Working Gallery and Repo - Earlydays!

.gitignore

@@ -13,4 +13,3 @@
 .externalNativeBuild
 .cxx
 local.properties
-/.idea/

.idea/.name

@@ -1 +0,0 @@
-SherpAI2

.kotlin/errors/errors-1766244784240.log

@@ -1,4 +0,0 @@
-kotlin version: 2.0.21
-error message: The daemon has terminated unexpectedly on startup attempt #1 with error code: 0. The daemon process output:
-    1. Kotlin compile daemon is ready
-

app/build.gradle.kts

@@ -1,75 +1,77 @@
+// build.gradle.kts (Module: :app)
+
 plugins {
-    alias(libs.plugins.android.application)
+    // 1. Core Android and Kotlin plugins (MUST be first)
-    alias(libs.plugins.kotlin.android)
+    id("com.android.application")
-    alias(libs.plugins.kotlin.compose)
+    kotlin("android")
-    alias(libs.plugins.ksp)
+
-    alias(libs.plugins.hilt.android)
+    id("org.jetbrains.kotlin.plugin.compose") // Note: No version is specified here
 }
 
 android {
+    // 2. Android Configuration
     namespace = "com.placeholder.sherpai2"
-    compileSdk = 36 // SDK 35 is the stable standard for 2025; 36 is preview
+    compileSdk = 34
 
     defaultConfig {
         applicationId = "com.placeholder.sherpai2"
         minSdk = 24
-        targetSdk = 36
+        targetSdk = 34
         versionCode = 1
         versionName = "1.0"
         testInstrumentationRunner = "androidx.test.runner.AndroidJUnitRunner"
     }
 
+    // 3. Kotlin & Java Settings
     compileOptions {
-        sourceCompatibility = JavaVersion.VERSION_17
+        sourceCompatibility = JavaVersion.VERSION_1_8
-        targetCompatibility = JavaVersion.VERSION_17
+        targetCompatibility = JavaVersion.VERSION_1_8
     }
-
     kotlinOptions {
-        jvmTarget = "17"
+        jvmTarget = "1.8"
     }
 
+    // 4. Jetpack Compose Configuration (Crucial!)
     buildFeatures {
         compose = true
     }
 
-    androidResources {
+    composeOptions {
-        noCompress += "tflite"
+        kotlinCompilerExtensionVersion = "1.5.8" // Must match your Kotlin version
     }
 }
 
-// FIX for hiltAggregateDepsDebug: Correctly configure the Hilt extension
-hilt {
-    enableAggregatingTask = false
-}
-
 dependencies {
-    // Compose
+    // --- CORE ANDROID & LIFECYCLE ---
-    implementation(platform(libs.androidx.compose.bom))
+    implementation("androidx.core:core-ktx:1.12.0")
-    implementation(libs.androidx.core.ktx)
+    implementation("androidx.lifecycle:lifecycle-runtime-compose:2.7.0")
-    implementation(libs.androidx.lifecycle.runtime)
+    implementation("androidx.activity:activity-compose:1.8.2") // Fixes 'activity' ref error
-    implementation(libs.androidx.activity.compose)
-    implementation(libs.compose.ui)
-    implementation(libs.compose.material3)
-    implementation(libs.compose.icons)
-    implementation(libs.compose.navigation)
-    debugImplementation(libs.compose.ui.tooling)
 
-    // Camera & ML
+    // --- JETPACK COMPOSE UI (Material 3) ---
-    implementation(libs.camera.core)
+    implementation("androidx.compose.ui:ui")
-    implementation(libs.camera.lifecycle)
+    implementation("androidx.compose.ui:ui-graphics")
-    implementation(libs.camera.view)
+    implementation("androidx.compose.ui:ui-tooling-preview")
-    implementation(libs.mlkit.face)
+    implementation("androidx.compose.material3:material3") // Fixes 'material3' ref error
-    implementation(libs.tflite)
-    implementation(libs.tflite.support)
 
-    // Room (KSP)
+    // --- COMPOSE ICONS (Fixes 'material' and 'Icons' ref errors) ---
-    implementation(libs.room.runtime)
+    // Uses direct string to avoid Version Catalog conflicts
-    ksp(libs.room.compiler)
+    implementation("androidx.compose.material:material-icons-extended:1.6.0")
 
-    // Images
+    // --- STATE MANAGEMENT / COROUTINES ---
-    implementation(libs.coil.compose)
+    implementation("androidx.lifecycle:lifecycle-viewmodel-compose:2.7.0")
+    implementation("org.jetbrains.kotlinx:kotlinx-coroutines-core:1.7.3")
+    implementation("org.jetbrains.kotlinx:kotlinx-coroutines-android:1.7.3")
 
-    // Hilt (KSP) - Fixed by removing kapt and using ksp
+    // --- TESTING ---
-    implementation(libs.hilt.android)
+    testImplementation("junit:junit:4.13.2")
-    ksp(libs.hilt.compiler)
+    androidTestImplementation("androidx.test.ext:junit:1.1.5")
+    androidTestImplementation("androidx.test.espresso:espresso-core:3.5.1")
+    androidTestImplementation("androidx.compose.ui:ui-test-junit4")
+    debugImplementation("androidx.compose.ui:ui-tooling")
+    debugImplementation("androidx.compose.ui:ui-test-manifest")
+
+    implementation("androidx.compose.foundation:foundation:1.6.0") // Use your current Compose version
+    implementation("androidx.compose.material3:material3:1.2.1") // <-- Fix/Reconfirm Material 3
+
+    implementation("io.coil-kt:coil-compose:2.6.0")
 }

app/src/main/AndroidManifest.xml

@@ -10,8 +10,7 @@
         android:label="@string/app_name"
         android:roundIcon="@mipmap/ic_launcher_round"
         android:supportsRtl="true"
-        android:theme="@style/Theme.SherpAI2"
+        android:theme="@style/Theme.SherpAI2">
-        android:name=".SherpAIApplication">
         <activity
             android:name=".MainActivity"
             android:exported="true"

app/src/main/java/com/placeholder/sherpai2/MainActivity.kt

@@ -23,9 +23,7 @@ import androidx.compose.ui.Modifier
 import androidx.core.content.ContextCompat
 import com.placeholder.sherpai2.presentation.MainScreen // IMPORT your main screen
 import com.placeholder.sherpai2.ui.theme.SherpAI2Theme
-import dagger.hilt.android.AndroidEntryPoint
 
-@AndroidEntryPoint
 class MainActivity : ComponentActivity() {
     override fun onCreate(savedInstanceState: Bundle?) {
         super.onCreate(savedInstanceState)

app/src/main/java/com/placeholder/sherpai2/SherpAIApplication.kt

@@ -1,7 +0,0 @@
-package com.placeholder.sherpai2
-
-import android.app.Application
-import dagger.hilt.android.HiltAndroidApp
-
-@HiltAndroidApp
-class SherpAIApplication : Application()

app/src/main/java/com/placeholder/sherpai2/data/di/AppModule.kt

@@ -1,58 +0,0 @@
-package com.placeholder.sherpai2.data.di
-
-import android.content.Context
-import com.placeholder.sherpai2.data.local.FaceDao
-import com.placeholder.sherpai2.data.local.FaceDatabase
-import com.placeholder.sherpai2.data.repo.FaceRepository
-import com.placeholder.sherpai2.domain.faces.analyzer.FaceAnalyzer
-import com.placeholder.sherpai2.domain.faces.ml.FaceNetInterpreter
-import dagger.Module
-import dagger.Provides
-import dagger.hilt.InstallIn
-import dagger.hilt.android.qualifiers.ApplicationContext
-import dagger.hilt.components.SingletonComponent
-import javax.inject.Singleton
-
-@Module
-@InstallIn(SingletonComponent::class)
-object AppModule {
-
-    // ---------- Database ----------
-
-    @Provides
-    @Singleton
-    fun provideFaceDatabase(
-        @ApplicationContext context: Context
-    ): FaceDatabase =
-        FaceDatabase.getInstance(context)
-
-    @Provides
-    fun provideFaceDao(
-        db: FaceDatabase
-    ): FaceDao = db.faceDao()
-
-    // ---------- Repository ----------
-
-    @Provides
-    @Singleton
-    fun provideFaceRepository(
-        dao: FaceDao
-    ): FaceRepository =
-        FaceRepository(dao)
-
-    // ---------- ML ----------
-
-    @Provides
-    @Singleton
-    fun provideFaceNetInterpreter(
-        @ApplicationContext context: Context
-    ): FaceNetInterpreter =
-        FaceNetInterpreter(context)
-
-    @Provides
-    @Singleton
-    fun provideFaceAnalyzer(
-        @ApplicationContext context: Context
-    ): FaceAnalyzer =
-        FaceAnalyzer(context)
-}

