From 6aad449d9294a3de6a3540953265396d2fa4a0e7 Mon Sep 17 00:00:00 2001 From: Alexander Schranz Date: Thu, 30 Mar 2023 01:09:20 +0200 Subject: [PATCH] Add Adapter based on OpenAI and PostgreSQL pgvector extension --- .../.gitattributes | 8 + .../.github/FUNDING.yml | 2 + .../seal-openai-postgresql-adapter/.gitignore | 8 + .../.php-cs-fixer.dist.php | 13 + .../seal-openai-postgresql-adapter/LICENSE | 21 + .../OpenAIPostgreSQLAdapter.php | 47 + .../OpenAIPostgreSQLAdapterFactory.php | 74 + .../OpenAIPostgreSQLIndexer.php | 62 + .../OpenAIPostgreSQLSchemaManager.php | 83 + .../OpenAIPostgreSQLSearcher.php | 135 + .../Tests/ClientHelper.php | 44 + .../Tests/OpenAIPostgreSQLAdapterTest.php | 20 + .../Tests/OpenAIPostgreSQLIndexerTest.php | 20 + .../OpenAIPostgreSQLSchemaManagerTest.php | 20 + .../Tests/OpenAIPostgreSQLSearcherTest.php | 28 + .../composer.json | 87 + .../composer.lock | 3088 +++++++++++++++++ .../docker-compose.yml | 15 + .../phpstan.neon | 6 + .../phpunit.xml.dist | 30 + .../seal-openai-postgresql-adapter/rector.php | 10 + .../seal/Testing/AbstractIndexerTestCase.php | 2 + 22 files changed, 3823 insertions(+) create mode 100644 packages/seal-openai-postgresql-adapter/.gitattributes create mode 100644 packages/seal-openai-postgresql-adapter/.github/FUNDING.yml create mode 100644 packages/seal-openai-postgresql-adapter/.gitignore create mode 100644 packages/seal-openai-postgresql-adapter/.php-cs-fixer.dist.php create mode 100644 packages/seal-openai-postgresql-adapter/LICENSE create mode 100644 packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapter.php create mode 100644 packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapterFactory.php create mode 100644 packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLIndexer.php create mode 100644 packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSchemaManager.php create mode 100644 packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSearcher.php create mode 100644 packages/seal-openai-postgresql-adapter/Tests/ClientHelper.php create mode 100644 packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLAdapterTest.php create mode 100644 packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLIndexerTest.php create mode 100644 packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLSchemaManagerTest.php create mode 100644 packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLSearcherTest.php create mode 100644 packages/seal-openai-postgresql-adapter/composer.json create mode 100644 packages/seal-openai-postgresql-adapter/composer.lock create mode 100644 packages/seal-openai-postgresql-adapter/docker-compose.yml create mode 100644 packages/seal-openai-postgresql-adapter/phpstan.neon create mode 100644 packages/seal-openai-postgresql-adapter/phpunit.xml.dist create mode 100644 packages/seal-openai-postgresql-adapter/rector.php diff --git a/packages/seal-openai-postgresql-adapter/.gitattributes b/packages/seal-openai-postgresql-adapter/.gitattributes new file mode 100644 index 00000000..a9d1f007 --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/.gitattributes @@ -0,0 +1,8 @@ +.gitattributes export-ignore +.gitignore export-ignore +composer.lock export-ignore +/Tests export-ignore +phpunit.xml.dist export-ignore +.php-cs-fixer.dist.php export-ignore +phpstan.neon export-ignore +rector.php export-ignore diff --git a/packages/seal-openai-postgresql-adapter/.github/FUNDING.yml b/packages/seal-openai-postgresql-adapter/.github/FUNDING.yml new file mode 100644 index 00000000..bbc2177a --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/.github/FUNDING.yml @@ -0,0 +1,2 @@ +github: [alexander-schranz] +custom: ["https://paypal.me/L91"] diff --git a/packages/seal-openai-postgresql-adapter/.gitignore b/packages/seal-openai-postgresql-adapter/.gitignore new file mode 100644 index 00000000..2465f78c --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/.gitignore @@ -0,0 +1,8 @@ +/vendor/ +/composer.phar +/phpunit.xml +/.phpunit.result.cache +/Tests/var +/docker-compose.override.yml +/.php-cs-fixer.php +/.php-cs-fixer.cache diff --git a/packages/seal-openai-postgresql-adapter/.php-cs-fixer.dist.php