Make gradle download the TFLite segmentation model (#8)
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@@ -7,6 +7,7 @@ plugins {
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android {
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namespace = "org.mydomain.myscan"
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compileSdk = 35
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sourceSets["main"].assets.srcDir(layout.buildDirectory.dir("generated/assets"))
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defaultConfig {
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applicationId = "org.mydomain.myscan"
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@@ -43,6 +44,8 @@ android {
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}
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}
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apply(from = "download-tflite.gradle.kts")
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dependencies {
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implementation(libs.androidx.core.ktx)
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38
app/download-tflite.gradle.kts
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38
app/download-tflite.gradle.kts
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@@ -0,0 +1,38 @@
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import java.net.URL
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import org.gradle.api.tasks.Copy
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val modelVersion = "v0.2"
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val modelFileName = "document-segmentation-model.tflite"
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val modelUrl = "https://github.com/pynicolas/document-segmentation-model/releases/download/$modelVersion/$modelFileName"
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val downloadedModelPath = layout.buildDirectory.file("downloads/$modelFileName")
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val generatedAssetsDir = layout.buildDirectory.dir("generated/assets")
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val downloadTFLiteModel = tasks.register("downloadTFLiteModel") {
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val outputFile = downloadedModelPath.get().asFile
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outputs.file(outputFile)
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doLast {
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if (!outputFile.exists()) {
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println("Downloading $modelFileName from $modelUrl")
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outputFile.parentFile.mkdirs()
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URL(modelUrl).openStream().use { input ->
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outputFile.outputStream().use { output ->
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input.copyTo(output)
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}
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}
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} else {
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println("Model already downloaded: ${outputFile.absolutePath}")
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}
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}
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}
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val copyTFLiteToAssets = tasks.register<Copy>("copyTFLiteToAssets") {
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dependsOn(downloadTFLiteModel)
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from(downloadedModelPath)
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into(generatedAssetsDir)
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}
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tasks.named("preBuild") {
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dependsOn(copyTFLiteToAssets)
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}
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@@ -53,7 +53,7 @@ class ImageSegmentationService(private val context: Context) {
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fun initialize() {
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interpreter = try {
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val litertBuffer = FileUtil.loadMappedFile(context, "timm_efficientnet_lite0_quantized.tflite")
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val litertBuffer = FileUtil.loadMappedFile(context, "document-segmentation-model.tflite")
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Log.i(TAG, "Loaded LiteRT model")
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val options = Interpreter.Options().apply {
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numThreads = 2
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