From 62a4f06173963b7ff941ea4b6296dd5ad1c71a3a Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Wed, 7 Aug 2024 14:45:37 +0200 Subject: [PATCH 01/15] added udnie style --- lib/ex_vision/model/definition.ex | 3 +- lib/ex_vision/model/definition/ortex.ex | 15 ++++ .../deep_lab_v3_mobilenet_v3.ex | 76 ++++++++++++------- lib/ex_vision/style_transfer/candy.ex | 57 ++++++++++++++ lib/ex_vision/utils.ex | 4 + lib/publish_docs_command.ex | 14 ++++ mix.exs | 2 + 7 files changed, 141 insertions(+), 30 deletions(-) create mode 100644 lib/ex_vision/style_transfer/candy.ex create mode 100644 lib/publish_docs_command.ex diff --git a/lib/ex_vision/model/definition.ex b/lib/ex_vision/model/definition.ex index 3ae2641..4cda716 100644 --- a/lib/ex_vision/model/definition.ex +++ b/lib/ex_vision/model/definition.ex @@ -26,11 +26,12 @@ defmodule ExVision.Model.Definition do options = Keyword.validate!(options, [ - :categories, + categories: nil, name: module_to_name(__CALLER__.module) ]) quote do + #todo fix unless is_nil(unquote(options[:categories])) do use ExVision.Model.Definition.Parts.WithCategories, unquote(options) end diff --git a/lib/ex_vision/model/definition/ortex.ex b/lib/ex_vision/model/definition/ortex.ex index 56884c0..532a934 100644 --- a/lib/ex_vision/model/definition/ortex.ex +++ b/lib/ex_vision/model/definition/ortex.ex @@ -45,7 +45,14 @@ defmodule ExVision.Model.Definition.Ortex do defmacrop get_client_preprocessing(module) do quote do + # input_preprocessing = fn input -> fn input -> + Logger.info("IO.inspect(input)") + # images = case input do + # {_input, sth} -> ExVision.Utils.load_image(_input) + # _input -> ExVision.Utils.load_image(_input) + # end + images = ExVision.Utils.load_image(input) metadata = @@ -56,14 +63,22 @@ defmodule ExVision.Model.Definition.Ortex do } ) + Logger.info(images) batch = images |> Enum.zip(metadata) |> Enum.map(fn {image, metadata} -> unquote(module).preprocessing(image, metadata) end) |> Nx.Batch.stack() + # batch = batch |> Nx.Batch.stack() + Logger.info(batch) {batch, metadata} end + + # fn + # {input, extra_fields} -> {unquote(input_preprocessing)(input), extra_fields} + # {input} -> unquote(input_preprocessing)(input) + # end end end diff --git a/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex b/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex index 4afe39b..dfb232b 100644 --- a/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex +++ b/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex @@ -1,32 +1,50 @@ defmodule ExVision.SemanticSegmentation.DeepLabV3_MobileNetV3 do - @moduledoc """ - A semantic segmentation model for MobileNetV3 Backbone. Exported from torchvision. - """ - use ExVision.Model.Definition.Ortex, - model: "deeplab_v3_mobilenetv3_segmentation.onnx", - categories: "priv/categories/coco_with_voc_labels_categories.json" - - @type output_t() :: %{category_t() => Nx.Tensor.t()} - - @impl true - def preprocessing(img, _metdata) do - ExVision.Utils.resize(img, {224, 224}) - end + @moduledoc """ + An instance segmentation model with a ResNet-50-FPN backbone. Exported from torchvision. + """ + use ExVision.Model.Definition.Ortex, + # model: "udnie.onnx", + model: "udnie.onnx", + categories: "priv/categories/coco_categories.json" + + import ExVision.Utils + + require Logger + + alias ExVision.Types.BBoxWithMask + + @type output_t() :: [BBoxWithMask.t()] + + @impl true + def load(options \\ []) do + if Keyword.has_key?(options, :batch_size) do + Logger.warning( + "`:max_batch_size` was given, but this model can only process batch of size 1. Overriding" + ) + end + + options + |> Keyword.put(:batch_size, 1) + |> default_model_load() + end + + @impl true + def preprocessing(img, _metdata) do + ExVision.Utils.resize(img, {640, 480}) |> Nx.divide(255.0) + end + + @impl true + def postprocessing( + stylized_frame, + metadata + ) do + categories = categories() + + {h, w} = metadata.original_size + scale_x = w / 640 + scale_y = h / 480 + + stylized_frame + end - @impl true - def postprocessing(%{"output" => out}, metadata) do - cls_per_pixel = - out - |> Nx.backend_transfer() - |> NxImage.resize(metadata.original_size, channels: :first) - |> Nx.squeeze() - |> Axon.Activations.softmax(axis: [0]) - |> Nx.argmax(axis: 0) - - categories() - |> Enum.with_index() - |> Map.new(fn {category, i} -> - {category, cls_per_pixel |> Nx.equal(i)} - end) end -end diff --git a/lib/ex_vision/style_transfer/candy.ex b/lib/ex_vision/style_transfer/candy.ex new file mode 100644 index 0000000..71baf7d --- /dev/null +++ b/lib/ex_vision/style_transfer/candy.ex @@ -0,0 +1,57 @@ +defmodule ExVision.StyleTransfer.Candy do + @moduledoc """ + An instance segmentation model with a ResNet-50-FPN backbone. Exported from torchvision. + """ + use ExVision.Model.Definition.Ortex, + # model: "udnie.onnx", + model: "udnie.onnx", + categories: "priv/categories/coco_categories.json" + + import ExVision.Utils + + require Logger + + alias ExVision.Types.BBoxWithMask + + @type output_t() :: [BBoxWithMask.t()] + + @impl true + def load(options \\ []) do + if Keyword.has_key?(options, :batch_size) do + Logger.warning( + "`:max_batch_size` was given, but this model can only process batch of size 1. Overriding" + ) + end + + options + |> Keyword.put(:batch_size, 1) + |> default_model_load() + end + + @impl true + def preprocessing(img, _metdata) do + # {ExVision.Utils.resize(img, {640, 480}), Nx.tensor([1.0,1.0,1.0,1.0], type: :f32)} + Logger.info(ExVision.Utils.resize(img, {640, 480})) + + ExVision.Utils.resize(img, {640, 480}) |> Nx.divide(255.0) + end + + @impl true + def postprocessing( + stylized_frame, + metadata + ) do + categories = categories() + + {h, w} = metadata.original_size + scale_x = w / 640 + scale_y = h / 480 + + stylized_frame + end + defp clamp(tensor) do + tensor + |> Nx.max(0.0) + |> Nx.min(255.0) + end + end diff --git a/lib/ex_vision/utils.ex b/lib/ex_vision/utils.ex index f3cd541..f51d626 100644 --- a/lib/ex_vision/utils.ex +++ b/lib/ex_vision/utils.ex @@ -3,6 +3,7 @@ defmodule ExVision.Utils do require Nx require Image + require Logger alias ExVision.Types @type channel_spec_t() :: :first | :last @@ -149,10 +150,13 @@ defmodule ExVision.Utils do @spec batched_run(atom(), ExVision.Model.input_t()) :: ExVision.Model.output_t() def batched_run(process_name, input) when is_list(input) do + Logger.info("batched_run(process_name, input) when is_list(input) do") + # Nx.Serving.batched_run(process_name, {input, Nx.tensor([1,1,1,1])}) Nx.Serving.batched_run(process_name, input) end def batched_run(process_name, input) do + Logger.info("batched_run(process_name, input) do") process_name |> batched_run([input]) |> hd() end diff --git a/lib/publish_docs_command.ex b/lib/publish_docs_command.ex new file mode 100644 index 0000000..d5ee650 --- /dev/null +++ b/lib/publish_docs_command.ex @@ -0,0 +1,14 @@ +defmodule Mix.Tasks.PublishDocs do + @moduledoc "The hello mix task: `mix help hello`" + use Mix.Task + require Logger + + @shortdoc "Simply calls the Hello.say/0 function." + def run(_) do + "mix docs" |> String.to_charlist() |> :os.cmd + "find ~+ doc/dist -name sidebar* -print0 | xargs -0 sed -i -E 's/nested_title\":\"\.