From ac4bd3141eef1bf295631484acee0de6217178a4 Mon Sep 17 00:00:00 2001 From: Dave Page Date: Wed, 17 Dec 2025 16:31:42 +0000 Subject: [PATCH 01/10] Core infrastructure for LLM integration. --- docs/en_US/images/preferences_ai.png | Bin 0 -> 96441 bytes docs/en_US/preferences.rst | 52 ++ web/config.py | 62 ++ web/jest.config.js | 2 +- .../versions/add_tools_ai_permission_.py | 58 ++ web/package.json | 1 + web/pgadmin/browser/static/js/constants.js | 4 +- web/pgadmin/llm/README.md | 90 +++ web/pgadmin/llm/__init__.py | 763 ++++++++++++++++++ web/pgadmin/llm/client.py | 204 +++++ web/pgadmin/llm/models.py | 201 +++++ web/pgadmin/llm/providers/__init__.py | 16 + web/pgadmin/llm/providers/anthropic.py | 273 +++++++ web/pgadmin/llm/providers/docker.py | 345 ++++++++ web/pgadmin/llm/providers/ollama.py | 289 +++++++ web/pgadmin/llm/providers/openai.py | 339 ++++++++ web/pgadmin/llm/tests/README.md | 187 +++++ web/pgadmin/llm/tests/__init__.py | 8 + web/pgadmin/llm/tests/test_llm_status.py | 75 ++ web/pgadmin/llm/utils.py | 356 ++++++++ .../js/components/PreferencesHelper.jsx | 68 ++ .../static/js/components/FormComponents.jsx | 6 +- .../static/js/components/SelectRefresh.jsx | 149 +++- web/pgadmin/submodules.py | 2 + .../user_management/PgAdminPermissions.py | 6 + web/pgadmin/utils/constants.py | 1 + web/yarn.lock | 10 + 27 files changed, 3536 insertions(+), 31 deletions(-) create mode 100644 docs/en_US/images/preferences_ai.png create mode 100644 web/migrations/versions/add_tools_ai_permission_.py create mode 100644 web/pgadmin/llm/README.md create mode 100644 web/pgadmin/llm/__init__.py create mode 100644 web/pgadmin/llm/client.py create mode 100644 web/pgadmin/llm/models.py create mode 100644 web/pgadmin/llm/providers/__init__.py create mode 100644 web/pgadmin/llm/providers/anthropic.py create mode 100644 web/pgadmin/llm/providers/docker.py create mode 100644 web/pgadmin/llm/providers/ollama.py create mode 100644 web/pgadmin/llm/providers/openai.py create mode 100644 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a/docs/en_US/preferences.rst b/docs/en_US/preferences.rst index 40dca82ff31..7fc51ecbdb7 100644 --- a/docs/en_US/preferences.rst +++ b/docs/en_US/preferences.rst @@ -27,6 +27,58 @@ The left pane of the *Preferences* tab displays a tree control; each node of the tree control provides access to options that are related to the node under which they are displayed. +The AI Node +*********** + +Use preferences found in the *AI* node of the tree control to configure +AI-powered features and LLM (Large Language Model) providers. + +.. image:: images/preferences_ai.png + :alt: Preferences AI section + :align: center + +**Note:** AI features must be enabled in the server configuration (``LLM_ENABLED = True`` +in ``config.py``) for these preferences to be available. + +Use the fields on the *AI* panel to configure your LLM provider: + +* Use the *Default Provider* drop-down to select your LLM provider. Options include: + *Anthropic*, *OpenAI*, *Ollama*, or *Docker Model Runner*. + +**Anthropic Settings:** + +* Use the *API Key File* field to specify the path to a file containing your + Anthropic API key. + +* Use the *Model* field to select from the available Claude models. Click the + refresh button to fetch the latest available models from Anthropic. + +**OpenAI Settings:** + +* Use the *API Key File* field to specify the path to a file containing your + OpenAI API key. + +* Use the *Model* field to select from the available GPT models. Click the + refresh button to fetch the latest available models from OpenAI. + +**Ollama Settings:** + +* Use the *API URL* field to specify the Ollama server URL + (default: ``http://localhost:11434``). + +* Use the *Model* field to select from the available models or enter a custom + model name (e.g., ``llama2``, ``mistral``). Click the refresh button to fetch + the latest available models from your Ollama server. + +**Docker Model Runner Settings:** + +* Use the *API URL* field to specify the Docker Model Runner API URL + (default: ``http://localhost:12434``). Available in Docker Desktop 4.40+. + +* Use the *Model* field to select from the available models or enter a custom + model name. Click the refresh button to fetch the latest available models + from your Docker Model Runner. + The Browser Node **************** diff --git a/web/config.py b/web/config.py index 37b2291ed10..eaf532c88a3 100644 --- a/web/config.py +++ b/web/config.py @@ -970,6 +970,68 @@ ON_DEMAND_LOG_COUNT = 10000 +########################################################################## +# AI/LLM Settings +########################################################################## + +# Master switch to enable/disable LLM features entirely. +# When False, all AI/LLM features are disabled and cannot be enabled +# by users through preferences. When True, users can configure their +# preferred LLM provider in preferences. +LLM_ENABLED = True + +# Default LLM Provider +# Specifies which LLM provider to use by default when LLM_ENABLED is True. +# Users can override this in their preferences. +# Valid values: 'anthropic', 'openai', 'ollama', 'docker', or '' (disabled) +DEFAULT_LLM_PROVIDER = '' + +# Anthropic Configuration +# Path to a file containing the Anthropic API key. The file should contain +# only the API key with no additional whitespace or formatting. +# Default: ~/.anthropic-api-key +ANTHROPIC_API_KEY_FILE = '~/.anthropic-api-key' + +# The Anthropic model to use for AI features. +# Examples: claude-sonnet-4-20250514, claude-3-5-haiku-20241022 +ANTHROPIC_API_MODEL = '' + +# OpenAI Configuration +# Path to a file containing the OpenAI API key. The file should contain +# only the API key with no additional whitespace or formatting. +# Default: ~/.openai-api-key +OPENAI_API_KEY_FILE = '~/.openai-api-key' + +# The OpenAI model to use for AI features. +# Examples: gpt-4o, gpt-4o-mini, gpt-4-turbo +OPENAI_API_MODEL = '' + +# Ollama Configuration +# URL for the Ollama API endpoint. Leave empty to disable Ollama. +# Typical value: http://localhost:11434 +OLLAMA_API_URL = '' + +# The Ollama model to use for AI features. +# Examples: llama3.2, codellama, mistral +OLLAMA_API_MODEL = '' + +# Docker Model Runner Configuration +# Docker Desktop 4.40+ includes a built-in model runner with an OpenAI-compatible +# API. No API key is required. +# URL for the Docker Model Runner API endpoint. Leave empty to disable. +# Default value: http://localhost:12434 +DOCKER_API_URL = '' + +# The Docker Model Runner model to use for AI features. +# Examples: ai/qwen3-coder, ai/llama3.2 +DOCKER_API_MODEL = '' + +# Maximum Tool Iterations +# The maximum number of tool call iterations allowed during an AI conversation. +# This prevents runaway conversations that could consume excessive resources. +# Users can override this in their preferences. +MAX_LLM_TOOL_ITERATIONS = 20 + ############################################################################# # Patch the default config with custom config and other manipulations ############################################################################# diff --git a/web/jest.config.js b/web/jest.config.js index a05a787c494..0b4ffb646ae 100644 --- a/web/jest.config.js +++ b/web/jest.config.js @@ -52,7 +52,7 @@ module.exports = { ], 'testEnvironment': 'jsdom', 'transformIgnorePatterns': [ - '[/\\\\]node_modules[/\\\\](?!react-dnd|dnd-core|@react-dnd|react-resize-detector|react-data-grid).+\\.(js|jsx|mjs|cjs|ts|tsx)$', + '[/\\\\]node_modules[/\\\\](?!react-dnd|dnd-core|@react-dnd|react-resize-detector|react-data-grid|marked).+\\.(js|jsx|mjs|cjs|ts|tsx)$', '^.+\\.module\\.(css|sass|scss)$' ] }; diff --git a/web/migrations/versions/add_tools_ai_permission_.py b/web/migrations/versions/add_tools_ai_permission_.py new file mode 100644 index 00000000000..2ae7fe4617a --- /dev/null +++ b/web/migrations/versions/add_tools_ai_permission_.py @@ -0,0 +1,58 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Add tools_ai permission to existing roles + +Revision ID: add_tools_ai_perm +Revises: efbbe5d5862f +Create Date: 2025-12-01 + +""" +from alembic import op +import sqlalchemy as sa + +# revision identifiers, used by Alembic. +revision = 'add_tools_ai_perm' +down_revision = 'efbbe5d5862f' +branch_labels = None +depends_on = None + + +def upgrade(): + # Get metadata from current connection + meta = sa.MetaData() + meta.reflect(op.get_bind(), only=('role',)) + role_table = sa.Table('role', meta) + + # Get all roles with permissions + conn = op.get_bind() + result = conn.execute( + sa.select(role_table.c.id, role_table.c.permissions) + .where(role_table.c.permissions.isnot(None)) + ) + + # Add tools_ai permission to each role that has permissions + for row in result: + role_id = row[0] + permissions = row[1] + if permissions: + perms_list = permissions.split(',') + if 'tools_ai' not in perms_list: + perms_list.append('tools_ai') + new_permissions = ','.join(perms_list) + conn.execute( + role_table.update() + .where(role_table.c.id == role_id) + .values(permissions=new_permissions) + ) + + +def downgrade(): + # pgAdmin only upgrades, downgrade not implemented. + pass diff --git a/web/package.json b/web/package.json index e9fe1222568..d746f9ba10b 100644 --- a/web/package.json +++ b/web/package.json @@ -117,6 +117,7 @@ "json-bignumber": "^1.0.1", "leaflet": "^1.9.4", "lodash": "4.*", + "marked": "^17.0.1", "moment": "^2.29.4", "moment-timezone": "^0.6.0", "notificar": "^1.0.1", diff --git a/web/pgadmin/browser/static/js/constants.js b/web/pgadmin/browser/static/js/constants.js index 6f73f4cbc11..4f7a87de554 100644 --- a/web/pgadmin/browser/static/js/constants.js +++ b/web/pgadmin/browser/static/js/constants.js @@ -44,7 +44,8 @@ export const BROWSER_PANELS = { USER_MANAGEMENT: 'id-user-management', IMPORT_EXPORT_SERVERS: 'id-import-export-servers', WELCOME_QUERY_TOOL: 'id-welcome-querytool', - WELCOME_PSQL_TOOL: 'id-welcome-psql' + WELCOME_PSQL_TOOL: 'id-welcome-psql', + AI_REPORT_PREFIX: 'id-ai-report' }; @@ -139,6 +140,7 @@ export const AllPermissionTypes = { TOOLS_MAINTENANCE: 'tools_maintenance', TOOLS_SCHEMA_DIFF: 'tools_schema_diff', TOOLS_GRANT_WIZARD: 'tools_grant_wizard', + TOOLS_AI: 'tools_ai', STORAGE_ADD_FOLDER: 'storage_add_folder', STORAGE_REMOVE_FOLDER: 'storage_remove_folder' }; diff --git a/web/pgadmin/llm/README.md b/web/pgadmin/llm/README.md new file mode 100644 index 00000000000..caf7e39bada --- /dev/null +++ b/web/pgadmin/llm/README.md @@ -0,0 +1,90 @@ +# pgAdmin LLM Integration + +This module provides AI/LLM functionality for pgAdmin, including database security analysis, performance reports, and design reviews powered by large language models. + +## Features + +- **Security Reports**: Analyze database configurations for security issues +- **Performance Reports**: Get optimization recommendations for databases +- **Design Reviews**: Review schema design and structure +- **Streaming Reports**: Real-time report generation with progress updates via Server-Sent Events (SSE) + +## Supported LLM Providers + +- **Anthropic Claude** (recommended) +- **OpenAI GPT** +- **Ollama** (local models) + +## Configuration + +Configure LLM providers in `config.py`: + +- `DEFAULT_LLM_PROVIDER`: Set to 'anthropic', 'openai', or 'ollama' +- `ANTHROPIC_API_KEY_FILE`: Path to file containing Anthropic API key +- `OPENAI_API_KEY_FILE`: Path to file containing OpenAI API key +- `OLLAMA_API_URL`: URL for Ollama server (e.g., 'http://localhost:11434') + +If API keys are not found, the LLM features will be gracefully disabled. + +## Testing + +### Python Tests + +The Python test suite uses pgAdmin's existing test framework based on `BaseTestGenerator` with the scenarios pattern. + +Run all LLM tests: +```bash +cd web/regression +python3 runtests.py --pkg llm +``` + +Run specific test modules: +```bash +python3 runtests.py --pkg llm --modules test_llm_status +python3 runtests.py --pkg llm --modules test_report_endpoints +``` + +### JavaScript Tests + +The JavaScript test suite uses Jest with React Testing Library. + +Run all JavaScript tests (including LLM tests): +```bash +cd web +yarn run test:js +``` + +Run only LLM JavaScript tests: +```bash +cd web +yarn run test:js-once -- llm +``` + +### Test Coverage + +The tests use mocking to avoid requiring actual LLM API credentials. All external dependencies (utility functions, report generators) are mocked, allowing the tests to run in CI/CD environments without any API keys configured. + +Test files: +- `tests/test_llm_status.py` - Tests LLM client initialization and status endpoint +- `tests/test_report_endpoints.py` - Tests report generation endpoints at server, database, and schema levels +- `regression/javascript/llm/AIReport.spec.js` - Tests React component for report display + +## Architecture + +- `client.py` - LLM client abstraction layer supporting multiple providers +- `reports/` - Report generation system + - `generator.py` - Main report generation logic + - `security.py` - Security analysis prompts and logic + - `performance.py` - Performance analysis prompts and logic + - `design.py` - Design review prompts and logic +- `views.py` - Flask endpoints for reports and chat +- `static/js/AIReport.jsx` - React component for displaying reports with dark mode support + +## Usage + +Access AI reports through the pgAdmin browser tree: +1. Right-click on a server, database, or schema +2. Select "AI Analysis" submenu +3. Choose report type (Security, Performance, or Design) +4. View streaming report generation with progress updates +5. Download reports as markdown files diff --git a/web/pgadmin/llm/__init__.py b/web/pgadmin/llm/__init__.py new file mode 100644 index 00000000000..8573f873bfa --- /dev/null +++ b/web/pgadmin/llm/__init__.py @@ -0,0 +1,763 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""A blueprint module implementing LLM/AI configuration.""" + +import json +import ssl +from flask import Response, request +from flask_babel import gettext +from pgadmin.utils import PgAdminModule +from pgadmin.utils.preferences import Preferences +from pgadmin.utils.ajax import make_json_response, internal_server_error +from pgadmin.user_login_check import pga_login_required +from pgadmin.utils.constants import MIMETYPE_APP_JS +from pgadmin.utils.csrf import pgCSRFProtect +import config + +# Try to use certifi for proper SSL certificate handling +try: + import certifi + SSL_CONTEXT = ssl.create_default_context(cafile=certifi.where()) +except ImportError: + SSL_CONTEXT = ssl.create_default_context() + + +MODULE_NAME = 'llm' + +# Valid LLM providers +LLM_PROVIDERS = ['anthropic', 'openai', 'ollama', 'docker'] + + +class LLMModule(PgAdminModule): + """LLM configuration module for pgAdmin.""" + + def register_preferences(self): + """ + Register preferences for LLM providers. + """ + self.preference = Preferences('ai', gettext('AI')) + + # Default Provider Setting + provider_options = [ + {'label': gettext('None (Disabled)'), 'value': ''}, + {'label': gettext('Anthropic'), 'value': 'anthropic'}, + {'label': gettext('OpenAI'), 'value': 'openai'}, + {'label': gettext('Ollama'), 'value': 'ollama'}, + {'label': gettext('Docker Model Runner'), 'value': 'docker'}, + ] + + # Get default provider from config + default_provider_value = getattr(config, 'DEFAULT_LLM_PROVIDER', '') + + self.default_provider = self.preference.register( + 'general', 'default_provider', + gettext("Default Provider"), 'options', + default_provider_value, + category_label=gettext('AI Configuration'), + options=provider_options, + help_str=gettext( + 'The LLM provider to use for AI features. ' + 'Select "None (Disabled)" to disable AI features. ' + 'Note: AI features must also be enabled in the server ' + 'configuration (LLM_ENABLED) for this setting to take effect.' + ), + control_props={'allowClear': False} + ) + + # Maximum Tool Iterations + max_tool_iterations_default = getattr( + config, 'MAX_LLM_TOOL_ITERATIONS', 20 + ) + self.max_tool_iterations = self.preference.register( + 'general', 'max_tool_iterations', + gettext("Max Tool Iterations"), 'integer', + max_tool_iterations_default, + category_label=gettext('AI Configuration'), + min_val=1, + max_val=100, + help_str=gettext( + 'Maximum number of tool call iterations allowed during an AI ' + 'conversation. Higher values allow more complex queries but ' + 'may consume more resources. Default is 20.' + ) + ) + + # Anthropic Settings + # Get defaults from config + anthropic_key_file_default = getattr( + config, 'ANTHROPIC_API_KEY_FILE', '' + ) + anthropic_model_default = getattr(config, 'ANTHROPIC_API_MODEL', '') + + self.anthropic_api_key_file = self.preference.register( + 'anthropic', 'anthropic_api_key_file', + gettext("API Key File"), 'text', + anthropic_key_file_default, + category_label=gettext('Anthropic'), + help_str=gettext( + 'Path to a file containing your Anthropic API key. ' + 'The file should contain only the API key.' + ) + ) + + # Fallback Anthropic models (used if API fetch fails) + anthropic_model_options = [] + + self.anthropic_api_model = self.preference.register( + 'anthropic', 'anthropic_api_model', + gettext("Model"), 'options', + anthropic_model_default, + category_label=gettext('Anthropic'), + options=anthropic_model_options, + help_str=gettext( + 'The Anthropic model to use. Models are loaded dynamically ' + 'from your API key. You can also type a custom model name. ' + 'Leave empty to use the default (Claude Sonnet 4).' + ), + control_props={ + 'allowClear': True, + 'creatable': True, + 'tags': True, + 'placeholder': gettext('Select or type a model name...'), + 'optionsUrl': 'llm.models_anthropic', + 'optionsRefreshUrl': 'llm.refresh_models_anthropic', + 'refreshDepNames': { + 'api_key_file': 'anthropic_api_key_file' + } + } + ) + + # OpenAI Settings + # Get defaults from config + openai_key_file_default = getattr(config, 'OPENAI_API_KEY_FILE', '') + openai_model_default = getattr(config, 'OPENAI_API_MODEL', '') + + self.openai_api_key_file = self.preference.register( + 'openai', 'openai_api_key_file', + gettext("API Key File"), 'text', + openai_key_file_default, + category_label=gettext('OpenAI'), + help_str=gettext( + 'Path to a file containing your OpenAI API key. ' + 'The file should contain only the API key.' + ) + ) + + # Fallback OpenAI models (used if API fetch fails) + openai_model_options = [] + + self.openai_api_model = self.preference.register( + 'openai', 'openai_api_model', + gettext("Model"), 'options', + openai_model_default, + category_label=gettext('OpenAI'), + options=openai_model_options, + help_str=gettext( + 'The OpenAI model to use. Models are loaded dynamically ' + 'from your API key. You can also type a custom model name. ' + 'Leave empty to use the default (GPT-4o).' + ), + control_props={ + 'allowClear': True, + 'creatable': True, + 'tags': True, + 'placeholder': gettext('Select or type a model name...'), + 'optionsUrl': 'llm.models_openai', + 'optionsRefreshUrl': 'llm.refresh_models_openai', + 'refreshDepNames': { + 'api_key_file': 'openai_api_key_file' + } + } + ) + + # Ollama Settings + # Get defaults from config + ollama_url_default = getattr(config, 'OLLAMA_API_URL', '') + ollama_model_default = getattr(config, 'OLLAMA_API_MODEL', '') + + self.ollama_api_url = self.preference.register( + 'ollama', 'ollama_api_url', + gettext("API URL"), 'text', + ollama_url_default, + category_label=gettext('Ollama'), + help_str=gettext( + 'URL for the Ollama API endpoint ' + '(e.g., http://localhost:11434).' + ) + ) + + # Fallback Ollama models (used if API fetch fails) + ollama_model_options = [] + + self.ollama_api_model = self.preference.register( + 'ollama', 'ollama_api_model', + gettext("Model"), 'options', + ollama_model_default, + category_label=gettext('Ollama'), + options=ollama_model_options, + help_str=gettext( + 'The Ollama model to use. Models are loaded dynamically ' + 'from your Ollama server. You can also type a custom model name.' + ), + control_props={ + 'allowClear': True, + 'creatable': True, + 'tags': True, + 'placeholder': gettext('Select or type a model name...'), + 'optionsUrl': 'llm.models_ollama', + 'optionsRefreshUrl': 'llm.refresh_models_ollama', + 'refreshDepNames': { + 'api_url': 'ollama_api_url' + } + } + ) + + # Docker Model Runner Settings + # Get defaults from config + docker_url_default = getattr(config, 'DOCKER_API_URL', '') + docker_model_default = getattr(config, 'DOCKER_API_MODEL', '') + + self.docker_api_url = self.preference.register( + 'docker', 'docker_api_url', + gettext("API URL"), 'text', + docker_url_default, + category_label=gettext('Docker Model Runner'), + help_str=gettext( + 'URL for the Docker Model Runner API endpoint ' + '(e.g., http://localhost:12434). Available in Docker Desktop ' + '4.40 and later.' + ) + ) + + # Fallback Docker models (used if API fetch fails) + docker_model_options = [] + + self.docker_api_model = self.preference.register( + 'docker', 'docker_api_model', + gettext("Model"), 'options', + docker_model_default, + category_label=gettext('Docker Model Runner'), + options=docker_model_options, + help_str=gettext( + 'The Docker model to use. Models are loaded dynamically ' + 'from your Docker Model Runner. You can also type a custom ' + 'model name.' + ), + control_props={ + 'allowClear': True, + 'creatable': True, + 'tags': True, + 'placeholder': gettext('Select or type a model name...'), + 'optionsUrl': 'llm.models_docker', + 'optionsRefreshUrl': 'llm.refresh_models_docker', + 'refreshDepNames': { + 'api_url': 'docker_api_url' + } + } + ) + + def get_exposed_url_endpoints(self): + """ + Returns the list of URLs exposed to the client. + """ + return [ + 'llm.models_anthropic', + 'llm.models_openai', + 'llm.models_ollama', + 'llm.models_docker', + 'llm.refresh_models_anthropic', + 'llm.refresh_models_openai', + 'llm.refresh_models_ollama', + 'llm.refresh_models_docker', + 'llm.status', + ] + + +# Initialise the module +blueprint = LLMModule(MODULE_NAME, __name__) + + +@blueprint.route("/status", methods=["GET"], endpoint='status') +@pga_login_required +def get_llm_status(): + """ + Get the LLM configuration status. + Returns whether LLM is enabled at system and user level, + and the configured provider and model. + """ + from pgadmin.llm.utils import ( + is_llm_enabled, is_llm_enabled_system, get_default_provider, + get_anthropic_model, get_openai_model, get_ollama_model, + get_docker_model + ) + + provider = get_default_provider() + model = None + if provider == 'anthropic': + model = get_anthropic_model() + elif provider == 'openai': + model = get_openai_model() + elif provider == 'ollama': + model = get_ollama_model() + elif provider == 'docker': + model = get_docker_model() + + return make_json_response( + success=1, + data={ + 'enabled': is_llm_enabled(), + 'system_enabled': is_llm_enabled_system(), + 'provider': provider, + 'model': model + } + ) + + +@blueprint.route("/models/anthropic", methods=["GET"], endpoint='models_anthropic') +@pga_login_required +def get_anthropic_models(): + """ + Fetch available Anthropic models. + Returns models that support tool use. + """ + from pgadmin.llm.utils import get_anthropic_api_key + + api_key = get_anthropic_api_key() + if not api_key: + return make_json_response( + data={'models': [], 'error': 'No API key configured'}, + status=200 + ) + + try: + models = _fetch_anthropic_models(api_key) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route( + "/models/anthropic/refresh", + methods=["POST"], + endpoint='refresh_models_anthropic' +) +@pga_login_required +def refresh_anthropic_models(): + """ + Fetch available Anthropic models using a provided API key file path. + Used by the preferences refresh button to load models before saving. + """ + from pgadmin.llm.utils import read_api_key_file + + data = request.get_json(force=True, silent=True) or {} + api_key_file = data.get('api_key_file', '') + + if not api_key_file: + return make_json_response( + data={'models': [], 'error': 'No API key file provided'}, + status=200 + ) + + api_key = read_api_key_file(api_key_file) + if not api_key: + return make_json_response( + data={'models': [], 'error': 'Could not read API key from file'}, + status=200 + ) + + try: + models = _fetch_anthropic_models(api_key) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route("/models/openai", methods=["GET"], endpoint='models_openai') +@pga_login_required +def get_openai_models(): + """ + Fetch available OpenAI models. + Returns models that support function calling. + """ + from pgadmin.llm.utils import get_openai_api_key + + api_key = get_openai_api_key() + if not api_key: + return make_json_response( + data={'models': [], 'error': 'No API key configured'}, + status=200 + ) + + try: + models = _fetch_openai_models(api_key) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route( + "/models/openai/refresh", + methods=["POST"], + endpoint='refresh_models_openai' +) +@pga_login_required +def refresh_openai_models(): + """ + Fetch available OpenAI models using a provided API key file path. + Used by the preferences refresh button to load models before saving. + """ + from pgadmin.llm.utils import read_api_key_file + + data = request.get_json(force=True, silent=True) or {} + api_key_file = data.get('api_key_file', '') + + if not api_key_file: + return make_json_response( + data={'models': [], 'error': 'No API key file provided'}, + status=200 + ) + + api_key = read_api_key_file(api_key_file) + if not api_key: + return make_json_response( + data={'models': [], 'error': 'Could not read API key from file'}, + status=200 + ) + + try: + models = _fetch_openai_models(api_key) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route("/models/ollama", methods=["GET"], endpoint='models_ollama') +@pga_login_required +def get_ollama_models(): + """ + Fetch available Ollama models. + """ + from pgadmin.llm.utils import get_ollama_api_url + + api_url = get_ollama_api_url() + if not api_url: + return make_json_response( + data={'models': [], 'error': 'No API URL configured'}, + status=200 + ) + + try: + models = _fetch_ollama_models(api_url) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route( + "/models/ollama/refresh", + methods=["POST"], + endpoint='refresh_models_ollama' +) +@pga_login_required +def refresh_ollama_models(): + """ + Fetch available Ollama models using a provided API URL. + Used by the preferences refresh button to load models before saving. + """ + data = request.get_json(force=True, silent=True) or {} + api_url = data.get('api_url', '') + + if not api_url: + return make_json_response( + data={'models': [], 'error': 'No API URL provided'}, + status=200 + ) + + try: + models = _fetch_ollama_models(api_url) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route("/models/docker", methods=["GET"], endpoint='models_docker') +@pga_login_required +def get_docker_models(): + """ + Fetch available Docker Model Runner models. + """ + from pgadmin.llm.utils import get_docker_api_url + + api_url = get_docker_api_url() + if not api_url: + return make_json_response( + data={'models': [], 'error': 'No API URL configured'}, + status=200 + ) + + try: + models = _fetch_docker_models(api_url) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +@blueprint.route( + "/models/docker/refresh", + methods=["POST"], + endpoint='refresh_models_docker' +) +@pga_login_required +def refresh_docker_models(): + """ + Fetch available Docker models using a provided API URL. + Used by the preferences refresh button to load models before saving. + """ + data = request.get_json(force=True, silent=True) or {} + api_url = data.get('api_url', '') + + if not api_url: + return make_json_response( + data={'models': [], 'error': 'No API URL provided'}, + status=200 + ) + + try: + models = _fetch_docker_models(api_url) + return make_json_response(data={'models': models}, status=200) + except Exception as e: + return make_json_response( + data={'models': [], 'error': str(e)}, + status=200 + ) + + +def _fetch_anthropic_models(api_key): + """ + Fetch models from Anthropic API. + Returns a list of model options with label and value. + """ + import urllib.request + import urllib.error + + req = urllib.request.Request( + 'https://api.anthropic.com/v1/models', + headers={ + 'x-api-key': api_key, + 'anthropic-version': '2023-06-01' + } + ) + + try: + with urllib.request.urlopen( + req, timeout=30, context=SSL_CONTEXT + ) as response: + data = json.loads(response.read().decode('utf-8')) + except urllib.error.HTTPError as e: + if e.code == 401: + raise Exception('Invalid API key') + raise Exception(f'API error: {e.code}') + + models = [] + seen = set() + + for model in data.get('data', []): + model_id = model.get('id', '') + display_name = model.get('display_name', model_id) + + # Skip if already seen or empty + if not model_id or model_id in seen: + continue + seen.add(model_id) + + # Create a user-friendly label + if display_name and display_name != model_id: + label = f"{display_name} ({model_id})" + else: + label = model_id + + models.append({ + 'label': label, + 'value': model_id + }) + + # Sort alphabetically by model ID + models.sort(key=lambda x: x['value']) + + return models + + +def _fetch_openai_models(api_key): + """ + Fetch models from OpenAI API. + Returns a list of model options with label and value. + """ + import urllib.request + import urllib.error + + req = urllib.request.Request( + 'https://api.openai.com/v1/models', + headers={ + 'Authorization': f'Bearer {api_key}', + 'Content-Type': 'application/json' + } + ) + + try: + with urllib.request.urlopen( + req, timeout=30, context=SSL_CONTEXT + ) as response: + data = json.loads(response.read().decode('utf-8')) + except urllib.error.HTTPError as e: + if e.code == 401: + raise Exception('Invalid API key') + raise Exception(f'API error: {e.code}') + + models = [] + seen = set() + + for model in data.get('data', []): + model_id = model.get('id', '') + + # Skip if already seen or empty + if not model_id or model_id in seen: + continue + seen.add(model_id) + + models.append({ + 'label': model_id, + 'value': model_id + }) + + # Sort alphabetically + models.sort(key=lambda x: x['value']) + + return models + + +def _fetch_ollama_models(api_url): + """ + Fetch models from Ollama API. + Returns a list of model options with label and value. + """ + import urllib.request + import urllib.error + + # Normalize URL + api_url = api_url.rstrip('/') + url = f'{api_url}/api/tags' + + req = urllib.request.Request(url) + + try: + with urllib.request.urlopen( + req, timeout=30, context=SSL_CONTEXT + ) as response: + data = json.loads(response.read().decode('utf-8')) + except urllib.error.URLError as e: + raise Exception(f'Cannot connect to Ollama: {e.reason}') + except Exception as e: + raise Exception(f'Error fetching models: {str(e)}') + + models = [] + for model in data.get('models', []): + name = model.get('name', '') + if name: + # Format size if available + size = model.get('size', 0) + if size: + size_gb = size / (1024 ** 3) + label = f"{name} ({size_gb:.1f} GB)" + else: + label = name + + models.append({ + 'label': label, + 'value': name + }) + + # Sort alphabetically + models.sort(key=lambda x: x['value']) + + return models + + +def _fetch_docker_models(api_url): + """ + Fetch models from Docker Model Runner API. + Returns a list of model options with label and value. + + Docker Model Runner uses an OpenAI-compatible API at /engines/v1/models + """ + import urllib.request + import urllib.error + + # Normalize URL + api_url = api_url.rstrip('/') + url = f'{api_url}/engines/v1/models' + + req = urllib.request.Request(url) + + try: + with urllib.request.urlopen( + req, timeout=30, context=SSL_CONTEXT + ) as response: + data = json.loads(response.read().decode('utf-8')) + except urllib.error.URLError as e: + raise Exception( + f'Cannot connect to Docker Model Runner: {e.reason}. ' + f'Is Docker Desktop running with model runner enabled?' + ) + except Exception as e: + raise Exception(f'Error fetching models: {str(e)}') + + models = [] + seen = set() + + for model in data.get('data', []): + model_id = model.get('id', '') + + # Skip if already seen or empty + if not model_id or model_id in seen: + continue + seen.add(model_id) + + models.append({ + 'label': model_id, + 'value': model_id + }) + + # Sort alphabetically + models.sort(key=lambda x: x['value']) + + return models + + diff --git a/web/pgadmin/llm/client.py b/web/pgadmin/llm/client.py new file mode 100644 index 00000000000..a901cc4f5a2 --- /dev/null +++ b/web/pgadmin/llm/client.py @@ -0,0 +1,204 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Base LLM client interface and factory.""" + +from abc import ABC, abstractmethod +from typing import Optional + +from pgadmin.llm.models import ( + Message, Tool, LLMResponse, LLMError +) + + +class LLMClient(ABC): + """ + Abstract base class for LLM clients. + + All LLM provider implementations should inherit from this class + and implement the required methods. + """ + + @property + @abstractmethod + def provider_name(self) -> str: + """Return the name of the LLM provider.""" + pass + + @property + @abstractmethod + def model_name(self) -> str: + """Return the name of the model being used.""" + pass + + @abstractmethod + def is_available(self) -> bool: + """ + Check if the LLM client is properly configured and available. + + Returns: + True if the client can be used, False otherwise. + """ + pass + + @abstractmethod + def chat( + self, + messages: list[Message], + tools: Optional[list[Tool]] = None, + system_prompt: Optional[str] = None, + max_tokens: int = 4096, + temperature: float = 0.0, + **kwargs + ) -> LLMResponse: + """ + Send a chat request to the LLM. + + Args: + messages: List of conversation messages. + tools: Optional list of tools the LLM can use. + system_prompt: Optional system prompt to set context. + max_tokens: Maximum tokens in the response. + temperature: Sampling temperature (0.0 = deterministic). + **kwargs: Additional provider-specific parameters. + + Returns: + LLMResponse containing the model's response. + + Raises: + LLMError: If the request fails. + """ + pass + + def validate_connection(self) -> tuple[bool, Optional[str]]: + """ + Validate the connection to the LLM provider. + + Returns: + Tuple of (success, error_message). + If success is True, error_message is None. + """ + try: + # Try a minimal request to validate the connection + response = self.chat( + messages=[Message.user("Hello")], + max_tokens=10 + ) + return True, None + except LLMError as e: + return False, str(e) + except Exception as e: + return False, f"Connection failed: {str(e)}" + + +class LLMClientError(Exception): + """Exception raised for LLM client errors.""" + + def __init__(self, error: LLMError): + self.error = error + super().__init__(str(error)) + + +def get_llm_client( + provider: Optional[str] = None, + model: Optional[str] = None +) -> Optional[LLMClient]: + """ + Get an LLM client instance for the specified or default provider. + + Args: + provider: Optional provider name ('anthropic', 'openai', 'ollama', + 'docker'). If not specified, uses the configured default + provider. + model: Optional model name to use. If not specified, uses the + configured default model for the provider. + + Returns: + An LLMClient instance, or None if no provider is configured. + + Raises: + ValueError: If an invalid provider is specified. + LLMClientError: If the client cannot be initialized. + """ + from pgadmin.llm.utils import ( + get_default_provider, + get_anthropic_api_key, get_anthropic_model, + get_openai_api_key, get_openai_model, + get_ollama_api_url, get_ollama_model, + get_docker_api_url, get_docker_model + ) + + # Determine which provider to use + if provider is None: + provider = get_default_provider() + if provider is None: + return None + + provider = provider.lower() + + if provider == 'anthropic': + from pgadmin.llm.providers.anthropic import AnthropicClient + api_key = get_anthropic_api_key() + if not api_key: + raise LLMClientError(LLMError( + message="Anthropic API key not configured", + provider="anthropic" + )) + model_name = model or get_anthropic_model() + return AnthropicClient(api_key=api_key, model=model_name) + + elif provider == 'openai': + from pgadmin.llm.providers.openai import OpenAIClient + api_key = get_openai_api_key() + if not api_key: + raise LLMClientError(LLMError( + message="OpenAI API key not configured", + provider="openai" + )) + model_name = model or get_openai_model() + return OpenAIClient(api_key=api_key, model=model_name) + + elif provider == 'ollama': + from pgadmin.llm.providers.ollama import OllamaClient + api_url = get_ollama_api_url() + if not api_url: + raise LLMClientError(LLMError( + message="Ollama API URL not configured", + provider="ollama" + )) + model_name = model or get_ollama_model() + return OllamaClient(api_url=api_url, model=model_name) + + elif provider == 'docker': + from pgadmin.llm.providers.docker import DockerClient + api_url = get_docker_api_url() + if not api_url: + raise LLMClientError(LLMError( + message="Docker Model Runner API URL not configured", + provider="docker" + )) + model_name = model or get_docker_model() + return DockerClient(api_url=api_url, model=model_name) + + else: + raise ValueError(f"Unknown LLM provider: {provider}") + + +def is_llm_available() -> bool: + """ + Check if an LLM client is available and properly configured. + + Returns: + True if an LLM client can be created, False otherwise. + """ + try: + client = get_llm_client() + return client is not None and client.is_available() + except (LLMClientError, ValueError): + return False diff --git a/web/pgadmin/llm/models.py b/web/pgadmin/llm/models.py new file mode 100644 index 00000000000..95a365cae84 --- /dev/null +++ b/web/pgadmin/llm/models.py @@ -0,0 +1,201 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Data models for LLM interactions.""" + +from dataclasses import dataclass, field +from typing import Any, Optional +from enum import Enum + + +class Role(str, Enum): + """Message roles in a conversation.""" + SYSTEM = 'system' + USER = 'user' + ASSISTANT = 'assistant' + TOOL = 'tool' + + +class StopReason(str, Enum): + """Reasons why the LLM stopped generating.""" + END_TURN = 'end_turn' + TOOL_USE = 'tool_use' + MAX_TOKENS = 'max_tokens' + STOP_SEQUENCE = 'stop_sequence' + ERROR = 'error' + UNKNOWN = 'unknown' + + +@dataclass +class ToolCall: + """Represents a tool call requested by the LLM.""" + id: str + name: str + arguments: dict[str, Any] + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + return { + 'id': self.id, + 'name': self.name, + 'arguments': self.arguments + } + + +@dataclass +class ToolResult: + """Represents the result of a tool execution.""" + tool_call_id: str + content: str + is_error: bool = False + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + return { + 'tool_call_id': self.tool_call_id, + 'content': self.content, + 'is_error': self.is_error + } + + +@dataclass +class Message: + """Represents a message in a conversation.""" + role: Role + content: str + tool_calls: list[ToolCall] = field(default_factory=list) + tool_results: list[ToolResult] = field(default_factory=list) + name: Optional[str] = None + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + result = { + 'role': self.role.value, + 'content': self.content + } + if self.tool_calls: + result['tool_calls'] = [tc.to_dict() for tc in self.tool_calls] + if self.tool_results: + result['tool_results'] = [tr.to_dict() for tr in self.tool_results] + if self.name: + result['name'] = self.name + return result + + @classmethod + def system(cls, content: str) -> 'Message': + """Create a system message.""" + return cls(role=Role.SYSTEM, content=content) + + @classmethod + def user(cls, content: str) -> 'Message': + """Create a user message.""" + return cls(role=Role.USER, content=content) + + @classmethod + def assistant(cls, content: str, + tool_calls: list[ToolCall] = None) -> 'Message': + """Create an assistant message.""" + return cls( + role=Role.ASSISTANT, + content=content, + tool_calls=tool_calls or [] + ) + + @classmethod + def tool_result(cls, tool_call_id: str, content: str, + is_error: bool = False) -> 'Message': + """Create a tool result message.""" + return cls( + role=Role.TOOL, + content='', + tool_results=[ToolResult( + tool_call_id=tool_call_id, + content=content, + is_error=is_error + )] + ) + + +@dataclass +class Tool: + """Represents a tool that can be called by the LLM.""" + name: str + description: str + parameters: dict[str, Any] + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + return { + 'name': self.name, + 'description': self.description, + 'parameters': self.parameters + } + + +@dataclass +class Usage: + """Token usage information.""" + input_tokens: int = 0 + output_tokens: int = 0 + total_tokens: int = 0 + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + return { + 'input_tokens': self.input_tokens, + 'output_tokens': self.output_tokens, + 'total_tokens': self.total_tokens + } + + +@dataclass +class LLMResponse: + """Represents a response from an LLM.""" + content: str + tool_calls: list[ToolCall] = field(default_factory=list) + stop_reason: StopReason = StopReason.END_TURN + model: str = '' + usage: Usage = field(default_factory=Usage) + raw_response: Optional[Any] = None + + @property + def has_tool_calls(self) -> bool: + """Check if the response contains tool calls.""" + return len(self.tool_calls) > 0 + + def to_message(self) -> Message: + """Convert response to an assistant message.""" + return Message.assistant( + content=self.content, + tool_calls=self.tool_calls + ) + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + return { + 'content': self.content, + 'tool_calls': [tc.to_dict() for tc in self.tool_calls], + 'stop_reason': self.stop_reason.value, + 'model': self.model, + 'usage': self.usage.to_dict() + } + + +@dataclass +class LLMError: + """Represents an error from an LLM operation.""" + message: str + code: Optional[str] = None + provider: Optional[str] = None + retryable: bool = False + + def __str__(self) -> str: + if self.code: + return f"[{self.code}] {self.message}" + return self.message diff --git a/web/pgadmin/llm/providers/__init__.py b/web/pgadmin/llm/providers/__init__.py new file mode 100644 index 00000000000..31631eb7965 --- /dev/null +++ b/web/pgadmin/llm/providers/__init__.py @@ -0,0 +1,16 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""LLM provider implementations.""" + +from pgadmin.llm.providers.anthropic import AnthropicClient +from pgadmin.llm.providers.openai import OpenAIClient +from pgadmin.llm.providers.ollama import OllamaClient + +__all__ = ['AnthropicClient', 'OpenAIClient', 'OllamaClient'] diff --git a/web/pgadmin/llm/providers/anthropic.py b/web/pgadmin/llm/providers/anthropic.py new file mode 100644 index 00000000000..e80c67786e5 --- /dev/null +++ b/web/pgadmin/llm/providers/anthropic.py @@ -0,0 +1,273 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Anthropic Claude LLM client implementation.""" + +import json +import ssl +import urllib.request +import urllib.error +from typing import Optional +import uuid + +# Try to use certifi for proper SSL certificate handling +try: + import certifi + SSL_CONTEXT = ssl.create_default_context(cafile=certifi.where()) +except ImportError: + SSL_CONTEXT = ssl.create_default_context() + +from pgadmin.llm.client import LLMClient, LLMClientError +from pgadmin.llm.models import ( + Message, Tool, ToolCall, LLMResponse, LLMError, + Role, StopReason, Usage +) + + +# Default model if none specified +DEFAULT_MODEL = 'claude-sonnet-4-20250514' + +# API configuration +API_URL = 'https://api.anthropic.com/v1/messages' +API_VERSION = '2023-06-01' + + +class AnthropicClient(LLMClient): + """ + Anthropic Claude API client. + + Implements the LLMClient interface for Anthropic's Claude models. + """ + + def __init__(self, api_key: str, model: Optional[str] = None): + """ + Initialize the Anthropic client. + + Args: + api_key: The Anthropic API key. + model: Optional model name. Defaults to claude-sonnet-4-20250514. + """ + self._api_key = api_key + self._model = model or DEFAULT_MODEL + + @property + def provider_name(self) -> str: + return 'anthropic' + + @property + def model_name(self) -> str: + return self._model + + def is_available(self) -> bool: + """Check if the client is properly configured.""" + return bool(self._api_key) + + def chat( + self, + messages: list[Message], + tools: Optional[list[Tool]] = None, + system_prompt: Optional[str] = None, + max_tokens: int = 4096, + temperature: float = 0.0, + **kwargs + ) -> LLMResponse: + """ + Send a chat request to Claude. + + Args: + messages: List of conversation messages. + tools: Optional list of tools Claude can use. + system_prompt: Optional system prompt. + max_tokens: Maximum tokens in response. + temperature: Sampling temperature. + **kwargs: Additional parameters. + + Returns: + LLMResponse containing Claude's response. + + Raises: + LLMClientError: If the request fails. + """ + # Build the request payload + payload = { + 'model': self._model, + 'max_tokens': max_tokens, + 'messages': self._convert_messages(messages) + } + + if system_prompt: + payload['system'] = system_prompt + + if temperature > 0: + payload['temperature'] = temperature + + if tools: + payload['tools'] = self._convert_tools(tools) + + # Make the API request + try: + response_data = self._make_request(payload) + return self._parse_response(response_data) + except LLMClientError: + raise + except Exception as e: + raise LLMClientError(LLMError( + message=f"Request failed: {str(e)}", + provider=self.provider_name + )) + + def _convert_messages(self, messages: list[Message]) -> list[dict]: + """Convert Message objects to Anthropic API format.""" + result = [] + + for msg in messages: + if msg.role == Role.SYSTEM: + # System messages are handled separately in Anthropic API + continue + + if msg.role == Role.USER: + result.append({ + 'role': 'user', + 'content': msg.content + }) + + elif msg.role == Role.ASSISTANT: + content = [] + if msg.content: + content.append({'type': 'text', 'text': msg.content}) + + # Add tool use blocks + for tc in msg.tool_calls: + content.append({ + 'type': 'tool_use', + 'id': tc.id, + 'name': tc.name, + 'input': tc.arguments + }) + + result.append({ + 'role': 'assistant', + 'content': content if content else msg.content + }) + + elif msg.role == Role.TOOL: + # Tool results in Anthropic are sent as user messages + content = [] + for tr in msg.tool_results: + content.append({ + 'type': 'tool_result', + 'tool_use_id': tr.tool_call_id, + 'content': tr.content, + 'is_error': tr.is_error + }) + result.append({ + 'role': 'user', + 'content': content + }) + + return result + + def _convert_tools(self, tools: list[Tool]) -> list[dict]: + """Convert Tool objects to Anthropic API format.""" + return [ + { + 'name': tool.name, + 'description': tool.description, + 'input_schema': tool.parameters + } + for tool in tools + ] + + def _make_request(self, payload: dict) -> dict: + """Make an HTTP request to the Anthropic API.""" + headers = { + 'Content-Type': 'application/json', + 'x-api-key': self._api_key, + 'anthropic-version': API_VERSION + } + + request = urllib.request.Request( + API_URL, + data=json.dumps(payload).encode('utf-8'), + headers=headers, + method='POST' + ) + + try: + with urllib.request.urlopen( + request, timeout=120, context=SSL_CONTEXT + ) as response: + return json.loads(response.read().decode('utf-8')) + except urllib.error.HTTPError as e: + error_body = e.read().decode('utf-8') + try: + error_data = json.loads(error_body) + error_msg = error_data.get('error', {}).get('message', str(e)) + except json.JSONDecodeError: + error_msg = error_body or str(e) + + raise LLMClientError(LLMError( + message=error_msg, + code=str(e.code), + provider=self.provider_name, + retryable=e.code in (429, 500, 502, 503, 504) + )) + except urllib.error.URLError as e: + raise LLMClientError(LLMError( + message=f"Connection error: {e.reason}", + provider=self.provider_name, + retryable=True + )) + + def _parse_response(self, data: dict) -> LLMResponse: + """Parse the Anthropic API response into an LLMResponse.""" + content_parts = [] + tool_calls = [] + + for block in data.get('content', []): + if block.get('type') == 'text': + content_parts.append(block.get('text', '')) + elif block.get('type') == 'tool_use': + tool_calls.append(ToolCall( + id=block.get('id', str(uuid.uuid4())), + name=block.get('name', ''), + arguments=block.get('input', {}) + )) + + # Map Anthropic stop reasons to our enum + stop_reason_map = { + 'end_turn': StopReason.END_TURN, + 'tool_use': StopReason.TOOL_USE, + 'max_tokens': StopReason.MAX_TOKENS, + 'stop_sequence': StopReason.STOP_SEQUENCE + } + stop_reason = stop_reason_map.get( + data.get('stop_reason', ''), + StopReason.UNKNOWN + ) + + # Parse usage information + usage_data = data.get('usage', {}) + usage = Usage( + input_tokens=usage_data.get('input_tokens', 0), + output_tokens=usage_data.get('output_tokens', 0), + total_tokens=( + usage_data.get('input_tokens', 0) + + usage_data.get('output_tokens', 0) + ) + ) + + return LLMResponse( + content='\n'.join(content_parts), + tool_calls=tool_calls, + stop_reason=stop_reason, + model=data.get('model', self._model), + usage=usage, + raw_response=data + ) diff --git a/web/pgadmin/llm/providers/docker.py b/web/pgadmin/llm/providers/docker.py new file mode 100644 index 00000000000..3f99406deb6 --- /dev/null +++ b/web/pgadmin/llm/providers/docker.py @@ -0,0 +1,345 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Docker Model Runner LLM client implementation. + +Docker Desktop 4.40+ includes a built-in model runner that provides an +OpenAI-compatible API at http://localhost:12434. No API key is required. +""" + +import json +import socket +import ssl +import urllib.request +import urllib.error +from typing import Optional +import uuid + +# Try to use certifi for proper SSL certificate handling +try: + import certifi + SSL_CONTEXT = ssl.create_default_context(cafile=certifi.where()) +except ImportError: + SSL_CONTEXT = ssl.create_default_context() + +from pgadmin.llm.client import LLMClient, LLMClientError +from pgadmin.llm.models import ( + Message, Tool, ToolCall, LLMResponse, LLMError, + Role, StopReason, Usage +) + + +# Default configuration +DEFAULT_API_URL = 'http://localhost:12434' +DEFAULT_MODEL = 'ai/qwen3-coder' + + +class DockerClient(LLMClient): + """ + Docker Model Runner API client. + + Implements the LLMClient interface for Docker's built-in model runner, + which provides an OpenAI-compatible API. + """ + + def __init__(self, api_url: Optional[str] = None, model: Optional[str] = None): + """ + Initialize the Docker Model Runner client. + + Args: + api_url: The Docker Model Runner API URL (default: http://localhost:12434). + model: Optional model name. Defaults to ai/qwen3-coder. + """ + self._api_url = (api_url or DEFAULT_API_URL).rstrip('/') + self._model = model or DEFAULT_MODEL + + @property + def provider_name(self) -> str: + return 'docker' + + @property + def model_name(self) -> str: + return self._model + + def is_available(self) -> bool: + """Check if the client is properly configured.""" + return bool(self._api_url) + + def chat( + self, + messages: list[Message], + tools: Optional[list[Tool]] = None, + system_prompt: Optional[str] = None, + max_tokens: int = 4096, + temperature: float = 0.0, + **kwargs + ) -> LLMResponse: + """ + Send a chat request to Docker Model Runner. + + Args: + messages: List of conversation messages. + tools: Optional list of tools the model can use. + system_prompt: Optional system prompt. + max_tokens: Maximum tokens in response. + temperature: Sampling temperature. + **kwargs: Additional parameters. + + Returns: + LLMResponse containing the model's response. + + Raises: + LLMClientError: If the request fails. + """ + # Build the request payload + converted_messages = self._convert_messages(messages) + + # Add system prompt at the beginning if provided + if system_prompt: + converted_messages.insert(0, { + 'role': 'system', + 'content': system_prompt + }) + + payload = { + 'model': self._model, + 'messages': converted_messages, + 'max_completion_tokens': max_tokens, + 'temperature': temperature + } + + if tools: + payload['tools'] = self._convert_tools(tools) + payload['tool_choice'] = 'auto' + + # Make the API request + try: + response_data = self._make_request(payload) + return self._parse_response(response_data) + except LLMClientError: + raise + except Exception as e: + raise LLMClientError(LLMError( + message=f"Request failed: {str(e)}", + provider=self.provider_name + )) + + def _convert_messages(self, messages: list[Message]) -> list[dict]: + """Convert Message objects to OpenAI API format.""" + result = [] + + for msg in messages: + if msg.role == Role.SYSTEM: + result.append({ + 'role': 'system', + 'content': msg.content + }) + + elif msg.role == Role.USER: + result.append({ + 'role': 'user', + 'content': msg.content + }) + + elif msg.role == Role.ASSISTANT: + message = { + 'role': 'assistant', + 'content': msg.content or None + } + + # Add tool calls if present + if msg.tool_calls: + message['tool_calls'] = [ + { + 'id': tc.id, + 'type': 'function', + 'function': { + 'name': tc.name, + 'arguments': json.dumps(tc.arguments) + } + } + for tc in msg.tool_calls + ] + + result.append(message) + + elif msg.role == Role.TOOL: + # Each tool result is a separate message in OpenAI format + for tr in msg.tool_results: + result.append({ + 'role': 'tool', + 'tool_call_id': tr.tool_call_id, + 'content': tr.content + }) + + return result + + def _convert_tools(self, tools: list[Tool]) -> list[dict]: + """Convert Tool objects to OpenAI API format.""" + return [ + { + 'type': 'function', + 'function': { + 'name': tool.name, + 'description': tool.description, + 'parameters': tool.parameters + } + } + for tool in tools + ] + + def _make_request(self, payload: dict) -> dict: + """Make an HTTP request to the Docker Model Runner API.""" + headers = { + 'Content-Type': 'application/json' + } + + # Docker Model Runner uses /engines/v1 path for OpenAI-compatible API + url = f'{self._api_url}/engines/v1/chat/completions' + + request = urllib.request.Request( + url, + data=json.dumps(payload).encode('utf-8'), + headers=headers, + method='POST' + ) + + try: + # Use longer timeout for local models which can be slower + with urllib.request.urlopen( + request, timeout=300, context=SSL_CONTEXT + ) as response: + return json.loads(response.read().decode('utf-8')) + except urllib.error.HTTPError as e: + error_body = e.read().decode('utf-8') + try: + error_data = json.loads(error_body) + error_msg = error_data.get('error', {}).get('message', str(e)) + except json.JSONDecodeError: + error_msg = error_body or str(e) + + raise LLMClientError(LLMError( + message=error_msg, + code=str(e.code), + provider=self.provider_name, + retryable=e.code in (429, 500, 502, 503, 504) + )) + except urllib.error.URLError as e: + raise LLMClientError(LLMError( + message=f"Connection error: {e.reason}. " + f"Is Docker Model Runner running at {self._api_url}?", + provider=self.provider_name, + retryable=True + )) + except socket.timeout: + raise LLMClientError(LLMError( + message="Request timed out. Local models can be slow - " + "try a smaller model or wait for the response.", + code='timeout', + provider=self.provider_name, + retryable=True + )) + + def _parse_response(self, data: dict) -> LLMResponse: + """Parse the API response into an LLMResponse.""" + # Check for API-level errors in the response + if 'error' in data: + error_info = data['error'] + raise LLMClientError(LLMError( + message=error_info.get('message', 'Unknown API error'), + code=error_info.get('code', 'unknown'), + provider=self.provider_name, + retryable=False + )) + + choices = data.get('choices', []) + if not choices: + raise LLMClientError(LLMError( + message='No response choices returned from API', + provider=self.provider_name, + retryable=False + )) + + choice = choices[0] + message = choice.get('message', {}) + + # Check for refusal (content moderation) + if message.get('refusal'): + raise LLMClientError(LLMError( + message=f"Request refused: {message.get('refusal')}", + provider=self.provider_name, + retryable=False + )) + + content = message.get('content', '') or '' + tool_calls = [] + + # Parse tool calls if present + for tc in message.get('tool_calls', []): + if tc.get('type') == 'function': + func = tc.get('function', {}) + try: + arguments = json.loads(func.get('arguments', '{}')) + except json.JSONDecodeError: + arguments = {} + + tool_calls.append(ToolCall( + id=tc.get('id', str(uuid.uuid4())), + name=func.get('name', ''), + arguments=arguments + )) + + # Map finish reasons to our enum + finish_reason = choice.get('finish_reason', '') + stop_reason_map = { + 'stop': StopReason.END_TURN, + 'tool_calls': StopReason.TOOL_USE, + 'length': StopReason.MAX_TOKENS, + 'content_filter': StopReason.STOP_SEQUENCE + } + stop_reason = stop_reason_map.get(finish_reason, StopReason.UNKNOWN) + + # Parse usage information + usage_data = data.get('usage', {}) + usage = Usage( + input_tokens=usage_data.get('prompt_tokens', 0), + output_tokens=usage_data.get('completion_tokens', 0), + total_tokens=usage_data.get('total_tokens', 0) + ) + + # Check for problematic responses + if not content and not tool_calls: + if stop_reason == StopReason.MAX_TOKENS: + input_tokens = usage.input_tokens + raise LLMClientError(LLMError( + message=f'Response truncated due to token limit ' + f'(input: {input_tokens} tokens). ' + f'The request is too large for model {self._model}. ' + f'Try using a model with a larger context window, ' + f'or analyze a smaller scope.', + code='max_tokens', + provider=self.provider_name, + retryable=False + )) + elif finish_reason and finish_reason not in ('stop', 'tool_calls'): + raise LLMClientError(LLMError( + message=f'Empty response with finish reason: {finish_reason}', + code=finish_reason, + provider=self.provider_name, + retryable=False + )) + + return LLMResponse( + content=content, + tool_calls=tool_calls, + stop_reason=stop_reason, + model=data.get('model', self._model), + usage=usage, + raw_response=data + ) diff --git a/web/pgadmin/llm/providers/ollama.py b/web/pgadmin/llm/providers/ollama.py new file mode 100644 index 00000000000..8b92a714c37 --- /dev/null +++ b/web/pgadmin/llm/providers/ollama.py @@ -0,0 +1,289 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Ollama LLM client implementation.""" + +import json +import re +import urllib.request +import urllib.error +from typing import Optional +import uuid + +from pgadmin.llm.client import LLMClient, LLMClientError +from pgadmin.llm.models import ( + Message, Tool, ToolCall, LLMResponse, LLMError, + Role, StopReason, Usage +) + + +# Default model if none specified +DEFAULT_MODEL = 'llama3.2' + + +class OllamaClient(LLMClient): + """ + Ollama API client. + + Implements the LLMClient interface for locally-hosted Ollama models. + Uses the Ollama chat API with tool support. + """ + + def __init__(self, api_url: str, model: Optional[str] = None): + """ + Initialize the Ollama client. + + Args: + api_url: The Ollama API base URL (e.g., http://localhost:11434). + model: Optional model name. Defaults to llama3.2. + """ + self._api_url = api_url.rstrip('/') + self._model = model or DEFAULT_MODEL + + @property + def provider_name(self) -> str: + return 'ollama' + + @property + def model_name(self) -> str: + return self._model + + def is_available(self) -> bool: + """Check if Ollama is running and the model is available.""" + if not self._api_url: + return False + + try: + # Check if Ollama is running + req = urllib.request.Request(f'{self._api_url}/api/tags') + with urllib.request.urlopen(req, timeout=5) as response: + data = json.loads(response.read().decode('utf-8')) + # Check if our model is available + models = [m.get('name', '') for m in data.get('models', [])] + # Model names might include tags like ':latest' + return any( + self._model == m or self._model == m.split(':')[0] + for m in models + ) + except Exception: + return False + + def chat( + self, + messages: list[Message], + tools: Optional[list[Tool]] = None, + system_prompt: Optional[str] = None, + max_tokens: int = 4096, + temperature: float = 0.0, + **kwargs + ) -> LLMResponse: + """ + Send a chat request to Ollama. + + Args: + messages: List of conversation messages. + tools: Optional list of tools the model can use. + system_prompt: Optional system prompt. + max_tokens: Maximum tokens in response (num_predict in Ollama). + temperature: Sampling temperature. + **kwargs: Additional parameters. + + Returns: + LLMResponse containing the model's response. + + Raises: + LLMClientError: If the request fails. + """ + # Build the request payload + converted_messages = self._convert_messages(messages) + + # Add system prompt at the beginning if provided + if system_prompt: + converted_messages.insert(0, { + 'role': 'system', + 'content': system_prompt + }) + + payload = { + 'model': self._model, + 'messages': converted_messages, + 'stream': False, + 'options': { + 'num_predict': max_tokens, + 'temperature': temperature + } + } + + if tools: + payload['tools'] = self._convert_tools(tools) + + # Make the API request + try: + response_data = self._make_request(payload) + return self._parse_response(response_data) + except LLMClientError: + raise + except Exception as e: + raise LLMClientError(LLMError( + message=f"Request failed: {str(e)}", + provider=self.provider_name + )) + + def _convert_messages(self, messages: list[Message]) -> list[dict]: + """Convert Message objects to Ollama API format.""" + result = [] + + for msg in messages: + if msg.role == Role.SYSTEM: + result.append({ + 'role': 'system', + 'content': msg.content + }) + + elif msg.role == Role.USER: + result.append({ + 'role': 'user', + 'content': msg.content + }) + + elif msg.role == Role.ASSISTANT: + message = { + 'role': 'assistant', + 'content': msg.content or '' + } + + # Add tool calls if present + if msg.tool_calls: + message['tool_calls'] = [ + { + 'function': { + 'name': tc.name, + 'arguments': tc.arguments + } + } + for tc in msg.tool_calls + ] + + result.append(message) + + elif msg.role == Role.TOOL: + # Tool results in Ollama + for tr in msg.tool_results: + result.append({ + 'role': 'tool', + 'content': tr.content + }) + + return result + + def _convert_tools(self, tools: list[Tool]) -> list[dict]: + """Convert Tool objects to Ollama API format.""" + return [ + { + 'type': 'function', + 'function': { + 'name': tool.name, + 'description': tool.description, + 'parameters': tool.parameters + } + } + for tool in tools + ] + + def _make_request(self, payload: dict) -> dict: + """Make an HTTP request to the Ollama API.""" + url = f'{self._api_url}/api/chat' + + request = urllib.request.Request( + url, + data=json.dumps(payload).encode('utf-8'), + headers={'Content-Type': 'application/json'}, + method='POST' + ) + + try: + with urllib.request.urlopen(request, timeout=300) as response: + return json.loads(response.read().decode('utf-8')) + except urllib.error.HTTPError as e: + error_body = e.read().decode('utf-8') + try: + error_data = json.loads(error_body) + error_msg = error_data.get('error', str(e)) + except json.JSONDecodeError: + error_msg = error_body or str(e) + + raise LLMClientError(LLMError( + message=error_msg, + code=str(e.code), + provider=self.provider_name, + retryable=e.code in (500, 502, 503, 504) + )) + except urllib.error.URLError as e: + raise LLMClientError(LLMError( + message=f"Cannot connect to Ollama: {e.reason}", + provider=self.provider_name, + retryable=True + )) + + def _parse_response(self, data: dict) -> LLMResponse: + """Parse the Ollama API response into an LLMResponse.""" + import re + + message = data.get('message', {}) + content = message.get('content', '') + tool_calls = [] + + # Parse tool calls if present (native Ollama format) + for tc in message.get('tool_calls', []): + func = tc.get('function', {}) + arguments = func.get('arguments', {}) + + # Arguments might be a string that needs parsing + if isinstance(arguments, str): + try: + arguments = json.loads(arguments) + except json.JSONDecodeError: + arguments = {} + + tool_calls.append(ToolCall( + id=str(uuid.uuid4()), # Ollama doesn't provide IDs + name=func.get('name', ''), + arguments=arguments + )) + + # Determine stop reason + done_reason = data.get('done_reason', '') + if tool_calls: + stop_reason = StopReason.TOOL_USE + elif done_reason == 'stop': + stop_reason = StopReason.END_TURN + elif done_reason == 'length': + stop_reason = StopReason.MAX_TOKENS + else: + stop_reason = StopReason.UNKNOWN + + # Parse usage information + # Ollama provides eval_count (output) and prompt_eval_count (input) + usage = Usage( + input_tokens=data.get('prompt_eval_count', 0), + output_tokens=data.get('eval_count', 0), + total_tokens=( + data.get('prompt_eval_count', 0) + + data.get('eval_count', 0) + ) + ) + + return LLMResponse( + content=content, + tool_calls=tool_calls, + stop_reason=stop_reason, + model=data.get('model', self._model), + usage=usage, + raw_response=data + ) diff --git a/web/pgadmin/llm/providers/openai.py b/web/pgadmin/llm/providers/openai.py new file mode 100644 index 00000000000..4ef77e78bce --- /dev/null +++ b/web/pgadmin/llm/providers/openai.py @@ -0,0 +1,339 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""OpenAI GPT LLM client implementation.""" + +import json +import socket +import ssl +import urllib.request +import urllib.error +from typing import Optional +import uuid + +# Try to use certifi for proper SSL certificate handling +try: + import certifi + SSL_CONTEXT = ssl.create_default_context(cafile=certifi.where()) +except ImportError: + SSL_CONTEXT = ssl.create_default_context() + +from pgadmin.llm.client import LLMClient, LLMClientError +from pgadmin.llm.models import ( + Message, Tool, ToolCall, LLMResponse, LLMError, + Role, StopReason, Usage +) + + +# Default model if none specified +DEFAULT_MODEL = 'gpt-4o' + +# API configuration +API_URL = 'https://api.openai.com/v1/chat/completions' + + +class OpenAIClient(LLMClient): + """ + OpenAI GPT API client. + + Implements the LLMClient interface for OpenAI's GPT models. + """ + + def __init__(self, api_key: str, model: Optional[str] = None): + """ + Initialize the OpenAI client. + + Args: + api_key: The OpenAI API key. + model: Optional model name. Defaults to gpt-4o. + """ + self._api_key = api_key + self._model = model or DEFAULT_MODEL + + @property + def provider_name(self) -> str: + return 'openai' + + @property + def model_name(self) -> str: + return self._model + + def is_available(self) -> bool: + """Check if the client is properly configured.""" + return bool(self._api_key) + + def chat( + self, + messages: list[Message], + tools: Optional[list[Tool]] = None, + system_prompt: Optional[str] = None, + max_tokens: int = 4096, + temperature: float = 0.0, + **kwargs + ) -> LLMResponse: + """ + Send a chat request to OpenAI. + + Args: + messages: List of conversation messages. + tools: Optional list of tools the model can use. + system_prompt: Optional system prompt. + max_tokens: Maximum tokens in response. + temperature: Sampling temperature. + **kwargs: Additional parameters. + + Returns: + LLMResponse containing the model's response. + + Raises: + LLMClientError: If the request fails. + """ + # Build the request payload + converted_messages = self._convert_messages(messages) + + # Add system prompt at the beginning if provided + if system_prompt: + converted_messages.insert(0, { + 'role': 'system', + 'content': system_prompt + }) + + payload = { + 'model': self._model, + 'messages': converted_messages, + 'max_completion_tokens': max_tokens, + 'temperature': temperature + } + + if tools: + payload['tools'] = self._convert_tools(tools) + payload['tool_choice'] = 'auto' + + # Make the API request + try: + response_data = self._make_request(payload) + return self._parse_response(response_data) + except LLMClientError: + raise + except Exception as e: + raise LLMClientError(LLMError( + message=f"Request failed: {str(e)}", + provider=self.provider_name + )) + + def _convert_messages(self, messages: list[Message]) -> list[dict]: + """Convert Message objects to OpenAI API format.""" + result = [] + + for msg in messages: + if msg.role == Role.SYSTEM: + result.append({ + 'role': 'system', + 'content': msg.content + }) + + elif msg.role == Role.USER: + result.append({ + 'role': 'user', + 'content': msg.content + }) + + elif msg.role == Role.ASSISTANT: + message = { + 'role': 'assistant', + 'content': msg.content or None + } + + # Add tool calls if present + if msg.tool_calls: + message['tool_calls'] = [ + { + 'id': tc.id, + 'type': 'function', + 'function': { + 'name': tc.name, + 'arguments': json.dumps(tc.arguments) + } + } + for tc in msg.tool_calls + ] + + result.append(message) + + elif msg.role == Role.TOOL: + # Each tool result is a separate message in OpenAI + for tr in msg.tool_results: + result.append({ + 'role': 'tool', + 'tool_call_id': tr.tool_call_id, + 'content': tr.content + }) + + return result + + def _convert_tools(self, tools: list[Tool]) -> list[dict]: + """Convert Tool objects to OpenAI API format.""" + return [ + { + 'type': 'function', + 'function': { + 'name': tool.name, + 'description': tool.description, + 'parameters': tool.parameters + } + } + for tool in tools + ] + + def _make_request(self, payload: dict) -> dict: + """Make an HTTP request to the OpenAI API.""" + headers = { + 'Content-Type': 'application/json', + 'Authorization': f'Bearer {self._api_key}' + } + + request = urllib.request.Request( + API_URL, + data=json.dumps(payload).encode('utf-8'), + headers=headers, + method='POST' + ) + + try: + with urllib.request.urlopen( + request, timeout=120, context=SSL_CONTEXT + ) as response: + return json.loads(response.read().decode('utf-8')) + except urllib.error.HTTPError as e: + error_body = e.read().decode('utf-8') + try: + error_data = json.loads(error_body) + error_msg = error_data.get('error', {}).get('message', str(e)) + except json.JSONDecodeError: + error_msg = error_body or str(e) + + raise LLMClientError(LLMError( + message=error_msg, + code=str(e.code), + provider=self.provider_name, + retryable=e.code in (429, 500, 502, 503, 504) + )) + except urllib.error.URLError as e: + raise LLMClientError(LLMError( + message=f"Connection error: {e.reason}", + provider=self.provider_name, + retryable=True + )) + except socket.timeout: + raise LLMClientError(LLMError( + message="Request timed out. The request may be too large " + "or the server is slow to respond.", + code='timeout', + provider=self.provider_name, + retryable=True + )) + + def _parse_response(self, data: dict) -> LLMResponse: + """Parse the OpenAI API response into an LLMResponse.""" + # Check for API-level errors in the response + if 'error' in data: + error_info = data['error'] + raise LLMClientError(LLMError( + message=error_info.get('message', 'Unknown API error'), + code=error_info.get('code', 'unknown'), + provider=self.provider_name, + retryable=False + )) + + choices = data.get('choices', []) + if not choices: + raise LLMClientError(LLMError( + message='No response choices returned from API', + provider=self.provider_name, + retryable=False + )) + + choice = choices[0] + message = choice.get('message', {}) + + # Check for refusal (content moderation) + if message.get('refusal'): + raise LLMClientError(LLMError( + message=f"Request refused: {message.get('refusal')}", + provider=self.provider_name, + retryable=False + )) + + content = message.get('content', '') or '' + tool_calls = [] + + # Parse tool calls if present + for tc in message.get('tool_calls', []): + if tc.get('type') == 'function': + func = tc.get('function', {}) + try: + arguments = json.loads(func.get('arguments', '{}')) + except json.JSONDecodeError: + arguments = {} + + tool_calls.append(ToolCall( + id=tc.get('id', str(uuid.uuid4())), + name=func.get('name', ''), + arguments=arguments + )) + + # Map OpenAI finish reasons to our enum + finish_reason = choice.get('finish_reason', '') + stop_reason_map = { + 'stop': StopReason.END_TURN, + 'tool_calls': StopReason.TOOL_USE, + 'length': StopReason.MAX_TOKENS, + 'content_filter': StopReason.STOP_SEQUENCE + } + stop_reason = stop_reason_map.get(finish_reason, StopReason.UNKNOWN) + + # Parse usage information + usage_data = data.get('usage', {}) + usage = Usage( + input_tokens=usage_data.get('prompt_tokens', 0), + output_tokens=usage_data.get('completion_tokens', 0), + total_tokens=usage_data.get('total_tokens', 0) + ) + + # Check for problematic responses + if not content and not tool_calls: + if stop_reason == StopReason.MAX_TOKENS: + input_tokens = usage.input_tokens + raise LLMClientError(LLMError( + message=f'Response truncated due to token limit ' + f'(input: {input_tokens} tokens). ' + f'The request is too large for model {self._model}. ' + f'Try using a model with a larger context window, ' + f'or analyze a smaller scope (e.g., a specific schema ' + f'instead of the entire database).', + code='max_tokens', + provider=self.provider_name, + retryable=False + )) + elif finish_reason and finish_reason not in ('stop', 'tool_calls'): + raise LLMClientError(LLMError( + message=f'Empty response with finish reason: {finish_reason}', + code=finish_reason, + provider=self.provider_name, + retryable=False + )) + + return LLMResponse( + content=content, + tool_calls=tool_calls, + stop_reason=stop_reason, + model=data.get('model', self._model), + usage=usage, + raw_response=data + ) diff --git a/web/pgadmin/llm/tests/README.md b/web/pgadmin/llm/tests/README.md new file mode 100644 index 00000000000..8a17532d594 --- /dev/null +++ b/web/pgadmin/llm/tests/README.md @@ -0,0 +1,187 @@ +# LLM Module Tests + +This directory contains comprehensive tests for the pgAdmin LLM/AI functionality. + +## Test Files + +### Python Tests + +#### `test_client.py` - LLM Client Tests +Tests the core LLM client functionality including: +- Provider initialization (Anthropic, OpenAI, Ollama) +- API key loading from files and environment variables +- Graceful handling of missing API keys +- User preference overrides +- Provider selection logic +- Whitespace handling in API keys + +**Key Features:** +- Tests pass even without API keys configured +- Mocks external API calls +- Tests all three provider types + +#### `test_reports.py` - Report Generation Tests +Tests report generation functionality including: +- Security, performance, and design report types +- Server, database, and schema level reports +- Report request validation +- Progress callback functionality +- Error handling during generation +- Markdown formatting + +**Key Features:** +- Tests data collection from PostgreSQL +- Validates report structure +- Tests streaming progress updates + +#### `test_chat.py` - Chat Session Tests +Tests interactive chat functionality including: +- Chat session initialization +- Message history management +- Context passing (database, SQL queries) +- Streaming responses +- Token counting for context management +- Maximum history limits +- Error handling + +**Key Features:** +- Tests conversation flow +- Validates context integration +- Tests memory management + +#### `test_views.py` - API Endpoint Tests +Tests Flask endpoints including: +- `/llm/status` - LLM availability check +- `/llm/reports/security/*` - Security report endpoints +- `/llm/reports/performance/*` - Performance report endpoints +- `/llm/reports/design/*` - Design review endpoints +- `/llm/chat` - Chat endpoint +- Streaming endpoints with SSE + +**Key Features:** +- Tests authentication and permissions +- Tests API error responses +- Tests SSE streaming format + +### JavaScript Tests + +#### `AIReport.spec.js` - AIReport Component Tests +Tests the React component for AI report display including: +- Component rendering in light and dark modes +- Theme detection from body styles +- Progress display during generation +- Error handling +- Markdown rendering +- Download functionality +- SSE event handling +- Support for all report categories and types + +**Key Features:** +- Tests with React Testing Library +- Mocks EventSource for SSE +- Tests theme transitions +- Validates accessibility + +## Running the Tests + +### Python Tests + +From the `web` directory: + +```bash +# Run all LLM tests +python -m pytest pgadmin/llm/tests/ + +# Run specific test file +python -m pytest pgadmin/llm/tests/test_client.py + +# Run specific test case +python -m pytest pgadmin/llm/tests/test_client.py::LLMClientTestCase::test_anthropic_provider_with_api_key + +# Run with coverage +python -m pytest --cov=pgadmin/llm pgadmin/llm/tests/ +``` + +### JavaScript Tests + +From the `web` directory: + +```bash +# Run all JavaScript tests +yarn run test:karma + +# Run specific test file +yarn run test:karma -- --file regression/javascript/llm/AIReport.spec.js +``` + +## Test Coverage + +### What's Tested + +✅ LLM client initialization with all providers +✅ API key loading from files and environment +✅ Graceful handling of missing API keys +✅ User preference overrides +✅ Report generation for all categories (security, performance, design) +✅ Report generation for all levels (server, database, schema) +✅ Chat session management and history +✅ Streaming progress updates via SSE +✅ API endpoint authentication and authorization +✅ React component rendering in both themes +✅ Dark mode text color detection +✅ Error handling throughout the stack + +### What's Mocked + +- External LLM API calls (Anthropic, OpenAI, Ollama) +- PostgreSQL database connections +- File system access for API keys +- EventSource for SSE streaming +- Theme detection (window.getComputedStyle) + +## Environment Variables for Testing + +These environment variables can be set for integration testing with real APIs: + +```bash +# For Anthropic +export ANTHROPIC_API_KEY="your-api-key" + +# For OpenAI +export OPENAI_API_KEY="your-api-key" + +# For Ollama +export OLLAMA_API_URL="http://localhost:11434" +``` + +**Note:** Tests are designed to pass without these variables set. They will mock API responses when keys are not available. + +## Test Philosophy + +1. **Graceful Degradation**: All tests pass even without API keys configured +2. **Mocking by Default**: External APIs are mocked to avoid dependencies +3. **Comprehensive Coverage**: Tests cover happy paths, error cases, and edge cases +4. **Documentation**: Tests serve as documentation for expected behavior +5. **Integration Ready**: Tests can be run with real APIs when keys are provided + +## Adding New Tests + +When adding new functionality to the LLM module: + +1. Add unit tests to the appropriate test file +2. Mock external dependencies +3. Test both success and failure cases +4. Test with and without API keys/configuration +5. Update this README with new test coverage + +## Troubleshooting + +### Common Issues + +**Import errors**: Make sure you're running tests from the `web` directory + +**API key warnings**: These are expected - tests should pass without API keys + +**Theme mocking errors**: Ensure `fake_theme.js` is available in regression/javascript/ + +**EventSource not found**: This is mocked in JavaScript tests, ensure mocks are properly set up diff --git a/web/pgadmin/llm/tests/__init__.py b/web/pgadmin/llm/tests/__init__.py new file mode 100644 index 00000000000..3a080d6bcf9 --- /dev/null +++ b/web/pgadmin/llm/tests/__init__.py @@ -0,0 +1,8 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## diff --git a/web/pgadmin/llm/tests/test_llm_status.py b/web/pgadmin/llm/tests/test_llm_status.py new file mode 100644 index 00000000000..5279c4c1475 --- /dev/null +++ b/web/pgadmin/llm/tests/test_llm_status.py @@ -0,0 +1,75 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +import json +from unittest.mock import patch, MagicMock, mock_open +from pgadmin.utils.route import BaseTestGenerator +from regression.python_test_utils import test_utils as utils + + +class LLMStatusTestCase(BaseTestGenerator): + """Test cases for LLM status endpoint""" + + scenarios = [ + ('LLM Status - Disabled', dict( + url='/llm/status', + provider_enabled=False, + expected_enabled=False + )), + ('LLM Status - Anthropic Enabled', dict( + url='/llm/status', + provider_enabled=True, + expected_enabled=True, + provider_name='anthropic' + )), + ('LLM Status - OpenAI Enabled', dict( + url='/llm/status', + provider_enabled=True, + expected_enabled=True, + provider_name='openai' + )), + ('LLM Status - Ollama Enabled', dict( + url='/llm/status', + provider_enabled=True, + expected_enabled=True, + provider_name='ollama' + )), + ] + + def setUp(self): + pass + + def runTest(self): + """Test LLM status endpoint returns correct availability status""" + provider_value = self.provider_name if ( + self.provider_enabled and hasattr(self, 'provider_name') + ) else None + + with patch('pgadmin.llm.utils.is_llm_enabled') as mock_enabled, \ + patch('pgadmin.llm.utils.is_llm_enabled_system') as mock_system, \ + patch('pgadmin.llm.utils.get_default_provider') as mock_provider, \ + patch('pgadmin.authenticate.mfa.utils.mfa_required', lambda f: f): + + mock_enabled.return_value = self.expected_enabled + mock_system.return_value = self.provider_enabled + mock_provider.return_value = provider_value + + response = self.tester.get( + self.url, + content_type='application/json', + follow_redirects=True + ) + + self.assertEqual(response.status_code, 200) + data = json.loads(response.data) + self.assertTrue(data['success']) + self.assertEqual(data['data']['enabled'], self.expected_enabled) + + if self.expected_enabled and hasattr(self, 'provider_name'): + self.assertEqual(data['data']['provider'], self.provider_name) diff --git a/web/pgadmin/llm/utils.py b/web/pgadmin/llm/utils.py new file mode 100644 index 00000000000..48bfecdb663 --- /dev/null +++ b/web/pgadmin/llm/utils.py @@ -0,0 +1,356 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Utility functions for LLM configuration access.""" + +import os +from pgadmin.utils.preferences import Preferences +import config + + +def _expand_path(path): + """Expand user home directory in path.""" + if path: + return os.path.expanduser(path) + return path + + +def _read_api_key_from_file(file_path): + """ + Read an API key from a file. + + Args: + file_path: Path to the file containing the API key. + + Returns: + The API key string, or None if the file doesn't exist or is empty. + """ + if not file_path: + return None + + expanded_path = _expand_path(file_path) + + if not os.path.isfile(expanded_path): + return None + + try: + with open(expanded_path, 'r') as f: + key = f.read().strip() + return key if key else None + except (IOError, OSError): + return None + + +# Public alias for use by refresh endpoints +read_api_key_file = _read_api_key_from_file + + +def _get_preference_value(name): + """ + Get a preference value, returning None if empty or not set. + + Args: + name: The preference name (e.g., 'anthropic_api_key_file') + + Returns: + The preference value or None if empty/not set. + """ + try: + pref_module = Preferences.module('ai') + if pref_module: + pref = pref_module.preference(name) + if pref: + value = pref.get() + if value and str(value).strip(): + return str(value).strip() + except Exception: + pass + return None + + +def get_anthropic_api_key(): + """ + Get the Anthropic API key. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The API key string, or None if not configured or file doesn't exist. + """ + # Check user preference first + pref_file = _get_preference_value('anthropic_api_key_file') + if pref_file: + key = _read_api_key_from_file(pref_file) + if key: + return key + + # Fall back to system configuration + return _read_api_key_from_file(config.ANTHROPIC_API_KEY_FILE) + + +def get_anthropic_model(): + """ + Get the Anthropic model to use. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The model name string, or empty string if not configured. + """ + # Check user preference first + pref_model = _get_preference_value('anthropic_api_model') + if pref_model: + return pref_model + + # Fall back to system configuration + return config.ANTHROPIC_API_MODEL or '' + + +def get_openai_api_key(): + """ + Get the OpenAI API key. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The API key string, or None if not configured or file doesn't exist. + """ + # Check user preference first + pref_file = _get_preference_value('openai_api_key_file') + if pref_file: + key = _read_api_key_from_file(pref_file) + if key: + return key + + # Fall back to system configuration + return _read_api_key_from_file(config.OPENAI_API_KEY_FILE) + + +def get_openai_model(): + """ + Get the OpenAI model to use. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The model name string, or empty string if not configured. + """ + # Check user preference first + pref_model = _get_preference_value('openai_api_model') + if pref_model: + return pref_model + + # Fall back to system configuration + return config.OPENAI_API_MODEL or '' + + +def get_ollama_api_url(): + """ + Get the Ollama API URL. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The URL string, or empty string if not configured. + """ + # Check user preference first + pref_url = _get_preference_value('ollama_api_url') + if pref_url: + return pref_url + + # Fall back to system configuration + return config.OLLAMA_API_URL or '' + + +def get_ollama_model(): + """ + Get the Ollama model to use. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The model name string, or empty string if not configured. + """ + # Check user preference first + pref_model = _get_preference_value('ollama_api_model') + if pref_model: + return pref_model + + # Fall back to system configuration + return config.OLLAMA_API_MODEL or '' + + +def get_docker_api_url(): + """ + Get the Docker Model Runner API URL. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The URL string, or empty string if not configured. + """ + # Check user preference first + pref_url = _get_preference_value('docker_api_url') + if pref_url: + return pref_url + + # Fall back to system configuration + return config.DOCKER_API_URL or '' + + +def get_docker_model(): + """ + Get the Docker Model Runner model to use. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The model name string, or empty string if not configured. + """ + # Check user preference first + pref_model = _get_preference_value('docker_api_model') + if pref_model: + return pref_model + + # Fall back to system configuration + return config.DOCKER_API_MODEL or '' + + +def get_default_provider(): + """ + Get the default LLM provider. + + First checks if LLM is enabled at the system level (config.LLM_ENABLED). + If enabled, reads from user preferences (which default to system config). + Returns None if disabled at system level or user preference is empty. + + Returns: + The provider name ('anthropic', 'openai', 'ollama') or None if disabled. + """ + # Check master switch first - cannot be overridden by user + if not getattr(config, 'LLM_ENABLED', False): + return None + + # Valid provider values + valid_providers = {'anthropic', 'openai', 'ollama', 'docker'} + + # Get preference value (includes config default if not set by user) + try: + pref_module = Preferences.module('ai') + if pref_module: + pref = pref_module.preference('default_provider') + if pref: + value = pref.get() + # Check if it's a valid provider + if value and str(value).strip() in valid_providers: + return str(value).strip() + except Exception: + pass + + # No valid provider configured + return None + + +def is_llm_enabled_system(): + """ + Check if LLM features are enabled at the system level. + + This checks the config.LLM_ENABLED setting which cannot be + overridden by user preferences. + + Returns: + True if LLM is enabled in system config, False otherwise. + """ + return getattr(config, 'LLM_ENABLED', False) + + +def is_llm_enabled(): + """ + Check if LLM features are enabled for the current user. + + This checks both the system-level config (LLM_ENABLED) and + whether a valid provider is configured in user preferences. + + Returns: + True if LLM is enabled and a provider is configured, False otherwise. + """ + return get_default_provider() is not None + + +def get_max_tool_iterations(): + """ + Get the maximum number of tool iterations for AI conversations. + + Checks user preferences first, then falls back to system configuration. + + Returns: + The maximum tool iterations (default 20). + """ + try: + pref_module = Preferences.module('ai') + if pref_module: + pref = pref_module.preference('max_tool_iterations') + if pref: + value = pref.get() + if value is not None: + return int(value) + except Exception: + pass + + # Fall back to system configuration + return getattr(config, 'MAX_LLM_TOOL_ITERATIONS', 20) + + +def get_llm_config(): + """ + Get complete LLM configuration for all providers. + + Returns: + A dictionary containing configuration for all providers: + { + 'default_provider': str or None, + 'enabled': bool, + 'anthropic': { + 'api_key': str or None, + 'model': str + }, + 'openai': { + 'api_key': str or None, + 'model': str + }, + 'ollama': { + 'api_url': str, + 'model': str + }, + 'docker': { + 'api_url': str, + 'model': str + } + } + """ + return { + 'default_provider': get_default_provider(), + 'enabled': is_llm_enabled(), + 'anthropic': { + 'api_key': get_anthropic_api_key(), + 'model': get_anthropic_model() + }, + 'openai': { + 'api_key': get_openai_api_key(), + 'model': get_openai_model() + }, + 'ollama': { + 'api_url': get_ollama_api_url(), + 'model': get_ollama_model() + }, + 'docker': { + 'api_url': get_docker_api_url(), + 'model': get_docker_model() + } + } diff --git a/web/pgadmin/preferences/static/js/components/PreferencesHelper.jsx b/web/pgadmin/preferences/static/js/components/PreferencesHelper.jsx index 029fea97f60..77e476c14e8 100644 --- a/web/pgadmin/preferences/static/js/components/PreferencesHelper.jsx +++ b/web/pgadmin/preferences/static/js/components/PreferencesHelper.jsx @@ -18,6 +18,7 @@ import { getBrowser } from '../../../../static/js/utils'; import SaveSharpIcon from '@mui/icons-material/SaveSharp'; import CloseIcon from '@mui/icons-material/CloseRounded'; import HTMLReactParser from 'html-react-parser/lib/index'; +import getApiInstance from '../../../../static/js/api_instance'; export async function reloadPgAdmin() { @@ -95,11 +96,78 @@ export function prepareSubnodeData(node, subNode, nodeData, preferencesStore) { fieldValues[element.id] = element.value; if (element.name === 'theme') { + // Theme has special handling - process before dynamic options element.type = 'theme'; element.options.forEach((opt) => { opt.selected = opt.value === element.value; opt.preview_src = opt.preview_src && url_for('static', { filename: opt.preview_src }); }); + } else if (element.controlProps.optionsRefreshUrl) { + // Use select-refresh type when refresh URL is provided + element.type = 'select-refresh'; + + // Build refreshDeps by looking up IDs for the named dependencies + const refreshDepNames = element.controlProps.refreshDepNames || {}; + const refreshDeps = {}; + for (const [paramName, prefName] of Object.entries(refreshDepNames)) { + // Find the preference with this name in the same subNode + const depPref = subNode.preferences.find((p) => p.name === prefName); + if (depPref) { + refreshDeps[paramName] = depPref.id; + } + } + element.controlProps.refreshDeps = refreshDeps; + + // Also set up initial options loading via optionsUrl + if (element.controlProps.optionsUrl) { + const optionsEndpoint = element.controlProps.optionsUrl; + const staticOptions = element.options || []; + element.options = () => { + return new Promise((resolve) => { + const api = getApiInstance(); + const optionsUrl = url_for(optionsEndpoint); + api.get(optionsUrl) + .then((res) => { + if (res.data?.data?.models) { + const dynamicOptions = res.data.data.models; + resolve([...dynamicOptions, ...staticOptions]); + } else { + resolve(staticOptions); + } + }) + .catch(() => { + resolve(staticOptions); + }); + }); + }; + } + } else if (element.controlProps.optionsUrl) { + // Support dynamic options loading via optionsUrl (endpoint name) + const optionsEndpoint = element.controlProps.optionsUrl; + const staticOptions = element.options || []; + // Replace options with a function that fetches from the URL + element.options = () => { + return new Promise((resolve) => { + const api = getApiInstance(); + // Use url_for to resolve the endpoint to a proper URL + const optionsUrl = url_for(optionsEndpoint); + api.get(optionsUrl) + .then((res) => { + if (res.data?.data?.models) { + // Dynamic models loaded successfully + const dynamicOptions = res.data.data.models; + resolve([...dynamicOptions, ...staticOptions]); + } else { + // No models in response, use static options + resolve(staticOptions); + } + }) + .catch(() => { + // On error, fall back to static options + resolve(staticOptions); + }); + }); + }; } } else if (type === 'keyboardShortcut') { element.type = 'keyboardShortcut'; diff --git a/web/pgadmin/static/js/components/FormComponents.jsx b/web/pgadmin/static/js/components/FormComponents.jsx index c9b797122ad..e1827b37c2c 100644 --- a/web/pgadmin/static/js/components/FormComponents.jsx +++ b/web/pgadmin/static/js/components/FormComponents.jsx @@ -918,6 +918,8 @@ InputSelectNonSearch.propTypes = { export function InputSelect({ref, cid, helpid, onChange, options, readonly = false, value, controlProps = {}, optionsLoaded, optionsReloadBasis, disabled, onError, ...props}) { const [[finalOptions, isLoading], setFinalOptions] = useState([[], true]); + // Force options to reload on component remount (each mount gets a new ID) + const [mountId] = useState(() => Math.random()); const theme = useTheme(); useWindowSize(); @@ -954,12 +956,12 @@ export function InputSelect({ref, cid, helpid, onChange, options, readonly = fal } }) .catch((err)=>{ - let error_msg = err.response.data.errormsg; + let error_msg = err?.response?.data?.errormsg || err?.message || 'Unknown error'; onError?.