app/src/main/java/com/placeholder/sherpai2/data/local/Converters.kt

@@ -1,31 +0,0 @@
-package com.placeholder.sherpai2.data.local
-
-import androidx.room.TypeConverter
-import java.nio.ByteBuffer
-
-/**
- * Converts FloatArray to ByteArray and back for Room persistence.
- */
-object Converters {
-
-    @TypeConverter
-    @JvmStatic
-    fun fromFloatArray(value: FloatArray): ByteArray {
-        val buffer = ByteBuffer.allocate(value.size * 4)
-        for (f in value) {
-            buffer.putFloat(f)
-        }
-        return buffer.array()
-    }
-
-    @TypeConverter
-    @JvmStatic
-    fun toFloatArray(bytes: ByteArray): FloatArray {
-        val buffer = ByteBuffer.wrap(bytes)
-        val floats = FloatArray(bytes.size / 4)
-        for (i in floats.indices) {
-            floats[i] = buffer.getFloat()
-        }
-        return floats
-    }
-}

app/src/main/java/com/placeholder/sherpai2/data/local/FaceDao.kt

@@ -1,26 +0,0 @@
-package com.placeholder.sherpai2.data.local
-
-import androidx.room.Dao
-import androidx.room.Insert
-import androidx.room.OnConflictStrategy
-import androidx.room.Query
-import kotlinx.coroutines.flow.Flow
-
-/**
- * DAO for face embeddings.
- */
-@Dao
-interface FaceDao {
-
-    @Insert(onConflict = OnConflictStrategy.REPLACE)
-    suspend fun insert(face: FaceEntity): Long
-
-    @Query("SELECT * FROM faces")
-    suspend fun getAllFaces(): List<FaceEntity>
-
-    @Query("SELECT * FROM faces WHERE label = :label LIMIT 1")
-    suspend fun getFaceByLabel(label: String): FaceEntity?
-
-    @Query("DELETE FROM faces")
-    suspend fun clearAll()
-}

app/src/main/java/com/placeholder/sherpai2/data/local/FaceDatabase.kt

@@ -1,38 +0,0 @@
-package com.placeholder.sherpai2.data.local
-
-import android.content.Context
-import androidx.room.Database
-import androidx.room.Room
-import androidx.room.RoomDatabase
-
-/**
- * Room database for storing face embeddings.
- */
-@Database(
-    entities = [FaceEntity::class],
-    version = 1,
-    exportSchema = false
-)
-abstract class FaceDatabase : RoomDatabase() {
-
-    abstract fun faceDao(): FaceDao
-
-    companion object {
-        @Volatile
-        private var INSTANCE: FaceDatabase? = null
-
-        fun getInstance(context: Context): FaceDatabase {
-            return INSTANCE ?: synchronized(this) {
-                val instance = Room.databaseBuilder(
-                    context.applicationContext,
-                    FaceDatabase::class.java,
-                    "face_database"
-                )
-                    .fallbackToDestructiveMigration() // Safe for dev; can be removed in prod
-                    .build()
-                INSTANCE = instance
-                instance
-            }
-        }
-    }
-}

app/src/main/java/com/placeholder/sherpai2/data/local/FaceEntity.kt

@@ -1,23 +0,0 @@
-package com.placeholder.sherpai2.data.local
-
-import androidx.room.Entity
-import androidx.room.PrimaryKey
-import androidx.room.TypeConverters
-
-/**
- * Room entity representing a single face embedding.
- *
- * @param id Auto-generated primary key
- * @param label Name or identifier for the face
- * @param embedding FloatArray of length 128/512 representing the face
- */
-@Entity(tableName = "faces")
-@TypeConverters(Converters::class)
-data class FaceEntity(
-    @PrimaryKey(autoGenerate = true)
-    val id: Long = 0L,
-
-    val label: String,
-
-    val embedding: FloatArray
-)

app/src/main/java/com/placeholder/sherpai2/data/repo/FaceRepository.kt

@@ -1,90 +0,0 @@
-package com.placeholder.sherpai2.data.repo
-
-import com.placeholder.sherpai2.data.local.FaceDao
-import com.placeholder.sherpai2.data.local.FaceEntity
-import com.placeholder.sherpai2.domain.util.EmbeddingMath
-import kotlinx.coroutines.Dispatchers
-import kotlinx.coroutines.withContext
-
-/**
- * Repository for managing face embeddings.
- *
- * Handles:
- *  - Saving new embeddings
- *  - Querying embeddings
- *  - Matching a new embedding against stored embeddings
- */
-class FaceRepository(
-    private val faceDao: FaceDao
-) {
-
-    /**
-     * Save a new face embedding with the given label.
-     */
-    suspend fun saveFace(label: String, embedding: FloatArray): Long =
-        withContext(Dispatchers.IO) {
-            EmbeddingMath.l2Normalize(embedding)
-            val entity = FaceEntity(label = label, embedding = embedding)
-            faceDao.insert(entity)
-        }
-
-    /**
-     * Retrieve all stored embeddings.
-     */
-    suspend fun getAllFaces(): List<FaceEntity> =
-        withContext(Dispatchers.IO) {
-            faceDao.getAllFaces()
-        }
-
-    /**
-     * Find the most similar stored face to the given embedding.
-     *
-     * Returns the matched FaceEntity and similarity metrics,
-     * or null if no match exceeds the provided thresholds.
-     */
-    suspend fun findClosestMatch(
-        embedding: FloatArray,
-        cosineThreshold: Float = 0.80f,
-        euclideanThreshold: Float = 1.10f
-    ): FaceMatchResult? = withContext(Dispatchers.IO) {
-        EmbeddingMath.l2Normalize(embedding)
-
-        val faces = faceDao.getAllFaces()
-        if (faces.isEmpty()) return@withContext null
-
-        var bestMatch: FaceEntity? = null
-        var bestCosine = -1f
-        var bestEuclidean = Float.MAX_VALUE
-
-        for (face in faces) {
-            val storedEmbedding = face.embedding.copyOf()
-            EmbeddingMath.l2Normalize(storedEmbedding)
-
-            val cosine = EmbeddingMath.cosineSimilarity(embedding, storedEmbedding)
-            val euclidean = EmbeddingMath.euclideanDistance(embedding, storedEmbedding)
-
-            if (cosine > bestCosine && euclidean < euclideanThreshold && cosine >= cosineThreshold) {
-                bestCosine = cosine
-                bestEuclidean = euclidean
-                bestMatch = face
-            }
-        }
-
-        bestMatch?.let {
-            FaceMatchResult(
-                face = it,
-                cosineSimilarity = bestCosine,
-                euclideanDistance = bestEuclidean
-            )
-        }
-    }
-}
-
-/**
- * Result of a face comparison.
- */
-data class FaceMatchResult(
-    val face: FaceEntity,
-    val cosineSimilarity: Float,
-    val euclideanDistance: Float
-)

app/src/main/java/com/placeholder/sherpai2/data/repo/PhotoRepository.kt

@@ -7,7 +7,6 @@ import android.net.Uri
 import android.os.Environment
 import android.util.Log
 import com.placeholder.sherpai2.data.photos.Photo
-import com.placeholder.sherpai2.domain.PhotoDuplicateScanner
 import kotlinx.coroutines.Dispatchers
 import kotlinx.coroutines.withContext
 import java.io.File
@@ -46,13 +45,6 @@ class PhotoRepository(private val context: Context) {
             dateModified = (file.lastModified() / 1000).toInt()
         )
     }
-    fun findDuplicates(photos: Photo) {
-        TODO("Not yet implemented")
-    }
-
-    fun fetchPhotos() {
-        TODO("Not yet implemented")
-    }
 
     private fun isImageFile(ext: String) = listOf("jpg", "jpeg", "png").contains(ext.lowercase())
 }

app/src/main/java/com/placeholder/sherpai2/domain/PhotoScanner.kt

@@ -1,19 +1,7 @@
 package com.placeholder.sherpai2.domain
 
 import android.content.Context
-import com.placeholder.sherpai2.data.photos.Photo
 
 class PhotoDuplicateScanner(private val context: Context) {
 
-    /**
-     * Finds duplicate photos by grouping them by file size or name.
-     * In a production app, you might use MD5 hashes or PHash for visual similarity.
-     */
-    fun findDuplicates(allPhotos: List<Photo>): Map<String, List<Photo>> {
-        // Grouping by size is a fast, common way to find potential duplicates
-        return allPhotos
-            .groupBy { it.size } // Groups photos that have the exact same byte size
-            .filter { it.value.size > 1 } // Only keep groups where more than one photo was found
-            .mapKeys { "Size: ${it.key} bytes" } // Create a readable label for the group
-    }
 }