([a-zA-Z_0-9]*)\"/nested_title\":\"\\\1\"/g'" |> String.to_charlist() |> :os.cmd + Logger.info("replaced prefixes") + "mix hex.publish docs" |> String.to_charlist() |> :os.cmd + Logger.info("published") + end +end diff --git a/mix.exs b/mix.exs index 2e355fe..6932920 100644 --- a/mix.exs +++ b/mix.exs @@ -99,6 +99,7 @@ defmodule ExVision.Mixfile do ExVision.Classification.EfficientNet_V2_L, ExVision.Classification.SqueezeNet1_1, ExVision.SemanticSegmentation.DeepLabV3_MobileNetV3, + ExVision.StyleTransfer.Candy, ExVision.InstanceSegmentation.MaskRCNN_ResNet50_FPN_V2, ExVision.ObjectDetection.Ssdlite320_MobileNetv3, ExVision.ObjectDetection.FasterRCNN_ResNet50_FPN, @@ -123,6 +124,7 @@ defmodule ExVision.Mixfile do ExVision.Types, ExVision.Classification, ExVision.SemanticSegmentation, + ExVision.StyleTransfer, ExVision.InstanceSegmentation, ExVision.ObjectDetection, ExVision.KeypointDetection From 97a0659ae00d4f22ddfb6e6016f1e9abb9315166 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Wed, 14 Aug 2024 10:24:41 +0200 Subject: [PATCH 02/15] added style transfer models --- lib/ex_vision/style_transfer/candy.ex | 57 ------------------- .../style_transfer/style_transfer.ex | 53 +++++++++++++++++ 2 files changed, 53 insertions(+), 57 deletions(-) delete mode 100644 lib/ex_vision/style_transfer/candy.ex create mode 100644 lib/ex_vision/style_transfer/style_transfer.ex diff --git a/lib/ex_vision/style_transfer/candy.ex b/lib/ex_vision/style_transfer/candy.ex deleted file mode 100644 index 71baf7d..0000000 --- a/lib/ex_vision/style_transfer/candy.ex +++ /dev/null @@ -1,57 +0,0 @@ -defmodule ExVision.StyleTransfer.Candy do - @moduledoc """ - An instance segmentation model with a ResNet-50-FPN backbone. Exported from torchvision. - """ - use ExVision.Model.Definition.Ortex, - # model: "udnie.onnx", - model: "udnie.onnx", - categories: "priv/categories/coco_categories.json" - - import ExVision.Utils - - require Logger - - alias ExVision.Types.BBoxWithMask - - @type output_t() :: [BBoxWithMask.t()] - - @impl true - def load(options \\ []) do - if Keyword.has_key?(options, :batch_size) do - Logger.warning( - "`:max_batch_size` was given, but this model can only process batch of size 1. Overriding" - ) - end - - options - |> Keyword.put(:batch_size, 1) - |> default_model_load() - end - - @impl true - def preprocessing(img, _metdata) do - # {ExVision.Utils.resize(img, {640, 480}), Nx.tensor([1.0,1.0,1.0,1.0], type: :f32)} - Logger.info(ExVision.Utils.resize(img, {640, 480})) - - ExVision.Utils.resize(img, {640, 480}) |> Nx.divide(255.0) - end - - @impl true - def postprocessing( - stylized_frame, - metadata - ) do - categories = categories() - - {h, w} = metadata.original_size - scale_x = w / 640 - scale_y = h / 480 - - stylized_frame - end - defp clamp(tensor) do - tensor - |> Nx.max(0.0) - |> Nx.min(255.0) - end - end diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex new file mode 100644 index 0000000..51e6105 --- /dev/null +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -0,0 +1,53 @@ +defmodule Configuration do + @low_resolution {400,300} + @high_resolution {400,300} + def configuration do + %{ + ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.CandyFast => [model: "candy_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.Princess => [model: "princess.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.PrincessFast => [model: "princess_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.Udnie => [model: "udnie.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.UdnieFast => [model: "udnie_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.Mosaic => [model: "mosaic.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.MosaicFast => [model: "mosaic_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], + } + end +end + +for {module, opts} <- Configuration.configuration() do + defmodule module do + require Logger + @type output_t() :: [Nx.Tensor.t()] + + use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]), categories: "priv/categories/coco_categories.json" + + @impl true + def load(options \\ []) do + if Keyword.has_key?(options, :batch_size) do + Logger.warning( + "`:max_batch_size` was given, but this model can only process batch of size 1. Overriding" + ) + end + + options + |> Keyword.put(:batch_size, 1) + |> default_model_load() + end + + @impl true + def preprocessing(img, _metdata) do + ExVision.Utils.resize(img, unquote(opts[:resolution])) |> Nx.divide(255.0) + end + + @impl true + def postprocessing( + stylized_frame, + metadata + ) do + + stylized_frame = stylized_frame["55"] + NxImage.resize(stylized_frame, metadata.original_size, channels: :first) + end + end +end From 65be51943f88fdd0a43b51b4528392e01ea26b08 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Wed, 14 Aug 2024 13:12:45 +0200 Subject: [PATCH 03/15] fixed higher resolution config --- lib/ex_vision/style_transfer/style_transfer.ex | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index 51e6105..a37e2f8 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -1,16 +1,16 @@ defmodule Configuration do @low_resolution {400,300} - @high_resolution {400,300} + @high_resolution {640,480} def configuration do %{ - ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.CandyFast => [model: "candy_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.Princess => [model: "princess.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.PrincessFast => [model: "princess_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.Udnie => [model: "udnie.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.UdnieFast => [model: "udnie_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.Mosaic => [model: "mosaic.onnx", resolution: @high_resolution, categories: "priv/categories/coco_categories.json"], - ExVision.StyleTransfer.MosaicFast => [model: "mosaic_fast.onnx", resolution: @low_resolution, categories: "priv/categories/coco_categories.json"], + ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution], #fix model + ExVision.StyleTransfer.CandyFast => [model: "candy_fast.onnx", resolution: @low_resolution], + ExVision.StyleTransfer.Princess => [model: "princess.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.PrincessFast => [model: "princess_fast.onnx", resolution: @low_resolution], + ExVision.StyleTransfer.Udnie => [model: "udnie.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.UdnieFast => [model: "udnie_fast.onnx", resolution: @low_resolution], + ExVision.StyleTransfer.Mosaic => [model: "mosaic.