(error_msg); setFinalOptions([[], false]); }); return () => umounted = true; - }, [optionsReloadBasis]); + }, [optionsReloadBasis, mountId]); /* Apply filter if any */ const filteredOptions = (controlProps.filter?.(finalOptions)) || finalOptions; diff --git a/web/pgadmin/static/js/components/SelectRefresh.jsx b/web/pgadmin/static/js/components/SelectRefresh.jsx index adccdc6ae5b..379efbf8560 100644 --- a/web/pgadmin/static/js/components/SelectRefresh.jsx +++ b/web/pgadmin/static/js/components/SelectRefresh.jsx @@ -7,48 +7,143 @@ // ////////////////////////////////////////////////////////////// -import { useState } from 'react'; -import { Box} from '@mui/material'; -import {InputSelect, FormInput} from './FormComponents'; +import { useState, useContext, useCallback } from 'react'; +import { Box } from '@mui/material'; +import { styled } from '@mui/material/styles'; +import { InputSelect, FormInput } from './FormComponents'; import PropTypes from 'prop-types'; import CustomPropTypes from '../custom_prop_types'; import RefreshIcon from '@mui/icons-material/Refresh'; import { PgIconButton } from './Buttons'; +import getApiInstance from '../api_instance'; +import url_for from 'sources/url_for'; +import gettext from 'sources/gettext'; +import { SchemaStateContext } from '../SchemaView/SchemaState'; +import { usePgAdmin } from '../PgAdminProvider'; -function ChildContent({cid, helpid, onRefreshClick, label, ...props}) { - return - - - - - } title={label||''}/> - - ; +const StyledBox = styled(Box)(() => ({ + display: 'flex', + alignItems: 'flex-start', + '& .SelectRefresh-selectContainer': { + flexGrow: 1, + }, + '& .SelectRefresh-buttonContainer': { + marginLeft: '4px', + '& button': { + height: '30px', + width: '30px', + }, + }, +})); + +function ChildContent({ cid, helpid, onRefreshClick, isRefreshing, ...props }) { + return ( + + + + + + } + title={gettext('Refresh models')} + disabled={isRefreshing} + /> + + + ); } ChildContent.propTypes = { cid: PropTypes.string, helpid: PropTypes.string, onRefreshClick: PropTypes.func, - label: PropTypes.string, + isRefreshing: PropTypes.bool, }; -export function SelectRefresh({ required, className, label, helpMessage, testcid, controlProps, ...props }){ - const [options, setOptions] = useState([]); - const [optionsReloadBasis, setOptionsReloadBasis] = useState(false); - const {getOptionsOnRefresh, ...selectControlProps} = controlProps; - - const onRefreshClick = ()=>{ - getOptionsOnRefresh?.() - .then((res)=>{ - setOptions(res); - setOptionsReloadBasis((prevVal)=>!prevVal); - }); - }; + +export function SelectRefresh({ required, className, label, helpMessage, testcid, controlProps, ...props }) { + const [optionsState, setOptionsState] = useState({ options: [], reloadBasis: 0 }); + const [isRefreshing, setIsRefreshing] = useState(false); + const schemaState = useContext(SchemaStateContext); + const pgAdmin = usePgAdmin(); + const { + getOptionsOnRefresh, + optionsRefreshUrl, + refreshDeps, + ...selectControlProps + } = controlProps; + + const onRefreshClick = useCallback(() => { + // If we have an optionsRefreshUrl, make a POST request with dependent field values + if (optionsRefreshUrl && refreshDeps && schemaState) { + setIsRefreshing(true); + + // Build the request body from dependent field values + const requestBody = {}; + for (const [paramName, fieldId] of Object.entries(refreshDeps)) { + // Find the field value from schema state + // fieldId is the preference ID, we need to look it up in state + const fieldValue = schemaState.data?.[fieldId]; + // Only include non-empty values + if (fieldValue !== undefined && fieldValue !== null && fieldValue !== '') { + requestBody[paramName] = fieldValue; + } + } + + const api = getApiInstance(); + const refreshUrl = url_for(optionsRefreshUrl); + + api.post(refreshUrl, requestBody) + .then((res) => { + if (res.data?.data?.error) { + // Server returned an error message - clear options and show error + setOptionsState((prev) => ({ options: [], reloadBasis: prev.reloadBasis + 1 })); + pgAdmin.Browser.notifier.error(res.data.data.error); + } else if (res.data?.data?.models) { + const models = res.data.data.models; + setOptionsState((prev) => ({ options: models, reloadBasis: prev.reloadBasis + 1 })); + } else { + // No models returned - clear the list + setOptionsState((prev) => ({ options: [], reloadBasis: prev.reloadBasis + 1 })); + } + }) + .catch((err) => { + // Network or other error - clear options and show error + setOptionsState((prev) => ({ options: [], reloadBasis: prev.reloadBasis + 1 })); + const errMsg = err.response?.data?.errormsg || err.message || gettext('Failed to refresh models'); + pgAdmin.Browser.notifier.error(errMsg); + }) + .finally(() => { + setIsRefreshing(false); + }); + } else if (getOptionsOnRefresh) { + // Fall back to the original getOptionsOnRefresh callback + setIsRefreshing(true); + getOptionsOnRefresh() + .then((res) => { + setOptionsState((prev) => ({ options: res, reloadBasis: prev.reloadBasis + 1 })); + }) + .catch((err) => { + setOptionsState((prev) => ({ options: [], reloadBasis: prev.reloadBasis + 1 })); + const errMsg = err.message || gettext('Failed to refresh options'); + pgAdmin.Browser.notifier.error(errMsg); + }) + .finally(() => { + setIsRefreshing(false); + }); + } + }, [optionsRefreshUrl, refreshDeps, schemaState, getOptionsOnRefresh, pgAdmin]); return ( - + ); } diff --git a/web/pgadmin/submodules.py b/web/pgadmin/submodules.py index e85183ee3b1..f74c6f62ed9 100644 --- a/web/pgadmin/submodules.py +++ b/web/pgadmin/submodules.py @@ -3,6 +3,7 @@ from .browser import blueprint as BrowserModule from .dashboard import blueprint as DashboardModule from .help import blueprint as HelpModule +from .llm import blueprint as LLMModule from .misc import blueprint as MiscModule from .preferences import blueprint as PreferencesModule from .redirects import blueprint as RedirectModule @@ -17,6 +18,7 @@ def get_submodules(): BrowserModule, DashboardModule, HelpModule, + LLMModule, MiscModule, PreferencesModule, RedirectModule, diff --git a/web/pgadmin/tools/user_management/PgAdminPermissions.py b/web/pgadmin/tools/user_management/PgAdminPermissions.py index 206533ae413..a6bbca287b4 100644 --- a/web/pgadmin/tools/user_management/PgAdminPermissions.py +++ b/web/pgadmin/tools/user_management/PgAdminPermissions.py @@ -24,6 +24,7 @@ class AllPermissionTypes: tools_maintenance = 'tools_maintenance' tools_schema_diff = 'tools_schema_diff' tools_grant_wizard = 'tools_grant_wizard' + tools_ai = 'tools_ai' storage_add_folder = 'storage_add_folder' storage_remove_folder = 'storage_remove_folder' change_password = 'change_password' @@ -110,6 +111,11 @@ def __init__(self): AllPermissionTypes.tools_erd_tool, gettext("ERD Tool") ) + self.add_permission( + AllPermissionCategories.tools, + AllPermissionTypes.tools_ai, + gettext("AI Reports") + ) self.add_permission( AllPermissionCategories.storage_manager, AllPermissionTypes.storage_add_folder, diff --git a/web/pgadmin/utils/constants.py b/web/pgadmin/utils/constants.py index 69fc712a244..72961b5601e 100644 --- a/web/pgadmin/utils/constants.py +++ b/web/pgadmin/utils/constants.py @@ -32,6 +32,7 @@ PREF_LABEL_GRAPH_VISUALISER = gettext('Graph Visualiser') PREF_LABEL_USER_INTERFACE = gettext('User Interface') PREF_LABEL_FILE_DOWNLOADS = gettext('File Downloads') +PREF_LABEL_AI = gettext('AI') PGADMIN_STRING_SEPARATOR = '_$PGADMIN$_' PGADMIN_NODE = 'pgadmin.node.%s' diff --git a/web/yarn.lock b/web/yarn.lock index c4d0aa03264..0e73acce6c2 100644 --- a/web/yarn.lock +++ b/web/yarn.lock @@ -10277,6 +10277,15 @@ __metadata: languageName: node linkType: hard +"marked@npm:^17.0.1": + version: 17.0.1 + resolution: "marked@npm:17.0.1" + bin: + marked: bin/marked.js + checksum: 10c0/0197337aad33882308cea52d2c86d7b830a89be729a4010a26a488ae1c224cdc7520b8cce056832a81a127fc39a3827f45e3865c1ff257324cb553cb06ce0e57 + languageName: node + linkType: hard + "marked@npm:^5.1.2": version: 5.1.2 resolution: "marked@npm:5.1.2" @@ -12871,6 +12880,7 @@ __metadata: leaflet: "npm:^1.9.4" loader-utils: "npm:^3.2.1" lodash: "npm:4.*" + marked: "npm:^17.0.1" mini-css-extract-plugin: "npm:^2.9.2" moment: "npm:^2.29.4" moment-timezone: "npm:^0.6.0" From 51d076d17ea848809001b0e67dd96d989895d910 Mon Sep 17 00:00:00 2001 From: Dave Page Date: Wed, 17 Dec 2025 16:32:46 +0000 Subject: [PATCH 02/10] Add support for a number of different AI generated reports on security, performance, and schema design on servers, databases, and schemas, as appropriate. --- docs/en_US/ai_tools.rst | 242 ++++ docs/en_US/developer_tools.rst | 1 + docs/en_US/images/ai_security_report.png | Bin 0 -> 181401 bytes docs/en_US/menu_bar.rst | 6 + web/pgadmin/llm/__init__.py | 1162 +++++++++++++++++ web/pgadmin/llm/reports/__init__.py | 37 + web/pgadmin/llm/reports/generator.py | 291 +++++ web/pgadmin/llm/reports/models.py | 112 ++ web/pgadmin/llm/reports/pipeline.py | 453 +++++++ web/pgadmin/llm/reports/prompts.py | 237 ++++ web/pgadmin/llm/reports/queries.py | 907 +++++++++++++ web/pgadmin/llm/reports/sections.py | 387 ++++++ web/pgadmin/llm/static/js/AIReport.jsx | 764 +++++++++++ web/pgadmin/llm/static/js/SecurityReport.jsx | 383 ++++++ web/pgadmin/llm/static/js/ai_tools.js | 469 +++++++ .../llm/tests/test_report_endpoints.py | 233 ++++ web/pgadmin/llm/tools/__init__.py | 30 + web/pgadmin/llm/tools/database.py | 806 ++++++++++++ .../javascript/llm/AIReport.spec.js | 297 +++++ web/webpack.config.js | 1 + web/webpack.shim.js | 1 + 21 files changed, 6819 insertions(+) create mode 100644 docs/en_US/ai_tools.rst create mode 100644 docs/en_US/images/ai_security_report.png create mode 100644 web/pgadmin/llm/reports/__init__.py create mode 100644 web/pgadmin/llm/reports/generator.py create mode 100644 web/pgadmin/llm/reports/models.py create mode 100644 web/pgadmin/llm/reports/pipeline.py create mode 100644 web/pgadmin/llm/reports/prompts.py create mode 100644 web/pgadmin/llm/reports/queries.py create mode 100644 web/pgadmin/llm/reports/sections.py create mode 100644 web/pgadmin/llm/static/js/AIReport.jsx create mode 100644 web/pgadmin/llm/static/js/SecurityReport.jsx create mode 100644 web/pgadmin/llm/static/js/ai_tools.js create mode 100644 web/pgadmin/llm/tests/test_report_endpoints.py create mode 100644 web/pgadmin/llm/tools/__init__.py create mode 100644 web/pgadmin/llm/tools/database.py create mode 100644 web/regression/javascript/llm/AIReport.spec.js diff --git a/docs/en_US/ai_tools.rst b/docs/en_US/ai_tools.rst new file mode 100644 index 00000000000..fb96a7e6351 --- /dev/null +++ b/docs/en_US/ai_tools.rst @@ -0,0 +1,242 @@ +.. _ai_tools: + +******************* +`AI Reports`:index: +******************* + +**AI Reports** is a feature that provides AI-powered database analysis and insights +using Large Language Models (LLMs). Use the *Tools → AI Reports* menu to access +the various AI-powered reports. + +The AI Reports feature allows you to: + + * Generate security reports to identify potential security vulnerabilities and configuration issues. + + * Create performance reports with optimization recommendations for queries and configurations. + + * Perform design reviews to analyze database schema structure and suggest improvements. + +**Prerequisites:** + +Before using AI Reports, you must: + + 1. Ensure AI features are enabled in the server configuration (set ``LLM_ENABLED`` to ``True`` in ``config.py``). + + 2. Configure an LLM provider in :ref:`Preferences → AI `. + +**Note:** + + * AI Reports using cloud providers (Anthropic, OpenAI) require an active internet connection. + Local providers (Ollama, Docker Model Runner) do not require internet access. + + * API usage may incur costs depending on your LLM provider's pricing model. + Local providers (Ollama, Docker Model Runner) are free to use. + + * The quality and accuracy of reports depend on the LLM provider and model configured. + + +Configuring AI Reports +********************** + +To configure AI Reports, navigate to *File → Preferences → AI* (or click the *Settings* +button and select *AI*). + +.. image:: images/preferences_ai.png + :alt: AI preferences + :align: center + +Select your preferred LLM provider from the dropdown: + +**Anthropic** + Use Claude models from Anthropic. Requires an Anthropic API key. + + * **API Key File**: Path to a file containing your Anthropic API key (obtain from https://console.anthropic.com/). + * **Model**: Select from available Claude models (e.g., claude-sonnet-4-20250514). + +**OpenAI** + Use GPT models from OpenAI. Requires an OpenAI API key. + + * **API Key File**: Path to a file containing your OpenAI API key (obtain from https://platform.openai.com/). + * **Model**: Select from available GPT models (e.g., gpt-4). + +**Ollama** + Use locally-hosted open-source models via Ollama. Requires a running Ollama instance. + + * **API URL**: The URL of your Ollama server (default: http://localhost:11434). + * **Model**: Enter the name of the Ollama model to use (e.g., llama2, mistral). + +**Docker Model Runner** + Use models running in Docker Desktop's built-in model runner (available in Docker Desktop 4.40+). + No API key is required. + + * **API URL**: The URL of the Docker Model Runner API (default: http://localhost:12434). + * **Model**: Select from available models or enter a custom model name. + +After configuring your provider, click *Save* to apply the changes. + + +Security Reports +**************** + +Security Reports analyze your PostgreSQL server, database, or schema for potential +security vulnerabilities and configuration issues. + +To generate a security report: + +1. In the *Browser* tree, select a server, database, or schema. + +2. Choose *Tools → AI Reports → Security* from the menu, or right-click the + object and select *Security* from the context menu. + +3. The report will be generated and displayed in a new tab. + +.. image:: images/ai_security_report.png + :alt: AI security report + :align: center + +**Security Report Scope:** + +* **Server Level**: Analyzes server configuration, authentication settings, roles, and permissions. + +* **Database Level**: Reviews database-specific security settings, roles with database access, and object permissions. + +* **Schema Level**: Examines schema permissions, object ownership, and access controls. + +Each report includes: + +* **Security Findings**: Identified vulnerabilities or security concerns. + +* **Risk Assessment**: Severity levels for each finding (Critical, High, Medium, Low). + +* **Recommendations**: Specific actions to remediate security issues. + +* **Best Practices**: General security recommendations for PostgreSQL. + + +Performance Reports +******************* + +Performance Reports analyze query performance, configuration settings, and provide +optimization recommendations. + +To generate a performance report: + +1. In the *Browser* tree, select a server or database. + +2. Choose *Tools → AI Reports → Performance* from the menu, or right-click the + object and select *Performance* from the context menu. + +3. The report will be generated and displayed in a new tab. + +**Performance Report Scope:** + +* **Server Level**: Analyzes server configuration parameters, resource utilization, and overall server performance metrics. + +* **Database Level**: Reviews database-specific configuration, query performance, index usage, and table statistics. + +Each report includes: + +* **Performance Metrics**: Key performance indicators and statistics. + +* **Configuration Analysis**: Review of relevant configuration parameters. + +* **Query Optimization**: Recommendations for improving slow queries. + +* **Index Recommendations**: Suggestions for adding, removing, or modifying indexes. + +* **Capacity Planning**: Resource utilization trends and recommendations. + + +Design Review Reports +********************* + +Design Review Reports analyze your database schema structure and suggest +improvements for normalization, naming conventions, and best practices. + +To generate a design review report: + +1. In the *Browser* tree, select a database or schema. + +2. Choose *Tools → AI Reports → Design* from the menu, or right-click the + object and select *Design* from the context menu. + +3. The report will be generated and displayed in a new tab. + +**Design Review Scope:** + +* **Database Level**: Reviews overall database structure, schema organization, and cross-schema dependencies. + +* **Schema Level**: Analyzes tables, views, functions, and other objects within the schema. + +Each report includes: + +* **Schema Structure Analysis**: Review of table structures, relationships, and constraints. + +* **Normalization Review**: Recommendations for database normalization (1NF, 2NF, 3NF, etc.). + +* **Naming Conventions**: Suggestions for consistent naming patterns. + +* **Data Type Usage**: Review of data type choices and recommendations. + +* **Index Design**: Analysis of indexing strategy. + +* **Best Practices**: General PostgreSQL schema design recommendations. + + +Working with Reports +******************** + +All AI reports are displayed in a dedicated panel with the following features: + +**Report Display** + Reports are formatted as Markdown and rendered with syntax highlighting for SQL code. + +**Toolbar Actions** + + * **Stop** - Cancel the current report generation. This is useful if the report + is taking too long or if you want to change parameters. + + * **Regenerate** - Generate a new report for the same object. Useful when you + want to get a fresh analysis or if data has changed. + + * **Download** - Download the report as a Markdown (.md) file. The filename + includes the report type, object name, and date for easy identification. + +**Multiple Reports** + You can generate and view multiple reports simultaneously. Each report opens in + a new tab, allowing you to compare reports across different servers, databases, + or schemas. + +**Report Management** + Each report tab can be closed individually by clicking the *X* in the tab. + Panel titles show the object name and report type for easy identification. + +**Copying Content** + You can select and copy text from reports to use in documentation or share with + your team. + + +Troubleshooting +*************** + +**"AI features are disabled in the server configuration"** + The administrator has disabled AI features on the server. Contact your + pgAdmin administrator to enable the ``LLM_ENABLED`` configuration option. + +**"Please configure an LLM provider in Preferences"** + You need to configure an LLM provider before using AI Reports. See *Configuring AI Reports* above. + +**"Please connect to the server/database first"** + You must establish a connection to the server or database before generating reports. + +**API Connection Errors** + * Verify your API key is correct (for Anthropic and OpenAI). + * Check your internet connection (for cloud providers). + * For Ollama, ensure the Ollama server is running and accessible. + * For Docker Model Runner, ensure Docker Desktop 4.40+ is running with the model runner enabled. + * Check that your firewall allows connections to the LLM provider's API. + +**Report Generation Fails** + * Check the pgAdmin logs for detailed error messages. + * Verify the database connection is still active. + * Ensure the selected model is available for your account/subscription. diff --git a/docs/en_US/developer_tools.rst b/docs/en_US/developer_tools.rst index bb67e33a013..cc9cd1347bf 100644 --- a/docs/en_US/developer_tools.rst +++ b/docs/en_US/developer_tools.rst @@ -17,3 +17,4 @@ PL/SQL code. 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bc9e7a20375..04c2458ea16 100644 --- a/docs/en_US/menu_bar.rst +++ b/docs/en_US/menu_bar.rst @@ -132,6 +132,12 @@ Use the *Tools* menu to access the following options (in alphabetical order): +------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+ | *Search Objects...* | Click to open the :ref:`Search Objects... ` and start searching any kind of objects in a database. | +------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+ +| *AI Reports* | Click to access a submenu with AI-powered analysis options (requires :ref:`AI configuration `): | +| | | +| | - *Security Report* - Generate an AI-powered security analysis for the selected server, database, or schema. | +| | - *Performance Report* - Generate an AI-powered performance analysis for the selected server or database. | +| | - *Design Report* - Generate an AI-powered design review for the selected database or schema. | ++------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+ | *Add named restore point* | Click to open the :ref:`Add named restore point... ` dialog to take a point-in-time snapshot of the current | | | server state. | +------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+ diff --git a/web/pgadmin/llm/__init__.py b/web/pgadmin/llm/__init__.py index 8573f873bfa..412debf018b 100644 --- a/web/pgadmin/llm/__init__.py +++ b/web/pgadmin/llm/__init__.py @@ -277,6 +277,26 @@ def get_exposed_url_endpoints(self): 'llm.refresh_models_ollama', 'llm.refresh_models_docker', 'llm.status', + # Security reports + 'llm.security_report', + 'llm.database_security_report', + 'llm.schema_security_report', + # Security report streams + 'llm.security_report_stream', + 'llm.database_security_report_stream', + 'llm.schema_security_report_stream', + # Performance reports + 'llm.performance_report', + 'llm.database_performance_report', + # Performance report streams + 'llm.performance_report_stream', + 'llm.database_performance_report_stream', + # Design reviews + 'llm.database_design_report', + 'llm.schema_design_report', + # Design report streams + 'llm.database_design_report_stream', + 'llm.schema_design_report_stream', ] @@ -761,3 +781,1145 @@ def _fetch_docker_models(api_url): return models +@blueprint.route( + "/security-report/", + methods=["GET"], + endpoint='security_report' +) +@pga_login_required +def generate_security_report(sid): + """ + Generate a security report for the specified server. + Uses the multi-stage pipeline to analyze server configuration. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection() + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Server is not connected.') + ) + + # Generate report using pipeline + context = {} + success, result = generate_report_sync( + report_type='security', + scope='server', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/security-report//stream", + methods=["GET"], + endpoint='security_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_security_report_stream(sid): + """ + Stream a security report for the specified server via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection() + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Server is not connected.') + ) + + context = {} + generator = generate_report_streaming( + report_type='security', + scope='server', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) + + +def _gather_security_config(conn, manager): + """ + Gather security-related configuration from the PostgreSQL server. + """ + security_info = { + 'server_version': manager.ver, + 'server_version_num': manager.sversion, + } + + # Get security-related settings from pg_settings + settings_query = """ + SELECT name, setting, short_desc, context, source + FROM pg_settings + WHERE name IN ( + -- Connection settings + 'listen_addresses', 'port', 'max_connections', + 'superuser_reserved_connections', + -- Authentication + 'password_encryption', 'krb_server_keyfile', + 'authentication_timeout', 'ssl', 'ssl_ciphers', + 'ssl_prefer_server_ciphers', 'ssl_min_protocol_version', + 'ssl_max_protocol_version', 'ssl_cert_file', 'ssl_key_file', + 'ssl_ca_file', 'ssl_crl_file', + -- Security + 'db_user_namespace', 'row_security', 'default_roles_initialized', + -- Logging (security-relevant) + 'log_connections', 'log_disconnections', + 'log_hostname', 'log_statement', 'log_line_prefix', + 'log_duration', 'log_min_duration_statement', + 'log_min_error_statement', 'log_replication_commands', + -- Client connection defaults + 'client_min_messages', 'search_path', + -- Resource usage (DoS prevention) + 'statement_timeout', 'idle_in_transaction_session_timeout', + 'idle_session_timeout', 'lock_timeout', + -- Write ahead log + 'wal_level', 'archive_mode', + -- Misc + 'shared_preload_libraries', 'local_preload_libraries' + ) + ORDER BY name + """ + + status, result = conn.execute_dict(settings_query) + if status and result: + security_info['settings'] = result.get('rows', []) + else: + security_info['settings'] = [] + + # Get pg_hba.conf rules (if available via pg_hba_file_rules) + hba_query = """ + SELECT line_number, type, database, user_name, address, + netmask, auth_method, options, error + FROM pg_hba_file_rules + ORDER BY line_number + """ + + status, result = conn.execute_dict(hba_query) + if status and result: + security_info['hba_rules'] = result.get('rows', []) + else: + # View might not exist or user doesn't have permission + security_info['hba_rules'] = [] + security_info['hba_note'] = 'Unable to read pg_hba.conf rules' + + # Get superuser roles + superusers_query = """ + SELECT rolname, rolcreaterole, rolcreatedb, rolbypassrls, + rolconnlimit, rolvaliduntil + FROM pg_roles + WHERE rolsuper = true + ORDER BY rolname + """ + + status, result = conn.execute_dict(superusers_query) + if status and result: + security_info['superusers'] = result.get('rows', []) + else: + security_info['superusers'] = [] + + # Get roles with special privileges + special_roles_query = """ + SELECT rolname, rolsuper, rolcreaterole, rolcreatedb, + rolreplication, rolbypassrls, rolcanlogin, rolconnlimit + FROM pg_roles + WHERE (rolcreaterole OR rolcreatedb OR rolreplication OR rolbypassrls) + AND NOT rolsuper + ORDER BY rolname + """ + + status, result = conn.execute_dict(special_roles_query) + if status and result: + security_info['privileged_roles'] = result.get('rows', []) + else: + security_info['privileged_roles'] = [] + + # Get roles with no password expiry that can login + no_expiry_query = """ + SELECT rolname, rolvaliduntil + FROM pg_roles + WHERE rolcanlogin = true + AND (rolvaliduntil IS NULL OR rolvaliduntil = 'infinity') + ORDER BY rolname + """ + + status, result = conn.execute_dict(no_expiry_query) + if status and result: + security_info['roles_no_expiry'] = result.get('rows', []) + else: + security_info['roles_no_expiry'] = [] + + # Check for loaded extensions + extensions_query = """ + SELECT extname, extversion + FROM pg_extension + ORDER BY extname + """ + + status, result = conn.execute_dict(extensions_query) + if status and result: + security_info['extensions'] = result.get('rows', []) + else: + security_info['extensions'] = [] + + return security_info + + +def _generate_security_report_llm(client, security_info, manager): + """ + Use the LLM to analyze the security configuration and generate a report. + """ + from pgadmin.llm.models import Message + + # Build the system prompt + system_prompt = """You are a PostgreSQL security expert. Your task is to analyze +the security configuration of a PostgreSQL database server and generate a comprehensive +security report in Markdown format. + +Focus ONLY on server-level security configuration, not database objects or data. + +IMPORTANT: Do NOT include a report title, header block, or generation date at the top +of your response. The title and metadata are added separately by the application. +Start directly with the Executive Summary section. + +The report should include: +1. **Executive Summary** - Brief overview of the security posture +2. **Critical Issues** - Security vulnerabilities that need immediate attention +3. **Warnings** - Important security concerns that should be addressed +4. **Recommendations** - Best practices that could improve security +5. **Configuration Review** - Analysis of key security settings + +Use severity indicators: +- 🔴 Critical - Immediate action required +- 🟠 Warning - Should be addressed soon +- 🟡 Advisory - Recommended improvement +- 🟢 Good - Configuration is secure + +Be specific and actionable in your recommendations. Include the current setting values +when discussing issues. Format the output as well-structured Markdown.""" + + # Build the user message with the security configuration + user_message = f"""Please analyze the following PostgreSQL server security configuration +and generate a security report. + +## Server Information +- Server Version: {security_info.get('server_version', 'Unknown')} + +## Security Settings +```json +{json.dumps(security_info.get('settings', []), indent=2, default=str)} +``` + +## pg_hba.conf Rules +{security_info.get('hba_note', '')} +```json +{json.dumps(security_info.get('hba_rules', []), indent=2, default=str)} +``` + +## Superuser Roles +```json +{json.dumps(security_info.get('superusers', []), indent=2, default=str)} +``` + +## Roles with Special Privileges +```json +{json.dumps(security_info.get('privileged_roles', []), indent=2, default=str)} +``` + +## Login Roles Without Password Expiry +```json +{json.dumps(security_info.get('roles_no_expiry', []), indent=2, default=str)} +``` + +## Installed Extensions +```json +{json.dumps(security_info.get('extensions', []), indent=2, default=str)} +``` + +Please generate a comprehensive security report analyzing this configuration.""" + + # Call the LLM + messages = [Message.user(user_message)] + response = client.chat( + messages=messages, + system_prompt=system_prompt, + max_tokens=4096, + temperature=0.3 # Lower temperature for more consistent analysis + ) + + return response.content + + +# ============================================================================= +# Database Security Report +# ============================================================================= + +@blueprint.route( + "/database-security-report//", + methods=["GET"], + endpoint='database_security_report' +) +@pga_login_required +def generate_database_security_report(sid, did): + """ + Generate a security report for the specified database. + Uses the multi-stage pipeline to analyze database security. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Generate report using pipeline + context = { + 'database_name': conn.db + } + success, result = generate_report_sync( + report_type='security', + scope='database', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/database-security-report///stream", + methods=["GET"], + endpoint='database_security_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_database_security_report_stream(sid, did): + """ + Stream a database security report via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + context = { + 'database_name': conn.db + } + generator = generate_report_streaming( + report_type='security', + scope='database', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) + + +# ============================================================================= +# Schema Security Report +# ============================================================================= + +@blueprint.route( + "/schema-security-report///", + methods=["GET"], + endpoint='schema_security_report' +) +@pga_login_required +def generate_schema_security_report(sid, did, scid): + """ + Generate a security report for the specified schema. + Uses the multi-stage pipeline to analyze schema security. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Get schema name from scid + schema_query = "SELECT nspname FROM pg_namespace WHERE oid = %s" + status, result = conn.execute_dict(schema_query, [scid]) + if not status or not result.get('rows'): + return make_json_response( + success=0, + errormsg=gettext('Schema not found.') + ) + schema_name = result['rows'][0]['nspname'] + + # Generate report using pipeline + context = { + 'database_name': conn.db, + 'schema_name': schema_name, + 'schema_oid': scid + } + success, result = generate_report_sync( + report_type='security', + scope='schema', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/schema-security-report////stream", + methods=["GET"], + endpoint='schema_security_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_schema_security_report_stream(sid, did, scid): + """ + Stream a schema security report via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Get schema name from scid + schema_query = "SELECT nspname FROM pg_namespace WHERE oid = %s" + status, result = conn.execute_dict(schema_query, [scid]) + if not status or not result.get('rows'): + return make_json_response( + success=0, + errormsg=gettext('Schema not found.') + ) + schema_name = result['rows'][0]['nspname'] + + context = { + 'database_name': conn.db, + 'schema_name': schema_name, + 'schema_oid': scid + } + generator = generate_report_streaming( + report_type='security', + scope='schema', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) + + +# ============================================================================= +# Server Performance Report +# ============================================================================= + +@blueprint.route( + "/performance-report/", + methods=["GET"], + endpoint='performance_report' +) +@pga_login_required +def generate_performance_report(sid): + """ + Generate a performance report for the specified server. + Uses the multi-stage pipeline to analyze server performance. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection() + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Server is not connected.') + ) + + # Generate report using pipeline + context = {} + success, result = generate_report_sync( + report_type='performance', + scope='server', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/performance-report//stream", + methods=["GET"], + endpoint='performance_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_performance_report_stream(sid): + """ + Stream a server performance report via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection() + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Server is not connected.') + ) + + context = {} + generator = generate_report_streaming( + report_type='performance', + scope='server', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) + + +# ============================================================================= +# Database Performance Report +# ============================================================================= + +@blueprint.route( + "/database-performance-report//", + methods=["GET"], + endpoint='database_performance_report' +) +@pga_login_required +def generate_database_performance_report(sid, did): + """ + Generate a performance report for the specified database. + Uses the multi-stage pipeline to analyze database performance. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Generate report using pipeline + context = { + 'database_name': conn.db + } + success, result = generate_report_sync( + report_type='performance', + scope='database', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/database-performance-report///stream", + methods=["GET"], + endpoint='database_performance_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_database_performance_report_stream(sid, did): + """ + Stream a database performance report via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + context = { + 'database_name': conn.db + } + generator = generate_report_streaming( + report_type='performance', + scope='database', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) + + +# ============================================================================= +# Database Design Review +# ============================================================================= + +@blueprint.route( + "/database-design-report//", + methods=["GET"], + endpoint='database_design_report' +) +@pga_login_required +def generate_database_design_report(sid, did): + """ + Generate a design review report for the specified database. + Uses the multi-stage pipeline to analyze database schema design. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Generate report using pipeline + context = { + 'database_name': conn.db + } + success, result = generate_report_sync( + report_type='design', + scope='database', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/database-design-report///stream", + methods=["GET"], + endpoint='database_design_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_database_design_report_stream(sid, did): + """ + Stream a database design report via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + context = { + 'database_name': conn.db + } + generator = generate_report_streaming( + report_type='design', + scope='database', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) + + +# ============================================================================= +# Schema Design Review +# ============================================================================= + +@blueprint.route( + "/schema-design-report///", + methods=["GET"], + endpoint='schema_design_report' +) +@pga_login_required +def generate_schema_design_report(sid, did, scid): + """ + Generate a design review report for the specified schema. + Uses the multi-stage pipeline to analyze schema design. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import generate_report_sync + from pgadmin.utils.driver import get_driver + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + # Get database connection + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Get schema name from scid + schema_query = "SELECT nspname FROM pg_namespace WHERE oid = %s" + status, result = conn.execute_dict(schema_query, [scid]) + if not status or not result.get('rows'): + return make_json_response( + success=0, + errormsg=gettext('Schema not found.') + ) + schema_name = result['rows'][0]['nspname'] + + # Generate report using pipeline + context = { + 'database_name': conn.db, + 'schema_name': schema_name, + 'schema_oid': scid + } + success, result = generate_report_sync( + report_type='design', + scope='schema', + conn=conn, + manager=manager, + context=context + ) + + if success: + return make_json_response( + success=1, + data={'report': result} + ) + else: + return make_json_response( + success=0, + errormsg=result + ) + + except Exception as e: + return make_json_response( + success=0, + errormsg=gettext('Failed to generate report: ') + str(e) + ) + + +@blueprint.route( + "/schema-design-report////stream", + methods=["GET"], + endpoint='schema_design_report_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def generate_schema_design_report_stream(sid, did, scid): + """ + Stream a schema design report via SSE. + """ + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.reports.generator import ( + generate_report_streaming, create_sse_response + ) + from pgadmin.utils.driver import get_driver + + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'LLM is not configured. Please configure an LLM provider ' + 'in Preferences > AI.' + ) + ) + + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + conn = manager.connection(did=did) + + if not conn.connected(): + return make_json_response( + success=0, + errormsg=gettext('Database is not connected.') + ) + + # Get schema name from scid + schema_query = "SELECT nspname FROM pg_namespace WHERE oid = %s" + status, result = conn.execute_dict(schema_query, [scid]) + if not status or not result.get('rows'): + return make_json_response( + success=0, + errormsg=gettext('Schema not found.') + ) + schema_name = result['rows'][0]['nspname'] + + context = { + 'database_name': conn.db, + 'schema_name': schema_name, + 'schema_oid': scid + } + generator = generate_report_streaming( + report_type='design', + scope='schema', + conn=conn, + manager=manager, + context=context + ) + + return create_sse_response(generator) + + except Exception as e: + return make_json_response( + success=0, + errormsg=str(e) + ) diff --git a/web/pgadmin/llm/reports/__init__.py b/web/pgadmin/llm/reports/__init__.py new file mode 100644 index 00000000000..96d01367c62 --- /dev/null +++ b/web/pgadmin/llm/reports/__init__.py @@ -0,0 +1,37 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Multi-stage LLM report generation pipeline. + +This module provides a staged approach to generating reports that works +within token limits of various LLM models by breaking analysis into +sections that are summarized independently and then synthesized. +""" + +from pgadmin.llm.reports.pipeline import ReportPipeline +from pgadmin.llm.reports.models import Section, SectionResult, Severity +from pgadmin.llm.reports.sections import ( + SECURITY_SECTIONS, PERFORMANCE_SECTIONS, DESIGN_SECTIONS, + get_sections_for_report, get_sections_for_scope +) +from pgadmin.llm.reports.queries import get_query, execute_query + +__all__ = [ + 'ReportPipeline', + 'Section', + 'SectionResult', + 'Severity', + 'SECURITY_SECTIONS', + 'PERFORMANCE_SECTIONS', + 'DESIGN_SECTIONS', + 'get_sections_for_report', + 'get_sections_for_scope', + 'get_query', + 'execute_query', +] diff --git a/web/pgadmin/llm/reports/generator.py b/web/pgadmin/llm/reports/generator.py new file mode 100644 index 00000000000..9ff8afb824d --- /dev/null +++ b/web/pgadmin/llm/reports/generator.py @@ -0,0 +1,291 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""High-level report generation functions using the pipeline.""" + +import json +from typing import Generator, Optional, Any + +from flask import Response, stream_with_context +from flask_babel import gettext + +from pgadmin.llm.client import get_llm_client, LLMClient +from pgadmin.llm.reports.pipeline import ReportPipeline +from pgadmin.llm.reports.sections import get_sections_for_scope +from pgadmin.llm.reports.queries import execute_query, QUERIES + + +def create_query_executor(conn) -> callable: + """Create a query executor function for the pipeline. + + Args: + conn: Database connection object. + + Returns: + A callable that executes queries by ID. + """ + def executor(query_id: str, context: dict) -> dict[str, Any]: + """Execute a query by ID. + + Args: + query_id: The query identifier from QUERIES registry. + context: Execution context (may contain schema_id for filtering). + + Returns: + Dictionary with query results. + """ + query_def = QUERIES.get(query_id) + if not query_def: + return {'error': f'Unknown query: {query_id}', 'rows': []} + + sql = query_def['sql'] + + # Check if query requires an extension + required_ext = query_def.get('requires_extension') + if required_ext: + check_sql = f""" + SELECT EXISTS ( + SELECT 1 FROM pg_extension WHERE extname = '{required_ext}' + ) as available + """ + status, result = conn.execute_dict(check_sql) + if not (status and result and + result.get('rows', [{}])[0].get('available', False)): + return { + 'note': f"Extension '{required_ext}' not installed", + 'rows': [] + } + + # Handle schema-scoped queries + schema_id = context.get('schema_id') + if schema_id and '%s' in sql: + status, result = conn.execute_dict(sql, [schema_id]) + else: + status, result = conn.execute_dict(sql) + + if status and result: + return {'rows': result.get('rows', [])} + else: + return {'error': 'Query failed', 'rows': []} + + return executor + + +def generate_report_streaming( + report_type: str, + scope: str, + conn, + manager, + context: dict, + client: Optional[LLMClient] = None +) -> Generator[str, None, None]: + """Generate a report with streaming progress updates. + + Yields Server-Sent Events (SSE) formatted strings. + + Args: + report_type: One of 'security', 'performance', 'design'. + scope: One of 'server', 'database', 'schema'. + conn: Database connection. + manager: Connection manager. + context: Report context dict with keys like: + - server_version + - database_name + - schema_name + - schema_id (for schema-scoped reports) + client: Optional LLM client (will create one if not provided). + + Yields: + SSE-formatted event strings. + """ + # Get or create LLM client + if client is None: + client = get_llm_client() + if not client: + yield _sse_event({ + 'type': 'error', + 'message': gettext('Failed to initialize LLM client.') + }) + return + + # Get sections for this report type and scope + sections = get_sections_for_scope(report_type, scope) + if not sections: + yield _sse_event({ + 'type': 'error', + 'message': gettext('No sections available for this report type.') + }) + return + + # Add server version to context + context['server_version'] = manager.ver + + # Create the pipeline + query_executor = create_query_executor(conn) + pipeline = ReportPipeline( + report_type=report_type, + sections=sections, + client=client, + query_executor=query_executor + ) + + # Execute pipeline and stream events + try: + for event in pipeline.execute_with_progress(context): + if event.get('type') == 'complete': + # Add disclaimer to final report + report = event.get('report', '') + disclaimer = gettext( + '> **Note:** This report was generated by ' + '%(provider)s / %(model)s. ' + 'AI systems can make mistakes. Please verify all findings ' + 'and recommendations before taking action.\n\n' + ) % { + 'provider': client.provider_name, + 'model': client.model_name + } + event['report'] = disclaimer + report + + yield _sse_event(event) + + except Exception as e: + yield _sse_event({ + 'type': 'error', + 'message': gettext('Failed to generate report: ') + str(e) + }) + + +def generate_report_sync( + report_type: str, + scope: str, + conn, + manager, + context: dict, + client: Optional[LLMClient] = None +) -> tuple[bool, str]: + """Generate a report synchronously (non-streaming). + + Args: + report_type: One of 'security', 'performance', 'design'. + scope: One of 'server', 'database', 'schema'. + conn: Database connection. + manager: Connection manager. + context: Report context dict. + client: Optional LLM client. + + Returns: + Tuple of (success, report_or_error_message). + """ + # Get or create LLM client + if client is None: + client = get_llm_client() + if not client: + return False, gettext('Failed to initialize LLM client.') + + # Get sections for this report type and scope + sections = get_sections_for_scope(report_type, scope) + if not sections: + return False, gettext('No sections available for this report type.') + + # Add server version to context + context['server_version'] = manager.ver + + # Create and execute the pipeline + query_executor = create_query_executor(conn) + pipeline = ReportPipeline( + report_type=report_type, + sections=sections, + client=client, + query_executor=query_executor + ) + + try: + report = pipeline.execute(context) + + # Add disclaimer + disclaimer = gettext( + '> **Note:** This report was generated by ' + '%(provider)s / %(model)s. ' + 'AI systems can make mistakes. Please verify all findings ' + 'and recommendations before taking action.\n\n' + ) % { + 'provider': client.provider_name, + 'model': client.model_name + } + + return True, disclaimer + report + + except Exception as e: + return False, gettext('Failed to generate report: ') + str(e) + + +def _sse_event(data: dict) -> bytes: + """Format data as an SSE event. + + Args: + data: Event data dictionary. + + Returns: + SSE-formatted bytes with padding to help flush buffers. + """ + # Add padding comment to help flush buffers in some WSGI servers + # Some servers buffer until a certain amount of data is received + json_data = json.dumps(data) + # Minimum 2KB total to help flush various buffer sizes + padding_needed = max(0, 2048 - len(json_data) - 20) + padding = f": {'.' * padding_needed}\n" if padding_needed > 0 else "" + return f"{padding}data: {json_data}\n\n".encode('utf-8') + + +def _wrap_generator_with_keepalive(generator: Generator) -> Generator: + """Wrap a generator to add SSE keepalive and initial flush. + + Args: + generator: Original event generator. + + Yields: + SSE events (as bytes) with initial connection event. + """ + # Send initial comment to establish connection and flush headers + # The retry directive tells browser to reconnect after 3s if disconnected + yield b": SSE stream connected\nretry: 3000\n\n" + + # Yield all events from the original generator + for event in generator: + yield event + + +def create_sse_response(generator: Generator) -> Response: + """Create a Flask Response for SSE streaming. + + Args: + generator: Generator that yields SSE event strings. + + Returns: + Flask Response configured for SSE. + """ + # Wrap generator with keepalive/flush helper + wrapped = _wrap_generator_with_keepalive(generator) + + # stream_with_context maintains Flask's request context throughout + # the generator's lifecycle, which is required for streaming responses + response = Response( + stream_with_context(wrapped), + mimetype='text/event-stream', + headers={ + 'Cache-Control': 'no-cache, no-store, must-revalidate', + 'Pragma': 'no-cache', + 'Expires': '0', + 'Connection': 'keep-alive', + 'X-Accel-Buffering': 'no', # Disable nginx buffering + } + ) + # Disable Werkzeug's response buffering - critical for SSE to work + response.direct_passthrough = True + return response diff --git a/web/pgadmin/llm/reports/models.py b/web/pgadmin/llm/reports/models.py new file mode 100644 index 00000000000..d8853eb823e --- /dev/null +++ b/web/pgadmin/llm/reports/models.py @@ -0,0 +1,112 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Data models for the report generation pipeline.""" + +from dataclasses import dataclass, field +from typing import Any, Optional +from enum import Enum + + +class Severity(str, Enum): + """Severity levels for report findings.""" + CRITICAL = 'critical' + WARNING = 'warning' + ADVISORY = 'advisory' + GOOD = 'good' + INFO = 'info' + + +@dataclass +class Section: + """Definition of a report section. + + Attributes: + id: Unique identifier for the section. + name: Human-readable name for display. + description: What this section analyzes. + queries: List of query identifiers to run for this section. + scope: What scope this section applies to ('server', 'database', 'schema'). + """ + id: str + name: str + description: str + queries: list[str] + scope: list[str] = field(default_factory=lambda: ['server', 'database', 'schema']) + + +@dataclass +class SectionResult: + """Result from analyzing a report section. + + Attributes: + section_id: The section that was analyzed. + section_name: Human-readable section name. + data: Raw data gathered from SQL queries. + summary: LLM-generated summary of the section. + severity: Overall severity of findings in this section. + error: Error message if analysis failed. + """ + section_id: str + section_name: str + data: dict[str, Any] = field(default_factory=dict) + summary: str = '' + severity: Severity = Severity.INFO + error: Optional[str] = None + + @property + def has_error(self) -> bool: + """Check if this section had an error.""" + return self.error is not None + + def to_dict(self) -> dict: + """Convert to dictionary representation.""" + return { + 'section_id': self.section_id, + 'section_name': self.section_name, + 'summary': self.summary, + 'severity': self.severity.value, + 'error': self.error + } + + +@dataclass +class PipelineProgress: + """Progress update from the pipeline. + + Attributes: + stage: Current stage ('planning', 'gathering', 'analyzing', 'synthesizing'). + section: Current section being processed (if applicable). + message: Human-readable progress message. + completed: Number of sections completed. + total: Total number of sections. + retry_wait: Seconds waiting before retry (if rate limited). + """ + stage: str + message: str + section: Optional[str] = None + completed: int = 0 + total: int = 0 + retry_wait: Optional[int] = None + + def to_dict(self) -> dict: + """Convert to dictionary for SSE event.""" + result = { + 'type': 'progress' if self.retry_wait is None else 'retry', + 'stage': self.stage, + 'message': self.message + } + if self.section: + result['section'] = self.section + if self.completed or self.total: + result['completed'] = self.completed + result['total'] = self.total + if self.retry_wait is not None: + result['wait_seconds'] = self.retry_wait + return result diff --git a/web/pgadmin/llm/reports/pipeline.py b/web/pgadmin/llm/reports/pipeline.py new file mode 100644 index 00000000000..ab5ebc32bbe --- /dev/null +++ b/web/pgadmin/llm/reports/pipeline.py @@ -0,0 +1,453 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Core report generation pipeline implementation.""" + +import json +import time +from typing import Generator, Optional, Callable, Any + +from pgadmin.llm.client import LLMClient, LLMClientError +from pgadmin.llm.models import Message +from pgadmin.llm.reports.models import ( + Section, SectionResult, Severity, PipelineProgress +) +from pgadmin.llm.reports.prompts import ( + PLANNING_SYSTEM_PROMPT, get_planning_user_prompt, + SECTION_ANALYSIS_SYSTEM_PROMPT, get_section_analysis_prompt, + SYNTHESIS_SYSTEM_PROMPT, get_synthesis_prompt +) + + +class ReportPipelineError(Exception): + """Error during report pipeline execution.""" + pass + + +class ReportPipeline: + """Multi-stage report generation pipeline. + + This pipeline breaks report generation into 4 stages: + 1. Planning - LLM selects which sections to analyze + 2. Data Gathering - Run SQL queries for each section + 3. Section Analysis - LLM summarizes each section independently + 4. Synthesis - LLM merges section summaries into final report + + This approach keeps each LLM call within token limits while + producing comprehensive, well-structured reports. + """ + + def __init__( + self, + report_type: str, + sections: list[Section], + client: LLMClient, + query_executor: Callable[[str, dict], dict], + max_retries: int = 3, + retry_base_delay: float = 5.0 + ): + """Initialize the pipeline. + + Args: + report_type: Type of report ('security', 'performance', 'design'). + sections: List of available Section definitions. + client: LLM client for making API calls. + query_executor: Function to execute queries given query_id and context. + max_retries: Maximum retry attempts for rate-limited calls. + retry_base_delay: Base delay in seconds for exponential backoff. + """ + self.report_type = report_type + self.sections = {s.id: s for s in sections} + self.client = client + self.query_executor = query_executor + self.max_retries = max_retries + self.retry_base_delay = retry_base_delay + + def execute(self, context: dict) -> str: + """Execute the pipeline and return the final report. + + Args: + context: Dictionary with database context (server_version, + database_name, schema_name, etc.) + + Returns: + Final report as markdown string. + + Raises: + ReportPipelineError: If pipeline fails. + """ + # Consume the generator to get final result + result = None + for event in self.execute_with_progress(context): + if event.get('type') == 'complete': + result = event.get('report', '') + elif event.get('type') == 'error': + raise ReportPipelineError(event.get('message', 'Unknown error')) + return result or '' + + def execute_with_progress( + self, + context: dict + ) -> Generator[dict, None, None]: + """Execute the pipeline with progress updates. + + Yields SSE-compatible event dictionaries throughout execution. + + Args: + context: Dictionary with database context. + + Yields: + Event dictionaries with type, stage, message, etc. + """ + try: + # Stage 1: Planning + yield {'type': 'stage', 'stage': 'planning', + 'message': 'Planning analysis sections...'} + + selected_section_ids = self._planning_stage(context) + + if not selected_section_ids: + # Fallback to all sections if planning returns empty + selected_section_ids = list(self.sections.keys()) + + total_sections = len(selected_section_ids) + + # Stage 2: Data Gathering + yield {'type': 'stage', 'stage': 'gathering', + 'message': 'Gathering data...'} + + section_data = {} + for i, section_id in enumerate(selected_section_ids): + section = self.sections.get(section_id) + if not section: + continue + + yield {'type': 'progress', 'stage': 'gathering', + 'section': section.name, + 'message': f'Gathering {section.name} data...', + 'completed': i, 'total': total_sections} + + section_data[section_id] = self._gather_section_data( + section, context + ) + + # Stage 3: Section Analysis + yield {'type': 'stage', 'stage': 'analyzing', + 'message': 'Analyzing sections...'} + + section_results = [] + for i, section_id in enumerate(selected_section_ids): + section = self.sections.get(section_id) + if not section or section_id not in section_data: + continue + + yield {'type': 'progress', 'stage': 'analyzing', + 'section': section.name, + 'message': f'Analyzing {section.name}...', + 'completed': i, 'total': total_sections} + + # Call LLM with retry for rate limits + for retry_event in self._analyze_section_with_retry( + section, section_data[section_id], context + ): + if retry_event.get('type') == 'retry': + yield retry_event + elif retry_event.get('type') == 'result': + section_results.append(retry_event['result']) + + # Stage 4: Synthesis + yield {'type': 'stage', 'stage': 'synthesizing', + 'message': 'Creating final report...'