| @@ -20,8 +20,10 @@ | ||
| 20 | 20 | |
| 21 | 21 | use WordPress\AiClient\Messages\DTO\Message; |
| 22 | 22 | use WordPress\AiClient\Messages\DTO\MessagePart; |
| 23 | 23 | use WordPress\AiClient\Messages\DTO\UserMessage; |
| 24 | +use WordPress\AiClient\Providers\Models\Contracts\ModelInterface; | |
| 25 | +use WordPress\AiClient\Providers\Models\DTO\ModelConfig; | |
| 24 | 26 | use WordPress\AiClient\Tools\DTO\FunctionCall; |
| 25 | 27 | use WordPress\AiClient\Tools\DTO\FunctionDeclaration; |
| 26 | 28 | use WordPress\AiClient\Tools\DTO\FunctionResponse; |
| 27 | 29 | |
| @@ -119,8 +121,108 @@ | ||
| 119 | 121 | return new Message( $message->getRole(), $kept ); |
| 120 | 122 | } |
| 121 | 123 | |
| 122 | 124 | /** |
| 125 | + * Builds the error for a final turn that produced no answer text. | |
| 126 | + * | |
| 127 | + * Observed live with the Anthropic provider under agent runs: a hard task | |
| 128 | + * spends the entire `max_tokens` budget inside a thinking block | |
| 129 | + * (`stop_reason: "max_tokens"`, a single text-less thought part), so the | |
| 130 | + * turn carries neither function calls nor extractable text. Callers that | |
| 131 | + * can meaningfully degrade instead (the command follow-up turn) match on | |
| 132 | + * this code and keep their own fallback. | |
| 133 | + * | |
| 134 | + * @param string $detail Underlying extraction failure, preserved for logs. | |
| 135 | + * @return WP_Error | |
| 136 | + */ | |
| 137 | +function openstation_ai_empty_answer_error( $detail ) { | |
| 138 | + return new WP_Error( | |
| 139 | + 'openstation_ai_empty_answer', | |
| 140 | + __( 'The AI provider returned no answer text.', 'desktop-mode' ), | |
| 141 | + array( | |
| 142 | + 'status' => 502, | |
| 143 | + 'detail' => (string) $detail, | |
| 144 | + ) | |
| 145 | + ); | |
| 146 | +} | |
| 147 | + | |
| 148 | +/** | |
| 149 | + * Applies the site's model config to a prompt builder. | |
| 150 | + * | |
| 151 | + * @param mixed $builder WP_AI_Client_Prompt_Builder. | |
| 152 | + * @param array $context Partial filter context; missing keys are defaulted. | |
| 153 | + * @return mixed | |
| 154 | + */ | |
| 155 | +function openstation_ai_apply_model_config( $builder, array $context ) { | |
| 156 | + $context = array_merge( | |
| 157 | + array( | |
| 158 | + 'user_id' => 0, | |
| 159 | + 'request_id' => '', | |
| 160 | + 'source' => '', | |
| 161 | + 'has_tools' => false, | |
| 162 | + 'has_schema' => false, | |
| 163 | + ), | |
| 164 | + $context | |
| 165 | + ); | |
| 166 | + | |
| 167 | + /** | |
| 168 | + * Filters the model config for one AI turn. | |
| 169 | + * | |
| 170 | + * Defaults to empty. Recipe: `docs/examples/ai-model-config.md`. | |
| 171 | + * | |
| 172 | + * @param array $config { model?: string|ModelInterface, max_tokens?: int, temperature?: float, custom_options?: array<string, mixed> }. | |
| 173 | + * @param array $context { user_id, request_id, source, has_tools, has_schema }. | |
| 174 | + */ | |
| 175 | + $config = apply_filters( 'openstation_ai_model_config', array(), $context ); | |
| 176 | + if ( ! is_array( $config ) ) { | |
| 177 | + return $builder; | |
| 178 | + } | |
| 179 | + | |
| 180 | + $model_config = new ModelConfig(); | |
| 181 | + | |
| 182 | + if ( isset( $config['max_tokens'] ) && is_numeric( $config['max_tokens'] ) && (int) $config['max_tokens'] > 0 ) { | |