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.MosaicFast => [model: "mosaic_fast.onnx", resolution: @low_resolution], } end end From 57d8d39602324e055398033b7f6538ca315724ec Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Wed, 14 Aug 2024 13:33:05 +0200 Subject: [PATCH 04/15] cleaned up styletransfer code --- lib/ex_vision/model/definition.ex | 1 - lib/ex_vision/model/definition/ortex.ex | 15 ---- .../deep_lab_v3_mobilenet_v3.ex | 76 +++++++------------ .../style_transfer/style_transfer.ex | 3 + lib/ex_vision/utils.ex | 4 - lib/publish_docs_command.ex | 14 ---- mix.exs | 7 ++ 7 files changed, 39 insertions(+), 81 deletions(-) delete mode 100644 lib/publish_docs_command.ex diff --git a/lib/ex_vision/model/definition.ex b/lib/ex_vision/model/definition.ex index 4cda716..65f1b70 100644 --- a/lib/ex_vision/model/definition.ex +++ b/lib/ex_vision/model/definition.ex @@ -31,7 +31,6 @@ defmodule ExVision.Model.Definition do ]) quote do - #todo fix unless is_nil(unquote(options[:categories])) do use ExVision.Model.Definition.Parts.WithCategories, unquote(options) end diff --git a/lib/ex_vision/model/definition/ortex.ex b/lib/ex_vision/model/definition/ortex.ex index 532a934..56884c0 100644 --- a/lib/ex_vision/model/definition/ortex.ex +++ b/lib/ex_vision/model/definition/ortex.ex @@ -45,14 +45,7 @@ defmodule ExVision.Model.Definition.Ortex do defmacrop get_client_preprocessing(module) do quote do - # input_preprocessing = fn input -> fn input -> - Logger.info("IO.inspect(input)") - # images = case input do - # {_input, sth} -> ExVision.Utils.load_image(_input) - # _input -> ExVision.Utils.load_image(_input) - # end - images = ExVision.Utils.load_image(input) metadata = @@ -63,22 +56,14 @@ defmodule ExVision.Model.Definition.Ortex do } ) - Logger.info(images) batch = images |> Enum.zip(metadata) |> Enum.map(fn {image, metadata} -> unquote(module).preprocessing(image, metadata) end) |> Nx.Batch.stack() - # batch = batch |> Nx.Batch.stack() - Logger.info(batch) {batch, metadata} end - - # fn - # {input, extra_fields} -> {unquote(input_preprocessing)(input), extra_fields} - # {input} -> unquote(input_preprocessing)(input) - # end end end diff --git a/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex b/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex index dfb232b..4afe39b 100644 --- a/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex +++ b/lib/ex_vision/semantic_segmentation/deep_lab_v3_mobilenet_v3.ex @@ -1,50 +1,32 @@ defmodule ExVision.SemanticSegmentation.DeepLabV3_MobileNetV3 do - @moduledoc """ - An instance segmentation model with a ResNet-50-FPN backbone. Exported from torchvision. - """ - use ExVision.Model.Definition.Ortex, - # model: "udnie.onnx", - model: "udnie.onnx", - categories: "priv/categories/coco_categories.json" - - import ExVision.Utils - - require Logger - - alias ExVision.Types.BBoxWithMask - - @type output_t() :: [BBoxWithMask.t()] - - @impl true - def load(options \\ []) do - if Keyword.has_key?(options, :batch_size) do - Logger.warning( - "`:max_batch_size` was given, but this model can only process batch of size 1. Overriding" - ) - end - - options - |> Keyword.put(:batch_size, 1) - |> default_model_load() - end - - @impl true - def preprocessing(img, _metdata) do - ExVision.Utils.resize(img, {640, 480}) |> Nx.divide(255.0) - end - - @impl true - def postprocessing( - stylized_frame, - metadata - ) do - categories = categories() - - {h, w} = metadata.original_size - scale_x = w / 640 - scale_y = h / 480 - - stylized_frame - end + @moduledoc """ + A semantic segmentation model for MobileNetV3 Backbone. Exported from torchvision. + """ + use ExVision.Model.Definition.Ortex, + model: "deeplab_v3_mobilenetv3_segmentation.onnx", + categories: "priv/categories/coco_with_voc_labels_categories.json" + + @type output_t() :: %{category_t() => Nx.Tensor.t()} + + @impl true + def preprocessing(img, _metdata) do + ExVision.Utils.resize(img, {224, 224}) + end + @impl true + def postprocessing(%{"output" => out}, metadata) do + cls_per_pixel = + out + |> Nx.backend_transfer() + |> NxImage.resize(metadata.original_size, channels: :first) + |> Nx.squeeze() + |> Axon.Activations.softmax(axis: [0]) + |> Nx.argmax(axis: 0) + + categories() + |> Enum.with_index() + |> Map.new(fn {category, i} -> + {category, cls_per_pixel |> Nx.equal(i)} + end) end +end diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index a37e2f8..ecf9623 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -17,6 +17,9 @@ end for {module, opts} <- Configuration.configuration() do defmodule module do + @moduledoc """ + #{module} is a custom style transfer model optimised for devices with low computational capabilities and CPU inference. + """ require Logger @type output_t() :: [Nx.Tensor.t()] diff --git a/lib/ex_vision/utils.ex b/lib/ex_vision/utils.ex index f51d626..f3cd541 100644 --- a/lib/ex_vision/utils.ex +++ b/lib/ex_vision/utils.ex @@ -3,7 +3,6 @@ defmodule ExVision.Utils do require Nx require Image - require Logger alias ExVision.Types @type channel_spec_t() :: :first | :last @@ -150,13 +149,10 @@ defmodule ExVision.Utils do @spec batched_run(atom(), ExVision.Model.input_t()) :: ExVision.Model.output_t() def batched_run(process_name, input) when is_list(input) do - Logger.info("batched_run(process_name, input) when is_list(input) do") - # Nx.Serving.batched_run(process_name, {input, Nx.tensor([1,1,1,1])}) Nx.Serving.batched_run(process_name, input) end def batched_run(process_name, input) do - Logger.info("batched_run(process_name, input) do") process_name |> batched_run([input]) |> hd() end diff --git a/lib/publish_docs_command.ex b/lib/publish_docs_command.ex deleted file mode 100644 index d5ee650..0000000 --- a/lib/publish_docs_command.ex +++ /dev/null @@ -1,14 +0,0 @@ -defmodule Mix.Tasks.PublishDocs do - @moduledoc "The hello mix task: `mix help hello`" - use Mix.Task - require Logger - - @shortdoc "Simply calls the Hello.say/0 function." - def run(_) do - "mix docs" |> String.to_charlist() |> :os.cmd - "find ~+ doc/dist -name sidebar* -print0 | xargs -0 sed -i -E 's/nested_title\":\"\.([a-zA-Z_0-9]*)\"/nested_title\":\"\\\1\"/g'" |> String.to_charlist() |> :os.cmd - Logger.info("replaced prefixes") - "mix hex.publish docs" |> String.to_charlist() |> :os.cmd - Logger.info("published") - end -end diff --git a/mix.exs b/mix.exs index 6932920..ed3fa08 100644 --- a/mix.exs +++ b/mix.exs @@ -100,6 +100,13 @@ defmodule ExVision.Mixfile do ExVision.Classification.SqueezeNet1_1, ExVision.SemanticSegmentation.DeepLabV3_MobileNetV3, ExVision.StyleTransfer.Candy, + ExVision.StyleTransfer.CandyFast, + ExVision.StyleTransfer.Udnie, + ExVision.StyleTransfer.UdnieFast, + ExVision.StyleTransfer.Mosaic, + ExVision.StyleTransfer.MosaicFast, + ExVision.StyleTransfer.Princess, + ExVision.StyleTransfer.PrincessFast, ExVision.InstanceSegmentation.MaskRCNN_ResNet50_FPN_V2, ExVision.ObjectDetection.Ssdlite320_MobileNetv3, ExVision.ObjectDetection.FasterRCNN_ResNet50_FPN, From d348452bbc510004feca96300c22a7656a83377f Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Wed, 14 Aug 2024 13:35:24 +0200 Subject: [PATCH 05/15] removed comment --- lib/ex_vision/style_transfer/style_transfer.ex | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index