From ea01f6df91351e5a2cf35e100310f30680db8a96 Mon Sep 17 00:00:00 2001 From: Denis-Cosmin NUTIU Date: Sat, 30 Mar 2024 11:20:48 +0200 Subject: [PATCH 1/6] split ImageTagger into subproject img-ui --- .gitignore | 3 - .idea/.gitignore | 10 - .idea/gradle.xml | 5 +- .idea/misc.xml | 4 +- .idea/uiDesigner.xml | 124 ------------ .idea/vcs.xml | 2 +- .idea/workspace.xml | 189 ++++++++++++++++++ img-ui/.gitignore | 45 +++++ build.gradle => img-ui/build.gradle | 0 {docs => img-ui/docs}/application.png | Bin {docs => img-ui/docs}/image-analysis.png | Bin .../gradle}/wrapper/gradle-wrapper.jar | Bin .../gradle}/wrapper/gradle-wrapper.properties | 0 gradlew => img-ui/gradlew | 0 gradlew.bat => img-ui/gradlew.bat | 178 ++++++++--------- settings.gradle => img-ui/settings.gradle | 0 .../src}/main/java/module-info.java | 0 .../imagetagger/ai/ImageTagsPrediction.kt | 0 .../dev/nuculabs/imagetagger/ui/MainPage.kt | 2 +- .../imagetagger/ui/MainPageController.kt | 0 .../ui/controls/ImageTagsEntryControl.kt | 0 .../imagetagger/ai/prediction_categories.txt | 0 .../ui/controls/image-tags-entry.fxml | 0 .../imagetagger/ui/image-analysis.png | Bin .../imagetagger/ui/main-window-view.fxml | 0 .../kotlin/ai/ImageTagsPredictionTests.kt | 0 .../src}/test/resources/ai/timisoara-bega.jpg | Bin .../test/resources/ai/timisoara-threes.jpg | Bin .../resources/ai/timisoara-water-tower.jpg | Bin 29 files changed, 329 insertions(+), 233 deletions(-) delete mode 100644 .idea/.gitignore delete mode 100644 .idea/uiDesigner.xml create mode 100644 .idea/workspace.xml create mode 100644 img-ui/.gitignore rename build.gradle => img-ui/build.gradle (100%) rename {docs => img-ui/docs}/application.png (100%) rename {docs => img-ui/docs}/image-analysis.png (100%) rename {gradle => img-ui/gradle}/wrapper/gradle-wrapper.jar (100%) rename {gradle => img-ui/gradle}/wrapper/gradle-wrapper.properties (100%) rename gradlew => img-ui/gradlew (100%) rename gradlew.bat => img-ui/gradlew.bat (96%) rename settings.gradle => img-ui/settings.gradle (100%) rename {src => img-ui/src}/main/java/module-info.java (100%) rename {src => img-ui/src}/main/kotlin/dev/nuculabs/imagetagger/ai/ImageTagsPrediction.kt (100%) rename {src => img-ui/src}/main/kotlin/dev/nuculabs/imagetagger/ui/MainPage.kt (97%) rename {src => img-ui/src}/main/kotlin/dev/nuculabs/imagetagger/ui/MainPageController.kt (100%) rename {src => img-ui/src}/main/kotlin/dev/nuculabs/imagetagger/ui/controls/ImageTagsEntryControl.kt (100%) rename {src => img-ui/src}/main/resources/dev/nuculabs/imagetagger/ai/prediction_categories.txt (100%) rename {src => img-ui/src}/main/resources/dev/nuculabs/imagetagger/ui/controls/image-tags-entry.fxml (100%) rename {src => img-ui/src}/main/resources/dev/nuculabs/imagetagger/ui/image-analysis.png (100%) rename {src => img-ui/src}/main/resources/dev/nuculabs/imagetagger/ui/main-window-view.fxml (100%) rename {src => img-ui/src}/test/kotlin/ai/ImageTagsPredictionTests.kt (100%) rename {src => img-ui/src}/test/resources/ai/timisoara-bega.jpg (100%) rename {src => img-ui/src}/test/resources/ai/timisoara-threes.jpg (100%) rename {src => img-ui/src}/test/resources/ai/timisoara-water-tower.jpg (100%) diff --git a/.gitignore b/.gitignore index eb3460f..3348a20 100644 --- a/.gitignore +++ b/.gitignore @@ -40,6 +40,3 @@ bin/ ### Mac OS ### .DS_Store - -# Deep learning models -src/main/resources/dev/nuculabs/imagetagger/ai/*.onnx \ No newline at end of file diff --git a/.idea/.gitignore b/.idea/.gitignore deleted file mode 100644 index a9d7db9..0000000 --- a/.idea/.gitignore +++ /dev/null @@ -1,10 +0,0 @@ -# Default ignored files -/shelf/ -/workspace.xml -# Editor-based HTTP Client requests -/httpRequests/ -# Datasource local storage ignored files -/dataSources/ -/dataSources.local.xml -# GitHub Copilot persisted chat sessions -/copilot/chatSessions diff --git a/.idea/gradle.xml b/.idea/gradle.xml index ce1c62c..96ff717 100644 --- a/.idea/gradle.xml +++ b/.idea/gradle.xml @@ -1,13 +1,12 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + @@ -164,13 +149,26 @@ + + + diff --git a/img-ui/docs/application.png b/docs/application.png similarity index 100% rename from img-ui/docs/application.png rename to docs/application.png diff --git a/img-ui/docs/image-analysis.png b/docs/image-analysis.png similarity index 100% rename from img-ui/docs/image-analysis.png rename to docs/image-analysis.png diff --git a/readme.md b/readme.md index 035a9d2..28cd762 100644 --- a/readme.md +++ b/readme.md @@ -29,7 +29,7 @@ The release archive is in the [releases page](https://github.com/dnutiu/ImageTag To build from source you will need Java 17 JDK and Gradle. Due to some GitHub limitations that do not allow me to upload large files, you'll need to download the AIModels -zip file which contains the deep learning models and place them into the `ImageTagger/src/main/resources/dev/nuculabs/imagetagger/ai` path. +zip file which contains the deep learning models and place them into the `ImageTagger/img-ui/src/main/resources/dev/nuculabs/imagetagger/ai` path. To build the project run: From cdc421478941c4d26326544ee326862184474210 Mon Sep 17 00:00:00 2001 From: Denis-Cosmin NUTIU Date: Sat, 30 Mar 2024 11:43:31 +0200 Subject: [PATCH 3/6] update gradle config --- .idea/.name | 1 + .idea/gradle.xml | 4 +- .idea/misc.xml | 4 +- .idea/workspace.xml | 92 ++++--- gradle/wrapper/gradle-wrapper.jar | Bin 0 -> 63721 bytes gradle/wrapper/gradle-wrapper.properties | 7 + gradlew | 249 ++++++++++++++++++ gradlew.bat | 92 +++++++ img-ui/gradle/wrapper/gradle-wrapper.jar | Bin 60756 -> 63721 bytes .../gradle/wrapper/gradle-wrapper.properties | 4 +- img-ui/gradlew | 41 ++- img-ui/gradlew.bat | 15 +- img-ui/settings.gradle | 1 - settings.gradle | 2 + 14 files changed, 457 insertions(+), 55 deletions(-) create mode 100644 .idea/.name create mode 100644 gradle/wrapper/gradle-wrapper.jar create mode 100644 gradle/wrapper/gradle-wrapper.properties create mode 100755 gradlew create mode 100644 gradlew.bat delete mode 100644 img-ui/settings.gradle create mode 100644 settings.gradle diff --git a/.idea/.name b/.idea/.name new file mode 100644 index 0000000..e67a35e --- /dev/null +++ b/.idea/.name @@ -0,0 +1 @@ +ImageTagger-Solution \ No newline at end of file diff --git a/.idea/gradle.xml b/.idea/gradle.xml index 96ff717..9cdec10 100644 --- a/.idea/gradle.xml +++ b/.idea/gradle.xml @@ -1,11 +1,13 @@ + - + + + + - - - + + + + + + + + @@ -26,29 +34,18 @@ + + + + + + - - - - - - - - - - - - - - - - - - + @@ -72,6 +94,7 @@ + + + + + + - + + + + + + + true + true + false + false + + + + + + + + false + true + false + true + + + + @@ -157,6 +235,7 @@ + @@ -170,7 +249,7 @@ @@ -197,7 +284,8 @@ - diff --git a/img-ai/.gitignore b/img-ai/.gitignore new file mode 100644 index 0000000..1cbcb90 --- /dev/null +++ b/img-ai/.gitignore @@ -0,0 +1,2 @@ +# Deep learning models +src/main/resources/dev/nuculabs/imagetagger/ai/*.onnx \ No newline at end of file diff --git a/img-ai/build.gradle.kts b/img-ai/build.gradle.kts new file mode 100644 index 0000000..b7efe2b --- /dev/null +++ b/img-ai/build.gradle.kts @@ -0,0 +1,22 @@ +plugins { + kotlin("jvm") version "1.8.22" +} + +group = "dev.nuculabs.imagetagger.ai" +version = "1.1" + +repositories { + mavenCentral() +} + +dependencies { + implementation("com.microsoft.onnxruntime:onnxruntime:1.17.1") + testImplementation("org.jetbrains.kotlin:kotlin-test") +} + +tasks.test { + useJUnitPlatform() +} +kotlin { + jvmToolchain(17) +} \ No newline at end of file diff --git a/img-ai/src/main/kotlin/ImageTagsPrediction.kt b/img-ai/src/main/kotlin/ImageTagsPrediction.kt new file mode 100644 index 0000000..383c103 --- /dev/null +++ b/img-ai/src/main/kotlin/ImageTagsPrediction.kt @@ -0,0 +1,173 @@ +package dev.nuculabs.imagetagger.ai + +import ai.onnxruntime.OnnxTensor +import ai.onnxruntime.OrtEnvironment +import ai.onnxruntime.OrtSession +import java.awt.image.BufferedImage +import java.io.IOException +import java.io.InputStream +import java.util.logging.Logger +import javax.imageio.ImageIO + +/** + * ImageTagsPrediction is a specialized class that predicts an Image's tags + */ +class ImageTagsPrediction { + private val logger: Logger = Logger.getLogger("InfoLogging") + private var ortEnv: OrtEnvironment = OrtEnvironment.getEnvironment() + private var ortSession: OrtSession + private var modelClasses: MutableList = mutableListOf() + + init { + try { + logger.info("Loading ML model. Please wait.") + ImageTagsPrediction::class.java.getResourceAsStream("/dev/nuculabs/imagetagger/ai/prediction.onnx").let { modelFile -> + ortSession = ortEnv.createSession( + modelFile!!.readBytes(), + OrtSession.SessionOptions() + ) + } + ImageTagsPrediction::class.java.getResourceAsStream("/dev/nuculabs/imagetagger/ai/prediction_categories.txt") + .let { classesFile -> + modelClasses.addAll(0, classesFile!!.bufferedReader().readLines()) + } + logger.info("Loaded ${modelClasses.size} model classes.") + } catch (e: NullPointerException) { + logger.severe( + "Failed to load model file or categories file. If you're building the project from " + + "source, please follow the instructions from the README.md: " + + "https://github.com/dnutiu/ImageTagger." + + "Exception ${e.message}" + ) + throw e + } + } + + /** + * Processes an image into an ONNX Tensor. + */ + private fun processImage(bufferedImage: BufferedImage): Array>> { + try { + val tensorData = Array(1) { + Array(3) { + Array(224) { + FloatArray(224) + } + } + } + val mean = floatArrayOf(0.485f, 0.456f, 0.406f) + val standardDeviation = floatArrayOf(0.229f, 0.224f, 0.225f) + + // crop image to 224x224 + var width: Int = bufferedImage.width + var height: Int = bufferedImage.height + var startX = 0 + var startY = 0 + if (width > height) { + startX = (width - height) / 2 + width = height + } else { + startY = (height - width) / 2 + height = width + } + + val image = bufferedImage.getSubimage(startX, startY, width, height) + val resizedImage = image.getScaledInstance(224, 224, 4) + val scaledImage = BufferedImage(224, 224, BufferedImage.TYPE_4BYTE_ABGR) + scaledImage.graphics.drawImage(resizedImage, 0, 0, null) + + + // Process image + for (y in 0 until scaledImage.height) { + for (x in 0 until scaledImage.width) { + val pixel: Int = scaledImage.getRGB(x, y) + + // Get RGB values + tensorData[0][0][y][x] = + ((pixel shr 16 and 0xFF) / 255f - mean[0]) / standardDeviation[0] + tensorData[0][1][y][x] = + ((pixel shr 16 and 0xFF) / 255f - mean[1]) / standardDeviation[1] + tensorData[0][2][y][x] = + ((pixel shr 16 and 0xFF) / 255f - mean[2]) / standardDeviation[2] + } + } + return tensorData + } catch (e: IOException) { + throw RuntimeException(e) + } + } + + /** + * Uses the ML model to predict tags for a given bitmap. + */ + @Suppress("UNCHECKED_CAST") + private fun predictTagsInternal(bufferedImage: BufferedImage): List { + // 1. Get input and output names + val inputName: String = ortSession.inputNames.iterator().next() + val outputName: String = ortSession.outputNames.iterator().next() + + // 2. Create input tensor + val inputTensor = OnnxTensor.createTensor(ortEnv, processImage(bufferedImage)) + + // 3. Run the model. + val inputs = mapOf(inputName to inputTensor) + val results = ortSession.run(inputs) + + // 4. Get output tensor + val outputTensor = results.get(outputName) + if (outputTensor.isPresent) { + // 5. Get prediction results + val floatBuffer = outputTensor.get().value as Array + val predictions = ArrayList() + + // filter buffer by threshold + for (i in floatBuffer[0].indices) { + if (floatBuffer[0][i] > -0.5) { + predictions.add(modelClasses[i]) + } + } + + return predictions + } else { + return ArrayList() + } + } + + /** + * Predicts tags for a Bitmap. + */ + fun predictTags(image: BufferedImage): List { + return predictTagsInternal(image) + } + + /** + * Predicts tags for a given image input stream. + */ + fun predictTags(input: InputStream?): List { + if (input == null) { + return ArrayList() + } + + return predictTagsInternal(ImageIO.read(input)) + } + + /** + * Close the session and environment. + */ + fun close() { + ortSession.close() + ortEnv.close() + modelClasses.clear() + } + + // Singleton Pattern + companion object { + @Volatile + private var instance: ImageTagsPrediction? = null + + fun getInstance() = + instance ?: synchronized(this) { + instance ?: ImageTagsPrediction().also { instance = it } + } + } +} \ No newline at end of file diff --git a/img-ai/src/main/resources/dev/nuculabs/imagetagger/ai/prediction_categories.txt b/img-ai/src/main/resources/dev/nuculabs/imagetagger/ai/prediction_categories.txt new file mode 100644 index 0000000..612ac9f --- /dev/null +++ b/img-ai/src/main/resources/dev/nuculabs/imagetagger/ai/prediction_categories.txt @@ -0,0 +1,1708 @@ +abandoned +abdomen +above +abs +abstract +abundance +action +active +activity +actor +adult +adventure +aerial +aerial view +aerospace industry +africa +african +african american ethnicity +aging process +agricultural field +agriculture +air +air show +air vehicle +aircraft +aircraft wing +airplane +airport +airport runway +airshow +alcohol +alcoholic +alertness +alley +alone +alpha +alpine +alps +altar +alternative energy +amazing +america +american +amersfoort +amphibian +amsterdam +analog +anatomy +ancient +angel +anibalfoto +animal +antique +antler +antwerp +aperitif 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+travel +travel destinations +traveler +tray +tree +tree trunk +trees +trekking +trendy +trip +tropical +truck +tulip +tulips +tunnel +turkey +turquoise +turquoise colored +turtle +tutu +twig +twilight +two +two people +uk +ukraine +umbrella +uncultivated +underground +underwear +undomesticated cat +unhealthy eating +unique +united kingdom +united states +up +urban +urban photography +urban skyline +urbex +usa +vacation +vacations +valentine +valley +variation +vase +vector +vegan +vegetable +vegetables +vegetarian +vegetarian food +vehicle +vehicle grille +vehicle interior +venice +versatile +vertebrate +vibrant +vietnamese +view +view from above +village +vilnius +vintage +vintage car +vitality +vitamin +vitamins +vodka +vogue +vulnerability +waist up +walk +walking +wall +wallpaper +war +warm +warm clothing +wasp +wasser +watch +water +wave +waves +wealth +weapon +wear +wearing a towel +weather +wedding +wedding ceremony +wedding day +wedding dress +well +wellbeing +wet +wheat +wheel +whiskey +white +white background +white color +wild +wilderness +wildlife +wind +wind power +wind turbine +windmill +window +windows +wine +wineglass +winter +winter activity +winter clothes +winter time +woman +wood +wooden +woodland +woods +work +work tool +working +workout +xmas +yacht +yellow +yoga +young +youth diff --git a/img-ai/src/test/kotlin/ImageTagsPredictionTests.kt b/img-ai/src/test/kotlin/ImageTagsPredictionTests.kt new file mode 100644 index 0000000..240581d --- /dev/null +++ b/img-ai/src/test/kotlin/ImageTagsPredictionTests.kt @@ -0,0 +1,121 @@ +package dev.nuculabs.imagetagger.ai + +import org.junit.jupiter.api.AfterAll +import org.junit.jupiter.api.Assertions.assertEquals +import org.junit.jupiter.api.BeforeAll +import org.junit.jupiter.api.Test +import java.io.File +import javax.imageio.ImageIO + +class ImageTagsPredictionTests { + + @Test + fun testPredictTagsForBufferedImage_TimisoaraBega() { + val timisoaraBega = ImageTagsPredictionTests::class.java.getResource("timisoara-bega.jpg") + val tags = imageTagsPrediction.predictTags(ImageIO.read(timisoaraBega)) + assertEquals( + listOf( + "lake", + "nature", + "no people", + "outdoors", + "reflection", + "river", + "sky", + "tranquil", + "tree", + "water" + ), tags + ) + } + + @Test + fun testPredictTagsForBufferedImage_TimisoaraThrees() { + val timisoaraBega = ImageTagsPredictionTests::class.java.getResource("timisoara-threes.jpg") + val tags = imageTagsPrediction.predictTags(ImageIO.read(timisoaraBega)) + assertEquals( + listOf("day", "forest", "growth", "nature", "no people", "outdoors", "plant", "tree"), tags + ) + } + + @Test + fun testPredictTagsForBufferedImage_TimisoaraWaterTower() { + val timisoaraBega = ImageTagsPredictionTests::class.java.getResource("timisoara-water-tower.jpg") + val tags = imageTagsPrediction.predictTags(ImageIO.read(timisoaraBega)) + assertEquals( + listOf( + "architecture", + "building exterior", + "built