omg this will simplify a lot of things but it sure is making a lot of…

… changes

Modules/LlmDriver/app/Functions/SearchAndSummarize.php → Modules/LlmDriver/app/Functions/RetrieveRelated.php

@@ -14,21 +14,21 @@
 use LlmLaraHub\LlmDriver\Responses\CompletionResponse;
 use LlmLaraHub\LlmDriver\Responses\FunctionResponse;
 
-class SearchAndSummarize extends FunctionContract
+class RetrieveRelated extends FunctionContract
 {
     use CreateReferencesTrait;
 
-    protected string $name = 'search_and_summarize';
+    protected string $name = 'retrieve_related';
 
     protected string $description = 'Used to embed users prompt, search local database and return summarized results.
-    DOES NOT SEARCH THE WEB';
+    DOES NOT SEARCH THE WEB. This is only used for local database search.';
 
     protected string $response = '';
 
     public function handle(
         Message $message): FunctionResponse
     {
-        Log::info('[LaraChain] Using Function: SearchAndSummarize');
+        Log::info('[LaraChain] Using Function: RetrieveRelated');
 
         /**
          * @TODO
@@ -61,7 +61,7 @@ public function handle(
 
         /**
          * @NOTE
-         * Yes this is a lot like the SearchAndSummarizeChatRepo
+         * Yes this is a lot like the RetrieveRelatedChatRepo
          * But just getting a sense of things
          */
         foreach ($documentChunkResults as $result) {

Modules/LlmDriver/app/LlmDriverClient.php

@@ -6,7 +6,7 @@
 use LlmLaraHub\LlmDriver\Functions\GatherInfoTool;
 use LlmLaraHub\LlmDriver\Functions\GetWebSiteFromUrlTool;
 use LlmLaraHub\LlmDriver\Functions\ReportingTool;
-use LlmLaraHub\LlmDriver\Functions\SearchAndSummarize;
+use LlmLaraHub\LlmDriver\Functions\RetrieveRelated;
 use LlmLaraHub\LlmDriver\Functions\SearchTheWeb;
 use LlmLaraHub\LlmDriver\Functions\StandardsChecker;
 use LlmLaraHub\LlmDriver\Functions\SummarizeCollection;
@@ -62,7 +62,7 @@ public function getFunctions(): array
     {
         return [
             (new SummarizeCollection())->getFunction(),
-            (new SearchAndSummarize())->getFunction(),
+            (new RetrieveRelated())->getFunction(),
             (new StandardsChecker())->getFunction(),
             (new ReportingTool())->getFunction(),
             (new GatherInfoTool())->getFunction(),

Modules/LlmDriver/app/LlmServiceProvider.php

@@ -10,7 +10,7 @@
 use LlmLaraHub\LlmDriver\Functions\GatherInfoTool;
 use LlmLaraHub\LlmDriver\Functions\GetWebSiteFromUrlTool;
 use LlmLaraHub\LlmDriver\Functions\ReportingTool;
-use LlmLaraHub\LlmDriver\Functions\SearchAndSummarize;
+use LlmLaraHub\LlmDriver\Functions\RetrieveRelated;
 use LlmLaraHub\LlmDriver\Functions\SearchTheWeb;
 use LlmLaraHub\LlmDriver\Functions\StandardsChecker;
 use LlmLaraHub\LlmDriver\Functions\SummarizeCollection;
@@ -66,7 +66,7 @@ public function boot(): void
         });
 
         $this->app->bind('search_and_summarize', function () {
-            return new SearchAndSummarize();
+            return new RetrieveRelated();
         });
 
         $this->app->bind('standards_checker', function () {

Modules/LlmDriver/app/OllamaClient.php

@@ -186,9 +186,8 @@ public function completion(string $prompt): CompletionResponse
             'stream' => false,
         ]);
 
-        $results = $response->json()['response'];
 
-        return new CompletionResponse($results);
+        return OllamaCompletionResponse::from($response->json());
     }
 
     protected function getClient()

Modules/LlmDriver/app/Orchestrate.php

@@ -8,7 +8,7 @@
 use App\Models\Filter;
 use App\Models\Message;
 use App\Models\PromptHistory;
-use Facades\App\Domains\Messages\SearchAndSummarizeChatRepo;
+use Facades\App\Domains\Messages\RetrieveRelatedChatRepo;
 use Illuminate\Support\Facades\Bus;
 use Illuminate\Support\Facades\Log;
 use LlmLaraHub\LlmDriver\Functions\FunctionCallDto;
@@ -173,7 +173,7 @@ public function handle(
             } else {
                 Log::info('[LaraChain] Orchestration No Functions Default Search And Summarize');
 