| 183 | + $model_config->setMaxTokens( (int) $config['max_tokens'] ); | |
| 184 | + } | |
| 185 | + | |
| 186 | + // Unlike max_tokens, 0.0 is a legitimate temperature (deterministic). The | |
| 187 | + // 2.0 ceiling is the range the SDK's own schema declares. | |
| 188 | + if ( isset( $config['temperature'] ) && is_numeric( $config['temperature'] ) | |
| 189 | + && (float) $config['temperature'] >= 0.0 && (float) $config['temperature'] <= 2.0 ) { | |
| 190 | + $model_config->setTemperature( (float) $config['temperature'] ); | |
| 191 | + } | |
| 192 | + | |
| 193 | + $custom_options = array(); | |
| 194 | + if ( isset( $config['custom_options'] ) && is_array( $config['custom_options'] ) ) { | |
| 195 | + foreach ( $config['custom_options'] as $key => $value ) { | |
| 196 | + // A list would reach the provider as parameters named `0`, `1`, …. | |
| 197 | + if ( is_string( $key ) && '' !== $key ) { | |
| 198 | + $custom_options[ $key ] = $value; | |
| 199 | + } | |
| 200 | + } | |
| 201 | + } | |
| 202 | + | |
| 203 | + if ( ! empty( $custom_options ) ) { | |
| 204 | + $model_config->setCustomOptions( $custom_options ); | |
| 205 | + } | |
| 206 | + | |
| 207 | + $builder = $builder->using_model_config( $model_config ); | |
| 208 | + | |
| 209 | + // After the config: `using_model()` merges the model's own defaults under | |
| 210 | + // whatever the builder already carries, so ours has to land first. | |
| 211 | + $model = isset( $config['model'] ) ? $config['model'] : null; | |
| 212 | + if ( $model instanceof ModelInterface ) { | |
| 213 | + $builder = $builder->using_model( $model ); | |
| 214 | + } elseif ( is_string( $model ) && '' !== trim( $model ) ) { | |
| 215 | + // `using_model()` needs a ModelInterface, so a bare model id goes | |
| 216 | + // through `using_model_preference()`, which throws on anything that | |
| 217 | + // isn't a non-empty string. | |
| 218 | + $builder = $builder->using_model_preference( trim( $model ) ); | |
| 219 | + } | |
| 220 | + | |
| 221 | + return $builder; | |
| 222 | +} | |
| 223 | + | |
| 224 | +/** | |
| 123 | 225 | * Runs one generation turn through the AI Client. |
| 124 | 226 | * |
| 125 | 227 | * Rebuilds the prompt from the full ordered message list each turn (the |
| 126 | 228 | * builder's `with_history()` prepends, so it can't append turns in a loop), |
| @@ -128,19 +230,18 @@ | ||
| 128 | 230 | * answer to `$answer_schema` when given. Returns the assistant turn normalized |
| 129 | 231 | * to the shape the loop consumes; `message` has thought-channel parts stripped |
| 130 | 232 | * ({@see openstation_ai_strip_thought_parts()}) so it is safe to replay. |
| 131 | 233 | * |
| 132 | - * @param int $user_id Requesting user id. Currently unused — the | |
| 133 | - * provider comes from Connectors and no | |
| 134 | - * per-user preference is applied; retained for | |
| 135 | - * signature stability and future attribution. | |
| 234 | + * @param int $user_id Requesting user id. | |
| 136 | 235 | * @param array $messages Ordered conversation as SDK Message objects. |
| 137 | 236 | * @param array $tool_defs Tool definitions to advertise. |
| 138 | 237 | * @param array|null $answer_schema JSON Schema for the final answer, or null. |
| 139 | 238 | * @param string $instructions System instruction. |