ecf9623..9688c66 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -3,7 +3,7 @@ defmodule Configuration do @high_resolution {640,480} def configuration do %{ - ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution], #fix model + ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution], ExVision.StyleTransfer.CandyFast => [model: "candy_fast.onnx", resolution: @low_resolution], ExVision.StyleTransfer.Princess => [model: "princess.onnx", resolution: @high_resolution], ExVision.StyleTransfer.PrincessFast => [model: "princess_fast.onnx", resolution: @low_resolution], From 310fa48611e43a7ec547166d9a04a7365a2dd0e5 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Wed, 14 Aug 2024 15:14:19 +0200 Subject: [PATCH 06/15] fixed conditional categories --- lib/ex_vision/model/definition.ex | 6 ++-- .../model/definition/parts/with_categories.ex | 28 ++++++++++--------- .../style_transfer/style_transfer.ex | 2 +- 3 files changed, 19 insertions(+), 17 deletions(-) diff --git a/lib/ex_vision/model/definition.ex b/lib/ex_vision/model/definition.ex index 65f1b70..2481db3 100644 --- a/lib/ex_vision/model/definition.ex +++ b/lib/ex_vision/model/definition.ex @@ -31,9 +31,9 @@ defmodule ExVision.Model.Definition do ]) quote do - unless is_nil(unquote(options[:categories])) do - use ExVision.Model.Definition.Parts.WithCategories, unquote(options) - end + # conditional defintion based on whether `categories` option is present has to be moved inside __using__ macro + # here is explenation https://cocoa-research.works/2022/10/conditional-compliation-with-if-and-use-in-elixir/ + use ExVision.Model.Definition.Parts.WithCategories, unquote(options) @behaviour ExVision.Model.Definition diff --git a/lib/ex_vision/model/definition/parts/with_categories.ex b/lib/ex_vision/model/definition/parts/with_categories.ex index 81d552b..237d606 100644 --- a/lib/ex_vision/model/definition/parts/with_categories.ex +++ b/lib/ex_vision/model/definition/parts/with_categories.ex @@ -5,22 +5,24 @@ defmodule ExVision.Model.Definition.Parts.WithCategories do defmacro __using__(options) do options = Keyword.validate!(options, [:name, :categories]) - categories = options |> Keyword.fetch!(:categories) |> Utils.load_categories() - spec = categories |> Enum.uniq() |> Bunch.Typespec.enum_to_alternative() + unless is_nil(options |> Keyword.fetch!(:categories)) do + categories = options |> Keyword.fetch!(:categories) |> Utils.load_categories() + spec = categories |> Enum.uniq() |> Bunch.Typespec.enum_to_alternative() - quote do - require Bunch.Typespec + quote do + require Bunch.Typespec - @typedoc """ - Type describing all categories recognised by #{unquote(options[:name])} - """ - @type category_t() :: unquote(spec) + @typedoc """ + Type describing all categories recognised by #{unquote(options[:name])} + """ + @type category_t() :: unquote(spec) - @doc """ - Returns a list of all categories recognised by #{unquote(options[:name])} - """ - @spec categories() :: [category_t()] - def categories(), do: unquote(categories) + @doc """ + Returns a list of all categories recognised by #{unquote(options[:name])} + """ + @spec categories() :: [category_t()] + def categories(), do: unquote(categories) + end end end end diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index 9688c66..84968a4 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -23,7 +23,7 @@ for {module, opts} <- Configuration.configuration() do require Logger @type output_t() :: [Nx.Tensor.t()] - use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]), categories: "priv/categories/coco_categories.json" + use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]) @impl true def load(options \\ []) do From 8631d90b2b0b04625770de51d0358e9dda3a57e6 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Mon, 19 Aug 2024 15:10:33 +0200 Subject: [PATCH 07/15] fixed shapes not matching for images --- lib/ex_vision/style_transfer/style_transfer.ex | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index 84968a4..c2af6a9 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -48,9 +48,10 @@ for {module, opts} <- Configuration.configuration() do stylized_frame, metadata ) do - - stylized_frame = stylized_frame["55"] - NxImage.resize(stylized_frame, metadata.original_size, channels: :first) + {h,w} = unquote(opts[:resolution]) + stylized_frame["55"] + |> Nx.reshape({3, h, w}, names: [:channel, :height, :width]) + |> NxImage.resize(metadata.original_size, channels: :first) end end end From fc195ec5cbfa6bc85ada1aa92006af4aaeeab070 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 09:43:03 +0200 Subject: [PATCH 08/15] added tests for style transfer modules --- test/ex_vision/style_transfer/candy_test.exs | 30 ++++++++++++++++++++ test/support/exvision/test_utils.ex | 6 ++++ 2 files changed, 36 insertions(+) create mode 100644 test/ex_vision/style_transfer/candy_test.exs diff --git a/test/ex_vision/style_transfer/candy_test.exs b/test/ex_vision/style_transfer/candy_test.exs new file mode 100644 index 0000000..8c570d7 --- /dev/null +++ b/test/ex_vision/style_transfer/candy_test.exs @@ -0,0 +1,30 @@ +defmodule Configuration do + def configuration do + %{ + ExVision.StyleTransfer.CandyTest => [module: ExVision.StyleTransfer.Candy, gt_file: "cat_candy.out"], + ExVision.StyleTransfer.CandyFastTest => [module: ExVision.StyleTransfer.CandyFast, gt_file: "cat_candy_fast.out"], + ExVision.StyleTransfer.PrincessTest => [module: ExVision.StyleTransfer.Princess, gt_file: "cat_princess.out"], + ExVision.StyleTransfer.PrincessFastTest => [module: ExVision.StyleTransfer.PrincessFast, gt_file: "cat_princess_fast.out"], + ExVision.StyleTransfer.UdnieTest => [module: ExVision.StyleTransfer.Udnie, gt_file: "cat_udnie.out"], + ExVision.StyleTransfer.UdnieFastTest => [module: ExVision.StyleTransfer.UdnieFast, gt_file: "cat_udnie_fast.out"], + ExVision.StyleTransfer.MosaicTest => [module: ExVision.StyleTransfer.Mosaic, gt_file: "cat_mosaic.out"], + ExVision.StyleTransfer.MosaicFastTest => [module: ExVision.StyleTransfer.MosaicFast, gt_file: "cat_mosaic_fast.out"], + } + end +end + +for {module, opts} <- Configuration.configuration() do + + defmodule module do + use ExVision.Model.Case, module: unquote(opts[:module]) + use ExVision.TestUtils + + @impl true + def test_inference_result(result) do + expected_result = "test/assets/results/style_transfer/#{unquote(opts[:gt_file])}" + |> File.read!