b/packages/seal-openai-postgresql-adapter/.php-cs-fixer.dist.php new file mode 100644 index 00000000..6e97a8ef --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/.php-cs-fixer.dist.php @@ -0,0 +1,13 @@ +in(__DIR__) + ->ignoreVCSIgnored(true); + +$phpCsConfig->setFinder($finder); + +return $phpCsConfig->setFinder($finder); diff --git a/packages/seal-openai-postgresql-adapter/LICENSE b/packages/seal-openai-postgresql-adapter/LICENSE new file mode 100644 index 00000000..12b80bc5 --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 Alexander Schranz + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapter.php b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapter.php new file mode 100644 index 00000000..7a6bcc94 --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapter.php @@ -0,0 +1,47 @@ +schemaManager = $schemaManager ?? new OpenAIPostgreSQLSchemaManager($openAiClient, $pdoClient); + $this->indexer = $indexer ?? new OpenAIPostgreSQLIndexer($openAiClient, $pdoClient); + $this->searcher = $searcher ?? new OpenAIPostgreSQLSearcher($openAiClient, $pdoClient); + } + + public function getSchemaManager(): SchemaManagerInterface + { + return $this->schemaManager; + } + + public function getIndexer(): IndexerInterface + { + return $this->indexer; + } + + public function getSearcher(): SearcherInterface + { + return $this->searcher; + } +} diff --git a/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapterFactory.php b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapterFactory.php new file mode 100644 index 00000000..79ac293e --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLAdapterFactory.php @@ -0,0 +1,74 @@ +createOpenAiClient($dsn); + $pdoClient = $this->createPdoClient($dsn); + + return new OpenAIPostgreSQLAdapter($openAIClient, $pdoClient); + } + + /** + * @internal + * + * @param array{ + * query: array, + * } $dsn + */ + public function createOpenAiClient(array $dsn): Client + { + return OpenAI::client($dsn['query']['openai-api-key'] ?? '', $dsn['query']['openai-organisation'] ?? null); + } + + /** + * @internal + * + * @param array{ + * host: string, + * port?: int, + * user?: string, + * pass?: string, + * path?: string, + * } $dsn + */ + public function createPdoClient(array $dsn): \PDO + { + $host = $dsn['host']; + $port = $dsn['port'] ?? 5432; + $user = $dsn['user'] ?? ''; + $pass = $dsn['pass'] ?? ''; + $db = $dsn['path'] ?? 'search'; + + return new \PDO( + 'pgsql:host=' . $host . ';port=' . $port . ';dbname=' . $db . ';', + $user, + $pass, + [\PDO::ATTR_ERRMODE => \PDO::ERRMODE_EXCEPTION] + ); + } + + public static function getName(): string + { + return 'openai-postgresql'; + } +} diff --git a/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLIndexer.php b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLIndexer.php new file mode 100644 index 00000000..0fc3436c --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLIndexer.php @@ -0,0 +1,62 @@ +marshaller = new FlattenMarshaller(); + } + + public function save(Index $index, array $document, array $options = []): ?TaskInterface + { + $identifierField = $index->getIdentifierField(); + + /** @var string|int|null $identifier */ + $identifier = $document[$identifierField->name] ?? null; + + $document = $this->marshaller->marshall($index->fields, $document); + + /** @var \PDOStatement $statement */ + $statement = $this->pdoClient->prepare('INSERT INTO ' . $index->name . ' (identifier, document) VALUES (:identifier, :document)'); + $statement->execute([ + 'identifier' => $identifier, + 'document' => \json_encode($document, \JSON_THROW_ON_ERROR), + ]); + + if (true !== ($options['return_slow_promise_result'] ?? false)) { + return null; + } + + return new SyncTask($document); + } + + public function delete(Index $index, string $identifier, array $options = []): ?TaskInterface + { + /** @var \PDOStatement $statement */ + $statement = $this->pdoClient->prepare('DELETE FROM ' . $index->name . ' WHERE identifier = :identifier'); + $statement->execute([ + 'identifier' => $identifier, + ]); + + if (true !