com/pytorch/hub/e55b003/imagenet_classes.txt", "imagenet_classes.txt", @@ -121,12 +130,6 @@ data = urllib.request.urlopen(url) categories = [s.strip().decode("utf-8") for s in data] ``` -## Further options - -To explore the functionalities of this model: - -- Try saving the model through tracing rather than scripting by modifying `pt2ts.py` - ## When to transpose arrays? In this example, it is expected that the shape and indices of `in_data` in resnet_infer_fortran.f90 match that of `input_batch` in resnet18.py, i.e. `in_data(i, j, k, l) == input_batch[i, j, k, l]`. From 5e3376711bfa1803c1d7c46930bfb2f1d5a24851 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Thu, 28 Sep 2023 13:05:10 +0100 Subject: [PATCH 19/24] Update python inference with new example --- examples/2_ResNet18/resnet_infer_python.py | 46 ++++++++++++++++++---- 1 file changed, 38 insertions(+), 8 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_python.py b/examples/2_ResNet18/resnet_infer_python.py index a1dd4993..b773e901 100644 --- a/examples/2_ResNet18/resnet_infer_python.py +++ b/examples/2_ResNet18/resnet_infer_python.py @@ -1,11 +1,12 @@ -"""Load ResNet-18 saved to TorchScript and run inference with ones.""" +"""Load ResNet-18 saved to TorchScript and run inference with an example image.""" +import numpy as np import torch -def deploy(saved_model, device, batch_size=1): +def deploy(saved_model: str, device: str, batch_size: int = 1) -> torch.Tensor: """ - Load TorchScript ResNet-18 and run inference with Tensor of ones. + Load TorchScript ResNet-18 and run inference with Tensor from example image. Parameters ---------- @@ -21,8 +22,13 @@ def deploy(saved_model, device, batch_size=1): output : torch.Tensor result of running inference on model with Tensor of ones """ + transposed_shape = [224, 224, 3, 1] + precision = np.float32 - input_tensor = torch.ones(batch_size, 3, 224, 224) + np_data = np.fromfile("data/image_tensor.dat", dtype=precision) + np_data = np_data.reshape(transposed_shape) + np_data = np_data.transpose() + input_tensor = torch.from_numpy(np_data) if device == "cpu": # Load saved TorchScript model @@ -42,14 +48,38 @@ def deploy(saved_model, device, batch_size=1): return output +def print_top_results(output: torch.Tensor) -> None: + """Prints top 5 results + + Parameters + ---------- + output: torch.Tensor + Output from ResNet-18. + """ + # Run a softmax to get probabilities + probabilities = torch.nn.functional.softmax(output[0], dim=0) + + # Read ImageNet labels from text file + cats_filename = "data/categories.txt" + categories = np.genfromtxt(cats_filename, dtype=str, delimiter="\n") + + # Show top categories per image + top5_prob, top5_catid = torch.topk(probabilities, 5) + print("\nTop 5 results:\n") + for i in range(top5_prob.size(0)): + cat_id = top5_catid[i] + print( + f"{categories[cat_id]} (id={cat_id}): probability = {top5_prob[i].item()}" + ) + + if __name__ == "__main__": saved_model_file = "saved_resnet18_model_cpu.pt" device_to_run = "cpu" - # device = "cuda" + # device_to_run = "cuda" batch_size_to_run = 1 - result = deploy(saved_model_file, device_to_run, batch_size_to_run) - - print(result[:, 0:5]) + output = deploy(saved_model_file, device_to_run, batch_size_to_run) + print_top_results(output) From 46bbc78826d01bdfd0eeb51e88dd038a8f2e6a2d Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Thu, 28 Sep 2023 11:36:18 +0100 Subject: [PATCH 20/24] Tidy code --- examples/2_ResNet18/pt2ts.py | 4 +- examples/2_ResNet18/resnet18.py | 61 ++++++++++++++------- examples/2_ResNet18/resnet_infer_python.py | 32 ++--------- examples/n_c_and_cpp/resnet_infer_python.py | 17 +++++- 4 files changed, 62 insertions(+), 52 