How to build an Android App to Create a Vector Database from PDFs with Gemini and Pinecone?

Vector DB in Android App

Steps:

Set Up Project and APIs: Create an Android app and configure Gemini and Pinecone APIs with Retrofit.
Pick and Extract PDF Text: Use SAF to select PDFs and iText7 to extract text into chunks.
Generate and Store Embeddings: Convert text chunks to embeddings with Gemini and upsert to Pinecone.
Test with Feedback: Run the app, show processing feedback, and verify vectors in Pinecone.

Pinecone API Key: https://app.pinecone.io/
Gemini API Key: https://aistudio.google.com/apikey

I hope you like this video. For any questions, suggestions or appreciation please contact us at: https://programmerworld.co/contact/ or email at: programmerworld1990@gmail.com

Details:

package com.programmerworld.vectordbandoridapp;

import android.content.Intent;
import android.net.Uri;
import android.os.Bundle;
import android.util.Log;
import android.view.View;
import android.widget.Button;
import android.widget.Toast;
import androidx.appcompat.app.AppCompatActivity;

import com.programmerworld.vectordbandoridapp.api.GeminiApi;
import com.programmerworld.vectordbandoridapp.api.PineconeApi;
import com.programmerworld.vectordbandoridapp.models.GeminiRequest;
import com.programmerworld.vectordbandoridapp.models.GeminiResponse;
import com.programmerworld.vectordbandoridapp.models.PineconeUpsertRequest;

import okhttp3.OkHttpClient;
import retrofit2.Call;
import retrofit2.Callback;
import retrofit2.Response;
import retrofit2.Retrofit;
import retrofit2.converter.gson.GsonConverterFactory;

import com.itextpdf.kernel.pdf.PdfDocument;
import com.itextpdf.kernel.pdf.PdfReader;
import com.itextpdf.kernel.pdf.canvas.parser.PdfTextExtractor;

import java.io.InputStream;
import java.io.IOException;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

public class MainActivity extends AppCompatActivity {

    private static final int PICK_PDF_REQUEST = 102;
    private static final String TAG = "PineconeVectorDB";
    private static final String GEMINI_API_KEY = "AIzaSyC7JMfto1SkmH5qoLr8dEHuDiew3VK_wdg"; // Replace with your key
    private static final String PINECONE_API_KEY = "pcsk_7Uuobj_SRHpjmX1Wz61FhGNK1UknuXjzK4kKWNcrfcMGTEGbZw1t3iwocZ2gjpf6wzgxWY"; // Replace with your key

    private GeminiApi geminiApi;
    private PineconeApi pineconeApi;

    @Override
    protected void onCreate(Bundle savedInstanceState) {
        super.onCreate(savedInstanceState);
        setContentView(R.layout.activity_main);

        // Initialize Retrofit clients
        Retrofit retrofitGemini = new Retrofit.Builder()
                .baseUrl("https://generativelanguage.googleapis.com/")
                .client(new OkHttpClient())
                .addConverterFactory(GsonConverterFactory.create())
                .build();
        geminiApi = retrofitGemini.create(GeminiApi.class);

        Retrofit retrofitPinecone = new Retrofit.Builder()
                .baseUrl("https://vectordb-mtnq2wb.svc.aped-4627-b74a.pinecone.io")
                .client(new OkHttpClient())
                .addConverterFactory(GsonConverterFactory.create())
                .build();
        pineconeApi = retrofitPinecone.create(PineconeApi.class);

        // Button to pick PDFs
        Button processButton = findViewById(R.id.processButton);
        processButton.setOnClickListener(new View.OnClickListener() {
            @Override
            public void onClick(View v) {
                openFilePicker();
            }
        });
    }

    private void openFilePicker() {
        Intent intent = new Intent(Intent.ACTION_OPEN_DOCUMENT);
        intent.addCategory(Intent.CATEGORY_OPENABLE);
        intent.setType("application/pdf");
        intent.putExtra(Intent.EXTRA_ALLOW_MULTIPLE, true);
        startActivityForResult(intent, PICK_PDF_REQUEST);
    }