== ($options['return_slow_promise_result'] ?? false)) { + return null; + } + + return new SyncTask(null); + } +} diff --git a/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSchemaManager.php b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSchemaManager.php new file mode 100644 index 00000000..3521401d --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSchemaManager.php @@ -0,0 +1,83 @@ +pdoClient->query( + <<fetchColumn(); + + return $exists; + } + + public function dropIndex(Index $index, array $options = []): ?TaskInterface + { + $this->pdoClient->exec( + <<name} + SQL + ); + + if (true !== ($options['return_slow_promise_result'] ?? false)) { + return null; + } + + return new SyncTask(null); + } + + public function createIndex(Index $index, array $options = []): ?TaskInterface + { + $this->pdoClient->exec( + <<pdoClient->exec( + <<name} ( + identifier VARCHAR(48) PRIMARY KEY, + document JSONB, + embedding vector(1536) + ); + SQL + ); // OpenAI's text-embedding-ada-002 model outputs 1536 dimensions, so we will use that for our vector size. + + // TODO optimize index: https://github.com/pgvector/pgvector/tree/v0.4.1#indexing + // TODO make a filterable columns + + if (true !== ($options['return_slow_promise_result'] ?? false)) { + return null; + } + + return new SyncTask(null); + } +} diff --git a/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSearcher.php b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSearcher.php new file mode 100644 index 00000000..8df5bb2b --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/OpenAIPostgreSQLSearcher.php @@ -0,0 +1,135 @@ +marshaller = new FlattenMarshaller(); + } + + public function search(Search $search): Result + { + // optimized single document query + if ( + 1 === \count($search->indexes) + && 1 === \count($search->filters) + && $search->filters[0] instanceof Condition\IdentifierCondition + && 0 === $search->offset + && 1 === $search->limit + ) { + $indexName = $search->indexes[\array_key_first($search->indexes)]->name; + $identifier = $search->filters[0]->identifier; + + $statement = $this->pdoClient->prepare('SELECT document FROM ' . $indexName . ' WHERE identifier = :identifier'); + $statement->execute([ + 'identifier' => $identifier, + ]); + + $documentJson = $statement->fetchColumn(); + + if (!$documentJson) { + return new Result( + $this->hitsToDocuments($search->indexes, []), + 0, + ); + } + + /** @var array $document */ + $document = \json_decode($documentJson, true, 512, \JSON_THROW_ON_ERROR); + + return new Result( + $this->hitsToDocuments($search->indexes, [$document]), + 1, + ); + } + + if (1 !== \count($search->indexes)) { + throw new \RuntimeException('Meilisearch does not yet support search multiple indexes: https://github.com/schranz-search/schranz-search/issues/28'); + } + + $index = $search->indexes[\array_key_first($search->indexes)]; + + $query = null; + $filters = []; + foreach ($search->filters as $filter) { + match (true) { + $filter instanceof Condition\IdentifierCondition => $filters[] = $index->getIdentifierField()->name . ' = "' . $filter->identifier . '"', // TODO escape? + $filter instanceof Condition\SearchCondition => $query = $filter->query, + $filter instanceof Condition\EqualCondition => $filters[] = $filter->field . ' = ' . $filter->value, // TODO escape? + $filter instanceof Condition\NotEqualCondition => $filters[] = $filter->field . ' != ' . $filter->value, // TODO escape? + $filter instanceof Condition\GreaterThanCondition => $filters[] = $filter->field . ' > ' . $filter->value, // TODO escape? + $filter instanceof Condition\GreaterThanEqualCondition => $filters[] = $filter->field . ' >= ' . $filter->value, // TODO escape? + $filter instanceof Condition\LessThanCondition => $filters[] = $filter->field . ' < ' . $filter->value, // TODO escape? + $filter instanceof Condition\LessThanEqualCondition => $filters[] = $filter->field . ' <= ' . $filter->value, // TODO escape? + default => throw new \LogicException($filter::class . ' filter not implemented.'), + }; + } + + if ($query) { + // TODO OpenAI recommends replacing newlines with spaces for best results: https://supabase.com/blog/openai-embeddings-postgres-vector + /* + $response = $this->openAiClient->embeddings()->create([ + 'model' => 'text-embedding-ada-002', + 'input' => $query, + ]); + + $vectors = $response->embeddings[0]->embedding; + */ + } + + $searchParams = []; + if ([] !