deletions(-) diff --git a/examples/2_ResNet18/pt2ts.py b/examples/2_ResNet18/pt2ts.py index eec97633..b4b383c7 100644 --- a/examples/2_ResNet18/pt2ts.py +++ b/examples/2_ResNet18/pt2ts.py @@ -76,14 +76,14 @@ def load_torchscript(filename: Optional[str] = "saved_model.pt") -> torch.nn.Mod # Load model and prepare for saving # ===================================================== - wp_torch = torch.float32 + precision = torch.float32 # FPTLIB-TODO # Load a pre-trained PyTorch model # Insert code here to load your model as `trained_model`. # This example assumes my_ml_model has a method `initialize` to load # architecture, weights, and place in inference mode - trained_model = resnet18.initialize(wp_torch) + trained_model = resnet18.initialize(precision) # Switch off specific layers/parts of the model that behave # differently during training and inference. diff --git a/examples/2_ResNet18/resnet18.py b/examples/2_ResNet18/resnet18.py index 1adc7038..0f8b070a 100644 --- a/examples/2_ResNet18/resnet18.py +++ b/examples/2_ResNet18/resnet18.py @@ -7,14 +7,14 @@ # Initialize everything -def initialize(wp: type) -> torch.nn.Module: +def initialize(precision: torch.dtype) -> torch.nn.Module: """ Download pre-trained ResNet-18 model and prepare for inference. Parameters ---------- - wp: type - Data type of input tensor. + precision: torch.dtype + Sets the working precision of the model. Returns ------- @@ -23,7 +23,7 @@ def initialize(wp: type) -> torch.nn.Module: """ # Set working precision - torch.set_default_dtype(wp) + torch.set_default_dtype(precision) # Load a pre-trained PyTorch model print("Loading pre-trained ResNet-18 model...", end="") @@ -37,7 +37,7 @@ def initialize(wp: type) -> torch.nn.Module: return model -def run_model(model: torch.nn.Module, wp: type): +def run_model(model: torch.nn.Module, precision: type) -> None: """ Run the pre-trained ResNet-18 with an example image of a dog. @@ -45,8 +45,8 @@ def run_model(model: torch.nn.Module, wp: type): ---------- model: torch.nn.Module Pretrained model to run. - wp: type - Data type to save input tensor. + precision: type + NumPy data type to save input tensor. """ # Transform image into the form expected by the pre-trained model, using the mean # and standard deviation from the ImageNet dataset @@ -68,12 +68,20 @@ def run_model(model: torch.nn.Module, wp: type): print("Saving input batch...", end="") # Transpose input before saving so order consistent with Fortran - np_input = np.array(input_batch.numpy().transpose().flatten(), dtype=wp) + np_input = np.array( + input_batch.numpy().transpose().flatten(), dtype=precision + ) # type: np.typing.NDArray + + # Save data as binary np_input.tofile("data/image_tensor.dat") - # Check saved correctly + # Load saved data to check it was saved correctly + np_data = np.fromfile( + "data/image_tensor.dat", dtype=precision + ) # type: np.typing.NDArray + + # Reshape to original tensor shape tensor_shape = np.array(input_batch.numpy()).transpose().shape - np_data = np.fromfile("data/image_tensor.dat", dtype=wp) np_data = np_data.reshape(tensor_shape) np_data = np_data.transpose() assert np.array_equal(np_data, input_batch.numpy()) is True @@ -84,6 +92,17 @@ def run_model(model: torch.nn.Module, wp: type): output = model(input_batch) print("done.") + print_top_results(output) + + +def print_top_results(output: torch.Tensor) -> None: + """Prints top 5 results + + Parameters + ---------- + output: torch.Tensor + Output from ResNet-18. + """ # Run a softmax to get probabilities probabilities = torch.nn.functional.softmax(output[0], dim=0) @@ -95,19 +114,21 @@ def run_model(model: torch.nn.Module, wp: type): top5_prob, top5_catid = torch.topk(probabilities, 5) print("\nTop 5 results:\n") for i in range(top5_prob.size(0)): - id = top5_catid[i] - print(f"{categories[id]} (id={id}): probability = {top5_prob[i].item()}") + cat_id = top5_catid[i] + print( + f"{categories[cat_id]} (id={cat_id}): probability = {top5_prob[i].item()}" + ) if __name__ == "__main__": - wp = np.float32 + np_precision = np.float32 - if wp == np.float32: - wp_torch = torch.float32 - elif wp == np.float64: - wp_torch = torch.float64 + if np_precision == np.float32: + torch_precision = torch.float32 + elif np_precision == np.float64: + torch_precision = torch.float64 else: - raise ValueError("`wp` must be of type `np.float32` or `np.float64`") + raise ValueError("`np_precision` must be of type `np.float32` or `np.float64`") - rn_model = initialize(wp_torch) - run_model(rn_model, wp) + rn_model = initialize(torch_precision) + run_model(rn_model, np_precision) diff --git a/examples/2_ResNet18/resnet_infer_python.py b/examples/2_ResNet18/resnet_infer_python.py index b773e901..a589430b 100644 --- a/examples/2_ResNet18/resnet_infer_python.py +++ b/examples/2_ResNet18/resnet_infer_python.py @@ -2,6 +2,7 @@ import numpy as np import torch +from resnet18 import print_top_results def deploy(saved_model: str, device: str, batch_size: int = 1) -> torch.Tensor: @@ -22,7 +23,7 @@ def deploy(saved_model: str, device: str, batch_size: int = 1) -> torch.Tensor: output : torch.Tensor result of running inference on model with Tensor of ones """ - transposed_shape = [224, 224, 3, 1] + transposed_shape = [224, 224, 3, batch_size] precision = np.float32 np_data = np.fromfile("data/image_tensor.dat", dtype=precision) @@ -48,31 +49,6 @@ def deploy(saved_model: str, device: str, batch_size: int = 1) -> torch.Tensor: return output -def print_top_results(output: torch.Tensor) -> None: - """Prints top 5 results - - Parameters - ---------- - output: torch.Tensor - Output from ResNet-18. - """ - # Run a softmax to get probabilities - probabilities = torch.nn.functional.softmax(output[0], dim=0) - - # Read ImageNet labels from text file - cats_filename = "data/categories.txt" - categories = np.genfromtxt(cats_filename, dtype=str, delimiter="\n") - - # Show top categories per image - top5_prob, top5_catid = torch.topk(probabilities, 5) - print("\nTop 5 results:\n") - for i in range(top5_prob.size(0)): - cat_id = top5_catid[i] - print( - f"{categories[cat_id]} (id={cat_id}): probability = {top5_prob[i].item()}" - ) - - if __name__ == "__main__": saved_model_file = "saved_resnet18_model_cpu.pt" @@ -81,5 +57,5 @@ def print_top_results(output: torch.Tensor) -> None: batch_size_to_run = 1 - output = deploy(saved_model_file, device_to_run, batch_size_to_run) - print_top_results(output) + result = deploy(saved_model_file, device_to_run, batch_size_to_run) + print_top_results(result) diff --git a/examples/n_c_and_cpp/resnet_infer_python.py b/examples/n_c_and_cpp/resnet_infer_python.py index 8efdc64e..d5b462a3 100644 --- a/examples/n_c_and_cpp/resnet_infer_python.py +++ b/examples/n_c_and_cpp/resnet_infer_python.py @@ -1,6 +1,7 @@ """Load ResNet-18 saved to TorchScript and run inference with ones.""" import torch +from PIL import Image def deploy(saved_model, device, batch_size=1): @@ -22,7 +23,20 @@ def deploy(saved_model, device, batch_size=1): result of running inference on model with Tensor of ones """ - input_tensor = torch.ones(batch_size, 3, 224, 224) + image_filename = "data/dog.jpg" + input_image = Image.open(image_filename) + preprocess = torchvision.transforms.Compose( + [ + torchvision.transforms.Resize(256), + torchvision.transforms.CenterCrop(224), + torchvision.transforms.ToTensor(), + torchvision.transforms.Normalize( + mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] + ), + ] + ) + input_tensor = preprocess(input_image) + input_batch = input_tensor.unsqueeze(0) if device == "cpu": # Load saved TorchScript model @@ -43,7 +57,6 @@ def deploy(saved_model, device, batch_size=1): if __name__ == "__main__": - saved_model_file = "saved_resnet18_model_cpu.pt" device_to_run = "cpu" From 1dd937235d28bb587019ea978313e02936e4f635 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Thu, 28 Sep 2023 13:54:21 +0100 Subject: [PATCH 21/24] Update example description --- examples/2_ResNet18/README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 93036d22..68251f18 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -1,6 +1,8 @@ # Example 2 - ResNet-18 -This example provides a simple but complete demonstration of how to use the library. +This example provides a more realistic demonstration of how to use the library, using ResNet-18 to classify an image. + +As the input to this model is four-dimensional (batch size, colour, x, y), care must be taken dealing with the data array in Python and Fortran. See [When to transpose arrays](#when-to-transpose-arrays) for more details. ## Description From 74aeeadf2e4c9d48880afdef85e2174b5502f027 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Thu, 28 Sep 2023 17:05:05 +0100 Subject: [PATCH 22/24] Add assertions for inference outputs --- examples/2_ResNet18/resnet_infer_fortran.f90 | 59 ++++++++++++++++---- examples/2_ResNet18/resnet_infer_python.py | 19 +++++++ 2 files changed, 67 insertions(+), 11 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index a254f8dc..796e3c3b 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -1,15 +1,17 @@ program inference ! Imports primitives used to interface with C - use, intrinsic :: iso_c_binding, only: sp=>c_float, dp=>c_double, c_int64_t, c_null_char, c_loc + use, intrinsic :: iso_c_binding, only: c_sp=>c_float, c_dp=>c_double, c_int64_t, c_null_char, c_loc + use, intrinsic :: iso_fortran_env, only : sp => real32, dp => real64 ! Import our library for interfacing with PyTorch - use ftorch + use :: ftorch implicit none ! Define working precision for C primitives ! Precision must match `wp` in resnet18.py and `wp_torch` in pt2ts.py - integer, parameter :: c_wp = sp + integer, parameter :: c_wp = c_sp + integer, parameter :: wp = sp integer, parameter :: torch_wp = torch_kFloat32 call main() @@ -31,8 +33,6 @@ subroutine main() real(c_wp), dimension(:,:,:,:), allocatable, target :: in_data integer(c_int), parameter :: n_inputs = 1 real(c_wp), dimension(:,:), allocatable, target :: out_data - real(c_wp), dimension(:,:), allocatable, target :: probabilities - character(len=100), dimension(:), allocatable, target :: categories integer(c_int), parameter :: in_dims = 4 integer(c_int64_t) :: in_shape(in_dims) = [1, 3, 224, 224] @@ -41,8 +41,9 @@ subroutine main() integer(c_int64_t) :: out_shape(out_dims) = [1, 1000] integer(c_int) :: out_layout(out_dims) = [1,2] - ! File containing input tensor binary + ! Binary file containing input tensor character(len=*), parameter :: filename = '../data/image_tensor.dat' + ! Text file containing categories character(len=*), parameter :: filename_cats = '../data/categories.txt' ! Length of tensor and number of categories @@ -51,7 +52,10 @@ subroutine main() ! Outputs integer :: index(2) - real(c_wp) :: probability + real(wp), dimension(:,:), allocatable, target :: probabilities + real(wp), parameter :: expected_prob = 0.8846225142478943 + character(len=100) :: categories(N_cats) + real(wp) :: probability ! Get TorchScript model file as a command line argument num_args = command_argument_count() @@ -64,7 +68,6 @@ subroutine main() allocate(in_data(in_shape(1), in_shape(2), in_shape(3), in_shape(4))) allocate(out_data(out_shape(1), out_shape(2))) allocate(probabilities(out_shape(1), out_shape(2))) - allocate(categories(N_cats)) call load_data(filename, N, in_data, in_dims, in_shape) @@ -85,6 +88,10 @@ subroutine main() call calc_probs(out_data, probabilities, out_dims, out_shape) index = maxloc(probabilities) probability = maxval(probabilities) + + ! Check top probability matches expected value + call assert_real(probability, expected_prob, test_name="Check probability", rtol_opt=1e-5) + write (*,*) "Top result" write (*,*) "" write (*,*) trim(categories(index(2))), " (id=", index(2), "), : probability =", probability @@ -140,7 +147,7 @@ subroutine load_categories(filename_cats, N_cats, categories) character(len=*), intent(in) :: filename_cats integer, intent(in) :: N_cats - character(len=100), dimension(:), allocatable, target, intent(inout) :: categories + character(len=100), intent(inout) :: categories(N_cats) integer :: ios, i character(len=100) :: ioerrmsg @@ -163,8 +170,8 @@ subroutine calc_probs(out_data, probabilities, out_dims, out_shape) integer(c_int), intent(in) :: out_dims integer(c_int64_t), intent(in) :: out_shape(out_dims) real(c_wp), dimension(:,:), allocatable, target, intent(in) :: out_data - real(c_wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities - real(c_wp) :: prob_sum + real(wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities + real(wp) :: prob_sum integer :: i, j ! Apply softmax function to calculate probabilties @@ -174,4 +181,34 @@ subroutine calc_probs(out_data, probabilities, out_dims, out_shape) end subroutine calc_probs + subroutine assert_real(a, b, test_name, rtol_opt) + + implicit none + + character(len=*) :: test_name + real, intent(in) :: a, b + real, optional :: rtol_opt + real :: relative_error, rtol + + character(len=15) :: pass, fail + + fail = char(27)//'[31m'//'FAILED'//char(27)//'[0m' + pass = char(27)//'[32m'//'PASSED'//char(27)//'[0m' + + if (.not. present(rtol_opt)) then + rtol = 1e-5 + else + rtol = rtol_opt + end if + + relative_error = abs(a/b - 1.) + + if (relative_error > rtol) then + write(*, '(A, " :: [", A, "] maximum relative error = ", E11.4)') fail, trim(test_name), relative_error + else + write(*, '(A, " :: [", A, "] maximum relative error = ", E11.4)') pass, trim(test_name), relative_error + end if + + end subroutine assert_real + end program inference diff --git a/examples/2_ResNet18/resnet_infer_python.py b/examples/2_ResNet18/resnet_infer_python.py index a589430b..c160eb2b 100644 --- a/examples/2_ResNet18/resnet_infer_python.py +++ b/examples/2_ResNet18/resnet_infer_python.py @@ -1,5 +1,6 @@ """Load ResNet-18 saved to TorchScript and run inference with an example image.""" +from math import isclose import numpy as np import torch from resnet18 import print_top_results @@ -49,6 +50,23 @@ def deploy(saved_model: str, device: str, batch_size: int = 1) -> torch.Tensor: return output +def check_results(output: torch.Tensor) -> None: + """ + Compare top model output to expected result. + + Parameters + ---------- + output: torch.Tensor + Output from ResNet-18. + """ + # Run a softmax to get probabilities + assert isclose( + torch.max(torch.nn.functional.softmax(output[0], dim=0)), + 0.8846225142478943, + abs_tol=1e-8, + ) + + if __name__ == "__main__": saved_model_file = "saved_resnet18_model_cpu.pt" @@ -59,3 +77,4 @@ def deploy(saved_model: str, device: str, batch_size: int = 1) -> torch.Tensor: result = deploy(saved_model_file, device_to_run, batch_size_to_run) print_top_results(result) + check_results(result) From 3a09be0cf77d72fc2aa3bc3c821d0752a37ed1b2 Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Thu, 28 Sep 2023 17:17:34 +0100 Subject: [PATCH 23/24] Add warning about assertions for different images --- examples/2_ResNet18/README.md | 3 +++ examples/2_ResNet18/resnet_infer_python.py | 3 ++- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/examples/2_ResNet18/README.md b/examples/2_ResNet18/README.md index 68251f18..fe530c34 100644 --- a/examples/2_ResNet18/README.md +++ b/examples/2_ResNet18/README.md @@ -119,6 +119,9 @@ urllib.request.urlretrieve(url, filename) `image_filename` in resnet18.py and resnet_infer_python.py must then be modified to match the name of this new file. +`expected_prob` in resnet_infer_fortran.f90 and resnet_infer_python.py are also specific to the pre-downloaded example image, so either their values should be updated, or the assertions should be removed. + + Note that the ImageNet labels can be downloaded and accessed similarly, using: ```python diff --git a/examples/2_ResNet18/resnet_infer_python.py b/examples/2_ResNet18/resnet_infer_python.py index c160eb2b..fbae561c 100644 --- a/examples/2_ResNet18/resnet_infer_python.py +++ b/examples/2_ResNet18/resnet_infer_python.py @@ -59,10 +59,11 @@ def check_results(output: torch.Tensor) -> None: output: torch.Tensor Output from ResNet-18. """ + expected_prob = 0.8846225142478943 # Run a softmax to get probabilities assert isclose( torch.max(torch.nn.functional.softmax(output[0], dim=0)), - 0.8846225142478943, + expected_prob, abs_tol=1e-8, ) From bf2a074adec8a0c0068808cc2bd44a7e5417824c Mon Sep 17 00:00:00 2001 From: ElliottKasoar Date: Fri, 29 Sep 2023 11:06:24 +0100 Subject: [PATCH 24/24] Tidy Fortran variable attributes --- examples/2_ResNet18/resnet_infer_fortran.f90 | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/examples/2_ResNet18/resnet_infer_fortran.f90 b/examples/2_ResNet18/resnet_infer_fortran.f90 index 796e3c3b..588d0abc 100644 --- a/examples/2_ResNet18/resnet_infer_fortran.f90 +++ b/examples/2_ResNet18/resnet_infer_fortran.f90 @@ -52,7 +52,7 @@ subroutine main() ! Outputs integer :: index(2) - real(wp), dimension(:,:), allocatable, target :: probabilities + real(wp), dimension(:,:), allocatable :: probabilities real(wp), parameter :: expected_prob = 0.8846225142478943 character(len=100) :: categories(N_cats) real(wp) :: probability @@ -102,6 +102,8 @@ subroutine main() call torch_tensor_delete(out_tensor) deallocate(in_data) deallocate(out_data) + deallocate(probabilities) + deallocate(args) end subroutine main @@ -111,7 +113,7 @@ subroutine load_data(filename, N, in_data, in_dims, in_shape) character(len=*), intent(in) :: filename integer, intent(in) :: N - real(c_wp), dimension(:,:,:,:), allocatable, target, intent(inout) :: in_data + real(c_wp), dimension(:,:,:,:), intent(out) :: in_data integer(c_int), intent(in) :: in_dims integer(c_int64_t), intent(in) :: in_shape(in_dims) @@ -147,7 +149,7 @@ subroutine load_categories(filename_cats, N_cats, categories) character(len=*), intent(in) :: filename_cats integer, intent(in) :: N_cats - character(len=100), intent(inout) :: categories(N_cats) + character(len=100), intent(out) :: categories(N_cats) integer :: ios, i character(len=100) :: ioerrmsg @@ -169,8 +171,8 @@ subroutine calc_probs(out_data, probabilities, out_dims, out_shape) integer(c_int), intent(in) :: out_dims integer(c_int64_t), intent(in) :: out_shape(out_dims) - real(c_wp), dimension(:,:), allocatable, target, intent(in) :: out_data - real(wp), dimension(:,:), allocatable, target, intent(inout) :: probabilities + real(c_wp), dimension(:,:), intent(in) :: out_data + real(wp), dimension(:,:), intent(out) :: probabilities real(wp) :: prob_sum integer :: i, j