diff --git a/kmath-torchscript/example/build.gradle.kts b/kmath-torchscript/example/build.gradle.kts
new file mode 100644
index 000000000..e69de29bb
diff --git a/kmath-torchscript/plugin/build.gradle.kts b/kmath-torchscript/plugin/build.gradle.kts
new file mode 100644
index 000000000..10fcbed25
--- /dev/null
+++ b/kmath-torchscript/plugin/build.gradle.kts
@@ -0,0 +1,12 @@
+plugins {
+    id("ru.mipt.npm.gradle.project")
+}
+
+allprojects {
+    repositories {
+        gradlePluginPortal()
+        mavenCentral()
+        maven("https://maven.google.com")
+        maven("https://plugins.gradle.org/m2/")
+    }
+}
diff --git a/kmath-torchscript/plugin/compiler-plugin/build.gradle.kts b/kmath-torchscript/plugin/compiler-plugin/build.gradle.kts
new file mode 100644
index 000000000..0c4e5b708
--- /dev/null
+++ b/kmath-torchscript/plugin/compiler-plugin/build.gradle.kts
@@ -0,0 +1,8 @@
+plugins {
+    kotlin("jvm")
+    id("ru.mipt.npm.gradle.common")
+}
+
+dependencies {
+    compileOnly(kotlin("compiler-embeddable"))
+}
diff --git a/kmath-torchscript/plugin/compiler-plugin/src/main/kotlin/space/kscience/kmath/torchscript/compiler/TorchscriptPlugin.kt b/kmath-torchscript/plugin/compiler-plugin/src/main/kotlin/space/kscience/kmath/torchscript/compiler/TorchscriptPlugin.kt
new file mode 100644
index 000000000..d4e7eceaf
--- /dev/null
+++ b/kmath-torchscript/plugin/compiler-plugin/src/main/kotlin/space/kscience/kmath/torchscript/compiler/TorchscriptPlugin.kt
@@ -0,0 +1,30 @@
+/*
+ * Copyright 2018-2021 KMath contributors.
+ * Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
+ */
+
+package space.kscience.kmath.torchscript.compiler
+
+import org.jetbrains.kotlin.backend.common.extensions.IrGenerationExtension
+import org.jetbrains.kotlin.backend.common.extensions.IrPluginContext
+import org.jetbrains.kotlin.com.intellij.mock.MockProject
+import org.jetbrains.kotlin.compiler.plugin.ComponentRegistrar
+import org.jetbrains.kotlin.config.CompilerConfiguration
+import org.jetbrains.kotlin.ir.declarations.IrModuleFragment
+
+public class TorchscriptPluginComponentRegistrar : ComponentRegistrar {
+    public override fun registerProjectComponents(project: MockProject, configuration: CompilerConfiguration): Unit =
+        registerExtensions(project)
+
+    private companion object {
+        private fun registerExtensions(project: MockProject) {
+            IrGenerationExtension.registerExtension(project, TorchscriptExtension)
+        }
+    }
+}
+
+public object TorchscriptExtension : IrGenerationExtension {
+    override fun generate(moduleFragment: IrModuleFragment, pluginContext: IrPluginContext) {
+        TODO()
+    }
+}
diff --git a/kmath-torchscript/plugin/compiler-plugin/src/main/kotlin/space/kscience/kmath/torchscript/compiler/resolve/namingConventions.kt b/kmath-torchscript/plugin/compiler-plugin/src/main/kotlin/space/kscience/kmath/torchscript/compiler/resolve/namingConventions.kt
new file mode 100644
index 000000000..d1107ec1f
--- /dev/null
+++ b/kmath-torchscript/plugin/compiler-plugin/src/main/kotlin/space/kscience/kmath/torchscript/compiler/resolve/namingConventions.kt
@@ -0,0 +1,13 @@
+/*
+ * Copyright 2018-2021 KMath contributors.
+ * Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
+ */
+
+package space.kscience.kmath.torchscript.compiler.resolve
+
+import org.jetbrains.kotlin.name.FqName
+
+public object TorchscriptAnnotations {
+    public val moduleAnnotationFqName: FqName = FqName("space.kscience.kmath.torchscript.Module")
+    public val intrinsicAnnotationFqName: FqName = FqName("space.kscience.kmath.torchscript.Intrinsic")
+}
diff --git a/kmath-torchscript/plugin/compiler-plugin/src/main/resources/META-INF/services/org.jetbrains.kotlin.compiler.plugin.ComponentRegistrar b/kmath-torchscript/plugin/compiler-plugin/src/main/resources/META-INF/services/org.jetbrains.kotlin.compiler.plugin.ComponentRegistrar
new file mode 100644
index 000000000..158bfbfda
--- /dev/null
+++ b/kmath-torchscript/plugin/compiler-plugin/src/main/resources/META-INF/services/org.jetbrains.kotlin.compiler.plugin.ComponentRegistrar
@@ -0,0 +1,6 @@
+#
+# Copyright 2018-2021 KMath contributors.
+# Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
+#
+
+space.kscience.kmath.torchscript.compiler.TorchscriptPluginComponentRegistrar
diff --git a/kmath-torchscript/plugin/gradle-plugin/build.gradle.kts b/kmath-torchscript/plugin/gradle-plugin/build.gradle.kts
new file mode 100644
index 000000000..b0d87b5fa
--- /dev/null
+++ b/kmath-torchscript/plugin/gradle-plugin/build.gradle.kts
@@ -0,0 +1,19 @@
+@file:Suppress("UNUSED_VARIABLE")
+
+plugins {
+    `kotlin-dsl`
+    kotlin("kapt")
+}
+
+dependencies {
+    compileOnly("com.google.auto.service:auto-service-annotations:1.0")
+    compileOnly(kotlin("gradle-plugin"))
+    kapt("com.google.auto.service:auto-service:1.0")
+}
+
+gradlePlugin {
+    val kmathTorchScriptPlugin by plugins.registering {
+        id = "space.kscience.kmath.torchscript.torchscript-compiler-plugin"
+        implementationClass = "space.kscience.kmath.torchscript.gradle.TorchScriptKotlinGradleSubplugin"
+    }
+}
diff --git a/kmath-torchscript/plugin/gradle-plugin/src/main/kotlin/space/kscience/kmath/torchscript/gradle/TorchScriptKotlinGradleSubplugin.kt b/kmath-torchscript/plugin/gradle-plugin/src/main/kotlin/space/kscience/kmath/torchscript/gradle/TorchScriptKotlinGradleSubplugin.kt
new file mode 100644
index 000000000..83910e95b
--- /dev/null
+++ b/kmath-torchscript/plugin/gradle-plugin/src/main/kotlin/space/kscience/kmath/torchscript/gradle/TorchScriptKotlinGradleSubplugin.kt
@@ -0,0 +1,9 @@
+/*
+ * Copyright 2018-2021 KMath contributors.
+ * Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
+ */
+
+package space.kscience.kmath.torchscript.gradle
+
+class TorchScriptKotlinGradleSubplugin {
+}
\ No newline at end of file
diff --git a/kmath-torchscript/plugin/settings.gradle.kts b/kmath-torchscript/plugin/settings.gradle.kts
new file mode 100644
index 000000000..d31100fa4
--- /dev/null
+++ b/kmath-torchscript/plugin/settings.gradle.kts
@@ -0,0 +1,19 @@
+rootProject.name = "plugin"
+
+pluginManagement {
+    repositories {
+        maven("https://repo.kotlin.link")
+        mavenCentral()
+        gradlePluginPortal()
+    }
+
+    val toolsVersion = "0.10.0"
+
+    plugins {
+        id("ru.mipt.npm.gradle.project") version toolsVersion
+        id("ru.mipt.npm.gradle.mpp") version toolsVersion
+        id("ru.mipt.npm.gradle.jvm") version toolsVersion
+    }
+}
+
+include(":compiler-plugin", ":gradle-plugin")
diff --git a/kmath-torchscript/runtime/build.gradle.kts b/kmath-torchscript/runtime/build.gradle.kts
new file mode 100644
index 000000000..97d2f2ff6
--- /dev/null
+++ b/kmath-torchscript/runtime/build.gradle.kts
@@ -0,0 +1,5 @@
+plugins {
+    kotlin("multiplatform")
+    id("ru.mipt.npm.gradle.common")
+}
+
diff --git a/kmath-torchscript/runtime/src/commonMain/kotlin/space.kscience.kmath.torchscript/annotations.kt b/kmath-torchscript/runtime/src/commonMain/kotlin/space.kscience.kmath.torchscript/annotations.kt
new file mode 100644
index 000000000..5fd52143c
--- /dev/null
+++ b/kmath-torchscript/runtime/src/commonMain/kotlin/space.kscience.kmath.torchscript/annotations.kt
@@ -0,0 +1,10 @@
+/*
+ * Copyright 2018-2021 KMath contributors.
+ * Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
+ */
+
+package space.kscience.kmath.torchscript
+
+public annotation class Module
+
+public annotation class Intrinsic
diff --git a/settings.gradle.kts b/settings.gradle.kts
index 0d574f041..4aae2329f 100644
--- a/settings.gradle.kts
+++ b/settings.gradle.kts
@@ -47,6 +47,10 @@ include(
     ":benchmarks",
 )
 
-if(System.getProperty("os.name") == "Linux"){
+if (System.getProperty("os.name") == "Linux") {
     include(":kmath-torch")
-}
\ No newline at end of file
+    include(":kmath-torchscript-library")
+    include(":kmath-torchscript:example")
+    include(":kmath-torchscript:runtime")
+    includeBuild("kmath-torchscript/plugin")
+}