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## π± Connecting Flutter App to Chemical RAG System
Complete guide for integrating the Chemical RAG API with a Flutter mobile application.
---
## π REST Client Setup
### Step 1: Add Dependencies
Update your `pubspec.yaml`:
```yaml
dependencies:
flutter:
sdk: flutter
http: ^1.1.0
dio: ^5.3.0 # Alternative HTTP client
freezed_annotation: ^2.4.0
json_serializable: ^6.7.0
dev_dependencies:
build_runner: ^2.4.0
freezed: ^2.4.0
json_serializable: ^6.7.0
```
Run: `flutter pub get`
---
## π― Data Models
### models/compound.dart
```dart
import 'package:freezed_annotation/freezed_annotation.dart';
part 'compound.freezed.dart';
part 'compound.g.dart';
@freezed
class SearchRequest with _$SearchRequest {
const factory SearchRequest({
required String smiles,
@Default(3) int topK,
}) = _SearchRequest;
factory SearchRequest.fromJson(Map<String, dynamic> json) =>
_$SearchRequestFromJson(json);
}
@freezed
class CompoundResult with _$CompoundResult {
const factory CompoundResult({
required String smiles,
required double distance,
String? image,
}) = _CompoundResult;
factory CompoundResult.fromJson(Map<String, dynamic> json) =>
_$CompoundResultFromJson(json);
}
@freezed
class SearchResponse with _$SearchResponse {
const factory SearchResponse({
required List<CompoundResult> results,
}) = _SearchResponse;
factory SearchResponse.fromJson(Map<String, dynamic> json) =>
_$SearchResponseFromJson(json);
}
@freezed
class ApiStats with _$ApiStats {
const factory ApiStats({
required int compounds,
@JsonKey(name: 'index_size') required int indexSize,
@JsonKey(name: 'bit_size') required int bitSize,
}) = _ApiStats;
factory ApiStats.fromJson(Map<String, dynamic> json) =>
_$ApiStatsFromJson(json);
}
@freezed
class HealthStatus with _$HealthStatus {
const factory HealthStatus({
required String status,
required String service,
required String version,
}) = _HealthStatus;
factory HealthStatus.fromJson(Map<String, dynamic> json) =>
_$HealthStatusFromJson(json);
}
```
---
## π API Service
### services/chemical_api_service.dart
```dart
import 'package:dio/dio.dart';
import '../models/compound.dart';
class ChemicalApiService {
late final Dio _dio;
final String baseUrl;
ChemicalApiService({this.baseUrl = 'http://127.0.0.1:8000'}) {
_dio = Dio(
BaseOptions(
baseUrl: baseUrl,
connectTimeout: const Duration(seconds: 10),
receiveTimeout: const Duration(seconds: 10),
persistentConnection: true,
),
);
// Add logging and error handling
_dio.interceptors.add(
LogInterceptor(
requestBody: true,
responseBody: true,
logPrint: (obj) => print(obj),
),
);
}
/// Health check endpoint
Future<HealthStatus> getHealth() async {
try {
final response = await _dio.get('/health');
return HealthStatus.fromJson(response.data);
} catch (e) {
rethrow;
}
}
/// Get system statistics
Future<ApiStats> getStats() async {
try {
final response = await _dio.get('/stats');
return ApiStats.fromJson(response.data);
} catch (e) {
rethrow;
}
}
/// Search for similar compounds
Future<SearchResponse> search({
required String smiles,
int topK = 3,
}) async {
try {
final payload = SearchRequest(smiles: smiles, topK: topK);
final response = await _dio.post(
'/search',
data: payload.toJson(),
);
return SearchResponse.fromJson(response.data);
} on DioException catch (e) {
// Handle specific errors
if (e.response?.statusCode == 400) {
final error = e.response?.data['detail'] ?? 'Invalid request';
throw ArgumentError(error);
}
rethrow;
}
}
/// Check if server is running
Future<bool> isServerRunning() async {
try {
await getHealth();
return true;
} catch (e) {
return false;
}
}
}
```
---
## ποΈ State Management (Provider Pattern)
### providers/chemical_provider.dart
```dart
import 'package:flutter_riverpod/flutter_riverpod.dart';
import '../services/chemical_api_service.dart';
import '../models/compound.dart';
// Service provider