app/src/main/java/com/placeholder/sherpai2/domain/faces/FaceAnalyzer.kt

@@ -1,2 +0,0 @@
-package com.placeholder.sherpai2.domain.faces
-

app/src/main/java/com/placeholder/sherpai2/domain/faces/analyzer/FaceAnalyzer.kt

@@ -1,113 +0,0 @@
-package com.placeholder.sherpai2.domain.faces.analyzer
-
-import android.content.Context
-import android.graphics.Bitmap
-import com.google.mlkit.vision.common.InputImage
-import com.google.mlkit.vision.face.Face
-import com.google.mlkit.vision.face.FaceDetection
-import com.google.mlkit.vision.face.FaceDetector
-import com.google.mlkit.vision.face.FaceDetectorOptions
-import com.placeholder.sherpai2.domain.faces.ml.FaceNetInterpreter
-import kotlinx.coroutines.suspendCancellableCoroutine
-import kotlin.coroutines.resume
-import kotlin.coroutines.resumeWithException
-
-/**
- * Orchestrates the full face analysis pipeline for still images:
- *
- * 1. Detect faces using ML Kit
- * 2. Select dominant face
- * 3. Crop face from bitmap
- * 4. Generate FaceNet embedding
- *
- * This class contains no UI logic and no persistence logic.
- */
-class FaceAnalyzer(
-    context: Context
-) {
-
-    private val faceDetector: FaceDetector
-    private val faceNet: FaceNetInterpreter
-
-    init {
-        val options = FaceDetectorOptions.Builder()
-            .setPerformanceMode(FaceDetectorOptions.PERFORMANCE_MODE_ACCURATE)
-            .setLandmarkMode(FaceDetectorOptions.LANDMARK_MODE_NONE)
-            .setClassificationMode(FaceDetectorOptions.CLASSIFICATION_MODE_NONE)
-            .setContourMode(FaceDetectorOptions.CONTOUR_MODE_NONE)
-            .build()
-
-        faceDetector = FaceDetection.getClient(options)
-        faceNet = FaceNetInterpreter(context)
-    }
-
-    /**
-     * Entry point: analyze a bitmap and return its face embedding.
-     *
-     * @throws IllegalStateException if no face is detected
-     */
-    suspend fun analyze(bitmap: Bitmap): FloatArray {
-        val faces = detectFaces(bitmap)
-
-        if (faces.isEmpty()) {
-            throw IllegalStateException("No face detected in image")
-        }
-
-        val primaryFace = selectDominantFace(faces)
-        val croppedFace = cropFace(bitmap, primaryFace)
-        val inputBuffer = faceNet.bitmapToInputBuffer(croppedFace)
-
-        return faceNet.runEmbedding(inputBuffer)
-    }
-
-    /**
-     * Runs ML Kit face detection on a still image.
-     */
-    private suspend fun detectFaces(bitmap: Bitmap): List<Face> =
-        suspendCancellableCoroutine { cont ->
-            val image = InputImage.fromBitmap(bitmap, 0)
-
-            faceDetector.process(image)
-                .addOnSuccessListener { faces ->
-                    cont.resume(faces)
-                }
-                .addOnFailureListener { e ->
-                    cont.resumeWithException(e)
-                }
-        }
-
-    /**
-     * Selects the largest face by bounding box area.
-     */
-    private fun selectDominantFace(faces: List<Face>): Face {
-        return faces.maxBy { face ->
-            face.boundingBox.width() * face.boundingBox.height()
-        }
-    }
-
-    /**
-     * Crops the detected face region from the original bitmap.
-     * Bounds are clamped to avoid IllegalArgumentException.
-     */
-    private fun cropFace(bitmap: Bitmap, face: Face): Bitmap {
-        val box = face.boundingBox
-
-        val left = box.left.coerceAtLeast(0)
-        val top = box.top.coerceAtLeast(0)
-        val right = box.right.coerceAtMost(bitmap.width)
-        val bottom = box.bottom.coerceAtMost(bitmap.height)
-
-        val width = (right - left).coerceAtLeast(1)
-        val height = (bottom - top).coerceAtLeast(1)
-
-        return Bitmap.createBitmap(bitmap, left, top, width, height)
-    }
-
-    /**
-     * Explicit cleanup hook.
-     */
-    fun close() {
-        faceDetector.close()
-        faceNet.close()
-    }
-}

app/src/main/java/com/placeholder/sherpai2/domain/faces/ml/FaceNetInterpreter.kt

@@ -1,111 +0,0 @@
-package com.placeholder.sherpai2.domain.faces.ml
-
-import android.content.Context
-import android.graphics.Bitmap
-import org.tensorflow.lite.Interpreter
-import org.tensorflow.lite.support.common.FileUtil
-import java.nio.ByteBuffer
-import java.nio.ByteOrder
-
-/**
- * Thin wrapper around TensorFlow Lite Interpreter.
- * Responsible ONLY for:
- *  - Loading the model
- *  - Preparing input buffers
- *  - Running inference
- */
-class FaceNetInterpreter(
-    context: Context
-) {
-
-    private val interpreter: Interpreter
-
-    init {
-        val modelBuffer = FileUtil.loadMappedFile(
-            context,
-            ModelConstants.MODEL_FILE_NAME
-        )
-
-        val options = Interpreter.Options().apply {
-            setNumThreads(4)
-            // GPU delegate intentionally NOT enabled yet
-        }
-
-        interpreter = Interpreter(modelBuffer, options)
-    }
-
-    /**
-     * Converts a face bitmap into a normalized input buffer.
-     * Expects a tightly-cropped face.
-     */
-    fun bitmapToInputBuffer(bitmap: Bitmap): ByteBuffer {
-        val resized = Bitmap.createScaledBitmap(
-            bitmap,
-            ModelConstants.INPUT_WIDTH,
-            ModelConstants.INPUT_HEIGHT,
-            true
-        )
-
-        val buffer = ByteBuffer.allocateDirect(
-            1 *
-                    ModelConstants.INPUT_WIDTH *
-                    ModelConstants.INPUT_HEIGHT *
-                    ModelConstants.INPUT_CHANNELS *
-                    4
-        ).apply {
-            order(ByteOrder.nativeOrder())
-        }
-
-        val pixels = IntArray(
-            ModelConstants.INPUT_WIDTH * ModelConstants.INPUT_HEIGHT
-        )
-
-        resized.getPixels(
-            pixels,
-            0,
-            ModelConstants.INPUT_WIDTH,
-            0,
-            0,
-            ModelConstants.INPUT_WIDTH,
-            ModelConstants.INPUT_HEIGHT
-        )
-
-        for (pixel in pixels) {
-            buffer.putFloat(
-                ((pixel shr 16 and 0xFF) - ModelConstants.IMAGE_MEAN) /
-                        ModelConstants.IMAGE_STD
-            )
-            buffer.putFloat(
-                ((pixel shr 8 and 0xFF) - ModelConstants.IMAGE_MEAN) /
-                        ModelConstants.IMAGE_STD
-            )
-            buffer.putFloat(
-                ((pixel and 0xFF) - ModelConstants.IMAGE_MEAN) /
-                        ModelConstants.IMAGE_STD
-            )
-        }
-
-        buffer.rewind()
-        return buffer
-    }
-
-    /**
-     * Runs FaceNet inference and returns the embedding vector.
-     */
-    fun runEmbedding(inputBuffer: ByteBuffer): FloatArray {
-        val output = Array(1) {
-            FloatArray(ModelConstants.EMBEDDING_SIZE)
-        }
-
-        interpreter.run(inputBuffer, output)
-
-        return output[0]
-    }
-
-    /**
-     * Clean up explicitly when the app shuts down.
-     */
-    fun close() {
-        interpreter.close()
-    }
-}

app/src/main/java/com/placeholder/sherpai2/domain/faces/ml/ModelConstants.kt

@@ -1,27 +0,0 @@
-package com.placeholder.sherpai2.domain.faces.ml
-
-/**
- * Centralized constants for FaceNet-style models.
- * Changing models should only require edits in this file.
- */
-object ModelConstants {
-
-    // FaceNet standard input size
-    const val INPUT_WIDTH = 160
-    const val INPUT_HEIGHT = 160
-    const val INPUT_CHANNELS = 3
-
-    // Output embedding size (FaceNet variants are typically 128 or 512)
-    const val EMBEDDING_SIZE = 128
-
-    // Normalization constants (FaceNet expects [-1, 1])
-    const val IMAGE_MEAN = 127.5f
-    const val IMAGE_STD = 128.0f
-
-    // Asset path
-    const val MODEL_FILE_NAME = "facenet_model.tflite"
-
-    // Similarity thresholds (tunable later)
-    const val COSINE_SIMILARITY_THRESHOLD = 0.80f
-    const val EUCLIDEAN_DISTANCE_THRESHOLD = 1.10f
-}