-                return SearchAndSummarizeChatRepo::search($chat, $message);
+                return RetrieveRelatedChatRepo::search($chat, $message);
             }
         }
 

Modules/LlmDriver/app/Responses/ClaudeCompletionResponse.php

@@ -12,11 +12,11 @@ public function __construct(
         #[WithCastable(ClaudeContentCaster::class)]
         public mixed $content,
         public string|Optional $stop_reason,
-        public string|Optional $tool_used,
+        public string|null $tool_used = "",
         /** @var array<ToolDto> */
         #[WithCastable(ClaudeToolCaster::class)]
         #[MapInputName('content')]
-        public array|Optional $tool_calls,
+        public array $tool_calls = [],
         #[MapInputName('usage.input_tokens')]
         public ?int $input_tokens = null,
         #[MapInputName('usage.output_tokens')]

Modules/LlmDriver/app/Responses/CompletionResponse.php

@@ -9,9 +9,9 @@ class CompletionResponse extends \Spatie\LaravelData\Data
     public function __construct(
         public mixed $content,
         public string|Optional $stop_reason,
-        public string|Optional $tool_used,
+        public string|null $tool_used = "",
         /** @var array<ToolDto> */
-        public array|Optional $tool_calls,
+        public array $tool_calls = [],
         public ?int $input_tokens = null,
         public ?int $output_tokens = null,
         public ?string $model = null,

Modules/LlmDriver/app/Responses/OllamaCompletionResponse.php

@@ -12,10 +12,10 @@ public function __construct(
         public mixed $content,
         #[MapInputName('done_reason')]
         public string|Optional $stop_reason,
-        public string|Optional $tool_used,
+        public string|null $tool_used = "",
         /** @var array<OllamaToolDto> */
         #[MapInputName('message.tool_calls')]
-        public array|Optional $tool_calls,
+        public array $tool_calls = [],
         #[MapInputName('prompt_eval_count')]
         public ?int $input_tokens = null,
         #[MapInputName('eval_count')]

Modules/LlmDriver/app/SimpleSearchAndSummarizeOrchestrate.php

@@ -3,10 +3,10 @@
 namespace LlmLaraHub\LlmDriver;
 
 use App\Models\Chat;
-use Facades\App\Domains\Messages\SearchAndSummarizeChatRepo;
+use Facades\App\Domains\Messages\RetrieveRelatedChatRepo;
 use Illuminate\Support\Facades\Log;
 
-class SimpleSearchAndSummarizeOrchestrate
+class SimpleRetrieveRelatedOrchestrate
 {
     protected string $response = '';
 
@@ -20,7 +20,7 @@ public function handle(string $message, Chat $chat): ?string
             $chat->chatable,
             'Searching data now to summarize content'
         );
-        $response = SearchAndSummarizeChatRepo::search($chat, $message);
+        $response = RetrieveRelatedChatRepo::search($chat, $message);
 
         return $response;
     }

Modules/LlmDriver/tests/Feature/ClaudeClientTest.php

@@ -321,25 +321,22 @@ public function test_remap_messages_with_tools_as_history()
         $messages[] = MessageInDto::from([
             'content' => 'test3',
             'role' => RoleEnum::Tool->value,
-            'meta_data' => MetaDataDto::from([
-                'tool' => 'test',
-                'tool_id' => 'test_id',
-            ]),
+            'tool' => 'test',
+            'tool_id' => 'test_id',
+            'meta_data' => MetaDataDto::from([]),
         ]);
 
         $results = (new ClaudeClient)->remapMessages($messages);
 
-        $this->assertCount(3, $results);
+        $this->assertCount(5, $results);
 
         $this->assertEquals('user', $results[0]['role']);
         $this->assertEquals('assistant', $results[1]['role']);
-        $this->assertEquals('<thinking>test</thinking>', $results[1]['content'][0]['text']);
+        $this->assertEquals('<thinking>test3</thinking>', $results[3]['content'][0]['text']);
 
         $this->assertEquals('user', $results[2]['role']);
-        $this->assertEquals('tool_result', $results[2]['content'][0]['type']);
-        $this->assertEquals('test', $results[2]['content'][0]['content']);
-        $this->assertEquals('test_id', $results[2]['content'][0]['tool_use_id']);
-
-        $this->assertArrayNotHasKey('tool_id', $results[2]);
+        $this->assertEquals('tool_use', $results[3]['content'][1]['type']);
+        $this->assertEquals('test', $results[3]['content'][1]['name']);
+        $this->assertEquals('test_id', $results[3]['content'][1]['id']);
     }
 }

app/Domains/Messages/SearchAndSummarizeChatRepo.php → app/Domains/Messages/RetrieveRelatedChatRepo.php