    @Override
    protected void onActivityResult(int requestCode, int resultCode, Intent data) {
        super.onActivityResult(requestCode, resultCode, data);
        if (requestCode == PICK_PDF_REQUEST && resultCode == RESULT_OK && data != null) {
            List<Uri> uris = new ArrayList<>();
            if (data.getClipData() != null) {
                for (int i = 0; i < data.getClipData().getItemCount(); i++) {
                    uris.add(data.getClipData().getItemAt(i).getUri());
                }
            } else if (data.getData() != null) {
                uris.add(data.getData());
            }

            new Thread(new Runnable() {
                @Override
                public void run() {
                    for (Uri uri : uris) {
                        try {
                            String fileName = uri.getLastPathSegment();
                            String text = extractTextFromPdf(uri);
                            List<String> chunks = splitTextIntoChunks(text);
                            upsertToPinecone(fileName != null ? fileName : "unknown.pdf", chunks);
                            runOnUiThread(new Runnable() {
                                @Override
                                public void run() {
                                    Toast.makeText(MainActivity.this, "Processed " + fileName, Toast.LENGTH_LONG).show();
                                }
                            });
                        } catch (Exception e) {
                            Log.e(TAG, "Error processing " + uri.toString() + ": " + e.getMessage());
                        }
                    }
                }
            }).start();
        }
    }

    private String extractTextFromPdf(Uri uri) {
        StringBuilder textBuilder = new StringBuilder();
        try {
            InputStream inputStream = getContentResolver().openInputStream(uri);
            if (inputStream != null) {
                PdfReader reader = new PdfReader(inputStream);
                PdfDocument document = new PdfDocument(reader);
                for (int i = 1; i <= document.getNumberOfPages(); i++) {
                    textBuilder.append(PdfTextExtractor.getTextFromPage(document.getPage(i)));
                }
                document.close();
                inputStream.close();
                Log.d(TAG, "Extracted text from " + uri.getLastPathSegment() + ": " + textBuilder.substring(0, Math.min(textBuilder.length(), 50)) + "...");
            }
        } catch (IOException e) {
            Log.e(TAG, "Error reading PDF with iText: " + e.getMessage());
        }
        return textBuilder.toString();
    }

    private List<String> splitTextIntoChunks(String text) {
        List<String> chunks = new ArrayList<>();
        int chunkSize = 100;
        int start = 0;
        while (start < text.length()) {
            int end = Math.min(start + chunkSize, text.length());
            chunks.add(text.substring(start, end));
            start = end;
        }
        Log.d(TAG, "Split text into " + chunks.size() + " chunks");
        return chunks;
    }

    private void upsertToPinecone(String fileName, List<String> chunks) {
        List<PineconeUpsertRequest.Vector> vectors = new ArrayList<>();
        for (int i = 0; i < chunks.size(); i++) {
            String chunk = chunks.get(i);
            Call<GeminiResponse> call = geminiApi.getEmbedding(GEMINI_API_KEY, new GeminiRequest(chunk));
            try {
                Response<GeminiResponse> response = call.execute();
                if (response.isSuccessful() && response.body() != null) {
                    List<Float> embedding = response.body().getEmbedding().getValues(); // Updated to getValues()
                    Map<String, String> metadata = new HashMap<>();
                    metadata.put("text", chunk);
                    vectors.add(new PineconeUpsertRequest.Vector(fileName + "-chunk-" + i, embedding, metadata));
                    Log.d(TAG, "Successfully got embedding for chunk " + i);
                } else {
                    Log.e(TAG, "Failed to get embedding for chunk " + i + ": " + response.message() + " - Code: " + response.code());
                    Log.e(TAG, "Response body: " + (response.errorBody() != null ? response.errorBody().string() : "No error body"));
                }
            } catch (Exception e) {
                Log.e(TAG, "Error fetching embedding: " + e.getMessage());
            }
        }

        if (!vectors.isEmpty()) {
            Call<Object> upsertCall = pineconeApi.upsertVectors(PINECONE_API_KEY, new PineconeUpsertRequest(vectors));
            upsertCall.enqueue(new Callback<Object>() {
                @Override
                public void onResponse(Call<Object> call, Response<Object> response) {
                    if (response.isSuccessful()) {
                        Log.d(TAG, "Upserted " + vectors.size() + " vectors for " + fileName);
                    } else {
                        Log.e(TAG, "Upsert failed: " + response.message() + " - " + response.code());
                    }
                }