app/src/main/java/com/placeholder/sherpai2/domain/util/EmbeddingMath.kt.kt

@@ -1,59 +0,0 @@
-package com.placeholder.sherpai2.domain.util
-import kotlin.math.sqrt
-
-/**
- * Utilities for operating on FaceNet-style embeddings.
- *
- * All functions are pure and testable.
- */
-object EmbeddingMath {
-
-    /**
-     * L2-normalizes a float array in place.
-     * Ensures embedding vectors have unit length for cosine similarity.
-     */
-    fun l2Normalize(embedding: FloatArray) {
-        var sum = 0.0
-        for (v in embedding) {
-            sum += (v * v)
-        }
-        val norm = sqrt(sum)
-        if (norm > 0.0) {
-            for (i in embedding.indices) {
-                embedding[i] = (embedding[i] / norm).toFloat()
-            }
-        }
-    }
-
-    /**
-     * Computes cosine similarity between two embeddings.
-     * Both embeddings should be L2-normalized for correct results.
-     * Returns value in [-1, 1], higher = more similar.
-     */
-    fun cosineSimilarity(a: FloatArray, b: FloatArray): Float {
-        require(a.size == b.size) { "Embedding size mismatch: ${a.size} != ${b.size}" }
-
-        var dot = 0.0f
-        for (i in a.indices) {
-            dot += a[i] * b[i]
-        }
-
-        return dot
-    }
-
-    /**
-     * Computes Euclidean distance between two embeddings.
-     * Returns a non-negative float; smaller = more similar.
-     */
-    fun euclideanDistance(a: FloatArray, b: FloatArray): Float {
-        require(a.size == b.size) { "Embedding size mismatch: ${a.size} != ${b.size}" }
-
-        var sum = 0.0f
-        for (i in a.indices) {
-            val diff = a[i] - b[i]
-            sum += diff * diff
-        }
-
-        return sqrt(sum)
-    }
-}

app/src/main/java/com/placeholder/sherpai2/ui/navigation/AppDestinations.kt

@@ -1,33 +1,42 @@
 // In navigation/AppDestinations.kt
 package com.placeholder.sherpai2.ui.navigation
 
-/**
- * Defines all navigation destinations (screens) for the application.
- */
 import androidx.compose.material.icons.Icons
 import androidx.compose.material.icons.filled.*
 import androidx.compose.ui.graphics.vector.ImageVector
 
 /**
  * Defines all navigation destinations (screens) for the application.
- * Changed to 'enum class' to enable built-in iteration (.entries) for NavHost.
  */
-enum class AppDestinations(val route: String, val icon: ImageVector, val label: String) {
+sealed class AppDestinations(val route: String, val icon: ImageVector, val label: String) {
     // Core Functional Sections
-    Tour("tour", Icons.Default.PhotoLibrary, "Tour"),
+    object Tour : AppDestinations(
-    Search("search", Icons.Default.Search, "Search"),
+        route = "Tour",
-    Models("models", Icons.Default.Layers, "Models"),
+        icon = Icons.Default.PhotoLibrary,
-    Inventory("inv", Icons.Default.Inventory2, "Inventory"),
+        label = "Tour"
-    Train("train", Icons.Default.TrackChanges, "Train"),
+    )
-    Tags("tags", Icons.Default.LocalOffer, "Tags"),
+    object Search : AppDestinations("search", Icons.Default.Search, "Search")
+    object Models : AppDestinations("models", Icons.Default.Layers, "Models")
+    object Inventory : AppDestinations("inv", Icons.Default.Inventory2, "Inv")
+    object Train : AppDestinations("train", Icons.Default.TrackChanges, "Train")
+    object Tags : AppDestinations("tags", Icons.Default.LocalOffer, "Tags")
 
     // Utility/Secondary Sections
-    Upload("upload", Icons.Default.CloudUpload, "Upload"),
+    object Upload : AppDestinations("upload", Icons.Default.CloudUpload, "Upload")
-    Settings("settings", Icons.Default.Settings, "Settings");
+    object Settings : AppDestinations("settings", Icons.Default.Settings, "Settings")
-
-    companion object {
-        // High-level grouping for the Drawer UI
-        val mainDrawerItems = listOf(Tour, Search, Models, Inventory, Train, Tags)
-        val utilityDrawerItems = listOf(Upload, Settings)
-    }
 }
+
+// Lists used by the AppDrawerContent to render the menu sections easily
+val mainDrawerItems = listOf(
+    AppDestinations.Tour,
+    AppDestinations.Search,
+    AppDestinations.Models,
+    AppDestinations.Inventory,
+    AppDestinations.Train,
+    AppDestinations.Tags
+)
+
+val utilityDrawerItems = listOf(
+    AppDestinations.Upload,
+    AppDestinations.Settings
+)

app/src/main/java/com/placeholder/sherpai2/ui/navigation/MainScreen.kt

@@ -0,0 +1,63 @@
+// In presentation/MainScreen.kt
+package com.placeholder.sherpai2.presentation
+
+import GalleryViewModel
+import androidx.compose.foundation.layout.padding
+import androidx.compose.material.icons.Icons
+import androidx.compose.material.icons.filled.Menu
+import androidx.compose.material3.*
+import androidx.compose.runtime.*
+import androidx.compose.ui.Modifier
+import androidx.lifecycle.viewmodel.compose.viewModel
+import com.placeholder.sherpai2.ui.navigation.AppDestinations
+import com.placeholder.sherpai2.ui.presentation.AppDrawerContent
+import com.placeholder.sherpai2.ui.presentation.MainContentArea
+import kotlinx.coroutines.launch
+
+@OptIn(ExperimentalMaterial3Api::class)
+@Composable
+fun MainScreen() {
+    val drawerState = rememberDrawerState(initialValue = DrawerValue.Closed)
+    val scope = rememberCoroutineScope()
+    // State to track which screen is currently visible
+    // var currentScreen by remember { mutableStateOf(AppDestinations.Search) }
+    var currentScreen: AppDestinations by remember { mutableStateOf(AppDestinations.Search) }
+    val galleryViewModel: GalleryViewModel = viewModel()
+
+    // ModalNavigationDrawer provides the left sidebar UI/UX
+    ModalNavigationDrawer(
+        drawerState = drawerState,
+        drawerContent = {
+            // The content of the drawer (AppDrawerContent)
+            AppDrawerContent(
+                currentScreen = currentScreen,
+                onDestinationClicked = { destination ->
+                    currentScreen = destination
+                    scope.launch { drawerState.close() } // Close drawer after selection
+                }
+            )
+        },
+    ) {
+        // The main content area
+        Scaffold(
+            topBar = {
+                TopAppBar(
+                    title = { Text(currentScreen.label) },
+                    // Button to open the drawer
+                    navigationIcon = {
+                        IconButton(onClick = { scope.launch { drawerState.open() } }) {
+                            Icon(Icons.Filled.Menu, contentDescription = "Open Drawer")
+                        }
+                    }
+                )
+            }
+        ) { paddingValues ->
+            // Displays the content for the currently selected screen
+            MainContentArea(
+                currentScreen = currentScreen,
+                galleryViewModel = galleryViewModel,
+                modifier = Modifier.padding(paddingValues)
+            )
+        }
+    }
+}

app/src/main/java/com/placeholder/sherpai2/ui/presentation/AppDrawerContent.kt

@@ -7,26 +7,29 @@ import androidx.compose.runtime.Composable
 import androidx.compose.ui.Modifier
 import androidx.compose.ui.unit.dp
 import com.placeholder.sherpai2.ui.navigation.AppDestinations
+import com.placeholder.sherpai2.ui.navigation.mainDrawerItems
+import com.placeholder.sherpai2.ui.navigation.utilityDrawerItems
 
+@OptIn(ExperimentalMaterial3Api::class)
 @Composable
 fun AppDrawerContent(
     currentScreen: AppDestinations,
     onDestinationClicked: (AppDestinations) -> Unit
 ) {
+    // Defines the width and content of the sliding drawer panel
     ModalDrawerSheet(modifier = Modifier.width(280.dp)) {
 
-        // Header Area
+        // Header/Logo Area
         Text(
-            text = "SherpAI Control Panel",
+            "SherpAI Control Panel",
             style = MaterialTheme.typography.headlineSmall,
             modifier = Modifier.padding(16.dp)
         )
+        Divider(Modifier.fillMaxWidth())
 
-        HorizontalDivider(modifier = Modifier.fillMaxWidth())
+        // 1. Main Navigation Items
-
-        // 1. Main Navigation Items (Referencing the Companion Object)
         Column(modifier = Modifier.padding(vertical = 8.dp)) {
-            AppDestinations.mainDrawerItems.forEach { destination ->
+            mainDrawerItems.forEach { destination ->
                 NavigationDrawerItem(
                     label = { Text(destination.label) },
                     icon = { Icon(destination.icon, contentDescription = destination.label) },
@@ -38,15 +41,11 @@ fun AppDrawerContent(
         }
 
         // Separator
-        HorizontalDivider(
+        Divider(Modifier.fillMaxWidth().padding(vertical = 8.dp))
-            modifier = Modifier
-                .fillMaxWidth()
-                .padding(vertical = 8.dp)
-        )
 