final chemicalApiProvider = Provider((ref) {
return ChemicalApiService();
});
// Health status provider
final healthStatusProvider = FutureProvider((ref) async {
final api = ref.watch(chemicalApiProvider);
return api.getHealth();
});
// System stats provider
final systemStatsProvider = FutureProvider((ref) async {
final api = ref.watch(chemicalApiProvider);
return api.getStats();
});
// Search results provider with parameter
final searchResultsProvider = FutureProvider.family<SearchResponse, String>(
(ref, smiles) async {
final api = ref.watch(chemicalApiProvider);
return api.search(smiles: smiles, topK: 5);
},
);
// Server status provider
final serverStatusProvider = FutureProvider((ref) async {
final api = ref.watch(chemicalApiProvider);
return api.isServerRunning();
});
// Selected compound state
final selectedCompoundProvider = StateProvider<CompoundResult?>((ref) => null);
// Search history
final searchHistoryProvider = StateProvider<List<String>>((ref) => []);
```
---
## π¨ UI Widgets
### screens/search_screen.dart
```dart
import 'package:flutter/material.dart';
import 'package:flutter_riverpod/flutter_riverpod.dart';
import '../providers/chemical_provider.dart';
import '../widgets/compound_card.dart';
class SearchScreen extends ConsumerStatefulWidget {
const SearchScreen({Key? key}) : super(key: key);
@override
ConsumerState<SearchScreen> createState() => _SearchScreenState();
}
class _SearchScreenState extends ConsumerState<SearchScreen> {
late TextEditingController _smilesController;
String? _selectedSmiles;
@override
void initState() {
super.initState();
_smilesController = TextEditingController();
}
@override
void dispose() {
_smilesController.dispose();
super.dispose();
}
@override
Widget build(BuildContext context) {
final searchResults = _selectedSmiles != null
? ref.watch(searchResultsProvider(_selectedSmiles!))
: null;
final serverStatus = ref.watch(serverStatusProvider);
return Scaffold(
appBar: AppBar(
title: const Text('Chemical Similarity Search'),
elevation: 0,
actions: [
Center(
child: serverStatus.when(
data: (isRunning) => Container(
padding: const EdgeInsets.symmetric(horizontal: 16),
child: Center(
child: Row(
children: [
Container(
width: 8,
height: 8,
decoration: BoxDecoration(
shape: BoxShape.circle,
color: isRunning ? Colors.green : Colors.red,
),
),
const SizedBox(width: 8),
Text(
isRunning ? 'Connected' : 'Disconnected',
style: const TextStyle(fontSize: 12),
),
],
),
),
),
loading: () => const SizedBox(
width: 24,
height: 24,
child: CircularProgressIndicator(strokeWidth: 2),
),
error: (err, stack) => const Text('Error'),
),
),
],
),
body: Column(
children: [
// Stats Card
Padding(
padding: const EdgeInsets.all(16),
child: StatsCard(),
),
// Search Input
Padding(
padding: const EdgeInsets.symmetric(horizontal: 16),
child: Column(
crossAxisAlignment: CrossAxisAlignment.start,
children: [
TextField(
controller: _smilesController,
decoration: InputDecoration(
hintText: 'Enter SMILES string (e.g., CCO, c1ccccc1)',
border: OutlineInputBorder(
borderRadius: BorderRadius.circular(8),
),
suffixIcon: IconButton(
icon: const Icon(Icons.clear),
onPressed: _smilesController.clear,
),
),
),
const SizedBox(height: 12),
SizedBox(
width: double.infinity,
child: ElevatedButton.icon(
onPressed: _performSearch,
icon: const Icon(Icons.search),
label: const Text('Search'),
),
),
],
),
),
const SizedBox(height: 16),
// Common SMILES Presets
Padding(
padding: const EdgeInsets.symmetric(horizontal: 16),
child: SingleChildScrollView(
scrollDirection: Axis.horizontal,
child: Row(
children: [
_presetSmiles('Ethanol', 'CCO'),
const SizedBox(width: 8),
_presetSmiles('Benzene', 'c1ccccc1'),
const SizedBox(width: 8),
_presetSmiles('Acetic Acid', 'CC(=O)O'),
const SizedBox(width: 8),
_presetSmiles('Methanol', 'CO'),
],
),
),
),
const SizedBox(height: 16),
// Results
Expanded(