                @Override
                public void onFailure(Call<Object> call, Throwable t) {
                    Log.e(TAG, "Upsert error: " + t.getMessage());
                }
            });
        }
    }
}

package com.programmerworld.vectordbandoridapp.api;

import com.programmerworld.vectordbandoridapp.models.GeminiRequest;
import com.programmerworld.vectordbandoridapp.models.GeminiResponse;

import retrofit2.Call;
import retrofit2.http.Body;
import retrofit2.http.POST;
import retrofit2.http.Query;

public interface GeminiApi {
    @POST("v1/models/embedding-001:embedContent")
    Call<GeminiResponse> getEmbedding(
            @Query("key") String apiKey,
            @Body GeminiRequest request
    );
}

package com.programmerworld.vectordbandoridapp.api;

import com.programmerworld.vectordbandoridapp.models.PineconeUpsertRequest;

import retrofit2.Call;
import retrofit2.http.Body;
import retrofit2.http.Header;
import retrofit2.http.POST;

public interface PineconeApi {
    @POST("vectors/upsert")
    Call<Object> upsertVectors(
            @Header("Api-Key") String apiKey,
            @Body PineconeUpsertRequest request
    );
}

package com.programmerworld.vectordbandoridapp.models;

import java.util.Collections;
import java.util.List;

public class GeminiRequest {
    private String model = "embedding-001"; // Explicitly specify the model
    private Content content;
    private String task_type;

    public GeminiRequest(String text) {
        this.content = new Content(Collections.singletonList(new Part(text)));
        this.task_type = "retrieval_document";
    }

    public String getModel() {
        return model;
    }

    public Content getContent() {
        return content;
    }

    public String getTaskType() {
        return task_type;
    }

    // Nested Content class
    public static class Content {
        private List<Part> parts;

        public Content(List<Part> parts) {
            this.parts = parts;
        }

        public List<Part> getParts() {
            return parts;
        }
    }

    // Nested Part class
    public static class Part {
        private String text;

        public Part(String text) {
            this.text = text;
        }

        public String getText() {
            return text;
        }
    }
}

package com.programmerworld.vectordbandoridapp.models;

import java.util.List;

public class GeminiResponse {
    private Embedding embedding;

    public Embedding getEmbedding() {
        return embedding;
    }

    public static class Embedding {
        private List<Float> values;

        public List<Float> getValues() {
            return values;
        }
    }
}

package com.programmerworld.vectordbandoridapp.models;

import java.util.List;
import java.util.Map;

public class PineconeUpsertRequest {
    private List<Vector> vectors;

    public PineconeUpsertRequest(List<Vector> vectors) {
        this.vectors = vectors;
    }

    public List<Vector> getVectors() {
        return vectors;
    }

    public static class Vector {
        private String id;
        private List<Float> values;
        private Map<String, String> metadata;

        public Vector(String id, List<Float> values, Map<String, String> metadata) {
            this.id = id;
            this.values = values;
            this.metadata = metadata;
        }

        public String getId() {
            return id;
        }

        public List<Float> getValues() {
            return values;
        }

        public Map<String, String> getMetadata() {
            return metadata;
        }
    }
}

<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:tools="http://schemas.android.com/tools">

    <uses-permission android:name="android.permission.INTERNET" />

    <application
        android:allowBackup="true"
        android:dataExtractionRules="@xml/data_extraction_rules"
        android:fullBackupContent="@xml/backup_rules"
        android:icon="@mipmap/ic_launcher"
        android:label="@string/app_name"
        android:roundIcon="@mipmap/ic_launcher_round"
        android:supportsRtl="true"
        android:theme="@style/Theme.VectorDBAndoridApp"
        tools:targetApi="31">
        <activity
            android:name=".MainActivity"
            android:exported="true">
            <intent-filter>
                <action android:name="android.intent.action.MAIN" />