| 239 | + * @param array $context Optional. `{ source?: string, request_id?: string }` | |
| 240 | + * for the model-config filter. | |
| 140 | 241 | * @return array{ text: ?string, function_calls: array, message: mixed, usage: ?array, model: ?array }|WP_Error |
| 141 | 242 | */ |
| 142 | -function openstation_ai_client_generate( $user_id, array $messages, array $tool_defs, $answer_schema, $instructions ) { | |
| 243 | +function openstation_ai_client_generate( $user_id, array $messages, array $tool_defs, $answer_schema, $instructions, array $context = array() ) { | |
| 143 | 244 | $builder = wp_ai_client_prompt( $messages ); |
| 144 | 245 | |
| 145 | 246 | if ( is_string( $instructions ) && '' !== $instructions ) { |
| 146 | 247 | $builder = $builder->using_system_instruction( $instructions ); |
| @@ -145,10 +246,10 @@ | ||
| 145 | 246 | if ( is_string( $instructions ) && '' !== $instructions ) { |
| 146 | 247 | $builder = $builder->using_system_instruction( $instructions ); |
| 147 | 248 | } |
| 148 | 249 | |
| 149 | - // Provider + model selection is delegated entirely to the Core AI Client | |
| 150 | - // (Connector-backed); OpenStation pins neither. | |
| 250 | + // Provider + model selection is delegated to the Core AI Client | |
| 251 | + // (Connector-backed) unless the model-config filter says otherwise. | |
| 151 | 252 | |
| 152 | 253 | $declarations = openstation_ai_build_function_declarations( $tool_defs ); |
| 153 | 254 | if ( ! empty( $declarations ) ) { |
| 154 | 255 | $builder = $builder->using_function_declarations( ...$declarations ); |
| @@ -160,8 +261,20 @@ | ||
| 160 | 261 | // whole turn. Normalize here so no schema author has to know that. |
| 161 | 262 | $builder = $builder->as_json_response( openstation_ai_normalize_response_schema( $answer_schema ) ); |
| 162 | 263 | } |
| 163 | 264 | |
| 265 | + $builder = openstation_ai_apply_model_config( | |
| 266 | + $builder, | |
| 267 | + array_merge( | |
| 268 | + $context, | |
| 269 | + array( | |
| 270 | + 'user_id' => (int) $user_id, | |
| 271 | + 'has_tools' => ! empty( $declarations ), | |
| 272 | + 'has_schema' => is_array( $answer_schema ), | |
| 273 | + ) | |
| 274 | + ) | |
| 275 | + ); | |
| 276 | + | |
| 164 | 277 | $result = $builder->generate_result(); |
| 165 | 278 | if ( is_wp_error( $result ) ) { |
| 166 | 279 | return $result; |
| 167 | 280 | } |
| @@ -185,12 +298,19 @@ | ||
| 185 | 298 | } |
| 186 | 299 | |
| 187 | 300 | $text = null; |
| 188 | 301 | if ( empty( $function_calls ) ) { |
| 302 | + // A turn with no function calls IS the final answer, so failing to | |
| 303 | + // extract its text is a failed generation, not a valid empty one. | |
| 304 | + // Swallowing it here used to surface as a "successful" run with an | |
| 305 | + // empty answer, invisible to the retry and error paths alike. | |
| 189 | 306 | try { |
| 190 | 307 | $text = $result->toText(); |
| 191 | 308 | } catch ( \Throwable $e ) { |
| 192 | - $text = null; | |
| 309 | + return openstation_ai_empty_answer_error( $e->getMessage() ); | |
| 310 | + } | |
| 311 | + if ( ! is_string( $text ) || '' === trim( $text ) ) { | |
| 312 | + return openstation_ai_empty_answer_error( 'The provider response contains no text part.' ); | |
| 193 | 313 | } |
| 194 | 314 | } |
| 195 | 315 | |
| 196 | 316 | return array( |