== $filters) { + $searchParams = ['filter' => \implode(' AND ', $filters)]; + } + + if (0 !== $search->offset) { + $searchParams['offset'] = $search->offset; + } + + if ($search->limit) { + $searchParams['limit'] = $search->limit; + } + + foreach ($search->sortBys as $field => $direction) { + $searchParams['sort'][] = $field . ':' . $direction; + } + + $data = $searchIndex->search($query, $searchParams)->toArray(); + + return new Result( + $this->hitsToDocuments($search->indexes, $data['hits']), + $data['totalHits'] ?? $data['estimatedTotalHits'] ?? null, + ); + } + + /** + * @param Index[] $indexes + * @param iterable> $hits + * + * @return \Generator> + */ + private function hitsToDocuments(array $indexes, iterable $hits): \Generator + { + $index = $indexes[\array_key_first($indexes)]; + + foreach ($hits as $hit) { + yield $this->marshaller->unmarshall($index->fields, $hit); + } + } +} diff --git a/packages/seal-openai-postgresql-adapter/Tests/ClientHelper.php b/packages/seal-openai-postgresql-adapter/Tests/ClientHelper.php new file mode 100644 index 00000000..f31dda94 --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/Tests/ClientHelper.php @@ -0,0 +1,44 @@ + \PDO::ERRMODE_EXCEPTION] + ); + } + + return self::$pdoClient; + } +} diff --git a/packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLAdapterTest.php b/packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLAdapterTest.php new file mode 100644 index 00000000..36ffef23 --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/Tests/OpenAIPostgreSQLAdapterTest.php @@ -0,0 +1,20 @@ +markTestSkipped('Not supported by OpenAIPostgreSQL: TODO issue'); + } +} diff --git a/packages/seal-openai-postgresql-adapter/composer.json b/packages/seal-openai-postgresql-adapter/composer.json new file mode 100644 index 00000000..a824f49a --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/composer.json @@ -0,0 +1,87 @@ +{ + "name": "schranz-search/seal-openai-postgresql-adapter", + "description": "An adapter to support OpenAI and PostgreSQL pgvector in schranz-search/seal search abstraction.", + "type": "library", + "license": "MIT", + "keywords": [ + "schranz-search", + "schranz-search-adapter", + "seal-adapter", + "search-client", + "openai", + 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${POSTGRES_USER:-app} + ports: + - "5432:5432" + volumes: + - database_data:/var/lib/postgresql/data:rw + +volumes: + database_data: diff --git a/packages/seal-openai-postgresql-adapter/phpstan.neon b/packages/seal-openai-postgresql-adapter/phpstan.neon new file mode 100644 index 00000000..abac8f5a --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/phpstan.neon @@ -0,0 +1,6 @@ +parameters: + paths: + - . + level: max + excludePaths: + - vendor/* diff --git a/packages/seal-openai-postgresql-adapter/phpunit.xml.dist b/packages/seal-openai-postgresql-adapter/phpunit.xml.dist new file mode 100644 index 00000000..b29603ef --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/phpunit.xml.dist @@ -0,0 +1,30 @@ + + + + + + + + + + + + + Tests + + + + + + . + + + + ./Tests + + + diff --git a/packages/seal-openai-postgresql-adapter/rector.php b/packages/seal-openai-postgresql-adapter/rector.php new file mode 100644 index 00000000..569a61e2 --- /dev/null +++ b/packages/seal-openai-postgresql-adapter/rector.php @@ -0,0 +1,10 @@ +addIndex(TestingHelper::INDEX_COMPLEX); $search->addFilter(new Condition\IdentifierCondition($document['uuid'])); + $search->limit(1); $resultDocument = \iterator_to_array($search->getResult(), false)[0] ?? null; @@ -123,6 +124,7 @@ public function testSaveDeleteIdentifierCondition(): void $search = new SearchBuilder($schema, self::$searcher); $search->addIndex(TestingHelper::INDEX_COMPLEX); $search->addFilter(new Condition\IdentifierCondition($document['uuid'])); + $search->limit(1); $resultDocument = \iterator_to_array($search->getResult(), false)[0] ?? null;