                <category android:name="android.intent.category.LAUNCHER" />
            </intent-filter>
        </activity>
    </application>

</manifest>

plugins {
    alias(libs.plugins.android.application)
}

android {
    namespace = "com.programmerworld.vectordbandoridapp"
    compileSdk = 35

    defaultConfig {
        applicationId = "com.programmerworld.vectordbandoridapp"
        minSdk = 33
        targetSdk = 35
        versionCode = 1
        versionName = "1.0"

        testInstrumentationRunner = "androidx.test.runner.AndroidJUnitRunner"
    }

    buildTypes {
        release {
            isMinifyEnabled = false
            proguardFiles(
                getDefaultProguardFile("proguard-android-optimize.txt"),
                "proguard-rules.pro"
            )
        }
    }
    compileOptions {
        sourceCompatibility = JavaVersion.VERSION_11
        targetCompatibility = JavaVersion.VERSION_11
    }

    // Add this block to resolve the duplicate file conflict
    packaging {
        resources {
            excludes += "META-INF/DEPENDENCIES"
        }
    }

}

dependencies {

    implementation(libs.appcompat)
    implementation(libs.material)
    implementation(libs.activity)
    implementation(libs.constraintlayout)
    testImplementation(libs.junit)
    androidTestImplementation(libs.ext.junit)
    androidTestImplementation(libs.espresso.core)

    implementation("com.squareup.retrofit2:retrofit:2.9.0")
    implementation("com.squareup.retrofit2:converter-gson:2.9.0")
    implementation("com.squareup.okhttp3:okhttp:4.11.0")

    implementation("com.itextpdf:itext7-core:7.2.5")

}

<?xml version="1.0" encoding="utf-8"?>
<androidx.constraintlayout.widget.ConstraintLayout xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:app="http://schemas.android.com/apk/res-auto"
    android:layout_width="match_parent"
    android:layout_height="match_parent"
    android:padding="16dp">

    <Button
        android:id="@+id/processButton"
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:layout_marginTop="100dp"
        android:text="Process PDFs"
        app:layout_constraintEnd_toEndOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintTop_toTopOf="parent" />

</androidx.constraintlayout.widget.ConstraintLayout>

Screenshots:

Values of Emedding:

All the chunks in the db:

Embedding values – total 768 in numbers.