} + + for retry_event in self._synthesize_with_retry( + section_results, context + ): + if retry_event.get('type') == 'retry': + yield retry_event + elif retry_event.get('type') == 'result': + final_report = retry_event['result'] + + yield {'type': 'complete', 'report': final_report} + + except ReportPipelineError: + raise + except Exception as e: + yield {'type': 'error', 'message': str(e)} + + def _planning_stage(self, context: dict) -> list[str]: + """Run the planning stage to select relevant sections. + + Args: + context: Database context. + + Returns: + List of section IDs to analyze. + """ + # Filter sections by scope + scope = 'server' + if context.get('schema_name'): + scope = 'schema' + elif context.get('database_name'): + scope = 'database' + + available_sections = [ + {'id': s.id, 'name': s.name, 'description': s.description} + for s in self.sections.values() + if scope in s.scope + ] + + if not available_sections: + return [] + + # Ask LLM to select sections + user_prompt = get_planning_user_prompt( + self.report_type, available_sections, context + ) + + try: + response = self._call_llm_with_retry( + messages=[Message.user(user_prompt)], + system_prompt=PLANNING_SYSTEM_PROMPT, + max_tokens=500, + temperature=0.0 + ) + + # Parse JSON response + content = response.content.strip() + # Handle markdown code blocks + if content.startswith('```'): + content = content.split('\n', 1)[1] + content = content.rsplit('```', 1)[0] + + selected_ids = json.loads(content) + + # Validate section IDs + valid_ids = [ + sid for sid in selected_ids + if sid in self.sections + ] + + return valid_ids if valid_ids else [s['id'] for s in available_sections] + + except (json.JSONDecodeError, LLMClientError): + # Fallback to all available sections + return [s['id'] for s in available_sections] + + def _gather_section_data( + self, + section: Section, + context: dict + ) -> dict[str, Any]: + """Gather data for a section by executing its queries. + + Args: + section: Section definition with query IDs. + context: Database context. + + Returns: + Dictionary mapping query_id to query results. + """ + data = {} + for query_id in section.queries: + try: + result = self.query_executor(query_id, context) + data[query_id] = result + except Exception as e: + data[query_id] = {'error': str(e)} + return data + + def _analyze_section_with_retry( + self, + section: Section, + data: dict, + context: dict + ) -> Generator[dict, None, None]: + """Analyze a section with retry logic. + + Args: + section: Section to analyze. + data: Query results for this section. + context: Database context. + + Yields: + Retry events and final result event. + """ + user_prompt = get_section_analysis_prompt( + section.name, section.description, data, context + ) + + for attempt in range(self.max_retries): + try: + response = self.client.chat( + messages=[Message.user(user_prompt)], + system_prompt=SECTION_ANALYSIS_SYSTEM_PROMPT, + max_tokens=1500, + temperature=0.3 + ) + + # Determine severity from content + severity = self._extract_severity(response.content) + + result = SectionResult( + section_id=section.id, + section_name=section.name, + data=data, + summary=response.content, + severity=severity + ) + + yield {'type': 'result', 'result': result} + return + + except LLMClientError as e: + if e.error.retryable and attempt < self.max_retries - 1: + wait_time = int(self.retry_base_delay * (2 ** attempt)) + yield { + 'type': 'retry', + 'reason': 'rate_limit', + 'message': f'Rate limited, retrying in {wait_time}s...', + 'wait_seconds': wait_time + } + time.sleep(wait_time) + else: + # Return error result + result = SectionResult( + section_id=section.id, + section_name=section.name, + data=data, + error=str(e) + ) + yield {'type': 'result', 'result': result} + return + + def _synthesize_with_retry( + self, + section_results: list[SectionResult], + context: dict + ) -> Generator[dict, None, None]: + """Synthesize final report with retry logic. + + Args: + section_results: Results from section analysis. + context: Database context. + + Yields: + Retry events and final result event. + """ + # Filter out failed sections + successful_results = [ + { + 'section_id': r.section_id, + 'section_name': r.section_name, + 'summary': r.summary, + 'severity': r.severity.value + } + for r in section_results + if not r.has_error and r.summary + ] + + if not successful_results: + yield { + 'type': 'result', + 'result': '**Error**: No sections were successfully analyzed.' + } + return + + user_prompt = get_synthesis_prompt( + self.report_type, successful_results, context + ) + + for attempt in range(self.max_retries): + try: + response = self.client.chat( + messages=[Message.user(user_prompt)], + system_prompt=SYNTHESIS_SYSTEM_PROMPT, + max_tokens=4096, + temperature=0.3 + ) + + yield {'type': 'result', 'result': response.content} + return + + except LLMClientError as e: + if e.error.retryable and attempt < self.max_retries - 1: + wait_time = int(self.retry_base_delay * (2 ** attempt)) + yield { + 'type': 'retry', + 'reason': 'rate_limit', + 'message': f'Rate limited, retrying in {wait_time}s...', + 'wait_seconds': wait_time + } + time.sleep(wait_time) + else: + # Return partial report with section summaries + partial = "**Note**: Synthesis failed. Section summaries:\n\n" + for r in successful_results: + partial += f"## {r['section_name']}\n\n{r['summary']}\n\n" + yield {'type': 'result', 'result': partial} + return + + def _call_llm_with_retry( + self, + messages: list[Message], + system_prompt: str, + max_tokens: int = 4096, + temperature: float = 0.3 + ): + """Call LLM with exponential backoff retry. + + Args: + messages: Messages to send. + system_prompt: System prompt. + max_tokens: Maximum response tokens. + temperature: Sampling temperature. + + Returns: + LLMResponse from the client. + + Raises: + LLMClientError: If all retries fail. + """ + for attempt in range(self.max_retries): + try: + return self.client.chat( + messages=messages, + system_prompt=system_prompt, + max_tokens=max_tokens, + temperature=temperature + ) + except LLMClientError as e: + if e.error.retryable and attempt < self.max_retries - 1: + wait_time = self.retry_base_delay * (2 ** attempt) + time.sleep(wait_time) + else: + raise + + def _extract_severity(self, content: str) -> Severity: + """Extract overall severity from section analysis content. + + Args: + content: LLM response content. + + Returns: + Extracted Severity level. + """ + content_lower = content.lower() + + # Look for status line + if '**status**: critical' in content_lower or '🔴' in content: + return Severity.CRITICAL + elif '**status**: warning' in content_lower or '🟠' in content: + return Severity.WARNING + elif '**status**: advisory' in content_lower or '🟡' in content: + return Severity.ADVISORY + elif '**status**: good' in content_lower or '🟢' in content: + return Severity.GOOD + + return Severity.INFO diff --git a/web/pgadmin/llm/reports/prompts.py b/web/pgadmin/llm/reports/prompts.py new file mode 100644 index 00000000000..79b0d4f5472 --- /dev/null +++ b/web/pgadmin/llm/reports/prompts.py @@ -0,0 +1,237 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Prompt templates for report generation pipeline stages.""" + + +# ============================================================================= +# Planning Stage Prompts +# ============================================================================= + +PLANNING_SYSTEM_PROMPT = """You are a PostgreSQL expert helping to plan a database analysis report. + +Your task is to select which analysis sections are most relevant for the given report type and database context. + +Return ONLY a JSON array of section IDs to analyze, ordered by priority. +Only include sections that are relevant given the database characteristics. +Do not include any explanation, just the JSON array.""" + + +def get_planning_user_prompt( + report_type: str, + sections: list[dict], + context: dict +) -> str: + """Build the planning stage user prompt. + + Args: + report_type: Type of report ('security', 'performance', 'design'). + sections: List of available sections with id, name, description. + context: Database context (version, size, table count, etc.). + + Returns: + Formatted user prompt for planning. + """ + sections_list = '\n'.join([ + f"- {s['id']}: {s['name']} - {s['description']}" + for s in sections + ]) + + return f"""Select the most relevant sections for a {report_type} report. + +Available sections: +{sections_list} + +Database context: +- Server version: {context.get('server_version', 'Unknown')} +- Database name: {context.get('database_name', 'N/A')} +- Schema name: {context.get('schema_name', 'N/A')} +- Table count: {context.get('table_count', 'Unknown')} +- Has pg_stat_statements: {context.get('has_stat_statements', False)} + +Return a JSON array of section IDs to analyze, e.g.: ["section1", "section2", "section3"]""" + + +# ============================================================================= +# Section Analysis Prompts +# ============================================================================= + +SECTION_ANALYSIS_SYSTEM_PROMPT = """You are a PostgreSQL expert analyzing database configuration. + +Analyze the provided data and generate a concise summary (max 300 words). + +Your response MUST follow this exact format: +### [Section Name] + +**Status**: [One of: Good, Advisory, Warning, Critical] + +**Findings**: +- [Finding 1] +- [Finding 2] +- [etc.] + +**Recommendations**: +- [Recommendation 1 with specific action] +- [Recommendation 2 with specific action] +- [etc.] + +Use these severity indicators in findings: +- 🔴 for Critical issues +- 🟠 for Warning issues +- 🟡 for Advisory items +- 🟢 for Good/positive findings + +Be specific and actionable. Include SQL commands where relevant.""" + + +def get_section_analysis_prompt( + section_name: str, + section_description: str, + data: dict, + context: dict +) -> str: + """Build the section analysis user prompt. + + Args: + section_name: Name of the section being analyzed. + section_description: Description of what this section covers. + data: Query results for this section. + context: Database context. + + Returns: + Formatted user prompt for section analysis. + """ + import json + + data_json = json.dumps(data, indent=2, default=str) + + return f"""Analyze the following {section_name} data for a PostgreSQL {context.get('server_version', '')} server. + +Section focus: {section_description} + +Database: {context.get('database_name', 'N/A')} +Schema: {context.get('schema_name', 'all schemas')} + +Data: +```json +{data_json} +``` + +Provide your analysis following the required format.""" + + +# ============================================================================= +# Synthesis Prompts +# ============================================================================= + +SYNTHESIS_SYSTEM_PROMPT = """You are a PostgreSQL expert creating a comprehensive report. + +Combine the section summaries into a cohesive, well-organized report. + +Your report MUST: +1. Start with an **Executive Summary** (3-5 sentences overview) +2. Include a **Critical Issues** section (aggregate all critical/warning findings) +3. Include each section's detailed analysis (use the section content as-is, don't add duplicate headers) +4. End with **Prioritized Recommendations** (numbered list, most important first) + +IMPORTANT: +- Do NOT include a report title at the very beginning - start directly with Executive Summary +- Each section already has its own ### header - do NOT add extra headers around them +- Simply organize and flow the sections together naturally + +Use severity indicators consistently: +- 🔴 Critical - Immediate action required +- 🟠 Warning - Should be addressed soon +- 🟡 Advisory - Consider improving +- 🟢 Good - No issues found + +Be professional and actionable. Include SQL commands for recommendations where helpful.""" + + +def get_synthesis_prompt( + report_type: str, + section_summaries: list[dict], + context: dict +) -> str: + """Build the synthesis stage user prompt. + + Args: + report_type: Type of report being generated. + section_summaries: List of section results with summaries. + context: Database context. + + Returns: + Formatted user prompt for synthesis. + """ + # Don't add extra headers - the section summaries already include them + summaries_text = '\n\n---\n\n'.join([ + s['summary'] + for s in section_summaries + if s.get('summary') and not s.get('error') + ]) + + report_type_display = { + 'security': 'Security', + 'performance': 'Performance', + 'design': 'Design Review' + }.get(report_type, report_type.title()) + + scope_info = context.get('database_name', 'server') + if context.get('schema_name'): + scope_info = f"{context['schema_name']} schema in {scope_info}" + + return f"""Create a comprehensive {report_type_display} Report for {scope_info}. + +Server: PostgreSQL {context.get('server_version', 'Unknown')} + +Section Summaries: + +{summaries_text} + +--- + +Combine these into a final report following the required format. +Start with Executive Summary (do not add a title before it).""" + + +# ============================================================================= +# Report Type Specific Guidance +# ============================================================================= + +SECURITY_GUIDANCE = """ +Focus areas for security analysis: +- Authentication configuration and password policies +- Role privileges and permission escalation risks +- Network exposure and connection security +- Encryption settings (SSL/TLS, password hashing) +- Row-level security and object permissions +- Security definer functions +- Audit logging configuration +""" + +PERFORMANCE_GUIDANCE = """ +Focus areas for performance analysis: +- Memory configuration (shared_buffers, work_mem, effective_cache_size) +- Checkpoint and WAL settings +- Autovacuum effectiveness +- Query planner configuration +- Index utilization and missing indexes +- Cache hit ratios +- Connection management +""" + +DESIGN_GUIDANCE = """ +Focus areas for design analysis: +- Table structure and normalization +- Primary key and foreign key design +- Index strategy and coverage +- Constraint completeness +- Data type appropriateness +- Naming conventions +""" diff --git a/web/pgadmin/llm/reports/queries.py b/web/pgadmin/llm/reports/queries.py new file mode 100644 index 00000000000..d78f8115067 --- /dev/null +++ b/web/pgadmin/llm/reports/queries.py @@ -0,0 +1,907 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""SQL query registry for report generation pipeline. + +Each query is identified by a unique ID and includes the SQL statement +along with metadata about how to execute it. +""" + +from typing import Any, Optional + +# ============================================================================= +# Query Registry +# ============================================================================= + +QUERIES = { + # ========================================================================= + # SECURITY QUERIES + # ========================================================================= + + # Authentication & Connection Settings + 'security_settings': { + 'sql': """ + SELECT name, setting, short_desc, context, source + FROM pg_settings + WHERE name IN ( + 'listen_addresses', 'port', 'max_connections', + 'superuser_reserved_connections', + 'password_encryption', 'authentication_timeout', + 'ssl', 'ssl_ciphers', 'ssl_prefer_server_ciphers', + 'ssl_min_protocol_version', 'ssl_max_protocol_version', + 'db_user_namespace', 'row_security' + ) + ORDER BY name + """, + 'scope': ['server', 'database'], + }, + + 'hba_rules': { + 'sql': """ + SELECT line_number, type, database, user_name, address, + netmask, auth_method, options, error + FROM pg_hba_file_rules + ORDER BY line_number + LIMIT 50 + """, + 'scope': ['server'], + }, + + # Role & Access Control + 'superusers': { + 'sql': """ + SELECT rolname, rolcreaterole, rolcreatedb, rolbypassrls, + rolconnlimit, rolvaliduntil + FROM pg_roles + WHERE rolsuper = true + ORDER BY rolname + """, + 'scope': ['server', 'database'], + }, + + 'privileged_roles': { + 'sql': """ + SELECT rolname, rolsuper, rolcreaterole, rolcreatedb, + rolreplication, rolbypassrls, rolcanlogin, rolconnlimit + FROM pg_roles + WHERE (rolcreaterole OR rolcreatedb OR rolreplication OR rolbypassrls) + AND NOT rolsuper + ORDER BY rolname + LIMIT 30 + """, + 'scope': ['server', 'database'], + }, + + 'roles_no_expiry': { + 'sql': """ + SELECT rolname, rolvaliduntil + FROM pg_roles + WHERE rolcanlogin = true + AND (rolvaliduntil IS NULL OR rolvaliduntil = 'infinity') + ORDER BY rolname + LIMIT 30 + """, + 'scope': ['server', 'database'], + }, + + 'login_roles': { + 'sql': """ + SELECT r.rolname, r.rolsuper, r.rolcreaterole, r.rolcreatedb, + r.rolcanlogin, r.rolreplication, r.rolbypassrls, + r.rolconnlimit, r.rolvaliduntil, + ARRAY(SELECT b.rolname FROM pg_catalog.pg_auth_members m + JOIN pg_catalog.pg_roles b ON m.roleid = b.oid + WHERE m.member = r.oid) as member_of + FROM pg_roles r + WHERE r.rolcanlogin = true + ORDER BY r.rolname + LIMIT 30 + """, + 'scope': ['database'], + }, + + # Object Permissions + 'database_settings': { + 'sql': """ + SELECT datname, pg_catalog.pg_get_userbyid(datdba) as owner, + datacl, datconnlimit + FROM pg_database + WHERE datname = current_database() + """, + 'scope': ['database'], + }, + + 'schema_acls': { + 'sql': """ + SELECT n.nspname as schema_name, + pg_catalog.pg_get_userbyid(n.nspowner) as owner, + n.nspacl as acl + FROM pg_namespace n + WHERE n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + AND n.nspname NOT LIKE 'pg_temp%' + AND n.nspname NOT LIKE 'pg_toast_temp%' + ORDER BY n.nspname + LIMIT 20 + """, + 'scope': ['database'], + }, + + 'table_acls': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + pg_catalog.pg_get_userbyid(c.relowner) as owner, + c.relacl as acl, + c.relrowsecurity as row_security, + c.relforcerowsecurity as force_row_security + FROM pg_class c + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE c.relkind IN ('r', 'p') + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + AND n.nspname NOT LIKE 'pg_temp%' + ORDER BY n.nspname, c.relname + LIMIT 50 + """, + 'scope': ['database'], + }, + + # RLS Policies + 'rls_policies': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + pol.polname as policy_name, + pol.polpermissive as permissive, + pol.polcmd as command, + ARRAY(SELECT pg_catalog.pg_get_userbyid(r) + FROM unnest(pol.polroles) r) as roles, + pg_catalog.pg_get_expr(pol.polqual, pol.polrelid) as using_expr, + pg_catalog.pg_get_expr(pol.polwithcheck, pol.polrelid) as check_expr + FROM pg_policy pol + JOIN pg_class c ON c.oid = pol.polrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE n.nspname NOT IN ('pg_catalog', 'information_schema') + ORDER BY n.nspname, c.relname, pol.polname + LIMIT 30 + """, + 'scope': ['database', 'schema'], + }, + + 'rls_enabled_tables': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + c.relrowsecurity as row_security, + c.relforcerowsecurity as force_row_security + FROM pg_class c + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE c.relrowsecurity = true + AND n.nspname NOT IN ('pg_catalog', 'information_schema') + ORDER BY n.nspname, c.relname + LIMIT 30 + """, + 'scope': ['database'], + }, + + # Security Definer Functions + 'security_definer_functions': { + 'sql': """ + SELECT n.nspname as schema_name, + p.proname as function_name, + pg_catalog.pg_get_userbyid(p.proowner) as owner, + p.proacl as acl + FROM pg_proc p + JOIN pg_namespace n ON n.oid = p.pronamespace + WHERE p.prosecdef = true + AND n.nspname NOT IN ('pg_catalog', 'information_schema') + ORDER BY n.nspname, p.proname + LIMIT 30 + """, + 'scope': ['database', 'schema'], + }, + + # Audit & Logging + 'logging_settings': { + 'sql': """ + SELECT name, setting, short_desc + FROM pg_settings + WHERE name IN ( + 'log_connections', 'log_disconnections', + 'log_hostname', 'log_statement', 'log_line_prefix', + 'log_duration', 'log_min_duration_statement', + 'log_min_error_statement', 'log_replication_commands' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + # Extensions + 'extensions': { + 'sql': """ + SELECT extname, extversion + FROM pg_extension + ORDER BY extname + """, + 'scope': ['server', 'database'], + }, + + # Default Privileges + 'default_privileges': { + 'sql': """ + SELECT pg_catalog.pg_get_userbyid(d.defaclrole) as role, + n.nspname as schema_name, + CASE d.defaclobjtype + WHEN 'r' THEN 'table' + WHEN 'S' THEN 'sequence' + WHEN 'f' THEN 'function' + WHEN 'T' THEN 'type' + WHEN 'n' THEN 'schema' + END as object_type, + d.defaclacl as default_acl + FROM pg_default_acl d + LEFT JOIN pg_namespace n ON n.oid = d.defaclnamespace + ORDER BY role, schema_name, object_type + LIMIT 30 + """, + 'scope': ['database'], + }, + + # ========================================================================= + # PERFORMANCE QUERIES + # ========================================================================= + + # Memory Configuration + 'memory_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc, context, source + FROM pg_settings + WHERE name IN ( + 'shared_buffers', 'effective_cache_size', 'work_mem', + 'maintenance_work_mem', 'wal_buffers', 'temp_buffers', + 'huge_pages', 'effective_io_concurrency' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + # Checkpoint & WAL + 'checkpoint_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc + FROM pg_settings + WHERE name IN ( + 'checkpoint_completion_target', 'checkpoint_timeout', + 'max_wal_size', 'min_wal_size' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + 'wal_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc + FROM pg_settings + WHERE name IN ( + 'wal_level', 'synchronous_commit', 'wal_compression', + 'wal_writer_delay', 'max_wal_senders' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + 'bgwriter_stats': { + 'sql': """ + SELECT checkpoints_timed, checkpoints_req, checkpoint_write_time, + checkpoint_sync_time, buffers_checkpoint, buffers_clean, + maxwritten_clean, buffers_backend, buffers_backend_fsync, + buffers_alloc, stats_reset + FROM pg_stat_bgwriter + """, + 'scope': ['server'], + }, + + # Autovacuum + 'autovacuum_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc + FROM pg_settings + WHERE name IN ( + 'autovacuum', 'autovacuum_max_workers', + 'autovacuum_naptime', 'autovacuum_vacuum_threshold', + 'autovacuum_vacuum_scale_factor', 'autovacuum_analyze_threshold', + 'autovacuum_analyze_scale_factor', 'autovacuum_vacuum_cost_delay', + 'autovacuum_vacuum_cost_limit' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + 'tables_needing_vacuum': { + 'sql': """ + SELECT schemaname || '.' || relname as table_name, + n_dead_tup, + n_live_tup, + last_vacuum, + last_autovacuum, + last_analyze, + last_autoanalyze + FROM pg_stat_user_tables + WHERE n_dead_tup > 1000 + ORDER BY n_dead_tup DESC + LIMIT 15 + """, + 'scope': ['database'], + }, + + # Query Planner + 'planner_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc + FROM pg_settings + WHERE name IN ( + 'random_page_cost', 'seq_page_cost', 'cpu_tuple_cost', + 'cpu_index_tuple_cost', 'cpu_operator_cost', + 'parallel_tuple_cost', 'parallel_setup_cost', + 'default_statistics_target', 'enable_partitionwise_join', + 'enable_partitionwise_aggregate', 'jit' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + # Parallelism + 'parallel_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc + FROM pg_settings + WHERE name IN ( + 'max_worker_processes', 'max_parallel_workers_per_gather', + 'max_parallel_workers', 'max_parallel_maintenance_workers' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + # Connections + 'connection_settings': { + 'sql': """ + SELECT name, setting, unit, short_desc + FROM pg_settings + WHERE name IN ( + 'max_connections', 'superuser_reserved_connections', + 'idle_in_transaction_session_timeout', 'idle_session_timeout', + 'statement_timeout', 'lock_timeout' + ) + ORDER BY name + """, + 'scope': ['server'], + }, + + 'active_connections': { + 'sql': """ + SELECT + (SELECT count(*) FROM pg_stat_activity) as total_connections, + (SELECT count(*) FROM pg_stat_activity + WHERE state = 'active') as active_queries, + (SELECT count(*) FROM pg_stat_activity + WHERE state = 'idle in transaction') as idle_in_transaction, + (SELECT count(*) FROM pg_stat_activity + WHERE state = 'idle') as idle + """, + 'scope': ['server', 'database'], + }, + + # Cache Efficiency + 'database_stats': { + 'sql': """ + SELECT datname, numbackends, xact_commit, xact_rollback, + blks_read, blks_hit, + CASE WHEN blks_read + blks_hit > 0 + THEN round(100.0 * blks_hit / (blks_read + blks_hit), 2) + ELSE 0 END as cache_hit_ratio, + tup_returned, tup_fetched, tup_inserted, + tup_updated, tup_deleted, + conflicts, temp_files, temp_bytes, + deadlocks, stats_reset + FROM pg_stat_database + WHERE datname NOT IN ('template0', 'template1') + ORDER BY datname + """, + 'scope': ['server'], + }, + + 'table_cache_stats': { + 'sql': """ + SELECT schemaname || '.' || relname as table_name, + heap_blks_read, heap_blks_hit, + CASE WHEN heap_blks_read + heap_blks_hit > 0 + THEN round(100.0 * heap_blks_hit / + (heap_blks_read + heap_blks_hit), 2) + ELSE 0 END as cache_hit_ratio, + idx_blks_read, idx_blks_hit + FROM pg_statio_user_tables + WHERE heap_blks_read + heap_blks_hit > 1000 + ORDER BY heap_blks_read DESC + LIMIT 15 + """, + 'scope': ['database'], + }, + + # Index Usage + 'table_stats': { + 'sql': """ + SELECT schemaname || '.' || relname as table_name, + seq_scan, seq_tup_read, idx_scan, idx_tup_fetch, + n_tup_ins, n_tup_upd, n_tup_del, + n_live_tup, n_dead_tup, + last_vacuum, last_autovacuum, + last_analyze, last_autoanalyze + FROM pg_stat_user_tables + ORDER BY n_dead_tup DESC + LIMIT 20 + """, + 'scope': ['database'], + }, + + 'unused_indexes': { + 'sql': """ + SELECT s.schemaname || '.' || s.relname as table_name, + s.indexrelname as index_name, + pg_size_pretty(pg_relation_size(s.indexrelid)) as size, + s.idx_scan + FROM pg_stat_user_indexes s + JOIN pg_index i ON s.indexrelid = i.indexrelid + WHERE s.idx_scan = 0 + AND NOT i.indisunique + AND NOT i.indisprimary + ORDER BY pg_relation_size(s.indexrelid) DESC + LIMIT 15 + """, + 'scope': ['database'], + }, + + 'tables_needing_indexes': { + 'sql': """ + SELECT schemaname || '.' || relname as table_name, + seq_scan, idx_scan, n_live_tup, + CASE WHEN seq_scan > 0 + THEN round(seq_tup_read::numeric / seq_scan, 0) + ELSE 0 END as avg_seq_tup_read + FROM pg_stat_user_tables + WHERE seq_scan > idx_scan AND seq_scan > 100 AND n_live_tup > 1000 + ORDER BY seq_scan - idx_scan DESC + LIMIT 15 + """, + 'scope': ['database'], + }, + + # Slow Queries (pg_stat_statements) + 'stat_statements_check': { + 'sql': """ + SELECT EXISTS ( + SELECT 1 FROM pg_extension WHERE extname = 'pg_stat_statements' + ) as available + """, + 'scope': ['server', 'database'], + }, + + 'top_queries_by_time': { + 'sql': """ + SELECT left(query, 200) as query_preview, + calls, round(total_exec_time::numeric, 2) as total_exec_time_ms, + round(mean_exec_time::numeric, 2) as mean_exec_time_ms, + rows + FROM pg_stat_statements + ORDER BY total_exec_time DESC + LIMIT 10 + """, + 'scope': ['server', 'database'], + 'requires_extension': 'pg_stat_statements', + }, + + 'top_queries_by_calls': { + 'sql': """ + SELECT left(query, 200) as query_preview, + calls, round(total_exec_time::numeric, 2) as total_exec_time_ms, + round(mean_exec_time::numeric, 2) as mean_exec_time_ms, + rows + FROM pg_stat_statements + ORDER BY calls DESC + LIMIT 10 + """, + 'scope': ['server', 'database'], + 'requires_extension': 'pg_stat_statements', + }, + + # Table Sizes + 'table_sizes': { + 'sql': """ + SELECT schemaname || '.' || relname as table_name, + pg_size_pretty(pg_total_relation_size(relid)) as total_size, + pg_size_pretty(pg_relation_size(relid)) as table_size, + pg_size_pretty(pg_indexes_size(relid)) as indexes_size, + n_live_tup as row_count + FROM pg_stat_user_tables + ORDER BY pg_total_relation_size(relid) DESC + LIMIT 15 + """, + 'scope': ['database'], + }, + + # Replication + 'replication_status': { + 'sql': """ + SELECT client_addr, state, sync_state, + pg_wal_lsn_diff(pg_current_wal_lsn(), sent_lsn) as sent_lag, + pg_wal_lsn_diff(pg_current_wal_lsn(), write_lsn) as write_lag, + pg_wal_lsn_diff(pg_current_wal_lsn(), flush_lsn) as flush_lag, + pg_wal_lsn_diff(pg_current_wal_lsn(), replay_lsn) as replay_lag + FROM pg_stat_replication + LIMIT 10 + """, + 'scope': ['server'], + }, + + # ========================================================================= + # DESIGN QUERIES + # ========================================================================= + + # Table Structure + 'tables_overview': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + pg_catalog.pg_get_userbyid(c.relowner) as owner, + pg_size_pretty(pg_total_relation_size(c.oid)) as total_size, + (SELECT count(*) FROM pg_attribute a + WHERE a.attrelid = c.oid AND a.attnum > 0 + AND NOT a.attisdropped) as column_count, + obj_description(c.oid) as description + FROM pg_class c + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE c.relkind IN ('r', 'p') + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + AND n.nspname NOT LIKE 'pg_temp%' + ORDER BY n.nspname, c.relname + LIMIT 50 + """, + 'scope': ['database', 'schema'], + }, + + 'columns_info': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + a.attname as column_name, + pg_catalog.format_type(a.atttypid, a.atttypmod) as data_type, + a.attnotnull as not_null, + pg_get_expr(d.adbin, d.adrelid) as default_value, + col_description(c.oid, a.attnum) as description + FROM pg_attribute a + JOIN pg_class c ON c.oid = a.attrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + LEFT JOIN pg_attrdef d ON d.adrelid = a.attrelid AND d.adnum = a.attnum + WHERE a.attnum > 0 + AND NOT a.attisdropped + AND c.relkind IN ('r', 'p') + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + AND n.nspname NOT LIKE 'pg_temp%' + ORDER BY n.nspname, c.relname, a.attnum + LIMIT 200 + """, + 'scope': ['database', 'schema'], + }, + + # Primary Keys + 'primary_keys': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + con.conname as constraint_name, + array_agg(a.attname ORDER BY array_position(con.conkey, a.attnum)) + as columns + FROM pg_constraint con + JOIN pg_class c ON c.oid = con.conrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + JOIN pg_attribute a ON a.attrelid = c.oid AND a.attnum = ANY(con.conkey) + WHERE con.contype = 'p' + AND n.nspname NOT IN ('pg_catalog', 'information_schema') + GROUP BY n.nspname, c.relname, con.conname + ORDER BY n.nspname, c.relname + LIMIT 50 + """, + 'scope': ['database', 'schema'], + }, + + 'tables_without_pk': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + pg_size_pretty(pg_total_relation_size(c.oid)) as size + FROM pg_class c + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE c.relkind = 'r' + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + AND n.nspname NOT LIKE 'pg_temp%' + AND NOT EXISTS ( + SELECT 1 FROM pg_constraint con + WHERE con.conrelid = c.oid AND con.contype = 'p' + ) + ORDER BY pg_total_relation_size(c.oid) DESC + LIMIT 20 + """, + 'scope': ['database', 'schema'], + }, + + # Foreign Keys + 'foreign_keys': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + con.conname as constraint_name, + array_agg(a.attname ORDER BY array_position(con.conkey, a.attnum)) + as columns, + fn.nspname as ref_schema, + fc.relname as ref_table, + array_agg(fa.attname ORDER BY array_position(con.confkey, fa.attnum)) + as ref_columns + FROM pg_constraint con + JOIN pg_class c ON c.oid = con.conrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + JOIN pg_class fc ON fc.oid = con.confrelid + JOIN pg_namespace fn ON fn.oid = fc.relnamespace + JOIN pg_attribute a ON a.attrelid = c.oid AND a.attnum = ANY(con.conkey) + JOIN pg_attribute fa ON fa.attrelid = fc.oid AND fa.attnum = ANY(con.confkey) + WHERE con.contype = 'f' + AND n.nspname NOT IN ('pg_catalog', 'information_schema') + GROUP BY n.nspname, c.relname, con.conname, fn.nspname, fc.relname + ORDER BY n.nspname, c.relname + LIMIT 50 + """, + 'scope': ['database', 'schema'], + }, + + # Indexes + 'indexes_info': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + i.relname as index_name, + am.amname as index_type, + idx.indisunique as is_unique, + idx.indisprimary as is_primary, + pg_get_indexdef(idx.indexrelid) as definition, + pg_size_pretty(pg_relation_size(i.oid)) as size + FROM pg_index idx + JOIN pg_class c ON c.oid = idx.indrelid + JOIN pg_class i ON i.oid = idx.indexrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + JOIN pg_am am ON am.oid = i.relam + WHERE n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + ORDER BY n.nspname, c.relname, i.relname + LIMIT 100 + """, + 'scope': ['database', 'schema'], + }, + + 'duplicate_indexes': { + 'sql': """ + WITH index_cols AS ( + SELECT n.nspname as schema_name, + c.relname as table_name, + i.relname as index_name, + pg_get_indexdef(idx.indexrelid) as definition, + array_agg(a.attname ORDER BY array_position(idx.indkey, a.attnum)) + as columns, + pg_relation_size(i.oid) as size + FROM pg_index idx + JOIN pg_class c ON c.oid = idx.indrelid + JOIN pg_class i ON i.oid = idx.indexrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + JOIN pg_attribute a ON a.attrelid = c.oid + AND a.attnum = ANY(idx.indkey) + WHERE n.nspname NOT IN ('pg_catalog', 'information_schema') + GROUP BY n.nspname, c.relname, i.relname, idx.indexrelid, i.oid + ) + SELECT a.schema_name, a.table_name, + a.index_name as index1, b.index_name as index2, + a.columns, + pg_size_pretty(a.size + b.size) as combined_size + FROM index_cols a + JOIN index_cols b ON a.schema_name = b.schema_name + AND a.table_name = b.table_name + AND a.columns = b.columns + AND a.index_name < b.index_name + ORDER BY a.size + b.size DESC + LIMIT 10 + """, + 'scope': ['database'], + }, + + # Constraints + 'check_constraints': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + con.conname as constraint_name, + pg_get_constraintdef(con.oid) as definition + FROM pg_constraint con + JOIN pg_class c ON c.oid = con.conrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE con.contype = 'c' + AND n.nspname NOT IN ('pg_catalog', 'information_schema') + ORDER BY n.nspname, c.relname, con.conname + LIMIT 50 + """, + 'scope': ['database', 'schema'], + }, + + 'unique_constraints': { + 'sql': """ + SELECT n.nspname as schema_name, + c.relname as table_name, + con.conname as constraint_name, + array_agg(a.attname ORDER BY array_position(con.conkey, a.attnum)) + as columns + FROM pg_constraint con + JOIN pg_class c ON c.oid = con.conrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + JOIN pg_attribute a ON a.attrelid = c.oid AND a.attnum = ANY(con.conkey) + WHERE con.contype = 'u' + AND n.nspname NOT IN ('pg_catalog', 'information_schema') + GROUP BY n.nspname, c.relname, con.conname + ORDER BY n.nspname, c.relname + LIMIT 50 + """, + 'scope': ['database', 'schema'], + }, + + # Normalization Issues + 'repeated_column_names': { + 'sql': """ + SELECT a.attname as column_name, + count(*) as occurrence_count, + array_agg(DISTINCT n.nspname || '.' || c.relname) as tables + FROM pg_attribute a + JOIN pg_class c ON c.oid = a.attrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE a.attnum > 0 + AND NOT a.attisdropped + AND c.relkind = 'r' + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + GROUP BY a.attname + HAVING count(*) > 3 + ORDER BY count(*) DESC + LIMIT 20 + """, + 'scope': ['database'], + }, + + # Naming Conventions + 'object_names': { + 'sql': """ + SELECT 'table' as object_type, n.nspname as schema_name, c.relname as name + FROM pg_class c + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE c.relkind IN ('r', 'p') + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + UNION ALL + SELECT 'column', n.nspname, c.relname || '.' || a.attname + FROM pg_attribute a + JOIN pg_class c ON c.oid = a.attrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE a.attnum > 0 AND NOT a.attisdropped + AND c.relkind = 'r' + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + LIMIT 200 + """, + 'scope': ['database', 'schema'], + }, + + # Data Types + 'column_types': { + 'sql': """ + SELECT pg_catalog.format_type(a.atttypid, a.atttypmod) as data_type, + count(*) as usage_count, + CASE + WHEN count(*) <= 5 THEN array_agg(DISTINCT n.nspname || '.' || c.relname || '.' || a.attname) + ELSE NULL + END as example_columns + FROM pg_attribute a + JOIN pg_class c ON c.oid = a.attrelid + JOIN pg_namespace n ON n.oid = c.relnamespace + WHERE a.attnum > 0 + AND NOT a.attisdropped + AND c.relkind = 'r' + AND n.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast') + GROUP BY pg_catalog.format_type(a.atttypid, a.atttypmod) + ORDER BY count(*) DESC + LIMIT 20 + """, + 'scope': ['database'], + }, +} + + +def get_query(query_id: str) -> Optional[dict]: + """Get a query definition by ID. + + Args: + query_id: The query identifier. + + Returns: + Query definition dict or None if not found. + """ + return QUERIES.get(query_id) + + +def execute_query( + conn, + query_id: str, + context: dict, + params: Optional[list] = None +) -> dict[str, Any]: + """Execute a registered query and return results. + + Args: + conn: Database connection. + query_id: The query identifier. + context: Execution context (for scope filtering). + params: Optional query parameters. + + Returns: + Dictionary with query results or error. + + Raises: + ValueError: If query not found. + """ + query_def = QUERIES.get(query_id) + if not query_def: + raise ValueError(f"Unknown query: {query_id}") + + sql = query_def['sql'] + + # Check if query requires an extension + required_ext = query_def.get('requires_extension') + if required_ext: + # Check if extension is installed + check_sql = f""" + SELECT EXISTS ( + SELECT 1 FROM pg_extension WHERE extname = '{required_ext}' + ) as available + """ + status, result = conn.execute_dict(check_sql) + if not (status and result and + result.get('rows', [{}])[0].get('available', False)): + return { + 'error': f"Extension '{required_ext}' not installed", + 'rows': [] + } + + # Execute the query + try: + if params: + status, result = conn.execute_dict(sql, params) + else: + status, result = conn.execute_dict(sql) + + if status and result: + return {'rows': result.get('rows', [])} + else: + return {'error': 'Query execution failed', 'rows': []} + + except Exception as e: + return {'error': str(e), 'rows': []} diff --git a/web/pgadmin/llm/reports/sections.py b/web/pgadmin/llm/reports/sections.py new file mode 100644 index 00000000000..de798ab6d6a --- /dev/null +++ b/web/pgadmin/llm/reports/sections.py @@ -0,0 +1,387 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Section definitions for report generation pipeline. + +Each report type has a set of sections that can be analyzed independently. +Sections are mapped to SQL queries and have descriptions for LLM guidance. +""" + +from pgadmin.llm.reports.models import Section + +# ============================================================================= +# SECURITY REPORT SECTIONS +# ============================================================================= + +SECURITY_SECTIONS = [ + Section( + id='authentication', + name='Authentication Configuration', + description=( + 'Password policies, SSL/TLS settings, authentication methods, ' + 'and connection security settings.' + ), + queries=['security_settings', 'hba_rules'], + scope=['server'] + ), + Section( + id='access_control', + name='Access Control & Roles', + description=( + 'Superuser accounts, privileged roles, login roles, ' + 'and role privilege assignments.' + ), + queries=['superusers', 'privileged_roles', 'roles_no_expiry'], + scope=['server', 'database'] + ), + Section( + id='network_security', + name='Network Security', + description=( + 'Network exposure settings, listen addresses, connection limits, ' + 'and pg_hba.conf rules.' + ), + queries=['security_settings', 'hba_rules'], + scope=['server'] + ), + Section( + id='encryption', + name='Encryption & SSL', + description=( + 'SSL/TLS configuration, password encryption method, ' + 'and data-at-rest encryption settings.' + ), + queries=['security_settings'], + scope=['server'] + ), + Section( + id='object_permissions', + name='Object Permissions', + description=( + 'Schema, table, and function access control lists (ACLs), ' + 'default privileges, and ownership.' + ), + queries=['database_settings', 'schema_acls', 'table_acls', + 'default_privileges'], + scope=['database'] + ), + Section( + id='rls_policies', + name='Row-Level Security', + description=( + 'Row-level security policies, RLS-enabled tables, ' + 'and policy coverage analysis.' + ), + queries=['rls_enabled_tables', 'rls_policies'], + scope=['database', 'schema'] + ), + Section( + id='security_definer', + name='Security Definer Functions', + description=( + 'Functions running with elevated privileges (SECURITY DEFINER), ' + 'their ownership, and permissions.' + ), + queries=['security_definer_functions'], + scope=['database', 'schema'] + ), + Section( + id='audit_logging', + name='Audit & Logging', + description=( + 'Connection logging, statement logging, error logging, ' + 'and audit trail configuration.' + ), + queries=['logging_settings'], + scope=['server'] + ), + Section( + id='extensions', + name='Extensions', + description=( + 'Installed extensions and their security implications.' + ), + queries=['extensions'], + scope=['server', 'database'] + ), +] + +# ============================================================================= +# PERFORMANCE REPORT SECTIONS +# ============================================================================= + +PERFORMANCE_SECTIONS = [ + Section( + id='memory_config', + name='Memory Configuration', + description=( + 'shared_buffers, work_mem, effective_cache_size, ' + 'maintenance_work_mem, and other memory settings.' + ), + queries=['memory_settings'], + scope=['server'] + ), + Section( + id='checkpoint_wal', + name='Checkpoint & WAL', + description=( + 'Checkpoint settings, WAL configuration, background writer stats, ' + 'and write-ahead log tuning.' + ), + queries=['checkpoint_settings', 'wal_settings', 'bgwriter_stats'], + scope=['server'] + ), + Section( + id='autovacuum', + name='Autovacuum Configuration', + description=( + 'Autovacuum settings, tables needing vacuum, ' + 'dead tuple accumulation, and maintenance status.' + ), + queries=['autovacuum_settings', 'tables_needing_vacuum'], + scope=['server', 'database'] + ), + Section( + id='query_planner', + name='Query Planner Settings', + description=( + 'Cost parameters, statistics targets, JIT compilation, ' + 'and planner optimization settings.' + ), + queries=['planner_settings'], + scope=['server'] + ), + Section( + id='parallelism', + name='Parallelism & Workers', + description=( + 'Parallel query configuration, worker processes, ' + 'and parallel maintenance settings.' + ), + queries=['parallel_settings'], + scope=['server'] + ), + Section( + id='connection_pooling', + name='Connection Management', + description=( + 'Max connections, reserved connections, timeouts, ' + 'and current connection status.' + ), + queries=['connection_settings', 'active_connections'], + scope=['server'] + ), + Section( + id='cache_efficiency', + name='Cache Efficiency', + description=( + 'Buffer cache hit ratios, database-level cache stats, ' + 'and table-level I/O patterns.' + ), + queries=['database_stats', 'table_cache_stats'], + scope=['server', 'database'] + ), + Section( + id='index_usage', + name='Index Analysis', + description=( + 'Index utilization, unused indexes, tables needing indexes, ' + 'and index size analysis.' + ), + queries=['table_stats', 'unused_indexes', 'tables_needing_indexes', + 'table_sizes'], + scope=['database'] + ), + Section( + id='slow_queries', + name='Query Performance', + description=( + 'Slowest queries, most frequent queries, ' + 'and query execution statistics (requires pg_stat_statements).' + ), + queries=['stat_statements_check', 'top_queries_by_time', + 'top_queries_by_calls'], + scope=['server', 'database'] + ), + Section( + id='replication', + name='Replication Status', + description=( + 'Replication lag, standby status, and WAL sender statistics.' + ), + queries=['replication_status'], + scope=['server'] + ), +] + +# ============================================================================= +# DESIGN REPORT SECTIONS +# ============================================================================= + +DESIGN_SECTIONS = [ + Section( + id='table_structure', + name='Table Structure', + description=( + 'Table definitions, column counts, sizes, ownership, ' + 'and documentation coverage.' + ), + queries=['tables_overview', 'columns_info'], + scope=['database', 'schema'] + ), + Section( + id='primary_keys', + name='Primary Key Analysis', + description=( + 'Primary key design, tables without primary keys, ' + 'and key column choices.' + ), + queries=['primary_keys', 'tables_without_pk'], + scope=['database', 'schema'] + ), + Section( + id='foreign_keys', + name='Referential Integrity', + description=( + 'Foreign key relationships, orphan references, ' + 'and relationship coverage.' + ), + queries=['foreign_keys'], + scope=['database', 'schema'] + ), + Section( + id='indexes', + name='Index Strategy', + description=( + 'Index definitions, duplicate indexes, index types, ' + 'and coverage analysis.' + ), + queries=['indexes_info', 'duplicate_indexes'], + scope=['database', 'schema'] + ), + Section( + id='constraints', + name='Constraints', + description=( + 'Check constraints, unique constraints, ' + 'and data validation coverage.' + ), + queries=['check_constraints', 'unique_constraints'], + scope=['database', 'schema'] + ), + Section( + id='normalization', + name='Normalization Analysis', + description=( + 'Repeated column patterns, potential denormalization issues, ' + 'and data redundancy.' + ), + queries=['repeated_column_names'], + scope=['database'] + ), + Section( + id='naming_conventions', + name='Naming Conventions', + description=( + 'Table and column naming patterns, consistency analysis, ' + 'and naming standard compliance.' + ), + queries=['object_names'], + scope=['database', 'schema'] + ), + Section( + id='data_types', + name='Data Type Review', + description=( + 'Data type usage patterns, type consistency, ' + 'and type appropriateness.' + ), + queries=['column_types'], + scope=['database'] + ), +] + +# ============================================================================= +# SECTION LOOKUPS +# ============================================================================= + +# Convert lists to dictionaries for quick lookup +SECURITY_SECTIONS_DICT = {s.id: s for s in SECURITY_SECTIONS} +PERFORMANCE_SECTIONS_DICT = {s.id: s for s in PERFORMANCE_SECTIONS} +DESIGN_SECTIONS_DICT = {s.id: s for s in DESIGN_SECTIONS} + +# Combined lookup by report type +SECTIONS_BY_TYPE = { + 'security': SECURITY_SECTIONS, + 'performance': PERFORMANCE_SECTIONS, + 'design': DESIGN_SECTIONS, +} + +SECTIONS_DICT_BY_TYPE = { + 'security': SECURITY_SECTIONS_DICT, + 'performance': PERFORMANCE_SECTIONS_DICT, + 'design': DESIGN_SECTIONS_DICT, +} + + +def get_sections_for_report(report_type: str) -> list[Section]: + """Get all sections for a report type. + + Args: + report_type: One of 'security', 'performance', 'design'. + + Returns: + List of Section objects. + + Raises: + ValueError: If report_type is invalid. + """ + sections = SECTIONS_BY_TYPE.get(report_type) + if sections is None: + raise ValueError(f"Invalid report type: {report_type}") + return sections + + +def get_sections_for_scope( + report_type: str, + scope: str +) -> list[Section]: + """Get sections applicable to a specific scope. + + Args: + report_type: One of 'security', 'performance', 'design'. + scope: One of 'server', 'database', 'schema'. + + Returns: + List of Section objects applicable to the scope. + """ + all_sections = get_sections_for_report(report_type) + return [s for s in all_sections if scope in s.scope] + + +def get_section(report_type: str, section_id: str) -> Section: + """Get a specific section by ID. + + Args: + report_type: One of 'security', 'performance', 'design'. + section_id: The section identifier. + + Returns: + Section object. + + Raises: + ValueError: If section not found. + """ + sections_dict = SECTIONS_DICT_BY_TYPE.get(report_type, {}) + section = sections_dict.get(section_id) + if section is None: + raise ValueError( + f"Section '{section_id}' not found in {report_type} report" + ) + return section diff --git a/web/pgadmin/llm/static/js/AIReport.jsx b/web/pgadmin/llm/static/js/AIReport.jsx new file mode 100644 index 00000000000..f12dc522e1a --- /dev/null +++ b/web/pgadmin/llm/static/js/AIReport.jsx @@ -0,0 +1,764 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// + +import { useState, useEffect, useRef, useCallback } from 'react'; +import { Box, Paper, Typography, LinearProgress } from '@mui/material'; +import { styled } from '@mui/material/styles'; +import DownloadIcon from '@mui/icons-material/Download'; +import RefreshIcon from '@mui/icons-material/Refresh'; +import StopIcon from '@mui/icons-material/Stop'; +import InfoOutlinedIcon from '@mui/icons-material/InfoOutlined'; +import PropTypes from 'prop-types'; +import { marked } from 'marked'; + +import gettext from 'sources/gettext'; +import url_for from 'sources/url_for'; +import getApiInstance from '../../../static/js/api_instance'; +import Loader from '../../../static/js/components/Loader'; +import { PrimaryButton, DefaultButton } from '../../../static/js/components/Buttons'; +import { usePgAdmin } from '../../../static/js/PgAdminProvider'; + +// Helper to get the internal key for desktop mode authentication +// The key is passed as a URL parameter when pgAdmin launches in desktop mode +function getInternalKey() { + // Try to get from current URL's query params + const urlParams = new URLSearchParams(window.location.search); + const key = urlParams.get('key'); + if (key) return key; + + // Try to get from cookie (if not HTTPOnly) + const cookieValue = `; ${document.cookie}`; + const parts = cookieValue.split('; PGADMIN_INT_KEY='); + if (parts.length === 2) return parts.pop().split(';').shift(); + + return null; +} + +// Configure marked for security and rendering +marked.setOptions({ + gfm: true, // GitHub Flavored Markdown + breaks: true, // Convert \n to
+}); + + +const StyledBox = styled(Box)(({ theme }) => ({ + display: 'flex', + flexDirection: 'column', + height: '100%', + background: theme.palette.grey[400], + '& .AIReport-header': { + display: 'flex', + alignItems: 'center', + justifyContent: 'flex-end', + padding: theme.spacing(1, 2), + borderBottom: `1px solid ${theme.palette.divider}`, + backgroundColor: theme.palette.background.default, + }, + '& .AIReport-actions': { + display: 'flex', + gap: theme.spacing(1), + }, + '& .AIReport-content': { + flex: 1, + overflow: 'auto', + padding: theme.spacing(3), + position: 'relative', + display: 'flex', + justifyContent: 'center', + }, + '& .AIReport-paper': { + width: '100%', + maxWidth: '900px', + minHeight: 'fit-content', + }, + '& .AIReport-markdown': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + color: theme.palette.text.primary, + fontFamily: theme.typography.fontFamily, + fontSize: '0.9rem', + lineHeight: 1.6, + padding: theme.spacing(4), + boxShadow: theme.shadows[2], + userSelect: 'text', + cursor: 'text', + // Ensure all elements inherit the text color for dark mode support + '& *': { + color: 'inherit', + }, + '& a': { + color: theme.palette.primary.main, + }, + '& h1': { + fontSize: '1.5rem', + fontWeight: 600, + marginTop: theme.spacing(2), + marginBottom: theme.spacing(1), + borderBottom: `1px solid ${theme.palette.divider}`, + paddingBottom: theme.spacing(0.5), + color: theme.palette.text.primary, + }, + '& h1:first-of-type': { + marginTop: 0, + }, + '& h2': { + fontSize: '1.25rem', + fontWeight: 600, + marginTop: theme.spacing(2), + marginBottom: theme.spacing(1), + color: theme.palette.text.primary, + }, + '& h3': { + fontSize: '1.1rem', + fontWeight: 600, + marginTop: theme.spacing(1.5), + marginBottom: theme.spacing(0.5), + color: theme.palette.text.primary, + }, + '& p': { + marginTop: 0, + marginBottom: theme.spacing(1.5), + color: theme.palette.text.primary, + }, + '& ul, & ol': { + marginTop: 0, + marginBottom: theme.spacing(1.5), + paddingLeft: theme.spacing(3), + color: theme.palette.text.primary, + }, + '& ul ul, & ol ol, & ul ol, & ol ul': { + marginBottom: 0, + }, + '& li': { + marginBottom: theme.spacing(0.5), + color: theme.palette.text.primary, + '& > p': { + marginBottom: theme.spacing(0.5), + }, + }, + '& li > ul, & li > ol': { + marginTop: theme.spacing(0.5), + }, + // Task list checkboxes (GitHub style) + '& input[type="checkbox"]': { + marginRight: theme.spacing(0.5), + }, + '& code': { + backgroundColor: theme.palette.action.hover, + padding: '2px 6px', + borderRadius: '3px', + fontFamily: 'monospace', + fontSize: '0.85em', + }, + '& pre': { + backgroundColor: theme.palette.action.hover, + padding: theme.spacing(1.5), + borderRadius: '4px', + overflow: 'auto', + '& code': { + backgroundColor: 'transparent', + padding: 0, + }, + }, + '& blockquote': { + borderLeft: `4px solid ${theme.palette.primary.main}`, + margin: theme.spacing(1.5, 0), + padding: theme.spacing(1, 2), + backgroundColor: theme.palette.action.hover, + '& p:last-child': { + marginBottom: 0, + }, + }, + '& table': { + borderCollapse: 'collapse', + width: '100%', + marginBottom: theme.spacing(1.5), + display: 'block', + overflowX: 'auto', + }, + '& thead': { + display: 'table', + width: '100%', + tableLayout: 'fixed', + }, + '& tbody': { + display: 'table', + width: '100%', + tableLayout: 'fixed', + }, + '& tr': { + borderBottom: `1px solid ${theme.palette.divider}`, + }, + '& th, & td': { + border: `1px solid ${theme.palette.divider}`, + padding: theme.spacing(1, 1.5), + textAlign: 'left', + verticalAlign: 'top', + color: theme.palette.text.primary, + }, + '& th': { + backgroundColor: theme.palette.action.hover, + fontWeight: 600, + color: theme.palette.text.primary, + }, + '& tbody tr:hover': { + backgroundColor: theme.palette.action.hover, + }, + '& hr': { + border: 'none', + borderTop: `1px solid ${theme.palette.divider}`, + margin: theme.spacing(2, 0), + }, + '& strong': { + fontWeight: 600, + }, + '& em': { + fontStyle: 'italic', + }, + }, + '& .AIReport-error': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + color: theme.palette.error.main, + padding: theme.spacing(4), + textAlign: 'center', + width: '100%', + maxWidth: '900px', + boxShadow: theme.shadows[2], + userSelect: 'text', + cursor: 'text', + }, + '& .AIReport-placeholder': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + color: theme.palette.text.secondary, + padding: theme.spacing(4), + textAlign: 'center', + width: '100%', + maxWidth: '900px', + boxShadow: theme.shadows[2], + }, + '& .AIReport-progress': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + padding: theme.spacing(4), + width: '100%', + maxWidth: '900px', + boxShadow: theme.shadows[2], + display: 'flex', + flexDirection: 'column', + alignItems: 'center', + gap: theme.spacing(2), + }, + '& .AIReport-progress-bar': { + width: '100%', + maxWidth: '400px', + }, +})); + +// Report category configurations +const REPORT_CONFIGS = { + security: { + endpoints: { + server: 'llm.security_report', + database: 'llm.database_security_report', + schema: 'llm.schema_security_report', + }, + streamEndpoints: { + server: 'llm.security_report_stream', + database: 'llm.database_security_report_stream', + schema: 'llm.schema_security_report_stream', + }, + titles: { + server: () => gettext('Server Security Report'), + database: () => gettext('Database Security Report'), + schema: () => gettext('Schema Security Report'), + }, + loadingMessage: () => gettext('Generating security report'), + filePrefix: 'security-report', + }, + performance: { + endpoints: { + server: 'llm.performance_report', + database: 'llm.database_performance_report', + }, + streamEndpoints: { + server: 'llm.performance_report_stream', + database: 'llm.database_performance_report_stream', + }, + titles: { + server: () => gettext('Server Performance Report'), + database: () => gettext('Database Performance Report'), + }, + loadingMessage: () => gettext('Generating performance report'), + filePrefix: 'performance-report', + }, + design: { + endpoints: { + database: 'llm.database_design_report', + schema: 'llm.schema_design_report', + }, + streamEndpoints: { + database: 'llm.database_design_report_stream', + schema: 'llm.schema_design_report_stream', + }, + titles: { + database: () => gettext('Database Design Review'), + schema: () => gettext('Schema Design Review'), + }, + loadingMessage: () => gettext('Generating design review'), + filePrefix: 'design-review', + }, +}; + +// Stage display names +const STAGE_NAMES = { + planning: () => gettext('Planning Analysis'), + gathering: () => gettext('Gathering Data'), + analyzing: () => gettext('Analyzing Sections'), + synthesizing: () => gettext('Creating Report'), +}; + + +export default function AIReport({ + sid, did, scid, reportCategory = 'security', reportType = 'server', + serverName, databaseName, schemaName, + onClose: _onClose +}) { + const [report, setReport] = useState(''); + const [loading, setLoading] = useState(false); + const [error, setError] = useState(null); + const [progress, setProgress] = useState(null); + const [stopped, setStopped] = useState(false); + const pgAdmin = usePgAdmin(); + const eventSourceRef = useRef(null); + const stoppedRef = useRef(false); + + // Get text colors from the body element to match pgAdmin's theme + // The MUI theme may not be synced with pgAdmin's theme in docker tabs + const [textColors, setTextColors] = useState({ + primary: 'inherit', + secondary: 'inherit', + }); + + useEffect(() => { + const updateColors = () => { + const bodyStyles = window.getComputedStyle(document.body); + const primaryColor = bodyStyles.color; + + // For secondary color, create a semi-transparent version of the primary + // by parsing the RGB values and adding opacity + const rgbMatch = primaryColor.match(/rgb\((\d+),\s*(\d+),\s*(\d+)\)/); + let secondaryColor = primaryColor; + if (rgbMatch) { + const [, r, g, b] = rgbMatch; + secondaryColor = `rgba(${r}, ${g}, ${b}, 0.7)`; + } + + setTextColors({ + primary: primaryColor, + secondary: secondaryColor, + }); + }; + + updateColors(); + + // Check periodically in case theme changes + const interval = setInterval(updateColors, 1000); + return () => clearInterval(interval); + }, []); + + const api = getApiInstance(); + const config = REPORT_CONFIGS[reportCategory]; + + // Build the API URL based on report category and type + const getReportUrl = useCallback((useStream = false) => { + const endpoints = useStream ? config.streamEndpoints : config.endpoints; + const endpoint = endpoints?.