() + |> Nx.deserialize() + assert_tensors_equal(result, expected_result) + end + end +end diff --git a/test/support/exvision/test_utils.ex b/test/support/exvision/test_utils.ex index 7213968..e690234 100644 --- a/test/support/exvision/test_utils.ex +++ b/test/support/exvision/test_utils.ex @@ -42,6 +42,12 @@ defmodule ExVision.TestUtils do end end + defmacro assert_tensors_equal(a, b, delta \\ @default_delta) do + quote do + assert Nx.all_close(unquote(a), unquote(b)) |> Nx.reduce_min() |> Nx.to_number() == 1 + end + end + defmacro __using__(_opts) do quote do import ExVision.TestUtils, only: :macros From 1c569cf6af5bb841a32cc35e9ae6263b029683c2 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 10:33:09 +0200 Subject: [PATCH 09/15] some review chanegs --- lib/ex_vision/style_transfer/style_transfer.ex | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index c2af6a9..b17fa9c 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -1,4 +1,6 @@ defmodule Configuration do + @moduledoc false + @low_resolution {400,300} @high_resolution {640,480} def configuration do @@ -21,7 +23,7 @@ for {module, opts} <- Configuration.configuration() do #{module} is a custom style transfer model optimised for devices with low computational capabilities and CPU inference. """ require Logger - @type output_t() :: [Nx.Tensor.t()] + @type output_t() :: Nx.Tensor.t() use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]) @@ -40,7 +42,7 @@ for {module, opts} <- Configuration.configuration() do @impl true def preprocessing(img, _metdata) do - ExVision.Utils.resize(img, unquote(opts[:resolution])) |> Nx.divide(255.0) + img |> ExVision.Utils.resize(unquote(opts[:resolution])) |> Nx.divide(255.0) end @impl true @@ -52,6 +54,10 @@ for {module, opts} <- Configuration.configuration() do stylized_frame["55"] |> Nx.reshape({3, h, w}, names: [:channel, :height, :width]) |> NxImage.resize(metadata.original_size, channels: :first) + |> Nx.max(0.0) + |> Nx.min(255.0) + |> Nx.as_type(:u8) + |> Nx.transpose(axes: [1, 2, 0]) end end end From 2b9c03a794520f4646543b171071aaa4d29a1f94 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 10:35:34 +0200 Subject: [PATCH 10/15] fix tests, added missing gt files --- .../assets/results/style_transfer/cat_candy.gt | Bin 0 -> 586517 bytes .../results/style_transfer/cat_candy_fast.gt | Bin 0 -> 586517 bytes .../results/style_transfer/cat_mosaic.gt | Bin 0 -> 586517 bytes .../results/style_transfer/cat_mosaic_fast.gt | Bin 0 -> 586517 bytes .../results/style_transfer/cat_princess.gt | Bin 0 -> 586517 bytes .../style_transfer/cat_princess_fast.gt | Bin 0 -> 586517 bytes .../assets/results/style_transfer/cat_udnie.gt | Bin 0 -> 586517 bytes .../results/style_transfer/cat_udnie_fast.gt | Bin 0 -> 586517 bytes test/ex_vision/style_transfer/candy_test.exs | 16 ++++++++-------- 9 files changed, 8 insertions(+), 8 deletions(-) create mode 100644 test/assets/results/style_transfer/cat_candy.gt create mode 100644 test/assets/results/style_transfer/cat_candy_fast.gt create mode 100644 test/assets/results/style_transfer/cat_mosaic.gt create mode 100644 test/assets/results/style_transfer/cat_mosaic_fast.gt create mode 100644 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zS5!sI%0eY2!J=X?k@XkEz2TTU5O(_fHkTVzJ4{f+G@G;rol>ikDq+|~0#g@kA<7m= zc>+u*kc&l1saTCcfR!3lGJ`^Dl%pn0Vv-?dDaenAU{9{cEh$B69t2O30%UT*+5?A3 z&O{U}v66#o_%fXk(~IPKkphQMp%*Che7S)u)3Z<=U96)aI;zM(6B+3uGYheD#5SJ9 zE|5Azm;=EaV!1;iccKcHOzFmy9)$|vRw!MV(kW9M!X<;RDx6Y<0|mgB)EIAk~kILruUkziI-Zj-_)v!YTfirN5Di4~PtBoZ?sF^VLHLx9N+ zA_3?{Vx0id3&jSJ*d&&i#i$8EO(N7Nlo$m7vFQL7q1bu=n@|j}3*beOIE1KEBz1`} zHzM~S3J;?60z^u$K;h;oTx_|EC3iFBZid`Vm%C}ODm)C8hpG0kwH}Vn!!vmKMz7H1 zMa({l*(bFGE@^g^opV;6b=EdH>l&T) z4bJ*{SACtk;f%Yn*3(quJzM2DTj6Ocb2pWFKu-qHP~xpC@d3`1_-hYPQ{t}zce@gQ zdFf%O@t2hPiXq@Ui#cE0u=AzF$$uNTAbdgWD)T|?D*g|#t0r1e6T?wkP+1$VJd>yb z)Fvux;uSUV@~T)_WwfL`Tv!&2mj((-{RQQLf(n1U+!v2ogKo9cA_vzdgG!=Rh}Cw9 z(J8TbP?t{}2nq{gNO_^8u29mDkTfRHvk7T)96KLVwuaRmK~0BW+u_x>dkpO!Q@hvP z=Cxe#SXf>*{XCsgUV%7yX_i}UF&h^ya2F3alur&(eE(_yq2KP8uZ&k0Y^CC z3*^kZNsOiT{f4?>TsHEc7xffGlJN@7E^1aDxfJr z&qOAI&M=Cw5dodgr}6ky;IDEJHV0U*zY7i6IN0{2e` ziGH4d1$`Bvh%Z6}LWB>po?L{(7O@y2CQS$;$y723t#F7$0GCL>1^G#ELF5vMoID~2 zTnBQ9EYK*+BCs-vFet*z0s$Nv)WJ9eHkZuhQFuHGSPJv_G`^4_K)E7?2>SREXys!( zM9LCLSwb080Kfn&;lXc>$XM{yJp(+AC_`=aStKDxBxyt#^uR4JSmhk z*<6&xmHc~%SzIxbgMX3@kKw^7Rm$N@*?$C2#sYAkfyt3E!HklNF}QLZJOzWNWbl;? z@Zu4vnTUoZ)-VsikZ9-<4Gq;$Q4IyvkWn=WRgt7Bk_-nKQ&Sacx>C(hshMguORZ+( z&~VinzDC1`Rjm=I4xrTVIG_pNM}NgHo3*E1^+ll&}a{t>|wBv zvA7DX?wH9H(K|zGM@Z!eDZo$F32DeL_4p({k2vT;!VXc`E{fPh5i1h4iepwZZj~i0 z0Ibj~FElF>7G=Vsio-$HqKR3xfT&Feq2?gkXaiR5VW{ywi#8B&{*##VRSq@(759dR zuRlgDFjhK%8xLO)yR=^Cv)JW#84uxen|yAw&jYaFaO3d0%pRx7Z8tb=I(&Q$2HIQ( ar`zcAnBcTx*U3$4Os|k> [module: ExVision.StyleTransfer.Candy, gt_file: "cat_candy.out"], - ExVision.StyleTransfer.CandyFastTest => [module: ExVision.StyleTransfer.CandyFast, gt_file: "cat_candy_fast.out"], - ExVision.StyleTransfer.PrincessTest => [module: ExVision.StyleTransfer.Princess, gt_file: "cat_princess.out"], - ExVision.StyleTransfer.PrincessFastTest => [module: ExVision.StyleTransfer.PrincessFast, gt_file: "cat_princess_fast.out"], - ExVision.StyleTransfer.UdnieTest => [module: ExVision.StyleTransfer.Udnie, gt_file: "cat_udnie.out"], - ExVision.StyleTransfer.UdnieFastTest => [module: ExVision.StyleTransfer.UdnieFast, gt_file: "cat_udnie_fast.out"], - ExVision.StyleTransfer.MosaicTest => [module: ExVision.StyleTransfer.Mosaic, gt_file: "cat_mosaic.out"], - ExVision.StyleTransfer.MosaicFastTest => [module: ExVision.StyleTransfer.MosaicFast, gt_file: "cat_mosaic_fast.out"], + ExVision.StyleTransfer.CandyTest => [module: ExVision.StyleTransfer.Candy, gt_file: "cat_candy.gt"], + ExVision.StyleTransfer.CandyFastTest => [module: ExVision.StyleTransfer.CandyFast, gt_file: "cat_candy_fast.gt"], + ExVision.StyleTransfer.PrincessTest => [module: ExVision.StyleTransfer.Princess, gt_file: "cat_princess.gt"], + ExVision.StyleTransfer.PrincessFastTest => [module: ExVision.StyleTransfer.PrincessFast, gt_file: "cat_princess_fast.gt"], + ExVision.StyleTransfer.UdnieTest => [module: ExVision.StyleTransfer.Udnie, gt_file: "cat_udnie.gt"], + ExVision.StyleTransfer.UdnieFastTest => [module: ExVision.StyleTransfer.UdnieFast, gt_file: "cat_udnie_fast.gt"], + ExVision.StyleTransfer.MosaicTest => [module: ExVision.StyleTransfer.Mosaic, gt_file: "cat_mosaic.gt"], + ExVision.StyleTransfer.MosaicFastTest => [module: ExVision.StyleTransfer.MosaicFast, gt_file: "cat_mosaic_fast.gt"], } end end From 4e926318265c85411f10e023bb11f9a22f1c248a Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 10:53:57 +0200 Subject: [PATCH 11/15] added typedoc --- lib/ex_vision/style_transfer/style_transfer.ex | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index b17fa9c..b74f3f0 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -23,6 +23,10 @@ for {module, opts} <- Configuration.configuration() do #{module} is a custom style transfer model optimised for devices with low computational capabilities and CPU inference. """ require Logger + + @typedoc """ + A type consisting of output tesnor (stylized image tensor) from style transfer models of shape {#{Enum.join(Tuple.to_list(opts[:resolution]) ++ [3], ", ")}}. + """ @type output_t() :: Nx.Tensor.t() use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]) From 87972af9d616c77142ded30b1177dcbaaf71d1a8 Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 10:59:57 +0200 Subject: [PATCH 12/15] fixed unqused variable --- test/support/exvision/test_utils.ex | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/support/exvision/test_utils.ex