-        // 2. Utility Items (Referencing the Companion Object)
+        // 2. Utility Items
         Column(modifier = Modifier.padding(vertical = 8.dp)) {
-            AppDestinations.utilityDrawerItems.forEach { destination ->
+            utilityDrawerItems.forEach { destination ->
                 NavigationDrawerItem(
                     label = { Text(destination.label) },
                     icon = { Icon(destination.icon, contentDescription = destination.label) },

app/src/main/java/com/placeholder/sherpai2/ui/presentation/MainContentArea.kt

@@ -1,11 +1,12 @@
 // In presentation/MainContentArea.kt
 package com.placeholder.sherpai2.ui.presentation
 
-
 import GalleryScreen
 import GalleryViewModel
+import androidx.compose.ui.graphics.Color
 import androidx.compose.foundation.background
 import androidx.compose.foundation.layout.*
+import androidx.compose.foundation.shape.RoundedCornerShape
 import androidx.compose.material3.MaterialTheme
 import androidx.compose.material3.Text
 import androidx.compose.runtime.Composable
@@ -13,66 +14,43 @@ import androidx.compose.runtime.collectAsState
 import androidx.compose.runtime.getValue
 import androidx.compose.ui.Alignment
 import androidx.compose.ui.Modifier
-import androidx.compose.ui.graphics.Color
+import androidx.compose.ui.text.font.FontWeight
+import androidx.compose.ui.tooling.preview.Preview
 import androidx.compose.ui.unit.dp
-import androidx.lifecycle.viewmodel.compose.viewModel
-import androidx.navigation.NavHostController
-import androidx.navigation.compose.NavHost
-import androidx.navigation.compose.composable
 import com.placeholder.sherpai2.ui.navigation.AppDestinations
-import com.placeholder.sherpai2.ui.screens.managephotos.ManagePhotosScreen
+import com.placeholder.sherpai2.ui.theme.SherpAI2Theme
-import com.placeholder.sherpai2.ui.screens.managephotos.ManagePhotosViewModel
+import androidx.lifecycle.viewmodel.compose.viewModel
 @Composable
-fun MainContentArea(
+fun MainContentArea(currentScreen: AppDestinations, modifier: Modifier = Modifier, galleryViewModel: GalleryViewModel = viewModel() ) {
-    navController: NavHostController, // Standard MAD practice: pass the controller
+    val uiState by galleryViewModel.uiState.collectAsState()
-    modifier: Modifier = Modifier
+   Box(
-) {
-    // NavHost acts as the "Gallery Building"
-    NavHost(
-        navController = navController,
-        startDestination = AppDestinations.Tour.route, // Using your enum routes
         modifier = modifier
             .fillMaxSize()
-            .background(MaterialTheme.colorScheme.background)
+            .background(Color.Red),
+        contentAlignment = Alignment.Center
     ) {
-        // Destination: Tour (Gallery)
+        // Swaps the UI content based on the selected screen from the drawer
-        composable(AppDestinations.Tour.route) {
+        when (currentScreen) {
-            val galleryViewModel: GalleryViewModel = viewModel()
+            AppDestinations.Tour -> GalleryScreen(state = uiState, modifier = Modifier)
-            val uiState by galleryViewModel.uiState.collectAsState()
+            AppDestinations.Search -> SimplePlaceholder("Find Any Photos.")
-
+            AppDestinations.Models -> SimplePlaceholder("Models Screen: Manage your LoRA/embeddings.")
-            GalleryScreen(state = uiState)
+            AppDestinations.Inventory -> SimplePlaceholder("Inventory Screen: View all collected data.")
+            AppDestinations.Train -> SimplePlaceholder("Train Screen: Start the LoRA adaptation process.")
+            AppDestinations.Tags -> SimplePlaceholder("Tags Screen: Create and edit custom tags.")
+            AppDestinations.Upload -> SimplePlaceholder("Upload Screen: Import new photos/data.")
+            AppDestinations.Settings -> SimplePlaceholder("Settings Screen: Configure app behavior.")
         }
-
-        // Destination: Inventory (Manage Photos)
-        composable(AppDestinations.Inventory.route) {
-            // New ViewModel scoped to this specific screen package
-            val manageViewModel: ManagePhotosViewModel = viewModel()
-            val manageState by manageViewModel.uiState.collectAsState()
-
-            ManagePhotosScreen(
-                state = manageState,
-                onCleanUpClick = { manageViewModel.performCleanUp() },
-                onCountTagsClick = { manageViewModel.countByTag() },
-                onStatsClick = { manageViewModel.loadStats() }
-            )
-        }
-
-        // Placeholders for other routes
-        composable(AppDestinations.Search.route) { SimplePlaceholder("Find Any Photos.") }
-        composable(AppDestinations.Settings.route) { SimplePlaceholder("Settings Screen.") }
-        // ... add other destinations similarly
     }
 }
 
 @Composable
 private fun SimplePlaceholder(text: String) {
-    Box(modifier = Modifier.fillMaxSize(), contentAlignment = Alignment.Center) {
     Text(
         text = text,
         style = MaterialTheme.typography.titleLarge,
-            modifier = Modifier
+        modifier = Modifier.padding(16.dp).background(color = Color.Magenta)
-                .padding(16.dp)
-                .background(color = Color.Magenta.copy(alpha = 0.2f))
     )
-    }
 }
+
+
+

app/src/main/java/com/placeholder/sherpai2/ui/presentation/MainScreen.kt

@@ -1,74 +0,0 @@
-// In presentation/MainScreen.kt
-package com.placeholder.sherpai2.presentation
-
-import androidx.compose.foundation.layout.padding
-import androidx.compose.material.icons.Icons
-import androidx.compose.material.icons.filled.Menu
-import androidx.compose.material3.*
-import androidx.compose.runtime.*
-import androidx.compose.ui.Modifier
-import androidx.navigation.NavGraph.Companion.findStartDestination
-import androidx.navigation.compose.currentBackStackEntryAsState
-import androidx.navigation.compose.rememberNavController
-import com.placeholder.sherpai2.ui.navigation.AppDestinations
-import com.placeholder.sherpai2.ui.presentation.AppDrawerContent
-import com.placeholder.sherpai2.ui.presentation.MainContentArea
-import kotlinx.coroutines.launch
-
-@OptIn(ExperimentalMaterial3Api::class)
-@Composable
-fun MainScreen() {
-    // 1. The 'Tour Guide' (NavController) replaces the 'currentScreen' state
-    val navController = rememberNavController()
-    val drawerState = rememberDrawerState(initialValue = DrawerValue.Closed)
-    val scope = rememberCoroutineScope()
-
-    // 2. Observe the backstack to determine the current screen for the UI (TopBar/Drawer)
-    val navBackStackEntry by navController.currentBackStackEntryAsState()
-    val currentRoute = navBackStackEntry?.destination?.route ?: AppDestinations.Search.route
-
-    // Find the current destination object based on the route string
-    val currentScreen = AppDestinations.values().find { it.route == currentRoute } ?: AppDestinations.Search
-
-    ModalNavigationDrawer(
-        drawerState = drawerState,
-        drawerContent = {
-            AppDrawerContent(
-                currentScreen = currentScreen,
-                onDestinationClicked = { destination ->
-                    // 3. Best Practice: Navigate with state restoration
-                    navController.navigate(destination.route) {
-                        // Pop up to the start destination to avoid building a huge backstack
-                        popUpTo(navController.graph.findStartDestination().id) {
-                            saveState = true
-                        }
-                        // Avoid multiple copies of the same destination when re-selecting
-                        launchSingleTop = true
-                        // Restore state when re-selecting a previously selected item
-                        restoreState = true
-                    }
-                    scope.launch { drawerState.close() }
-                }
-            )
-        },
-    ) {
-        Scaffold(
-            topBar = {
-                TopAppBar(
-                    title = { Text(currentScreen.label) },
-                    navigationIcon = {
-                        IconButton(onClick = { scope.launch { drawerState.open() } }) {
-                            Icon(Icons.Filled.Menu, contentDescription = "Open Drawer")
-                        }
-                    }
-                )
-            }
-        ) { paddingValues ->
-            // 4. Pass the navController to the Content Area
-            MainContentArea(
-                navController = navController,
-                modifier = Modifier.padding(paddingValues)
-            )
-        }
-    }
-}

app/src/main/java/com/placeholder/sherpai2/ui/presentation/PhotoListScreen.kt

@@ -0,0 +1,34 @@
+package com.placeholder.sherpai2.ui.presentation
+
+import androidx.compose.foundation.Image
+import androidx.compose.foundation.layout.*
+import androidx.compose.foundation.lazy.LazyColumn
+import androidx.compose.foundation.lazy.items
+import androidx.compose.runtime.Composable
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.unit.dp
+
+import coil.compose.rememberAsyncImagePainter
+
+import com.placeholder.sherpai2.data.photos.Photo
+
+@Composable
+fun PhotoListScreen(
+    photos: List<Photo>
+) {
+    LazyColumn(
+        modifier = Modifier.fillMaxSize(),
+        contentPadding = PaddingValues(8.dp)
+    ) {
+        items(photos, key = { it.id }) { photo ->
+            Image(
+                painter = rememberAsyncImagePainter(photo.uri),
+                contentDescription = photo.title,
+                modifier = Modifier
+                    .fillMaxWidth()
+                    .height(200.dp)
+                    .padding(bottom = 8.dp)
+            )
+        }
+    }
+}

app/src/main/java/com/placeholder/sherpai2/ui/screens/managephotos/ManagePhotosScreen.kt