structure", + "day", + "history", + "no people", + "outdoors", + "travel destinations" + ), tags + ) + } + + @Test + fun testPredictTagsForInputStream_TimisoaraBega() { + val image = ImageTagsPredictionTests::class.java.getResource("timisoara-bega.jpg") + val tags = imageTagsPrediction.predictTags(File(image!!.toURI()).inputStream()) + assertEquals( + listOf( + "lake", + "nature", + "no people", + "outdoors", + "reflection", + "river", + "sky", + "tranquil", + "tree", + "water" + ), tags + ) + } + + @Test + fun testPredictTagsForInputStream__TimisoaraThrees() { + val image = ImageTagsPredictionTests::class.java.getResource("timisoara-threes.jpg") + val tags = imageTagsPrediction.predictTags(File(image!!.toURI()).inputStream()) + assertEquals( + listOf("day", "forest", "growth", "nature", "no people", "outdoors", "plant", "tree"), tags + ) + } + + @Test + fun testPredictTagsForInputStream_TimisoaraWaterTower() { + val image = ImageTagsPredictionTests::class.java.getResource("timisoara-water-tower.jpg") + val tags = imageTagsPrediction.predictTags(File(image!!.toURI()).inputStream()) + assertEquals( + listOf( + "architecture", + "building exterior", + "built structure", + "day", + "history", + "no people", + "outdoors", + "travel destinations" + ), tags + ) + } + + companion object { + private lateinit var imageTagsPrediction: ImageTagsPrediction + @JvmStatic + @BeforeAll + fun setUp() { + imageTagsPrediction = ImageTagsPrediction() + } + + @JvmStatic + @AfterAll + fun tearDown() { + imageTagsPrediction.close() + } + } + +} \ No newline at end of file diff --git a/img-ai/src/test/resources/dev/nuculabs/imagetagger/ai/timisoara-bega.jpg b/img-ai/src/test/resources/dev/nuculabs/imagetagger/ai/timisoara-bega.jpg new file mode 100644 index 0000000000000000000000000000000000000000..daf59acaf29e608063ac45a2acbaa1abe6c18d80 GIT binary patch literal 2686599 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img-ui/src/main/java/module-info.java | 2 +- .../imagetagger/ai/ImageTagsPrediction.kt | 173 -- .../imagetagger/ai/prediction_categories.txt | 1708 ----------------- .../kotlin/ai/ImageTagsPredictionTests.kt | 106 - .../src/test/resources/ai/timisoara-bega.jpg | Bin 2686599 -> 0 bytes .../test/resources/ai/timisoara-threes.jpg | Bin 741681 -> 0 bytes .../resources/ai/timisoara-water-tower.jpg | Bin 1325754 -> 0 bytes settings.gradle | 2 +- 13 files changed, 84 insertions(+), 2011 deletions(-) create mode 100644 img-ai/src/main/java/module-info.java rename img-ai/src/main/kotlin/{ => dev/nuculabs/imagetagger/ai}/ImageTagsPrediction.kt (100%) delete mode 100644 img-ui/src/main/kotlin/dev/nuculabs/imagetagger/ai/ImageTagsPrediction.kt delete mode 100644 img-ui/src/main/resources/dev/nuculabs/imagetagger/ai/prediction_categories.txt delete mode 100644 img-ui/src/test/kotlin/ai/ImageTagsPredictionTests.kt delete mode 100644 img-ui/src/test/resources/ai/timisoara-bega.jpg delete mode 100644 img-ui/src/test/resources/ai/timisoara-threes.jpg delete mode 100644 img-ui/src/test/resources/ai/timisoara-water-tower.jpg diff --git a/.idea/workspace.xml b/.idea/workspace.xml index d76fc77..bf84913 100644 --- a/.idea/workspace.xml +++ b/.idea/workspace.xml @@ -4,16 +4,19 @@

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