b/test/support/exvision/test_utils.ex index e690234..cac871a 100644 --- a/test/support/exvision/test_utils.ex +++ b/test/support/exvision/test_utils.ex @@ -44,7 +44,7 @@ defmodule ExVision.TestUtils do defmacro assert_tensors_equal(a, b, delta \\ @default_delta) do quote do - assert Nx.all_close(unquote(a), unquote(b)) |> Nx.reduce_min() |> Nx.to_number() == 1 + assert Nx.all_close(unquote(a), unquote(b), atol: unquote(delta)) |> Nx.reduce_min() |> Nx.to_number() == 1 end end From fdb204ae8c66e33bb4aee1c5901ed5d951053a7e Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 11:11:26 +0200 Subject: [PATCH 13/15] fix credo, fix format --- lib/ex_vision/model/definition.ex | 4 +- .../model/definition/parts/with_categories.ex | 1 + .../style_transfer/style_transfer.ex | 47 +++++++++------- mix.lock | 6 +- test/ex_vision/style_transfer/candy_test.exs | 30 ---------- .../style_transfer/style_transfer_test.exs | 56 +++++++++++++++++++ test/support/exvision/test_utils.ex | 5 +- 7 files changed, 94 insertions(+), 55 deletions(-) delete mode 100644 test/ex_vision/style_transfer/candy_test.exs create mode 100644 test/ex_vision/style_transfer/style_transfer_test.exs diff --git a/lib/ex_vision/model/definition.ex b/lib/ex_vision/model/definition.ex index 2481db3..79d4469 100644 --- a/lib/ex_vision/model/definition.ex +++ b/lib/ex_vision/model/definition.ex @@ -25,10 +25,10 @@ defmodule ExVision.Model.Definition do Application.ensure_all_started(:req) options = - Keyword.validate!(options, [ + Keyword.validate!(options, categories: nil, name: module_to_name(__CALLER__.module) - ]) + ) quote do # conditional defintion based on whether `categories` option is present has to be moved inside __using__ macro diff --git a/lib/ex_vision/model/definition/parts/with_categories.ex b/lib/ex_vision/model/definition/parts/with_categories.ex index 237d606..2b4481a 100644 --- a/lib/ex_vision/model/definition/parts/with_categories.ex +++ b/lib/ex_vision/model/definition/parts/with_categories.ex @@ -5,6 +5,7 @@ defmodule ExVision.Model.Definition.Parts.WithCategories do defmacro __using__(options) do options = Keyword.validate!(options, [:name, :categories]) + unless is_nil(options |> Keyword.fetch!(:categories)) do categories = options |> Keyword.fetch!(:categories) |> Utils.load_categories() spec = categories |> Enum.uniq() |> Bunch.Typespec.enum_to_alternative() diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index b74f3f0..07ba722 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -1,18 +1,26 @@ defmodule Configuration do @moduledoc false - @low_resolution {400,300} - @high_resolution {640,480} + @low_resolution {400, 300} + @high_resolution {640, 480} + + @spec configuration() :: %{} def configuration do %{ - ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution], - ExVision.StyleTransfer.CandyFast => [model: "candy_fast.onnx", resolution: @low_resolution], - ExVision.StyleTransfer.Princess => [model: "princess.onnx", resolution: @high_resolution], - ExVision.StyleTransfer.PrincessFast => [model: "princess_fast.onnx", resolution: @low_resolution], - ExVision.StyleTransfer.Udnie => [model: "udnie.onnx", resolution: @high_resolution], - ExVision.StyleTransfer.UdnieFast => [model: "udnie_fast.onnx", resolution: @low_resolution], - ExVision.StyleTransfer.Mosaic => [model: "mosaic.onnx", resolution: @high_resolution], - ExVision.StyleTransfer.MosaicFast => [model: "mosaic_fast.onnx", resolution: @low_resolution], + ExVision.StyleTransfer.Candy => [model: "candy.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.CandyFast => [model: "candy_fast.onnx", resolution: @low_resolution], + ExVision.StyleTransfer.Princess => [model: "princess.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.PrincessFast => [ + model: "princess_fast.onnx", + resolution: @low_resolution + ], + ExVision.StyleTransfer.Udnie => [model: "udnie.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.UdnieFast => [model: "udnie_fast.onnx", resolution: @low_resolution], + ExVision.StyleTransfer.Mosaic => [model: "mosaic.onnx", resolution: @high_resolution], + ExVision.StyleTransfer.MosaicFast => [ + model: "mosaic_fast.onnx", + resolution: @low_resolution + ] } end end @@ -22,6 +30,8 @@ for {module, opts} <- Configuration.configuration() do @moduledoc """ #{module} is a custom style transfer model optimised for devices with low computational capabilities and CPU inference. """ + use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]) + require Logger @typedoc """ @@ -29,8 +39,6 @@ for {module, opts} <- Configuration.configuration() do """ @type output_t() :: Nx.Tensor.t() - use ExVision.Model.Definition.Ortex, model: unquote(opts[:model]) - @impl true def load(options \\ []) do if Keyword.has_key?(options, :batch_size) do @@ -54,14 +62,15 @@ for {module, opts} <- Configuration.configuration() do stylized_frame, metadata ) do - {h,w} = unquote(opts[:resolution]) + {h, w} = unquote(opts[:resolution]) + stylized_frame["55"] - |> Nx.reshape({3, h, w}, names: [:channel, :height, :width]) - |> NxImage.resize(metadata.original_size, channels: :first) - |> Nx.max(0.0) - |> Nx.min(255.0) - |> Nx.as_type(:u8) - |> Nx.transpose(axes: [1, 2, 0]) + |> Nx.reshape({3, h, w}, names: [:channel, :height, :width]) + |> NxImage.resize(metadata.original_size, channels: :first) + |> Nx.max(0.0) + |> Nx.min(255.0) + |> Nx.as_type(:u8) + |> Nx.transpose(axes: [1, 2, 0]) end end end diff --git a/mix.lock b/mix.lock index 9931294..c45bba9 100644 --- a/mix.lock +++ b/mix.lock @@ -6,7 +6,7 @@ "cc_precompiler": {:hex, :cc_precompiler, "0.1.10", "47c9c08d8869cf09b41da36538f62bc1abd3e19e41701c2cea2675b53c704258", [:mix], [{:elixir_make, "~> 0.7", [hex: :elixir_make, repo: "hexpm", optional: false]}], "hexpm", "f6e046254e53cd6b41c6bacd70ae728011aa82b2742a80d6e2214855c6e06b22"}, "coerce": {:hex, :coerce, "1.0.1", "211c27386315dc2894ac11bc1f413a0e38505d808153367bd5c6e75a4003d096", [:mix], [], "hexpm", "b44a691700f7a1a15b4b7e2ff1fa30bebd669929ac8aa43cffe9e2f8bf051cf1"}, "complex": {:hex, :complex, "0.5.0", "af2d2331ff6170b61bb738695e481b27a66780e18763e066ee2cd863d0b1dd92", [:mix], [], "hexpm", "2683bd3c184466cfb94fad74cbfddfaa94b860e27ad4ca1bffe3bff169d91ef1"}, - "credo": {:hex, :credo, "1.7.5", "643213503b1c766ec0496d828c90c424471ea54da77c8a168c725686377b9545", [:mix], [{:bunt, "~> 0.2.1 or ~> 1.0", [hex: :bunt, repo: "hexpm", optional: false]}, {:file_system, "~> 0.2 or ~> 1.0", [hex: :file_system, repo: "hexpm", optional: false]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: false]}], "hexpm", "f799e9b5cd1891577d8c773d245668aa74a2fcd15eb277f51a0131690ebfb3fd"}, + "credo": {:hex, :credo, "1.7.7", "771445037228f763f9b2afd612b6aa2fd8e28432a95dbbc60d8e03ce71ba4446", [:mix], [{:bunt, "~> 0.2.1 or ~> 1.0", [hex: :bunt, repo: "hexpm", optional: false]}, {:file_system, "~> 0.2 or ~> 1.0", [hex: :file_system, repo: "hexpm", optional: false]}, {:jason, "~> 1.0", [hex: :jason, repo: "hexpm", optional: false]}], "hexpm", "8bc87496c9aaacdc3f90f01b7b0582467b69b4bd2441fe8aae3109d843cc2f2e"}, "dialyxir": {:hex, :dialyxir, "1.4.3", "edd0124f358f0b9e95bfe53a9fcf806d615d8f838e2202a9f430d59566b6b53b", [:mix], [{:erlex, ">= 0.2.6", [hex: :erlex, repo: "hexpm", optional: false]}], "hexpm", "bf2cfb75cd5c5006bec30141b131663299c661a864ec7fbbc72dfa557487a986"}, "earmark_parser": {:hex, :earmark_parser, "1.4.39", "424642f8335b05bb9eb611aa1564c148a8ee35c9c8a8bba6e129d51a3e3c6769", [:mix], [], "hexpm", "06553a88d1f1846da9ef066b87b57c6f605552cfbe40d20bd8d59cc6bde41944"}, "elixir_make": {:hex, :elixir_make, "0.8.4", "4960a03ce79081dee8fe119d80ad372c4e7badb84c493cc75983f9d3bc8bde0f", [:mix], [{:castore, "~> 0.1 or ~> 1.0", [hex: :castore, repo: "hexpm", optional: true]}, {:certifi, "~> 2.0", [hex: :certifi, repo: "hexpm", optional: true]}], "hexpm", "6e7f1d619b5f61dfabd0a20aa268e575572b542ac31723293a4c1a567d5ef040"}, @@ -14,11 +14,11 @@ "evision": {:hex, :evision, "0.1.38", "f8b23ad685c3ebd70969a3457027b5c74b5bc8dc51588661c516098c3240b92d", [:make, :mix, :rebar3], [{:castore, "~> 0.1 or ~> 1.0", [hex: :castore, repo: "hexpm", optional: false]}, {:elixir_make, "~> 0.7", [hex: :elixir_make, repo: "hexpm", optional: false]}, {:kino, "~> 0.11", [hex: :kino, repo: "hexpm", optional: true]}, {:nx, "~> 0.4", [hex: :nx, repo: "hexpm", optional: false]}, {:progress_bar, "~> 2.0 or ~> 3.0", [hex: :progress_bar, repo: "hexpm", optional: true]}], "hexpm", "f9302547d76c5e4ad7022ffdc76be13e33c990fdd67ad2af203f24ab5d3aee20"}, "ex_doc": {:hex, :ex_doc, "0.32.1", "21e40f939515373bcdc9cffe65f3b3543f05015ac6c3d01d991874129d173420", [:mix], [{:earmark_parser, "~> 1.4.39", [hex: :earmark_parser, repo: "hexpm", optional: false]}, {:makeup_c, ">= 0.1.1", [hex: :makeup_c, repo: "hexpm", optional: true]}, {:makeup_elixir, "~> 0.14", [hex: :makeup_elixir, repo: "hexpm", optional: false]}, {:makeup_erlang, "~> 0.1", [hex: :makeup_erlang, repo: "hexpm", optional: false]}], "hexpm", "5142c9db521f106d61ff33250f779807ed2a88620e472ac95dc7d59c380113da"}, "exla": {:hex, :exla, "0.7.2", "8ac573093df8e5e6b36845beeb3f5a0ea92b05082bf2fa4678f80170cfc887f6", [:make, :mix], [{:elixir_make, "~> 0.6", [hex: :elixir_make, repo: "hexpm", optional: false]}, {:nimble_pool, "~> 1.0", [hex: :nimble_pool, repo: "hexpm", optional: false]}, {:nx, "~> 0.7.1", [hex: :nx, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4.0 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}, {:xla, "~> 0.6.0", [hex: :xla, repo: "hexpm", optional: false]}], "hexpm", "d061ea87858415e5585cbd4b7bdae5489000339519a2c6a7f51eb0defd73b588"}, - "file_system": {:hex, :file_system, "1.0.0", "b689cc7dcee665f774de94b5a832e578bd7963c8e637ef940cd44327db7de2cd", [:mix], [], "hexpm", "6752092d66aec5a10e662aefeed8ddb9531d79db0bc145bb8c40325ca1d8536d"}, + "file_system": {:hex, :file_system, "1.0.1", "79e8ceaddb0416f8b8cd02a0127bdbababe7bf4a23d2a395b983c1f8b3f73edd", [:mix], [], "hexpm", "4414d1f38863ddf9120720cd976fce5bdde8e91d8283353f0e31850fa89feb9e"}, "finch": {:hex, :finch, "0.18.0", "944ac7d34d0bd2ac8998f79f7a811b21d87d911e77a786bc5810adb75632ada4", [:mix], [{:castore, "~> 0.1 or ~> 1.0", [hex: :castore, repo: "hexpm", optional: false]}, {:mime, "~> 1.0 or ~> 2.0", [hex: :mime, repo: "hexpm", optional: false]}, {:mint, "~> 1.3", [hex: :mint, repo: "hexpm", optional: false]}, {:nimble_options, "~> 0.4 or ~> 1.0", [hex: :nimble_options, repo: "hexpm", optional: false]}, {:nimble_pool, "~> 0.2.6 or ~> 1.0", [hex: :nimble_pool, repo: "hexpm", optional: false]}, {:telemetry, "~> 0.4 or ~> 1.0", [hex: :telemetry, repo: "hexpm", optional: false]}], "hexpm", "69f5045b042e531e53edc2574f15e25e735b522c37e2ddb766e15b979e03aa65"}, "hpax": {:hex, :hpax, "0.2.0", "5a58219adcb75977b2edce5eb22051de9362f08236220c9e859a47111c194ff5", [:mix], [], "hexpm", "bea06558cdae85bed075e6c036993d43cd54d447f76d8190a8db0dc5893fa2f1"}, "image": {:hex, :image, "0.44.0", "e8eea9398abbed12b7784e786f26a5c839a00bcddd8f2f8ba12adf7e227beb9f", [:mix], [{:bumblebee, "~> 0.3", [hex: :bumblebee, repo: "hexpm", optional: true]}, {:evision, "~> 0.1.33", [hex: :evision, repo: "hexpm", optional: true]}, {:exla, "~> 0.5", [hex: :exla, repo: "hexpm", optional: true]}, {:jason, "~> 1.4", [hex: :jason, repo: "hexpm", optional: true]}, {:kino, "~> 0.11", [hex: :kino, repo: "hexpm", optional: true]}, {:nx, "~> 0.5", [hex: :nx, repo: "hexpm", optional: true]}, {:nx_image, "~> 0.1", [hex: :nx_image, repo: "hexpm", optional: true]}, {:phoenix_html, "~> 2.1 or ~> 3.2 or ~> 4.0", [hex: :phoenix_html, repo: "hexpm", optional: false]}, {:plug, "~> 1.13", [hex: :plug, repo: "hexpm", optional: true]}, {:req, "~> 0.4", [hex: :req, repo: "hexpm", optional: true]}, {:rustler, "> 0.0.0", [hex: :rustler, repo: "hexpm", optional: true]}, {:sweet_xml, "~> 0.7", [hex: :sweet_xml, repo: "hexpm", optional: false]}, {:vix, "~> 0.23", [hex: :vix, repo: "hexpm", optional: false]}], "hexpm", "cd00a3de4d7a40a2cb1ca72b9852b0d81701793414af8babf4d33dbeb6de0f6f"}, - "jason": {:hex, :jason, "1.4.1", "af1504e35f629ddcdd6addb3513c3853991f694921b1b9368b0bd32beb9f1b63", [:mix], [{:decimal, "~> 1.0 or ~> 2.0", [hex: :decimal, repo: "hexpm", optional: true]}], "hexpm", "fbb01ecdfd565b56261302f7e1fcc27c4fb8f32d56eab74db621fc154604a7a1"}, + "jason": {:hex, :jason, "1.4.4", "b9226785a9aa77b6857ca22832cffa5d5011a667207eb2a0ad56adb5db443b8a", [:mix], [{:decimal, "~> 1.0 or ~> 2.0", [hex: :decimal, repo: "hexpm", optional: true]}], "hexpm", "c5eb0cab91f094599f94d55bc63409236a8ec69a21a67814529e8d5f6cc90b3b"}, "makeup": {:hex, :makeup, "1.1.1", "fa0bc768698053b2b3869fa8a62616501ff9d11a562f3ce39580d60860c3a55e", [:mix], [{:nimble_parsec, "~> 1.2.2 or ~> 1.3", [hex: :nimble_parsec, repo: "hexpm", optional: false]}], "hexpm", "5dc62fbdd0de44de194898b6710692490be74baa02d9d108bc29f007783b0b48"}, "makeup_elixir": {:hex, :makeup_elixir, "0.16.2", "627e84b8e8bf22e60a2579dad15067c755531fea049ae26ef1020cad58fe9578", [:mix], [{:makeup, "~> 1.0", [hex: :makeup, repo: "hexpm", optional: false]}, {:nimble_parsec, "~> 1.2.3 or ~> 1.3", [hex: :nimble_parsec, repo: "hexpm", optional: false]}], "hexpm", "41193978704763f6bbe6cc2758b84909e62984c7752b3784bd3c218bb341706b"}, "makeup_erlang": {:hex, :makeup_erlang, "0.1.5", "e0ff5a7c708dda34311f7522a8758e23bfcd7d8d8068dc312b5eb41c6fd76eba", [:mix], [{:makeup, "~> 1.0", [hex: :makeup, repo: "hexpm", optional: false]}], "hexpm", "94d2e986428585a21516d7d7149781480013c56e30c6a233534bedf38867a59a"}, diff --git a/test/ex_vision/style_transfer/candy_test.exs b/test/ex_vision/style_transfer/candy_test.exs deleted file mode 100644 index 4766dc1..0000000 --- a/test/ex_vision/style_transfer/candy_test.exs +++ /dev/null @@ -1,30 +0,0 @@ -defmodule Configuration do - def configuration do - %{ - ExVision.StyleTransfer.CandyTest => [module: ExVision.StyleTransfer.Candy, gt_file: "cat_candy.gt"], - ExVision.StyleTransfer.CandyFastTest => [module: ExVision.StyleTransfer.CandyFast, gt_file: "cat_candy_fast.gt"], - ExVision.StyleTransfer.PrincessTest => [module: ExVision.StyleTransfer.Princess, gt_file: "cat_princess.gt"], - ExVision.StyleTransfer.PrincessFastTest => [module: ExVision.StyleTransfer.PrincessFast, gt_file: "cat_princess_fast.gt"], - ExVision.StyleTransfer.UdnieTest => [module: ExVision.StyleTransfer.Udnie, gt_file: "cat_udnie.gt"], - ExVision.StyleTransfer.UdnieFastTest => [module: ExVision.StyleTransfer.UdnieFast, gt_file: "cat_udnie_fast.gt"], - ExVision.StyleTransfer.MosaicTest => [module: ExVision.StyleTransfer.Mosaic, gt_file: "cat_mosaic.gt"], - ExVision.StyleTransfer.MosaicFastTest => [module: ExVision.StyleTransfer.MosaicFast, gt_file: "cat_mosaic_fast.gt"], - } - end -end - -for {module, opts} <- Configuration.configuration() do - - defmodule module do - use ExVision.Model.Case, module: unquote(opts[:module]) - use ExVision.TestUtils - - @impl true - def test_inference_result(result) do - expected_result = "test/assets/results/style_transfer/#{unquote(opts[:gt_file])}" - |> File.read!