@@ -1,124 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.managephotos
-
-
-import android.app.Application
-import androidx.lifecycle.AndroidViewModel
-import androidx.lifecycle.viewModelScope
-import com.placeholder.sherpai2.data.repo.PhotoRepository
-import com.placeholder.sherpai2.ui.screens.tourscreen.GalleryUiState
-import kotlinx.coroutines.flow.MutableStateFlow
-import kotlinx.coroutines.flow.asStateFlow
-import kotlinx.coroutines.launch
-import androidx.compose.foundation.layout.*
-import androidx.compose.foundation.lazy.LazyColumn
-import androidx.compose.foundation.lazy.items
-import androidx.compose.material.icons.Icons
-import androidx.compose.material.icons.filled.Analytics
-import androidx.compose.material.icons.filled.CleaningServices
-import androidx.compose.material.icons.filled.Label
-import androidx.compose.material3.*
-import androidx.compose.runtime.Composable
-import androidx.compose.ui.Alignment
-import androidx.compose.ui.Modifier
-import androidx.compose.ui.graphics.vector.ImageVector
-import androidx.compose.ui.unit.dp
-// Change this line to include '.navigation'
-
-
-@Composable
-fun ManagePhotosScreen(
-    state: ManagePhotosUiState,
-    onCleanUpClick: () -> Unit,
-    onCountTagsClick: () -> Unit,
-    onStatsClick: () -> Unit
-) {
-    Column(
-        modifier = Modifier
-            .fillMaxSize()
-            .padding(16.dp),
-        horizontalAlignment = Alignment.CenterHorizontally
-    ) {
-        Text(
-            text = "Manage Photos",
-            style = MaterialTheme.typography.headlineSmall,
-            modifier = Modifier.padding(bottom = 24.dp)
-        )
-
-        // --- Top Action Buttons Row ---
-        Row(
-            modifier = Modifier.fillMaxWidth(),
-            horizontalArrangement = Arrangement.spacedBy(8.dp)
-        ) {
-            ManageActionButton(
-                text = "Clean Up",
-                icon = Icons.Default.CleaningServices,
-                modifier = Modifier.weight(1f),
-                onClick = onCleanUpClick
-            )
-            ManageActionButton(
-                text = "Count by Tag",
-                icon = Icons.Default.Label,
-                modifier = Modifier.weight(1f),
-                onClick = onCountTagsClick
-            )
-            ManageActionButton(
-                text = "Stats",
-                icon = Icons.Default.Analytics,
-                modifier = Modifier.weight(1f),
-                onClick = onStatsClick
-            )
-        }
-
-        Spacer(modifier = Modifier.height(32.dp))
-
-        // --- Dynamic Content Area (Based on State) ---
-        Box(modifier = Modifier.fillMaxSize()) {
-            when (state) {
-                is ManagePhotosUiState.Idle -> {
-                    Text("Select an action above to begin.", Modifier.align(Alignment.Center))
-                }
-                is ManagePhotosUiState.Scanning -> {
-                    CircularProgressIndicator(Modifier.align(Alignment.Center))
-                }
-                is ManagePhotosUiState.Success -> {
-                    DuplicateList(state.duplicateGroups)
-                }
-                is ManagePhotosUiState.Error -> {
-
-                }
-                is ManagePhotosUiState.Loading -> {
-
-                }
-            }
-        }
-    }
-}
-
-@Composable
-fun ManageActionButton(
-    text: String,
-    icon: ImageVector,
-    modifier: Modifier = Modifier,
-    onClick: () -> Unit
-) {
-    OutlinedButton(
-        onClick = onClick,
-        modifier = modifier.height(80.dp),
-        shape = MaterialTheme.shapes.medium,
-        contentPadding = PaddingValues(8.dp)
-    ) {
-        Column(horizontalAlignment = Alignment.CenterHorizontally) {
-            Icon(icon, contentDescription = null)
-            Spacer(Modifier.height(4.dp))
-            Text(text = text, style = MaterialTheme.typography.labelSmall)
-        }
-    }
-}
-
-@Composable
-fun DuplicateList(duplicates: Map<String, List<*>>) {
-    LazyColumn(verticalArrangement = Arrangement.spacedBy(8.dp)) {
-        item { Text("Found ${duplicates.size} Duplicate Groups", style = MaterialTheme.typography.titleMedium) }
-        // We will build out the actual GroupCard next
-    }
-}

app/src/main/java/com/placeholder/sherpai2/ui/screens/managephotos/ManagePhotosUiState.kt

@@ -1,20 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.managephotos
-
-import com.placeholder.sherpai2.data.photos.Photo
-
-sealed class ManagePhotosUiState {
-    object Idle : ManagePhotosUiState()
-    object Scanning : ManagePhotosUiState()
-    object Loading : ManagePhotosUiState()
-    data class Success(
-        val duplicateGroups: Map<String, List<Photo>> = emptyMap(),
-        val stats: PhotoStats? = null
-    ) : ManagePhotosUiState()
-    data class Error(val message: String) : ManagePhotosUiState()
-}
-
-data class PhotoStats(
-    val totalPhotos: Int,
-    val totalSize: Long,
-    val tagCounts: Map<String, Int>
-)

app/src/main/java/com/placeholder/sherpai2/ui/screens/managephotos/ManagePhotosViewModel.kt

@@ -1,65 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.managephotos
-
-import android.app.Application
-import androidx.lifecycle.AndroidViewModel
-import androidx.lifecycle.viewModelScope
-import com.placeholder.sherpai2.data.photos.Photo
-import com.placeholder.sherpai2.data.repo.PhotoRepository
-import com.placeholder.sherpai2.domain.PhotoDuplicateScanner
-import kotlinx.coroutines.flow.MutableStateFlow
-import kotlinx.coroutines.flow.StateFlow
-import kotlinx.coroutines.flow.asStateFlow
-import kotlinx.coroutines.launch
-
-class ManagePhotosViewModel(application: Application) : AndroidViewModel(application) {
-
-    private val repository = PhotoRepository(application)
-    private val scanner = PhotoDuplicateScanner(application)
-
-    private val _uiState = MutableStateFlow<ManagePhotosUiState>(ManagePhotosUiState.Idle)
-    val uiState: StateFlow<ManagePhotosUiState> = _uiState.asStateFlow()
-
-    fun performCleanUp() {
-        viewModelScope.launch {
-            _uiState.value = ManagePhotosUiState.Loading
-
-            // Use the existing method from your PhotoRepository
-            val result = repository.scanExternalStorage()
-
-            // Handle the Result type properly
-            val allPhotos = result.getOrNull() ?: emptyList()
-
-            // Pass the List<Photo> to the scanner
-            val duplicates = scanner.findDuplicates(allPhotos)
-
-            // Update state with the correct property name: duplicateGroups
-            _uiState.value = ManagePhotosUiState.Success(duplicateGroups = duplicates)
-        }
-    }
-
-
-
-    fun countByTag() {
-        // Logic for tagging implementation goes here
-    }
-
-    fun loadStats() {
-        viewModelScope.launch {
-            _uiState.value = ManagePhotosUiState.Loading
-
-            val result = repository.scanExternalStorage()
-            val allPhotos: List<Photo> = result.getOrNull() ?: emptyList()
-
-            // sumOf now works because allPhotos is a List<Photo>, not Unit
-            val totalSize = allPhotos.sumOf { it.size }
-
-            _uiState.value = ManagePhotosUiState.Success(
-                stats = PhotoStats(
-                    totalPhotos = allPhotos.size,
-                    totalSize = totalSize,
-                    tagCounts = emptyMap() // Implement tagging logic later
-                )
-            )
-        }
-    }
-}

app/src/main/java/com/placeholder/sherpai2/ui/screens/tourscreen/components/AlbumBox.kt

@@ -1,4 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.tourscreen.components
-
-class AlbumBox {
-}

app/src/main/java/com/placeholder/sherpai2/ui/screens/trainscreen/ImagePickerScreen.kt