child: searchResults == null
? Center(
child: Column(
mainAxisAlignment: MainAxisAlignment.center,
children: [
Icon(
Icons.search,
size: 64,
color: Colors.grey[300],
),
const SizedBox(height: 16),
Text(
'Enter a SMILES string to search',
style: Theme.of(context).textTheme.bodyLarge,
),
],
),
)
: searchResults.when(
data: (results) => ListView.builder(
padding: const EdgeInsets.symmetric(horizontal: 16),
itemCount: results.results.length,
itemBuilder: (context, index) {
final compound = results.results[index];
return CompoundCard(compound: compound);
},
),
loading: () => const Center(
child: CircularProgressIndicator(),
),
error: (error, stack) => Center(
child: Column(
mainAxisAlignment: MainAxisAlignment.center,
children: [
Icon(
Icons.error_outline,
size: 48,
color: Colors.red[300],
),
const SizedBox(height: 16),
Text(
error.toString(),
textAlign: TextAlign.center,
style: TextStyle(color: Colors.red[300]),
),
],
),
),
),
),
],
),
);
}
Widget _presetSmiles(String label, String smiles) {
return ActionChip(
label: Text(label),
onPressed: () {
_smilesController.text = smiles;
_performSearch();
},
);
}
void _performSearch() {
final smiles = _smilesController.text.trim();
if (smiles.isEmpty) {
ScaffoldMessenger.of(context).showSnackBar(
const SnackBar(content: Text('Please enter a SMILES string')),
);
return;
}
setState(() => _selectedSmiles = smiles);
}
}
// Stats Card Widget
class StatsCard extends ConsumerWidget {
const StatsCard({Key? key}) : super(key: key);
@override
Widget build(BuildContext context, WidgetRef ref) {
final stats = ref.watch(systemStatsProvider);
return stats.when(
data: (stat) => Card(
child: Padding(
padding: const EdgeInsets.all(16),
child: Row(
mainAxisAlignment: MainAxisAlignment.spaceAround,
children: [
_StatItem(label: 'Compounds', value: stat.compounds.toString()),
_StatItem(label: 'Index Size', value: stat.indexSize.toString()),
_StatItem(label: 'Fingerprints', value: '${stat.bitSize}-bit'),
],
),
),
),
loading: () => const Center(child: CircularProgressIndicator()),
error: (err, stack) => const Card(child: Text('Failed to load stats')),
);
}
}
class _StatItem extends StatelessWidget {
final String label;
final String value;
const _StatItem({required this.label, required this.value});
@override
Widget build(BuildContext context) {
return Column(
children: [
Text(
value,
style: Theme.of(context).textTheme.titleLarge,
),
const SizedBox(height: 4),
Text(
label,
style: Theme.of(context).textTheme.bodySmall,
),
],
);
}
}
```
### widgets/compound_card.dart
```dart
import 'package:flutter/material.dart';
import '../models/compound.dart';
class CompoundCard extends StatelessWidget {
final CompoundResult compound;
const CompoundCard({required this.compound, Key? key}) : super(key: key);
@override
Widget build(BuildContext context) {
return Card(
margin: const EdgeInsets.only(bottom: 12),
child: ListTile(
leading: compound.image != null
? Image.network(
compound.image!,
width: 56,
height: 56,
fit: BoxFit.cover,
errorBuilder: (_, __, ___) => Container(
width: 56,
height: 56,
color: Colors.grey[300],
child: const Icon(Icons.image_not_supported),
),
)
: Container(
width: 56,
height: 56,
color: Colors.grey[300],
child: const Icon(Icons.molecular_weight),
),
title: Text(
compound.smiles,
style: const TextStyle(fontFamily: 'monospace'),
maxLines: 2,
overflow: TextOverflow.ellipsis,
),
subtitle: Text(
'Distance: ${compound.distance.toStringAsFixed(2)}',
style: TextStyle(
color: Colors.blue[600],
fontWeight: FontWeight.w500,
),
),
trailing: const Icon(Icons.arrow_forward_ios, size: 16),
onTap: () {
// Handle compound selection
showDialog(
context: context,
builder: (context) => AlertDialog(
title: const Text('Compound Details'),
content: Column(
crossAxisAlignment: CrossAxisAlignment.start,
mainAxisSize: MainAxisSize.min,
children: [
SelectableText('SMILES: ${compound.smiles}'),