@@ -20,7 +20,7 @@
 use LlmLaraHub\LlmDriver\Responses\EmbeddingsResponseDto;
 use LlmLaraHub\LlmDriver\ToolsHelper;
 
-class SearchAndSummarizeChatRepo
+class RetrieveRelatedChatRepo
 {
     use CreateReferencesTrait;
     use ToolsHelper;

app/Jobs/EmailReplyOutputJob.php

@@ -87,7 +87,7 @@ public function handle(): void
 
         /**
          * @NOTE
-         * Yes this is a lot like the SearchAndSummarizeChatRepo
+         * Yes this is a lot like the RetrieveRelatedChatRepo
          * But just getting a sense of things
          */
         foreach ($documentChunkResults as $result) {

app/Jobs/SimpleSearchAndSummarizeOrchestrateJob.php → app/Jobs/SimpleRetrieveRelatedOrchestrateJob.php

@@ -22,7 +22,7 @@
  * This is used by LLMs that might not have functions
  * but still want to do a search and summarize
  */
-class SimpleSearchAndSummarizeOrchestrateJob implements ShouldQueue
+class SimpleRetrieveRelatedOrchestrateJob implements ShouldQueue
 {
     use Batchable;
     use CreateReferencesTrait;
@@ -42,7 +42,7 @@ public function __construct(
      */
     public function handle(): void
     {
-        Log::info('[LaraChain] Skipping over functions doing SimpleSearchAndSummarizeOrchestrateJob');
+        Log::info('[LaraChain] Skipping over functions doing SimpleRetrieveRelatedOrchestrateJob');
 
         notify_ui(
             $this->message->getChatable(),

app/Models/Message.php

@@ -8,6 +8,7 @@
 use App\Events\ChatUiUpdateEvent;
 use App\Events\MessageCreatedEvent;
 use App\Jobs\OrchestrateJob;
+use App\Jobs\SimpleRetrieveRelatedOrchestrateJob;
 use App\Jobs\SimpleSearchAndSummarizeOrchestrateJob;
 use Facades\App\Domains\Tokenizer\Templatizer;
 use Illuminate\Bus\Batch;
@@ -259,7 +260,7 @@ public function run(): void
         } else {
             Log::info('[LaraChain] Simple Search and Summarize added to queue');
             $this->batchJob([
-                new SimpleSearchAndSummarizeOrchestrateJob($message),
+                new SimpleRetrieveRelatedOrchestrateJob($message),
             ], $chat, 'simple_search_and_summarize');
         }
 

tests/Feature/Http/Controllers/ChatControllerTest.php

@@ -178,31 +178,7 @@ public function test_kick_off_chat_makes_system()
 
     }
 
-    public function test_no_functions()
-    {
-        Bus::fake();
-        $user = User::factory()->create();
-        $collection = Collection::factory()->create();
-        $chat = Chat::factory()->create([
-            'chatable_id' => $collection->id,
-            'chatable_type' => Collection::class,
-            'user_id' => $user->id,
-        ]);
 
-        LlmDriverFacade::shouldReceive('driver->hasFunctions')->once()->andReturn(false);
-        LlmDriverFacade::shouldReceive('getFunctionsForUi')->andReturn([]);
-
-        $this->actingAs($user)->post(route('chats.messages.create', [
-            'chat' => $chat->id,
-        ]),
-            [
-                'system_prompt' => 'Foo',
-                'input' => 'user input',
-            ])->assertOk();
-
-        Bus::assertBatchCount(1);
-
-    }
 
     public function test_standard_checker()
     {

tests/Feature/Models/DocumentTest.php

@@ -28,6 +28,7 @@ public function test_factory(): void
     public function test_parent()
     {
         $modelParent = \App\Models\Document::factory()->create();
+
         $model = \App\Models\Document::factory()->create([
             'parent_id' => $modelParent->id,
         ]);

tests/Feature/OrchestrateTest.php

@@ -9,9 +9,9 @@
 use App\Models\Collection;
 use App\Models\Message;
 use App\Models\User;
-use Facades\App\Domains\Messages\SearchAndSummarizeChatRepo;
+use Facades\App\Domains\Messages\RetrieveRelatedChatRepo;
 use Illuminate\Support\Facades\Event;
-use LlmLaraHub\LlmDriver\Functions\SearchAndSummarize;
+use LlmLaraHub\LlmDriver\Functions\RetrieveRelated;
 use LlmLaraHub\LlmDriver\Functions\StandardsChecker;
 use LlmLaraHub\LlmDriver\Functions\SummarizeCollection;
 use LlmLaraHub\LlmDriver\LlmDriverFacade;
@@ -39,7 +39,7 @@ public function test_gets_summarize_function(): void
 