@@ -1,44 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.trainscreen
-
-import android.net.Uri
-import androidx.activity.compose.rememberLauncherForActivityResult
-import androidx.activity.result.contract.ActivityResultContracts
-import androidx.compose.foundation.layout.*
-import androidx.compose.foundation.lazy.LazyColumn
-import androidx.compose.foundation.lazy.items
-import androidx.compose.material3.*
-import androidx.compose.runtime.*
-import androidx.compose.ui.Modifier
-import androidx.compose.ui.unit.dp
-import androidx.lifecycle.ViewModel
-import androidx.lifecycle.viewModelScope
-import com.placeholder.sherpai2.data.repo.FaceRepository
-import com.placeholder.sherpai2.domain.faces.analyzer.FaceAnalyzer
-import kotlinx.coroutines.launch
-
-@Composable
-fun ImagePickerScreen(
-    viewModel: ImagePickerViewModel
-) {
-    val selectedImages by viewModel.selectedImages
-
-    val launcher = rememberLauncherForActivityResult(
-        contract = ActivityResultContracts.GetMultipleContents()
-    ) { uris: List<Uri> ->
-        viewModel.onImagesSelected(uris)
-    }
-
-    Column(modifier = Modifier.fillMaxSize().padding(16.dp)) {
-        Button(onClick = { launcher.launch("image/*") }) {
-            Text("Select Photos")
-        }
-
-        Spacer(modifier = Modifier.height(16.dp))
-
-        LazyColumn {
-            items(selectedImages) { uri ->
-                Text(uri.toString(), style = MaterialTheme.typography.bodyMedium)
-            }
-        }
-    }
-}

app/src/main/java/com/placeholder/sherpai2/ui/screens/trainscreen/ImagePickerViewModel.kt

@@ -1,67 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.trainscreen
-
-import android.net.Uri
-import androidx.compose.runtime.State
-import androidx.compose.runtime.mutableStateOf
-import androidx.lifecycle.ViewModel
-import androidx.lifecycle.viewModelScope
-import com.placeholder.sherpai2.data.repo.FaceRepository
-import com.placeholder.sherpai2.domain.faces.analyzer.FaceAnalyzer
-import kotlinx.coroutines.launch
-import android.content.Context
-import android.graphics.Bitmap
-import android.graphics.ImageDecoder
-
-import android.os.Build
-import android.provider.MediaStore
-
-import androidx.compose.runtime.mutableStateOf
-
-import androidx.lifecycle.viewModelScope
-import dagger.hilt.android.lifecycle.HiltViewModel
-import dagger.hilt.android.qualifiers.ApplicationContext
-import kotlinx.coroutines.Dispatchers
-import kotlinx.coroutines.launch
-import kotlinx.coroutines.withContext
-import javax.inject.Inject
-
-@HiltViewModel
-class ImagePickerViewModel @Inject constructor(
-    @ApplicationContext private val appContext: Context,
-    private val faceAnalyzer: FaceAnalyzer,
-    private val repository: FaceRepository
-) : ViewModel() {
-
-    private val _selectedImages = mutableStateOf<List<Uri>>(emptyList())
-    val selectedImages: State<List<Uri>> = _selectedImages
-
-    fun onImagesSelected(uris: List<Uri>) {
-        _selectedImages.value = uris.take(10)
-
-        viewModelScope.launch {
-            uris.take(10).forEach { uri ->
-                val bitmap = loadBitmapFromUri(uri)
-                val embedding = faceAnalyzer.analyze(bitmap)
-                val label = uri.lastPathSegment ?: "Unknown"
-                repository.saveFace(label, embedding)
-            }
-        }
-    }
-
-    private suspend fun loadBitmapFromUri(uri: Uri): Bitmap =
-        withContext(Dispatchers.IO) {
-            if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.P) {
-                val source = ImageDecoder.createSource(
-                    appContext.contentResolver,
-                    uri
-                )
-                ImageDecoder.decodeBitmap(source)
-            } else {
-                @Suppress("DEPRECATION")
-                MediaStore.Images.Media.getBitmap(
-                    appContext.contentResolver,
-                    uri
-                )
-            }
-        }
-}

app/src/main/java/com/placeholder/sherpai2/ui/screens/trainscreen/TrainModelScreen.kt

@@ -1,2 +0,0 @@
-package com.placeholder.sherpai2.ui.screens.trainscreen
-

app/src/main/java/com/placeholder/sherpai2/ui/tourscreen/GalleryScreen.kt

@@ -1,7 +1,6 @@
 import androidx.compose.foundation.layout.Arrangement
 import androidx.compose.foundation.layout.Box
 import androidx.compose.foundation.layout.Column
-import androidx.compose.foundation.layout.PaddingValues
 import androidx.compose.foundation.layout.aspectRatio
 import androidx.compose.foundation.layout.fillMaxSize
 import androidx.compose.foundation.layout.fillMaxWidth
@@ -17,7 +16,7 @@ import androidx.compose.ui.layout.ContentScale
 import androidx.compose.ui.unit.dp
 import coil.compose.AsyncImage
 import com.placeholder.sherpai2.data.photos.Photo
-import com.placeholder.sherpai2.ui.screens.tourscreen.GalleryUiState
+import com.placeholder.sherpai2.ui.tourscreen.GalleryUiState
 
 
 
@@ -25,38 +24,33 @@ import com.placeholder.sherpai2.ui.screens.tourscreen.GalleryUiState
 @Composable
 fun GalleryScreen(
     state: GalleryUiState,
-    modifier: Modifier = Modifier
+    modifier: Modifier = Modifier // Add default modifier
 ) {
-    // Column ensures the Header and the Grid are stacked vertically
+    // Note: If this is inside MainContentArea, you might not need a second Scaffold.
-    Column(modifier = modifier.fillMaxSize()) {
+    // Let's use a Column or Box to ensure it fills the space correctly.
-
+    Column(
+        modifier = modifier.fillMaxSize()
+    ) {
         Text(
             text = "Photo Gallery",
             style = MaterialTheme.typography.headlineMedium,
             modifier = Modifier.padding(16.dp)
         )
-
+        Box(modifier = Modifier.fillMaxSize(), contentAlignment = Alignment.Center) {
-        Box(
-            modifier = Modifier.weight(1f), // Fills remaining space, allowing the grid to scroll
-            contentAlignment = Alignment.Center
-        ) {
             when (state) {
                 is GalleryUiState.Loading -> CircularProgressIndicator()
-                is GalleryUiState.Error -> Text(text = state.message, color = MaterialTheme.colorScheme.error)
+                is GalleryUiState.Error -> Text(text = state.message)
                 is GalleryUiState.Success -> {
                     if (state.photos.isEmpty()) {
-                        Text("No photos found.")
+                        Text("No photos found. Try adding some to the emulator!")
                     } else {
                         LazyVerticalGrid(
                             columns = GridCells.Fixed(3),
                             modifier = Modifier.fillMaxSize(),
-                            // contentPadding prevents the bottom items from being cut off by the navigation bar
-                            contentPadding = PaddingValues(bottom = 16.dp),
                             horizontalArrangement = Arrangement.spacedBy(2.dp),
                             verticalArrangement = Arrangement.spacedBy(2.dp)
                         ) {
-                            // Using photo.uri as the key for better scroll performance
+                            items(state.photos) { photo ->
-                            items(state.photos, key = { it.uri }) { photo ->
                                 PhotoItem(photo)
                             }
                         }

app/src/main/java/com/placeholder/sherpai2/ui/tourscreen/GalleryUiState.kt

@@ -1,4 +1,4 @@
-package com.placeholder.sherpai2.ui.screens.tourscreen
+package com.placeholder.sherpai2.ui.tourscreen
 
 import com.placeholder.sherpai2.data.photos.Photo
 

app/src/main/java/com/placeholder/sherpai2/ui/tourscreen/GalleryViewModel.kt

@@ -1,8 +1,10 @@
 import android.app.Application
 import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.ViewModel
 import androidx.lifecycle.viewModelScope
+import com.placeholder.sherpai2.data.photos.Photo
 import com.placeholder.sherpai2.data.repo.PhotoRepository
-import com.placeholder.sherpai2.ui.screens.tourscreen.GalleryUiState
+import com.placeholder.sherpai2.ui.tourscreen.GalleryUiState
 import kotlinx.coroutines.flow.MutableStateFlow
 import kotlinx.coroutines.flow.asStateFlow
 import kotlinx.coroutines.launch

app/src/main/java/com/placeholder/sherpai2/ui/tourscreen/components/AlbumBox.kt

@@ -0,0 +1,4 @@
+package com.placeholder.sherpai2.ui.tourscreen.components
+
+class AlbumBox {
+}

build.gradle.kts

@@ -4,9 +4,3 @@ plugins {
     alias(libs.plugins.kotlin.android) apply false
     alias(libs.plugins.kotlin.compose) apply false
 }
-
-buildscript {
-    dependencies {
-        classpath("com.android.tools.build:gradle:8.13.2")
-    }
-}