const SizedBox(height: 8),
SelectableText(
'Distance: ${compound.distance.toStringAsFixed(4)}'),
],
),
actions: [
TextButton(
onPressed: () => Navigator.pop(context),
child: const Text('Close'),
),
],
),
);
},
),
);
}
}
```
---
## π§ Configuration
### constants/api_config.dart
```dart
class ApiConfig {
// Development
static const String devBaseUrl = 'http://127.0.0.1:8000';
// Production
static const String prodBaseUrl = 'https://chemical-rag.example.com';
// Timeouts
static const Duration connectTimeout = Duration(seconds: 10);
static const Duration receiveTimeout = Duration(seconds: 30);
// API endpoints
static const String healthEndpoint = '/health';
static const String searchEndpoint = '/search';
static const String statsEndpoint = '/stats';
// Default search parameters
static const int defaultTopK = 5;
}
```
---
## π Main App Setup
### main.dart
```dart
import 'package:flutter/material.dart';
import 'package:flutter_riverpod/flutter_riverpod.dart';
import 'screens/search_screen.dart';
import 'constants/api_config.dart';
void main() {
runApp(const ProviderScope(child: MyApp()));
}
class MyApp extends StatelessWidget {
const MyApp({Key? key}) : super(key: key);
@override
Widget build(BuildContext context) {
return MaterialApp(
title: 'Chemical Similarity Search',
theme: ThemeData(
primarySwatch: Colors.blue,
useMaterial3: true,
),
home: const SearchScreen(),
);
}
}
```
---
## π² Testing the Integration
### Test Cases
1. **Server Connection**
```dart
test('Server connection', () async {
final api = ChemicalApiService();
final health = await api.getHealth();
expect(health.status, 'healthy');
});
```
2. **Search Functionality**
```dart
test('Search compounds', () async {
final api = ChemicalApiService();
final results = await api.search(smiles: 'CCO');
expect(results.results, isNotEmpty);
});
```
3. **Error Handling**
```dart
test('Invalid SMILES error', () async {
final api = ChemicalApiService();
expect(
() => api.search(smiles: 'INVALID'),
throwsA(isA<ArgumentError>()),
);
});
```
---
## π Network Configuration
### android/app/src/main/AndroidManifest.xml
```xml
<uses-permission android:name="android.permission.INTERNET" />
```
### ios/Runner/Info.plist
```xml
<key>NSLocalNetworkUsageDescription</key>
<string>Allow connection to chemical RAG server</string>
<key>NSBonjourServiceTypes</key>
<array>
<string>_http._tcp</string>
</array>
```
---
## π¦ Release Checklist
- [ ] Update baseUrl to production server
- [ ] Enable SSL/TLS for HTTPS
- [ ] Add request/response logging
- [ ] Implement error recovery
- [ ] Test on real device
- [ ] Cache API responses locally
- [ ] Add offline support (optional)
---
## π― Advanced Features
### Client-Side Caching
```dart
final cachedSearchProvider =
StateNotifierProvider<SearchCache, Map<String, SearchResponse>>(
(ref) => SearchCache(),
);
class SearchCache extends StateNotifier<Map<String, SearchResponse>> {
SearchCache() : super({});
Future<SearchResponse> getOrFetch(
String smiles,
ChemicalApiService api,
) async {
if (state.containsKey(smiles)) {
return state[smiles]!;
}
final result = await api.search(smiles: smiles);
state = {...state, smiles: result};
return result;
}
}
```
### Batch Search
```dart
Future<List<SearchResponse>> batchSearch(
List<String> smilesList,
ChemicalApiService api,
) async {
return Future.wait(
smilesList.map((smiles) => api.search(smiles: smiles)),
);
}
```
---
## π Troubleshooting
| Issue | Solution |
|-------|----------|
| Connection refused | Ensure API server is running on the correct host/port |
| CORS errors | Server should be on the same network or allow CORS |
| Timeout errors | Increase timeout in BaseOptions |
| Image loading fails | Check server is serving `/static/images` |
| Model generation fails | Run `flutter pub run build_runner build` |
---
**Ready to launch your Flutter app with Chemical RAG! π**
|