ai-1.0.x-dev/modules/ai_api_explorer/src/Plugin/AiApiExplorer/ImageClassificationGenerator.php
modules/ai_api_explorer/src/Plugin/AiApiExplorer/ImageClassificationGenerator.php
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 | <?php declare (strict_types=1); namespace Drupal\ai_api_explorer\Plugin\AiApiExplorer; use Drupal\Core\File\FileSystemInterface; use Drupal\Core\File\FileUrlGeneratorInterface; use Drupal\Core\Form\FormStateInterface; use Drupal\Core\StringTranslation\TranslatableMarkup; use Drupal\ai\AiProviderInterface; use Drupal\ai\AiProviderPluginManager; use Drupal\ai\OperationType\ImageClassification\ImageClassificationInput; use Drupal\ai\Plugin\ProviderProxy; use Drupal\ai\Service\AiProviderFormHelper; use Drupal\ai_api_explorer\AiApiExplorerPluginBase; use Drupal\ai_api_explorer\Attribute\AiApiExplorer; use Drupal\ai_api_explorer\ExplorerHelper; use Symfony\Component\DependencyInjection\ContainerInterface; use Symfony\Component\HttpFoundation\RequestStack; /** * Plugin implementation of the ai_api_explorer. */ #[AiApiExplorer( id: 'image_classification_generator' , title: new TranslatableMarkup( 'Image Classification Explorer' ), description: new TranslatableMarkup( 'Contains a form where you can experiment and test the AI image classification.' ), )] final class ImageClassificationGenerator extends AiApiExplorerPluginBase { /** * Constructs the base plugin. * * @param array $configuration * A configuration array containing information about the plugin instance. * @param string $plugin_id * The plugin ID for the plugin instance. * @param mixed $plugin_definition * The plugin implementation definition. * @param \Symfony\Component\HttpFoundation\RequestStack $requestStack * The request stack. * @param \Drupal\ai\Service\AiProviderFormHelper $aiProviderHelper * The AI Provider Helper. * @param \Drupal\ai_api_explorer\ExplorerHelper $explorerHelper * The Explorer helper. * @param \Drupal\ai\AiProviderPluginManager $providerManager * The Provider Manager. * @param \Drupal\Core\File\FileUrlGeneratorInterface $fileUrlGenerator * The File Url Generator. * @param \Drupal\Core\File\FileSystemInterface $fileSystem * The File System. */ public function __construct( array $configuration , $plugin_id , $plugin_definition , RequestStack $requestStack , AiProviderFormHelper $aiProviderHelper , ExplorerHelper $explorerHelper , AiProviderPluginManager $providerManager , protected FileUrlGeneratorInterface $fileUrlGenerator , protected FileSystemInterface $fileSystem ) { parent::__construct( $configuration , $plugin_id , $plugin_definition , $requestStack , $aiProviderHelper , $explorerHelper , $providerManager ); } /** * {@inheritdoc} */ public static function create(ContainerInterface $container , array $configuration , $plugin_id , $plugin_definition ): static { return new static ( $configuration , $plugin_id , $plugin_definition , $container ->get( 'request_stack' ), $container ->get( 'ai.form_helper' ), $container ->get( 'ai_api_explorer.helper' ), $container ->get( 'ai.provider' ), $container ->get( 'file_url_generator' ), $container ->get( 'file_system' ), ); } /** * {@inheritDoc} */ public function isActive(): bool { return $this ->providerManager->hasProvidersForOperationType( 'image_classification' ); } /** * {@inheritdoc} */ public function buildForm( array $form , FormStateInterface $form_state ): array { // Get the query string for provider_id, model_id. $request = $this ->getRequest(); if ( $request ->query->get( 'provider_id' )) { $form_state ->setValue( 'image_class_ai_provider' , $request ->query->get( 'provider_id' )); } if ( $request ->query->get( 'model_id' )) { $form_state ->setValue( 'image_class_ai_model' , $request ->query->get( 'model_id' )); } $form = $this ->getFormTemplate( $form , 'image-classify-response' ); $form [ 'left' ][ 'file' ] = [ '#type' => 'file' , '#accept' => '.jpg, .jpeg, .png' , '#title' => $this ->t( 'Upload your image here. When submitted, your provider will generate a classification. Please note that each query counts against your API usage if your provider is a paid provider.' ), '#description' => $this ->t( 'Based on the complexity of your prompt, traffic, and other factors, a response can take time to complete. Please allow the operation to finish.' ), '#required' => TRUE, ]; $form [ 'left' ][ 'labels' ] = [ '#type' => 'textarea' , '#title' => $this ->t( 'Labels' ), '#description' => $this ->t( 'New line separated list of labels to filter the classification if the model takes it.' ), '#attributes' => [ 'placeholder' => "is_hotdog\nis_not_hotdog\n" , ], ]; // Load the LLM configurations. $this ->aiProviderHelper->generateAiProvidersForm( $form [ 'left' ], $form_state , 'image_classification' , 'image_class' , AiProviderFormHelper::FORM_CONFIGURATION_FULL); $form [ 'left' ][ 'image_class_ai_provider' ][ '#ajax' ][ 'callback' ] = $this :: class . '::loadModelsAjaxCallback' ; $form [ 'left' ][ 'submit' ] = [ '#type' => 'submit' , '#value' => $this ->t( 'Classify Image' ), '#ajax' => [ 'callback' => $this ->getAjaxResponseId(), 'wrapper' => 'image-classify-response' , ], ]; return $form ; } /** * {@inheritdoc} */ public function getResponse( array & $form , FormStateInterface $form_state ): array { $provider = $this ->aiProviderHelper->generateAiProviderFromFormSubmit( $form , $form_state , 'image_classification' , 'image_class' ); if ( $image_file = $this ->generateFile( 'image' )) { // Get the labels. $labels = explode ( "\n" , $form_state ->getValue( 'labels' )); $labels = array_map ( 'trim' , $labels ); // Make sure we don't have empty labels. $labels = array_filter ( $labels , function ( $label ) { return ! empty (trim( $label )); }); $input = new ImageClassificationInput( $image_file , $labels ); try { $classification = $provider ->imageClassification( $input , $form_state ->getValue( 'image_class_ai_model' ), [ 'ai_api_explorer' ])->getNormalized(); } catch (\Exception $e ) { $form [ 'right' ][ 'response' ][ '#context' ][ 'ai_response' ][ 'response' ] = [ '#type' => 'inline_template' , '#template' => '{{ error|raw }}' , '#context' => [ 'error' => $this ->explorerHelper->renderException( $e ), ], ]; // Early return if we've hit an error. return $form [ 'right' ]; } if ( $classification ) { $form [ 'right' ][ 'response' ][ '#context' ][ 'ai_response' ][ 'table' ] = [ '#type' => 'table' , '#header' => [ 'label' => $this ->t( 'Label' ), 'score' => $this ->t( 'Score' ), ], '#rows' => [], '#empty' => $this ->t( 'There was an issue retrieving classifications.' ), ]; foreach ( $classification as $row ) { $form [ 'right' ][ 'response' ][ '#context' ][ 'ai_response' ][ 'table' ][ '#rows' ][] = [ $this ->t( '<strong>:label</strong>' , [ ':label' => $row ->getLabel(), ]), $this ->t( '<em>:score</em>' , [ ':label' => $row ->getConfidenceScore(), ]), ]; } $form [ 'right' ][ 'response' ][ '#context' ][ 'ai_response' ][ 'code' ] = $this ->normalizeCodeExample( $provider , $form_state , $image_file ->getFilename(), $labels ); } } return $form [ 'right' ]; } /** * Gets the normalized code example. * * @param \Drupal\ai\AiProviderInterface|\Drupal\ai\Plugin\ProviderProxy $provider * The provider. * @param \Drupal\Core\Form\FormStateInterface $form_state * The form state. * @param string $filename * The filename. * @param string[] $labels * The labels. * * @return array * The normalized code example. */ public function normalizeCodeExample(AiProviderInterface|ProviderProxy $provider , FormStateInterface $form_state , string $filename , array $labels ): array { // Generation code. $code = $this ->getCodeExampleTemplate(); $code [ 'code' ][ '#value' ] .= '$binary = file_get_contents("' . $filename . '");<br>' ; if ( count ( $provider ->getConfiguration())) { $code [ 'code' ][ '#value' ] .= $this ->addProviderCodeExample( $provider ); } $code [ 'code' ][ '#value' ] .= "\$ai_provider = \Drupal::service('ai.provider')->createInstance('" . $form_state ->getValue('image_class_ai_provider ') . ' \ ');<br>' ; if ( count ( $provider ->getConfiguration())) { $code [ 'code' ][ '#value' ] .= "\$ai_provider->setConfiguration(\$config);<br>" ; } $code [ 'code' ][ '#value' ] .= "// Normalize the input.<br>" ; $code [ 'code' ][ '#value' ] .= "\$image = new \Drupal\ai\OperationType\GenericType\ImageFile(\$binary, 'image/jpeg', '" . $filename . "');<br>" ; if ( count ( $labels )) { $code [ 'code' ][ '#value' ] .= "\$labels = [<br>" ; foreach ( $labels as $label ) { $code [ 'code' ][ '#value' ] .= ' "' . $label . '",<br>' ; } $code [ 'code' ][ '#value' ] .= '];<br>' ; $code [ 'code' ][ '#value' ] .= "\$input = new \Drupal\ai\OperationType\ImageClassification\ImageClassificationInput(\$image, \$labels);<br><br>" ; } else { $code [ 'code' ][ '#value' ] .= "\$input = new \Drupal\ai\OperationType\ImageClassification\ImageClassificationInput(\$image);<br><br>" ; } $code [ 'code' ][ '#value' ] .= "// Run the classification.<br>" ; $code [ 'code' ][ '#value' ] .= "\$response = \$ai_provider->imageClassification(\$input, '" . $form_state ->getValue('image_class_ai_model ') . ' \ ', ["your_module_name"]);<br><br>' ; $code [ 'code' ][ '#value' ] .= "// Output is an array of classification objects.<br>" ; $code [ 'code' ][ '#value' ] .= "\$classifications = \$response->getNormalized();<br>" ; return $code ; } } |