gradle/bklibs.versions.toml

@@ -1,65 +0,0 @@
-[versions]
-activityComposeVersion = "1.8.2"
-agp = "8.13.1"
-coreKtxVersion = "1.12.0"
-kotlin = "2.0.21"
-coreKtx = "1.17.0"
-junit = "4.13.2"
-junitVersion = "1.3.0"
-espressoCore = "3.7.0"
-lifecycleRuntimeKtx = "2.10.0"
-activityCompose = "1.12.1"
-composeBom = "2024.09.00"
-materialIconsExtended = "1.6.0"
-navigationRuntimeKtx = "2.9.6"
-navigationCompose = "2.9.6"
-
-#Branch Updated -dev_backend_one
-
-ksp = "2.0.21-1.0.28" # MUST match the 2.0.21 prefix
-room = "2.6.1"
-camerax = "1.4.0"
-[libraries]
-androidx-activity-compose-v182 = { module = "androidx.activity:activity-compose", version.ref = "activityComposeVersion" }
-androidx-compose-material-icons-extended = { module = "androidx.compose.material:material-icons-extended", version.ref = "materialIconsExtended" }
-androidx-core-ktx = { group = "androidx.core", name = "core-ktx", version.ref = "coreKtx" }
-androidx-core-ktx-v1120 = { module = "androidx.core:core-ktx", version.ref = "coreKtxVersion" }
-junit = { group = "junit", name = "junit", version.ref = "junit" }
-androidx-junit = { group = "androidx.test.ext", name = "junit", version.ref = "junitVersion" }
-androidx-espresso-core = { group = "androidx.test.espresso", name = "espresso-core", version.ref = "espressoCore" }
-androidx-lifecycle-runtime-ktx = { group = "androidx.lifecycle", name = "lifecycle-runtime-ktx", version.ref = "lifecycleRuntimeKtx" }
-androidx-activity-compose = { group = "androidx.activity", name = "activity-compose", version.ref = "activityCompose" }
-androidx-compose-bom = { group = "androidx.compose", name = "compose-bom", version.ref = "composeBom" }
-androidx-compose-ui = { group = "androidx.compose.ui", name = "ui" }
-androidx-compose-ui-graphics = { group = "androidx.compose.ui", name = "ui-graphics" }
-androidx-compose-ui-tooling = { group = "androidx.compose.ui", name = "ui-tooling" }
-androidx-compose-ui-tooling-preview = { group = "androidx.compose.ui", name = "ui-tooling-preview" }
-androidx-compose-ui-test-manifest = { group = "androidx.compose.ui", name = "ui-test-manifest" }
-androidx-compose-ui-test-junit4 = { group = "androidx.compose.ui", name = "ui-test-junit4" }
-androidx-compose-material3 = { group = "androidx.compose.material3", name = "material3" }
-androidx-navigation-runtime-ktx = { group = "androidx.navigation", name = "navigation-runtime-ktx", version.ref = "navigationRuntimeKtx" }
-androidx-navigation-compose = { group = "androidx.navigation", name = "navigation-compose", version.ref = "navigationCompose" }
-
-
-
-#Branch Updated -dev_backend_one
-
-
-
-# CameraX stack
-camera-core = { group = "androidx.camera", name = "camera-camera2", version.ref = "camerax" }
-camera-lifecycle = { group = "androidx.camera", name = "camera-lifecycle", version.ref = "camerax" }
-camera-view = { group = "androidx.camera", name = "camera-view", version.ref = "camerax" }
-# ML Stack
-mlkit-face = { group = "com.google.mlkit", name = "face-detection", version = "16.1.7" }
-tflite = { group = "org.tensorflow", name = "tensorflow-lite", version = "2.16.1" }
-# Room
-room-runtime = { group = "androidx.room", name = "room-runtime", version.ref = "room" }
-room-compiler = { group = "androidx.room", name = "room-compiler", version.ref = "room" }
-
-
-[plugins]
-android-application = { id = "com.android.application", version.ref = "agp" }
-kotlin-android = { id = "org.jetbrains.kotlin.android", version.ref = "kotlin" }
-kotlin-compose = { id = "org.jetbrains.kotlin.plugin.compose", version.ref = "kotlin" }
-ksp = { id = "com.google.devtools.ksp", version.ref = "ksp" }

gradle/libs.versions.toml

@@ -1,66 +1,32 @@
 [versions]
-# Tooling
+agp = "8.13.1"
-agp = "8.7.3" # Latest stable for 2025
 kotlin = "2.0.21"
-ksp = "2.0.21-1.0.28" # Strictly matched to Kotlin version
+coreKtx = "1.17.0"
-
+junit = "4.13.2"
-# AndroidX / Compose
+junitVersion = "1.3.0"
-androidx-core = "1.15.0"
+espressoCore = "3.7.0"
-androidx-lifecycle = "2.10.0"
+lifecycleRuntimeKtx = "2.10.0"
-androidx-activity = "1.12.2"
+activityCompose = "1.12.1"
-compose-bom = "2025.12.00"
+composeBom = "2024.09.00"
-navigation = "2.8.5"
-
-# Camera & ML
-camerax = "1.5.2"
-mlkit-face = "16.1.7"
-tflite = "2.16.1"
-
-# Database & DI
-room = "2.7.0-alpha01"
-hilt = "2.54" # Supports KSP2 and fixes JavaPoet conflicts
-
-# Images
-coil = "2.6.0"
 
 [libraries]
-# Core & Lifecycle
+androidx-core-ktx = { group = "androidx.core", name = "core-ktx", version.ref = "coreKtx" }
-androidx-core-ktx = { group = "androidx.core", name = "core-ktx", version.ref = "androidx-core" }
+junit = { group = "junit", name = "junit", version.ref = "junit" }
-androidx-lifecycle-runtime = { group = "androidx.lifecycle", name = "lifecycle-runtime-compose", version.ref = "androidx-lifecycle" }
+androidx-junit = { group = "androidx.test.ext", name = "junit", version.ref = "junitVersion" }
-androidx-activity-compose = { group = "androidx.activity", name = "activity-compose", version.ref = "androidx-activity" }
+androidx-espresso-core = { group = "androidx.test.espresso", name = "espresso-core", version.ref = "espressoCore" }
-
+androidx-lifecycle-runtime-ktx = { group = "androidx.lifecycle", name = "lifecycle-runtime-ktx", version.ref = "lifecycleRuntimeKtx" }
-# Compose
+androidx-activity-compose = { group = "androidx.activity", name = "activity-compose", version.ref = "activityCompose" }
-androidx-compose-bom = { group = "androidx.compose", name = "compose-bom", version.ref = "compose-bom" }
+androidx-compose-bom = { group = "androidx.compose", name = "compose-bom", version.ref = "composeBom" }
-compose-ui = { group = "androidx.compose.ui", name = "ui" }
+androidx-compose-ui = { group = "androidx.compose.ui", name = "ui" }
-compose-ui-tooling = { group = "androidx.compose.ui", name = "ui-tooling" }
+androidx-compose-ui-graphics = { group = "androidx.compose.ui", name = "ui-graphics" }
-compose-material3 = { group = "androidx.compose.material3", name = "material3" }
+androidx-compose-ui-tooling = { group = "androidx.compose.ui", name = "ui-tooling" }
-compose-icons = { group = "androidx.compose.material", name = "material-icons-extended" }
+androidx-compose-ui-tooling-preview = { group = "androidx.compose.ui", name = "ui-tooling-preview" }
-compose-navigation = { group = "androidx.navigation", name = "navigation-compose", version.ref = "navigation" }
+androidx-compose-ui-test-manifest = { group = "androidx.compose.ui", name = "ui-test-manifest" }
-
+androidx-compose-ui-test-junit4 = { group = "androidx.compose.ui", name = "ui-test-junit4" }
-# CameraX
+androidx-compose-material3 = { group = "androidx.compose.material3", name = "material3" }
-camera-core = { group = "androidx.camera", name = "camera-camera2", version.ref = "camerax" }
-camera-lifecycle = { group = "androidx.camera", name = "camera-lifecycle", version.ref = "camerax" }
-camera-view = { group = "androidx.camera", name = "camera-view", version.ref = "camerax" }
-
-# ML
-mlkit-face = { group = "com.google.mlkit", name = "face-detection", version.ref = "mlkit-face" }
-tflite = { group = "org.tensorflow", name = "tensorflow-lite", version.ref = "tflite" }
-tflite-support = { group = "org.tensorflow", name = "tensorflow-lite-support", version = "0.4.4" }
-
-# Room
-room-runtime = { group = "androidx.room", name = "room-runtime", version.ref = "room" }
-room-compiler = { group = "androidx.room", name = "room-compiler", version.ref = "room" }
-
-# Images
-coil-compose = { group = "io.coil-kt", name = "coil-compose", version.ref = "coil" }
-
-# Hilt
-hilt-android = { group = "com.google.dagger", name = "hilt-android", version.ref = "hilt" }
-hilt-compiler = { group = "com.google.dagger", name = "hilt-compiler", version.ref = "hilt" }
 
 [plugins]
 android-application = { id = "com.android.application", version.ref = "agp" }
 kotlin-android = { id = "org.jetbrains.kotlin.android", version.ref = "kotlin" }
 kotlin-compose = { id = "org.jetbrains.kotlin.plugin.compose", version.ref = "kotlin" }
-ksp = { id = "com.google.devtools.ksp", version.ref = "ksp" }
+
-hilt-android = { id = "com.google.dagger.hilt.android", version.ref = "hilt" }