         LlmDriverFacade::shouldReceive('driver->chat')->never();
 
-        SearchAndSummarizeChatRepo::shouldReceive('search')->never();
+        RetrieveRelatedChatRepo::shouldReceive('search')->never();
 
         $this->instance(
             'summarize_collection',
@@ -149,11 +149,11 @@ public function test_makes_history_no_message(): void
 
         LlmDriverFacade::shouldReceive('driver->chat')->never();
 
-        SearchAndSummarizeChatRepo::shouldReceive('search')->never();
+        RetrieveRelatedChatRepo::shouldReceive('search')->never();
 
         $this->instance(
             'search_and_summarize',
-            Mockery::mock(SearchAndSummarize::class, function ($mock) {
+            Mockery::mock(RetrieveRelated::class, function ($mock) {
                 $mock->shouldReceive('handle')
                     ->once()
                     ->andReturn(

tests/Feature/ReportingToolTest.php

@@ -25,9 +25,9 @@ class ReportingToolTest extends TestCase
      */
     public function test_can_generate_function_as_array(): void
     {
-        $searchAndSummarize = new \LlmLaraHub\LlmDriver\Functions\ReportingTool();
+        $RetrieveRelated = new \LlmLaraHub\LlmDriver\Functions\ReportingTool();
 
-        $function = $searchAndSummarize->getFunction();
+        $function = $RetrieveRelated->getFunction();
 
         $parameters = $function->parameters;
 

tests/Feature/SearchAndSummarizeChatRepoTest.php

@@ -5,7 +5,7 @@
 use App\Domains\Agents\VerifyPromptOutputDto;
 use App\Domains\Chat\MetaDataDto;
 use App\Domains\Messages\RoleEnum;
-use App\Domains\Messages\SearchAndSummarizeChatRepo;
+use App\Domains\Messages\RetrieveRelatedChatRepo;
 use App\Models\Chat;
 use App\Models\Collection;
 use App\Models\Document;
@@ -16,7 +16,7 @@
 use LlmLaraHub\LlmDriver\LlmDriverFacade;
 use Tests\TestCase;
 
-class SearchAndSummarizeChatRepoTest extends TestCase
+class RetrieveRelatedChatRepoTest extends TestCase
 {
     /**
      * A basic feature test example.
@@ -84,7 +84,7 @@ public function test_can_search(): void
             ]),
         ]);
 
-        $results = (new SearchAndSummarizeChatRepo())->search($chat, $message);
+        $results = (new RetrieveRelatedChatRepo())->search($chat, $message);
 
         $this->assertNotNull($results);
         $this->assertDatabaseCount('message_document_references', 3);

tests/Feature/SearchAndSummarizeTest.php

@@ -13,21 +13,21 @@
 use LlmLaraHub\LlmDriver\DistanceQuery\DistanceQueryFacade;
 use LlmLaraHub\LlmDriver\Functions\ParametersDto;
 use LlmLaraHub\LlmDriver\Functions\PropertyDto;
-use LlmLaraHub\LlmDriver\Functions\SearchAndSummarize;
+use LlmLaraHub\LlmDriver\Functions\RetrieveRelated;
 use LlmLaraHub\LlmDriver\LlmDriverFacade;
 use LlmLaraHub\LlmDriver\Requests\MessageInDto;
 use Tests\TestCase;
 
-class SearchAndSummarizeTest extends TestCase
+class RetrieveRelatedTest extends TestCase
 {
     /**
      * A basic feature test example.
      */
     public function test_can_generate_function_as_array(): void
     {
-        $searchAndSummarize = new \LlmLaraHub\LlmDriver\Functions\SearchAndSummarize();
+        $RetrieveRelated = new \LlmLaraHub\LlmDriver\Functions\RetrieveRelated();
 
-        $function = $searchAndSummarize->getFunction();
+        $function = $RetrieveRelated->getFunction();
 
         $parameters = $function->parameters;
 
@@ -117,7 +117,7 @@ public function test_gets_user_input()
             ));
 
         $message = Message::factory()->user()->create(['chat_id' => $chat->id]);
-        $results = (new SearchAndSummarize())->handle($message);
+        $results = (new RetrieveRelated())->handle($message);
 
         $this->assertNotNull($results);
         $this->assertDatabaseCount('message_document_references', 3);