0.0171126202, -0.0413138792, -0.0413655154, 0.0141438255, 0.075908564, 0.0293884892, 0.00491497573, -0.00378519204, -0.0209538285, 0.0411566533, 0.00411065621, 0.0337689817, -0.0293351561, 0.0281720031, 0.023757, -0.0554589964, 0.0142780142, 0.0330802612, -0.0209850408, -0.0411771908, -0.0106577883, -0.026919052, -0.00692363176, -0.0249050856, 0.0286769066, 0.0160254482, 0.00912141614, -0.0635237619, 0.0000880139341, 0.0081048971, -0.0481902882, 0.00777557446, -0.0240873173, 0.0419216305, 0.0254272502, -0.0133555681, -0.00235324842, 0.00866373349, -0.0170765575, 0.0268163774, 0.0107960971, -0.0311159939, -0.0132622682, 0.0204603579, 0.0101203229, 0.0247809049, 0.0370251611, 0.0159246419, -0.0131810037, -0.0495526269, -0.00368209416, 0.015869977, 0.0888641551, -0.0381803252, 0.00750641711, -0.0375471674, 0.0407140814, -0.0276088081, 0.0210816134, -0.0316660628, -0.0129982056, 0.0408195071, -0.0230667498, -0.0292733349, -0.0157793984, -0.0449114367, -0.046937868, 0.0103377635, 0.00551967137, 0.0270087682, -0.0319307968, -0.00599214155, 0.0699061528, 0.00992823206, -0.00756109459, -0.106039904, -0.0118513377, 0.0778134093, 0.0385648757, 0.0275774468, -0.00191313378, -0.0575883389, -0.0736219957, -0.0265233237, -0.034591835, 0.00319004431, -0.0419657975, -0.0273410585, -0.0219732225, 0.0221587699, -0.0318962485, -0.00153450528, 0.0472963452, -0.0282627195, -0.0174474753, 0.0449668579, 0.000779263792, -0.04639671, 0.024530543, -0.0120042488, 0.0104857171, -0.0190497153, -0.0422900319, 0.0264465101, 0.0163910091, 0.0220528562, 0.027285574, 0.0688994825, 0.0214281715, 0.0316799544, -0.0346530378, -0.00420808839, 0.0143907815, -0.0363665335, 0.0329527482, -0.000543844828, 0.00559510477, 0.0531814881, 0.0169509929, 0.0186807904, 0.0368495099, -0.00065135659, 0.0496722534, -0.0117023299, 0.0208356641, 0.0146099469, 0.00842686836, 0.0278661437, 0.0302522928, -0.00812617596, -0.00822749734, -0.0482050925, -0.0409306809, 0.0225044675, 0.0613974035, 0.0824581906, 0.0297802631, 0.0195234139, 0.0549648, 0.0101213241, 0.0321099907, 0.0105749853, -0.0324023589, 0.0344239101, -0.0300996136, 0.0385391861, -0.0448807813, 0.00213089306, 0.0567102917, -0.0169823207, -0.0297777802, 0.00495802425, -0.0576080568, -0.0193309, 0.0671766177, 0.00184371218, 0.0107980818, 0.0202115867, -0.00417891284, 0.0359180234, -0.0048248861, 0.00446648803, 0.0340908282, 0.0492077023, -0.0254150145, -0.0367702208, -0.0184156261, -0.0172757301, -0.0224096105, -0.00448330352, -0.00958921202, 0.0289477929, -0.0358811319, -0.0368254036, -0.00341145182, -0.0508259535, 0.0303567518, 0.0447705723, -0.0147267245, -0.0420125723, -0.0227263663, -0.0586174428, 0.0486361757, 0.0403032377, 0.0471505038, -0.0103950016, 0.0143305026, -0.0154195093, -0.0257401392, -0.0179384705, -0.00618693652, 0.0190795641, -0.0173569862, -0.0162252598, -0.0262383223, 0.0825106576, 0.0469300523, 0.0206362735, 0.00531737274, -0.0456104279, -0.0090809539, 0.121866331, 0.0143100806, 0.0218325332, 0.043847695, 0.0159530323, 0.0377180278, -0.0122444732, -0.0414392278, 0.0128127849, -0.0709982589, 0.0381744765, -0.00278051756, 0.0248125773, 0.00905449875, -0.0252745245, -0.00584520772, 0.0261154734, 0.0122356899, -0.036878109, 0.0199695621, -0.000173126609, -0.0159000531, 0.0363521725, 0.0606356226, 0.0196594391, -0.0121775623, 0.00796993077, 0.0152371246, -0.0490769222, -0.0100881653, 0.108476877, 0.0362762101, 0.0112489, 0.0779770613, 0.0167998597, 0.0158813838, 0.0319213495, 0.0354669839, 0.0327795893, -0.0523140468, -0.00234082388, 0.0657626465, -0.000308448594, -0.0829903781, -0.039004989, -0.00445564836, 0.0313201062, 0.0118188607, 0.0806814581, -0.00827162433, -0.0197549518, -0.010236158, -0.0135540208, -0.0439037941, 0.0233061314, -0.0409068614, 0.0182380434, -0.033786986, 0.0145411845, 0.0290105846, 0.0199195277, 0.0184691157, 0.000968147186, 0.00542598963, -0.0146124242, -0.0180943403, -0.0866311342, 0.0349254459, 0.028360283, 0.0188426469, -0.0182816889, 0.0104336776, 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