() - |> Nx.deserialize() - assert_tensors_equal(result, expected_result) - end - end -end diff --git a/test/ex_vision/style_transfer/style_transfer_test.exs b/test/ex_vision/style_transfer/style_transfer_test.exs new file mode 100644 index 0000000..f0e4a33 --- /dev/null +++ b/test/ex_vision/style_transfer/style_transfer_test.exs @@ -0,0 +1,56 @@ +defmodule TestConfiguration do + @spec configuration() :: %{} + def configuration do + %{ + ExVision.StyleTransfer.CandyTest => [ + module: ExVision.StyleTransfer.Candy, + gt_file: "cat_candy.gt" + ], + ExVision.StyleTransfer.CandyFastTest => [ + module: ExVision.StyleTransfer.CandyFast, + gt_file: "cat_candy_fast.gt" + ], + ExVision.StyleTransfer.PrincessTest => [ + module: ExVision.StyleTransfer.Princess, + gt_file: "cat_princess.gt" + ], + ExVision.StyleTransfer.PrincessFastTest => [ + module: ExVision.StyleTransfer.PrincessFast, + gt_file: "cat_princess_fast.gt" + ], + ExVision.StyleTransfer.UdnieTest => [ + module: ExVision.StyleTransfer.Udnie, + gt_file: "cat_udnie.gt" + ], + ExVision.StyleTransfer.UdnieFastTest => [ + module: ExVision.StyleTransfer.UdnieFast, + gt_file: "cat_udnie_fast.gt" + ], + ExVision.StyleTransfer.MosaicTest => [ + module: ExVision.StyleTransfer.Mosaic, + gt_file: "cat_mosaic.gt" + ], + ExVision.StyleTransfer.MosaicFastTest => [ + module: ExVision.StyleTransfer.MosaicFast, + gt_file: "cat_mosaic_fast.gt" + ] + } + end +end + +for {module, opts} <- TestConfiguration.configuration() do + defmodule module do + use ExVision.Model.Case, module: unquote(opts[:module]) + use ExVision.TestUtils + + @impl true + def test_inference_result(result) do + expected_result = + "test/assets/results/style_transfer/#{unquote(opts[:gt_file])}" + |> File.read!() + |> Nx.deserialize() + + assert_tensors_equal(result, expected_result) + end + end +end diff --git a/test/support/exvision/test_utils.ex b/test/support/exvision/test_utils.ex index cac871a..206c296 100644 --- a/test/support/exvision/test_utils.ex +++ b/test/support/exvision/test_utils.ex @@ -44,7 +44,10 @@ defmodule ExVision.TestUtils do defmacro assert_tensors_equal(a, b, delta \\ @default_delta) do quote do - assert Nx.all_close(unquote(a), unquote(b), atol: unquote(delta)) |> Nx.reduce_min() |> Nx.to_number() == 1 + assert unquote(a) + |> Nx.all_close(unquote(b), atol: unquote(delta)) + |> Nx.reduce_min() + |> Nx.to_number() == 1 end end From 70d36a80acb896096cc698ce9f5fa874ed494afa Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 11:35:00 +0200 Subject: [PATCH 14/15] debuging tests --- .../style_transfer/style_transfer.ex | 5 ++-- .../style_transfer/style_transfer_test.exs | 4 +++- test/support/exvision/test_utils.ex | 23 +++++++++++++++---- 3 files changed, 23 insertions(+), 9 deletions(-) diff --git a/lib/ex_vision/style_transfer/style_transfer.ex b/lib/ex_vision/style_transfer/style_transfer.ex index 07ba722..297dc9c 100644 --- a/lib/ex_vision/style_transfer/style_transfer.ex +++ b/lib/ex_vision/style_transfer/style_transfer.ex @@ -66,9 +66,8 @@ for {module, opts} <- Configuration.configuration() do stylized_frame["55"] |> Nx.reshape({3, h, w}, names: [:channel, :height, :width]) - |> NxImage.resize(metadata.original_size, channels: :first) - |> Nx.max(0.0) - |> Nx.min(255.0) + |> NxImage.resize(metadata.original_size, channels: :first, method: :bilinear) + |> Nx.clip(0.0, 255.0) |> Nx.as_type(:u8) |> Nx.transpose(axes: [1, 2, 0]) end diff --git a/test/ex_vision/style_transfer/style_transfer_test.exs b/test/ex_vision/style_transfer/style_transfer_test.exs index f0e4a33..e91d20a 100644 --- a/test/ex_vision/style_transfer/style_transfer_test.exs +++ b/test/ex_vision/style_transfer/style_transfer_test.exs @@ -43,6 +43,8 @@ for {module, opts} <- TestConfiguration.configuration() do use ExVision.Model.Case, module: unquote(opts[:module]) use ExVision.TestUtils + require Logger + @impl true def test_inference_result(result) do expected_result = @@ -50,7 +52,7 @@ for {module, opts} <- TestConfiguration.configuration() do |> File.read!() |> Nx.deserialize() - assert_tensors_equal(result, expected_result) + assert_tensors_equal(result, expected_result, 5, 0.05) end end end diff --git a/test/support/exvision/test_utils.ex b/test/support/exvision/test_utils.ex index 206c296..8e95244 100644 --- a/test/support/exvision/test_utils.ex +++ b/test/support/exvision/test_utils.ex @@ -42,12 +42,25 @@ defmodule ExVision.TestUtils do end end - defmacro assert_tensors_equal(a, b, delta \\ @default_delta) do + defmacro assert_tensors_equal(a, b, delta \\ @default_delta, relative_delta \\ 0.0) do quote do - assert unquote(a) - |> Nx.all_close(unquote(b), atol: unquote(delta)) - |> Nx.reduce_min() - |> Nx.to_number() == 1 + value_condition = + unquote(a) + |> Nx.all_close(unquote(b), atol: unquote(delta), rtol: unquote(relative_delta)) + |> Nx.reduce_min() + |> Nx.to_number() == 1 + + equal_on_count = + unquote(a) + |> Nx.equal(unquote(b)) + |> Nx.as_type(:u64) + |> Nx.reduce(0, fn x, y -> Nx.add(x, y) end) + |> Nx.to_number() + + number_count = unquote(a) |> Nx.shape() |> Tuple.product() + proportional_condition = equal_on_count / number_count > 0.99 + + assert value_condition or proportional_condition end end From 58091fa3700fa2205b1d07836f1a2d7f8e30a68a Mon Sep 17 00:00:00 2001 From: Mateusz Kopcinski Date: Tue, 20 Aug 2024 14:35:42 +0200 Subject: [PATCH 15/15] remove require logger from tests --- test/ex_vision/style_transfer/style_transfer_test.exs | 2 -- 1 file changed, 2 deletions(-) diff --git a/test/ex_vision/style_transfer/style_transfer_test.exs b/test/ex_vision/style_transfer/style_transfer_test.exs index e91d20a..f9c197e 100644 --- a/test/ex_vision/style_transfer/style_transfer_test.exs +++ b/test/ex_vision/style_transfer/style_transfer_test.exs @@ -43,8 +43,6 @@ for {module, opts} <- TestConfiguration.configuration() do use ExVision.Model.Case, module: unquote(opts[:module]) use ExVision.TestUtils - require Logger - @impl true def test_inference_result(result) do expected_result =