[reportType]; + if (!endpoint) { + console.error(`No endpoint for ${reportCategory}/${reportType}`); + return null; + } + + if (reportType === 'schema') { + return url_for(endpoint, { sid, did, scid }); + } else if (reportType === 'database') { + return url_for(endpoint, { sid, did }); + } else { + return url_for(endpoint, { sid }); + } + }, [config, reportType, reportCategory, sid, did, scid]); + + // Close any existing EventSource connection + const closeEventSource = useCallback(() => { + if (eventSourceRef.current) { + eventSourceRef.current.close(); + eventSourceRef.current = null; + } + }, []); + + // Stop the current report generation + const stopReport = useCallback(() => { + stoppedRef.current = true; + closeEventSource(); + setLoading(false); + setProgress(null); + setStopped(true); + setError(null); + }, [closeEventSource]); + + // Fallback to non-streaming API call + const generateReportFallback = useCallback(() => { + const url = getReportUrl(false); + if (!url) { + setError(gettext('Invalid report configuration.')); + return; + } + + stoppedRef.current = false; + setStopped(false); + setLoading(true); + setError(null); + setReport(''); + setProgress(null); + + api.get(url) + .then((res) => { + if (res.data && res.data.success) { + setReport(res.data.data?.report || ''); + } else { + setError(res.data?.errormsg || gettext('Failed to generate report.')); + } + }) + .catch((err) => { + let errMsg = gettext('Failed to generate report.'); + if (err.response?.data?.errormsg) { + errMsg = err.response.data.errormsg; + } else if (err.message) { + errMsg = err.message; + } + setError(errMsg); + pgAdmin.Browser.notifier.error(errMsg); + }) + .finally(() => { + setLoading(false); + }); + }, [getReportUrl, api, pgAdmin]); + + // Generate report using SSE streaming + const generateReportStream = useCallback(() => { + let url = getReportUrl(true); + if (!url) { + setError(gettext('Invalid report configuration.')); + return; + } + + // In desktop mode, add the internal key to the URL for authentication + const internalKey = getInternalKey(); + if (internalKey) { + const separator = url.includes('?') ? '&' : '?'; + url = `${url}${separator}key=${encodeURIComponent(internalKey)}`; + } + + closeEventSource(); + stoppedRef.current = false; + setStopped(false); + setLoading(true); + setError(null); + setReport(''); + setProgress({ stage: 'planning', message: gettext('Starting...') }); + + const eventSource = new EventSource(url, { withCredentials: true }); + eventSourceRef.current = eventSource; + + eventSource.onmessage = (event) => { + try { + const data = JSON.parse(event.data); + + if (data.type === 'stage') { + setProgress({ + stage: data.stage, + message: data.message, + completed: 0, + total: 0, + }); + } else if (data.type === 'progress') { + setProgress((prev) => ({ + ...prev, + stage: data.stage, + message: data.message, + section: data.section, + completed: data.completed || 0, + total: data.total || 0, + })); + } else if (data.type === 'retry') { + setProgress((prev) => ({ + ...prev, + message: data.message, + retrying: true, + })); + } else if (data.type === 'complete') { + setReport(data.report || ''); + setLoading(false); + setProgress(null); + closeEventSource(); + } else if (data.type === 'error') { + setError(data.message || gettext('Failed to generate report.')); + setLoading(false); + setProgress(null); + closeEventSource(); + } + } catch (e) { + console.error('Error parsing SSE event:', e); + } + }; + + // Track error count to detect persistent failures (like 401) + let errorCount = 0; + + eventSource.onerror = () => { + errorCount++; + + // If we get multiple errors quickly (like 401 retries), fall back immediately + if (errorCount >= 2) { + console.warn('SSE connection failed repeatedly, falling back to non-streaming'); + closeEventSource(); + generateReportFallback(); + return; + } + + // If the connection is closed, fall back + if (eventSource.readyState === EventSource.CLOSED) { + closeEventSource(); + generateReportFallback(); + } + }; + }, [getReportUrl, closeEventSource, generateReportFallback]); + + // Main generate function - tries streaming first + const generateReport = useCallback(() => { + // Check if streaming endpoints are available + const streamUrl = getReportUrl(true); + if (streamUrl) { + generateReportStream(); + } else { + generateReportFallback(); + } + }, [getReportUrl, generateReportStream, generateReportFallback]); + + useEffect(() => { + // Generate report on mount + generateReport(); + + // Cleanup on unmount + return () => { + closeEventSource(); + }; + }, [sid, did, scid, reportCategory, reportType]); + + // Build markdown header for the report + const getReportHeader = () => { + const titleFn = config.titles[reportType]; + let title = titleFn ? titleFn() : gettext('Report'); + let subtitle; + + if (reportType === 'schema') { + title += ': ' + schemaName; + subtitle = `${schemaName} ${gettext('in')} ${databaseName} ${gettext('on')} ${serverName}`; + } else if (reportType === 'database') { + title += ': ' + databaseName; + subtitle = `${databaseName} ${gettext('on')} ${serverName}`; + } else { + title += ': ' + serverName; + subtitle = serverName; + } + + const date = new Date().toLocaleDateString(undefined, { + year: 'numeric', + month: 'long', + day: 'numeric' + }); + + return `# ${title}\n\n*${subtitle} • ${date}*\n\n---\n\n`; + }; + + // Build filename for download based on report type + const getDownloadFilename = () => { + const date = new Date().toISOString().slice(0, 10); + const sanitize = (str) => str ? str.replace(/[^a-z0-9]/gi, '_') : ''; + const prefix = config.filePrefix; + + if (reportType === 'schema') { + return `${prefix}-${sanitize(schemaName)}-${sanitize(databaseName)}-${sanitize(serverName)}-${date}.md`; + } else if (reportType === 'database') { + return `${prefix}-${sanitize(databaseName)}-${sanitize(serverName)}-${date}.md`; + } else { + return `${prefix}-${sanitize(serverName)}-${date}.md`; + } + }; + + const handleDownload = () => { + if (!report) return; + + const blob = new Blob([getReportHeader() + report], { type: 'text/markdown' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + a.download = getDownloadFilename(); + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + }; + + const reportHtml = report ? marked.parse(getReportHeader() + report) : ''; + + return ( + + + + } + > + {gettext('Stop')} + + } + > + {gettext('Regenerate')} + + } + > + {gettext('Download')} + + + + + + {/* Progress display during streaming */} + {loading && progress && ( + + + {STAGE_NAMES[progress.stage]?.() || progress.stage} + + + {progress.message} + + {progress.total > 0 && ( + + + + {progress.completed} / {progress.total} + + + )} + {!progress.total && ( + + + + )} + + )} + + {/* Fallback loader when not using streaming */} + {loading && !progress && ( + + )} + + {error && !loading && ( + + {error} + + {gettext('Retry')} + + + )} + + {stopped && !loading && !error && ( + + + + {gettext('Report generation was cancelled.')} + + + {gettext('Click Regenerate to start a new report.')} + + + )} + + {!report && !loading && !error && !stopped && ( + + + {gettext('Generating report...')} + + + )} + + {report && !loading && ( + + ({ + color: `${theme.palette.text.primary} !important`, + '& *': { + color: 'inherit !important' + } + })} + > +

+ + + )} + + + ); +} + +AIReport.propTypes = { + sid: PropTypes.oneOfType([PropTypes.string, PropTypes.number]).isRequired, + did: PropTypes.oneOfType([PropTypes.string, PropTypes.number]), + scid: PropTypes.oneOfType([PropTypes.string, PropTypes.number]), + reportCategory: PropTypes.oneOf(['security', 'performance', 'design']), + reportType: PropTypes.oneOf(['server', 'database', 'schema']), + serverName: PropTypes.string.isRequired, + databaseName: PropTypes.string, + schemaName: PropTypes.string, + onClose: PropTypes.func, +}; diff --git a/web/pgadmin/llm/static/js/SecurityReport.jsx b/web/pgadmin/llm/static/js/SecurityReport.jsx new file mode 100644 index 00000000000..55d9fb58cbd --- /dev/null +++ b/web/pgadmin/llm/static/js/SecurityReport.jsx @@ -0,0 +1,383 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// + +import { useState, useEffect } from 'react'; +import { Box, Paper, Typography } from '@mui/material'; +import { styled } from '@mui/material/styles'; +import DownloadIcon from '@mui/icons-material/Download'; +import RefreshIcon from '@mui/icons-material/Refresh'; +import PropTypes from 'prop-types'; +import { marked } from 'marked'; + +import gettext from 'sources/gettext'; +import url_for from 'sources/url_for'; +import getApiInstance from '../../../static/js/api_instance'; +import Loader from '../../../static/js/components/Loader'; +import { PrimaryButton, DefaultButton } from '../../../static/js/components/Buttons'; +import { usePgAdmin } from '../../../static/js/PgAdminProvider'; + +// Configure marked for security and rendering +marked.setOptions({ + gfm: true, // GitHub Flavored Markdown + breaks: true, // Convert \n to
+}); + + +const StyledBox = styled(Box)(({ theme }) => ({ + display: 'flex', + flexDirection: 'column', + height: '100%', + background: theme.palette.grey[400], + '& .SecurityReport-header': { + display: 'flex', + alignItems: 'center', + justifyContent: 'flex-end', + padding: theme.spacing(1, 2), + borderBottom: `1px solid ${theme.palette.divider}`, + backgroundColor: theme.palette.background.default, + }, + '& .SecurityReport-actions': { + display: 'flex', + gap: theme.spacing(1), + }, + '& .SecurityReport-content': { + flex: 1, + overflow: 'auto', + padding: theme.spacing(3), + position: 'relative', + display: 'flex', + justifyContent: 'center', + }, + '& .SecurityReport-paper': { + width: '100%', + maxWidth: '900px', + minHeight: 'fit-content', + }, + '& .SecurityReport-markdown': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + fontFamily: theme.typography.fontFamily, + fontSize: '0.9rem', + lineHeight: 1.6, + padding: theme.spacing(4), + boxShadow: theme.shadows[2], + userSelect: 'text', + cursor: 'text', + '& h1': { + fontSize: '1.5rem', + fontWeight: 600, + marginTop: theme.spacing(2), + marginBottom: theme.spacing(1), + borderBottom: `1px solid ${theme.palette.divider}`, + paddingBottom: theme.spacing(0.5), + }, + '& h2': { + fontSize: '1.25rem', + fontWeight: 600, + marginTop: theme.spacing(2), + marginBottom: theme.spacing(1), + }, + '& h3': { + fontSize: '1.1rem', + fontWeight: 600, + marginTop: theme.spacing(1.5), + marginBottom: theme.spacing(0.5), + }, + '& p': { + marginTop: 0, + marginBottom: theme.spacing(1.5), + }, + '& ul, & ol': { + marginTop: 0, + marginBottom: theme.spacing(1.5), + paddingLeft: theme.spacing(3), + }, + '& ul ul, & ol ol, & ul ol, & ol ul': { + marginBottom: 0, + }, + '& li': { + marginBottom: theme.spacing(0.5), + '& > p': { + marginBottom: theme.spacing(0.5), + }, + }, + '& li > ul, & li > ol': { + marginTop: theme.spacing(0.5), + }, + // Task list checkboxes (GitHub style) + '& input[type="checkbox"]': { + marginRight: theme.spacing(0.5), + }, + '& code': { + backgroundColor: theme.palette.action.hover, + padding: '2px 6px', + borderRadius: '3px', + fontFamily: 'monospace', + fontSize: '0.85em', + }, + '& pre': { + backgroundColor: theme.palette.action.hover, + padding: theme.spacing(1.5), + borderRadius: '4px', + overflow: 'auto', + '& code': { + backgroundColor: 'transparent', + padding: 0, + }, + }, + '& blockquote': { + borderLeft: `4px solid ${theme.palette.primary.main}`, + margin: theme.spacing(1.5, 0), + padding: theme.spacing(1, 2), + backgroundColor: theme.palette.action.hover, + '& p:last-child': { + marginBottom: 0, + }, + }, + '& table': { + borderCollapse: 'collapse', + width: '100%', + marginBottom: theme.spacing(1.5), + display: 'block', + overflowX: 'auto', + }, + '& thead': { + display: 'table', + width: '100%', + tableLayout: 'fixed', + }, + '& tbody': { + display: 'table', + width: '100%', + tableLayout: 'fixed', + }, + '& tr': { + borderBottom: `1px solid ${theme.palette.divider}`, + }, + '& th, & td': { + border: `1px solid ${theme.palette.divider}`, + padding: theme.spacing(1, 1.5), + textAlign: 'left', + verticalAlign: 'top', + }, + '& th': { + backgroundColor: theme.palette.action.hover, + fontWeight: 600, + }, + '& tbody tr:hover': { + backgroundColor: theme.palette.action.hover, + }, + '& hr': { + border: 'none', + borderTop: `1px solid ${theme.palette.divider}`, + margin: theme.spacing(2, 0), + }, + '& strong': { + fontWeight: 600, + }, + '& em': { + fontStyle: 'italic', + }, + }, + '& .SecurityReport-error': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + color: theme.palette.error.main, + padding: theme.spacing(4), + textAlign: 'center', + width: '100%', + maxWidth: '900px', + boxShadow: theme.shadows[2], + }, + '& .SecurityReport-placeholder': { + ...theme.mixins.panelBorder.all, + backgroundColor: theme.palette.background.default, + color: theme.palette.text.secondary, + padding: theme.spacing(4), + textAlign: 'center', + width: '100%', + maxWidth: '900px', + boxShadow: theme.shadows[2], + }, +})); + + +export default function SecurityReport({ + sid, did, scid, reportType = 'server', + serverName, databaseName, schemaName, + onClose: _onClose +}) { + const [report, setReport] = useState(''); + const [loading, setLoading] = useState(false); + const [error, setError] = useState(null); + const pgAdmin = usePgAdmin(); + + const api = getApiInstance(); + + // Build the API URL based on report type + const getReportUrl = () => { + if (reportType === 'schema') { + return url_for('llm.schema_security_report', { sid, did, scid }); + } else if (reportType === 'database') { + return url_for('llm.database_security_report', { sid, did }); + } else { + return url_for('llm.security_report', { sid }); + } + }; + + const generateReport = () => { + setLoading(true); + setError(null); + setReport(''); + + api.get(getReportUrl()) + .then((res) => { + if (res.data && res.data.success) { + setReport(res.data.data?.report || ''); + } else { + setError(res.data?.errormsg || gettext('Failed to generate security report.')); + } + }) + .catch((err) => { + let errMsg = gettext('Failed to generate security report.'); + if (err.response?.data?.errormsg) { + errMsg = err.response.data.errormsg; + } else if (err.message) { + errMsg = err.message; + } + setError(errMsg); + pgAdmin.Browser.notifier.error(errMsg); + }) + .finally(() => { + setLoading(false); + }); + }; + + useEffect(() => { + // Generate report on mount + generateReport(); + }, [sid, did, scid, reportType]); + + // Build markdown header for the report + const getReportHeader = () => { + let title, subtitle; + + if (reportType === 'schema') { + title = gettext('Schema Security Report') + ': ' + schemaName; + subtitle = `${schemaName} ${gettext('in')} ${databaseName} ${gettext('on')} ${serverName}`; + } else if (reportType === 'database') { + title = gettext('Database Security Report') + ': ' + databaseName; + subtitle = `${databaseName} ${gettext('on')} ${serverName}`; + } else { + title = gettext('Server Security Report') + ': ' + serverName; + subtitle = serverName; + } + + const date = new Date().toLocaleDateString(undefined, { + year: 'numeric', + month: 'long', + day: 'numeric' + }); + + return `# ${title}\n\n*${subtitle} • ${date}*\n\n---\n\n`; + }; + + // Build filename for download based on report type + const getDownloadFilename = () => { + const date = new Date().toISOString().slice(0, 10); + const sanitize = (str) => str ? str.replace(/[^a-z0-9]/gi, '_') : ''; + + if (reportType === 'schema') { + return `security-report-${sanitize(schemaName)}-${sanitize(databaseName)}-${sanitize(serverName)}-${date}.md`; + } else if (reportType === 'database') { + return `security-report-${sanitize(databaseName)}-${sanitize(serverName)}-${date}.md`; + } else { + return `security-report-${sanitize(serverName)}-${date}.md`; + } + }; + + const handleDownload = () => { + if (!report) return; + + const blob = new Blob([getReportHeader() + report], { type: 'text/markdown' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + a.download = getDownloadFilename(); + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + }; + + const reportHtml = report ? marked.parse(getReportHeader() + report) : ''; + + return ( + + + + } + > + {gettext('Regenerate')} + + } + > + {gettext('Download')} + + + + + + + + {error && !loading && ( + + {error} + + {gettext('Retry')} + + + )} + + {!report && !loading && !error && ( + + + {gettext('Click "Generate" to create a security report for this server.')} + + + )} + + {report && !loading && ( + + +
+ + + )} + + + ); +} + +SecurityReport.propTypes = { + sid: PropTypes.oneOfType([PropTypes.string, PropTypes.number]).isRequired, + did: PropTypes.oneOfType([PropTypes.string, PropTypes.number]), + scid: PropTypes.oneOfType([PropTypes.string, PropTypes.number]), + reportType: PropTypes.oneOf(['server', 'database', 'schema']), + serverName: PropTypes.string.isRequired, + databaseName: PropTypes.string, + schemaName: PropTypes.string, + onClose: PropTypes.func, +}; diff --git a/web/pgadmin/llm/static/js/ai_tools.js b/web/pgadmin/llm/static/js/ai_tools.js new file mode 100644 index 00000000000..d6e3e4ff7f7 --- /dev/null +++ b/web/pgadmin/llm/static/js/ai_tools.js @@ -0,0 +1,469 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// + +import AIReport from './AIReport'; +import { AllPermissionTypes, BROWSER_PANELS } from '../../../browser/static/js/constants'; +import getApiInstance from '../../../static/js/api_instance'; +import url_for from 'sources/url_for'; + +// AI Reports Module +define([ + 'sources/gettext', 'pgadmin.browser', +], function( + gettext, pgBrowser +) { + + // if module is already initialized, refer to that. + if (pgBrowser.AITools) { + return pgBrowser.AITools; + } + + // Create an Object AITools of pgBrowser class + pgBrowser.AITools = { + llmEnabled: false, + llmSystemEnabled: false, + llmStatusChecked: false, + + init: function() { + if (this.initialized) + return; + + this.initialized = true; + + // Check LLM status + this.checkLLMStatus(); + + // Register AI Reports menu category + pgBrowser.add_menu_category({ + name: 'ai_tools', + label: gettext('AI Reports'), + priority: 100, + }); + + // Define the menus + let menus = []; + + // ===================================================================== + // Security Reports - Server, Database, Schema + // ===================================================================== + menus.push({ + name: 'ai_security_report', + module: this, + applies: ['tools'], + callback: 'show_security_report', + category: 'ai_tools', + priority: 1, + label: gettext('Security'), + icon: 'fa fa-shield-alt', + enable: this.security_report_enabled.bind(this), + data: { + data_disabled: gettext('Please select a server, database, or schema.'), + }, + permission: AllPermissionTypes.TOOLS_AI, + }); + + // Context menus for security reports + for (let node_val of ['server', 'database', 'schema']) { + menus.push({ + name: 'ai_security_report_context_' + node_val, + node: node_val, + module: this, + applies: ['context'], + callback: 'show_security_report', + category: 'ai_tools', + priority: 100, + label: gettext('Security'), + icon: 'fa fa-shield-alt', + enable: this.security_report_enabled.bind(this), + permission: AllPermissionTypes.TOOLS_AI, + }); + } + + // ===================================================================== + // Performance Reports - Server, Database + // ===================================================================== + menus.push({ + name: 'ai_performance_report', + module: this, + applies: ['tools'], + callback: 'show_performance_report', + category: 'ai_tools', + priority: 2, + label: gettext('Performance'), + icon: 'fa fa-tachometer-alt', + enable: this.performance_report_enabled.bind(this), + data: { + data_disabled: gettext('Please select a server or database.'), + }, + permission: AllPermissionTypes.TOOLS_AI, + }); + + // Context menus for performance reports (server and database only) + for (let node_val of ['server', 'database']) { + menus.push({ + name: 'ai_performance_report_context_' + node_val, + node: node_val, + module: this, + applies: ['context'], + callback: 'show_performance_report', + category: 'ai_tools', + priority: 101, + label: gettext('Performance'), + icon: 'fa fa-tachometer-alt', + enable: this.performance_report_enabled.bind(this), + permission: AllPermissionTypes.TOOLS_AI, + }); + } + + // ===================================================================== + // Design Review Reports - Database, Schema + // ===================================================================== + menus.push({ + name: 'ai_design_report', + module: this, + applies: ['tools'], + callback: 'show_design_report', + category: 'ai_tools', + priority: 3, + label: gettext('Design'), + icon: 'fa fa-drafting-compass', + enable: this.design_report_enabled.bind(this), + data: { + data_disabled: gettext('Please select a database or schema.'), + }, + permission: AllPermissionTypes.TOOLS_AI, + }); + + // Context menus for design review (database and schema only) + for (let node_val of ['database', 'schema']) { + menus.push({ + name: 'ai_design_report_context_' + node_val, + node: node_val, + module: this, + applies: ['context'], + callback: 'show_design_report', + category: 'ai_tools', + priority: 102, + label: gettext('Design'), + icon: 'fa fa-drafting-compass', + enable: this.design_report_enabled.bind(this), + permission: AllPermissionTypes.TOOLS_AI, + }); + } + + pgBrowser.add_menus(menus); + + return this; + }, + + // Check if LLM is configured + checkLLMStatus: function() { + const api = getApiInstance(); + api.get(url_for('llm.status')) + .then((res) => { + if (res.data && res.data.success) { + this.llmEnabled = res.data.data?.enabled || false; + this.llmSystemEnabled = res.data.data?.system_enabled || false; + } + this.llmStatusChecked = true; + }) + .catch(() => { + this.llmEnabled = false; + this.llmSystemEnabled = false; + this.llmStatusChecked = true; + }); + }, + + // Get the node type from tree item + getNodeType: function(item) { + let tree = pgBrowser.tree; + let nodeData = tree.itemData(item); + + if (!nodeData) return null; + return nodeData._type; + }, + + // Common LLM enablement check + checkLLMEnabled: function(data) { + if (!this.llmSystemEnabled) { + if (data) { + data.data_disabled = gettext('AI features are disabled in the server configuration.'); + } + return false; + } + + if (!this.llmEnabled) { + if (data) { + data.data_disabled = gettext('Please configure an LLM provider in Preferences > AI to enable this feature.'); + } + return false; + } + + return true; + }, + + // ===================================================================== + // Security Report Functions + // ===================================================================== + + security_report_enabled: function(node, item, data) { + if (!this.checkLLMEnabled(data)) return false; + + if (!node || !item) return false; + + let tree = pgBrowser.tree; + let info = tree.getTreeNodeHierarchy(item); + + if (!info || !info.server) { + if (data) { + data.data_disabled = gettext('Please select a server, database, or schema.'); + } + return false; + } + + if (!info.server.connected) { + if (data) { + data.data_disabled = gettext('Please connect to the server first.'); + } + return false; + } + + let nodeType = this.getNodeType(item); + if (!['server', 'database', 'schema'].includes(nodeType)) { + if (data) { + data.data_disabled = gettext('Please select a server, database, or schema.'); + } + return false; + } + + if (nodeType === 'database' || nodeType === 'schema') { + if (!info.database || !info.database.connected) { + if (data) { + data.data_disabled = gettext('Please connect to the database first.'); + } + return false; + } + } + + return true; + }, + + show_security_report: function() { + this._showReport('security', ['server', 'database', 'schema']); + }, + + // ===================================================================== + // Performance Report Functions + // ===================================================================== + + performance_report_enabled: function(node, item, data) { + if (!this.checkLLMEnabled(data)) return false; + + if (!node || !item) return false; + + let tree = pgBrowser.tree; + let info = tree.getTreeNodeHierarchy(item); + + if (!info || !info.server) { + if (data) { + data.data_disabled = gettext('Please select a server or database.'); + } + return false; + } + + if (!info.server.connected) { + if (data) { + data.data_disabled = gettext('Please connect to the server first.'); + } + return false; + } + + let nodeType = this.getNodeType(item); + if (!['server', 'database'].includes(nodeType)) { + if (data) { + data.data_disabled = gettext('Please select a server or database.'); + } + return false; + } + + if (nodeType === 'database') { + if (!info.database || !info.database.connected) { + if (data) { + data.data_disabled = gettext('Please connect to the database first.'); + } + return false; + } + } + + return true; + }, + + show_performance_report: function() { + this._showReport('performance', ['server', 'database']); + }, + + // ===================================================================== + // Design Review Functions + // ===================================================================== + + design_report_enabled: function(node, item, data) { + if (!this.checkLLMEnabled(data)) return false; + + if (!node || !item) return false; + + let tree = pgBrowser.tree; + let info = tree.getTreeNodeHierarchy(item); + + if (!info || !info.server) { + if (data) { + data.data_disabled = gettext('Please select a database or schema.'); + } + return false; + } + + if (!info.server.connected) { + if (data) { + data.data_disabled = gettext('Please connect to the server first.'); + } + return false; + } + + let nodeType = this.getNodeType(item); + if (!['database', 'schema'].includes(nodeType)) { + if (data) { + data.data_disabled = gettext('Please select a database or schema.'); + } + return false; + } + + if (!info.database || !info.database.connected) { + if (data) { + data.data_disabled = gettext('Please connect to the database first.'); + } + return false; + } + + return true; + }, + + show_design_report: function() { + this._showReport('design', ['database', 'schema']); + }, + + // ===================================================================== + // Common Report Display Function + // ===================================================================== + + _showReport: function(reportCategory, validNodeTypes) { + let t = pgBrowser.tree, + i = t.selected(), + info = pgBrowser.tree.getTreeNodeHierarchy(i); + + if (!info || !info.server) { + pgBrowser.report_error( + gettext('Report'), + gettext('Please select a valid node.') + ); + return; + } + + let nodeType = this.getNodeType(i); + if (!validNodeTypes.includes(nodeType)) { + pgBrowser.report_error( + gettext('Report'), + gettext('Please select a valid node for this report type.') + ); + return; + } + + let sid = info.server._id; + let did = info.database ? info.database._id : null; + let scid = info.schema ? info.schema._id : null; + + // Determine report type based on node + let reportType = nodeType; + + // Build panel title and ID with timestamp for uniqueness + let panelTitle = this._buildPanelTitle(reportCategory, reportType, info); + let panelIdSuffix = this._buildPanelIdSuffix(reportCategory, reportType, sid, did, scid); + const timestamp = Date.now(); + const panelId = `${BROWSER_PANELS.AI_REPORT_PREFIX}-${panelIdSuffix}-${timestamp}`; + + // Get docker handler and open as tab in main panel area + let handler = pgBrowser.getDockerHandler?.( + BROWSER_PANELS.AI_REPORT_PREFIX, + pgBrowser.docker.default_workspace + ); + handler.focus(); + handler.docker.openTab({ + id: panelId, + title: panelTitle, + content: ( + { handler.docker.close(panelId); }} + /> + ), + closable: true, + cache: false, + group: 'playground' + }, BROWSER_PANELS.MAIN, 'middle', true); + }, + + _buildPanelTitle: function(reportCategory, reportType, info) { + let categoryLabel; + switch (reportCategory) { + case 'security': + categoryLabel = gettext('Security Report'); + break; + case 'performance': + categoryLabel = gettext('Performance Report'); + break; + case 'design': + categoryLabel = gettext('Design Review'); + break; + default: + categoryLabel = gettext('Report'); + } + + if (reportType === 'server') { + return info.server.label + ' ' + categoryLabel; + } else if (reportType === 'database') { + return info.database.label + ' ' + gettext('on') + ' ' + + info.server.label + ' ' + categoryLabel; + } else if (reportType === 'schema') { + return info.schema.label + ' ' + gettext('in') + ' ' + + info.database.label + ' ' + gettext('on') + ' ' + + info.server.label + ' ' + categoryLabel; + } + return categoryLabel; + }, + + _buildPanelIdSuffix: function(reportCategory, reportType, sid, did, scid) { + let base = `${reportCategory}_${reportType}`; + if (reportType === 'server') { + return `${base}_${sid}`; + } else if (reportType === 'database') { + return `${base}_${sid}_${did}`; + } else if (reportType === 'schema') { + return `${base}_${sid}_${did}_${scid}`; + } + return base; + }, + }; + + return pgBrowser.AITools; +}); diff --git a/web/pgadmin/llm/tests/test_report_endpoints.py b/web/pgadmin/llm/tests/test_report_endpoints.py new file mode 100644 index 00000000000..ab41af4270f --- /dev/null +++ b/web/pgadmin/llm/tests/test_report_endpoints.py @@ -0,0 +1,233 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +import json +from unittest.mock import patch, MagicMock +from pgadmin.utils.route import BaseTestGenerator +from regression.python_test_utils import test_utils as utils + + +class SecurityReportServerTestCase(BaseTestGenerator): + """Test cases for security report generation at server level""" + + scenarios = [ + ('Security Report - LLM Disabled', dict( + llm_enabled=False + )), + ('Security Report - LLM Enabled', dict( + llm_enabled=True + )), + ] + + def setUp(self): + self.server_id = 1 + + def runTest(self): + """Test security report endpoint at server level""" + with patch('pgadmin.llm.utils.is_llm_enabled') as mock_enabled, \ + patch('pgadmin.llm.reports.generator.generate_report_sync') as mock_generate, \ + patch('pgadmin.utils.driver.get_driver') as mock_get_driver: + + # Mock database connection + mock_conn = MagicMock() + mock_conn.connected.return_value = True + + mock_manager = MagicMock() + mock_manager.connection.return_value = mock_conn + + mock_driver = MagicMock() + mock_driver.connection_manager.return_value = mock_manager + mock_get_driver.return_value = mock_driver + + mock_enabled.return_value = self.llm_enabled + + if self.llm_enabled: + mock_generate.return_value = (True, "# Security Report\n\nNo issues found.") + + url = '/llm/security-report/' + str(self.server_id) + response = self.tester.get(url, content_type='application/json') + + # All responses return 200, check success field in JSON + self.assertEqual(response.status_code, 200) + data = json.loads(response.data) + + if self.llm_enabled: + self.assertTrue(data['success']) + self.assertIn('report', data['data']) + else: + self.assertFalse(data['success']) + self.assertIn('errormsg', data) + + +class PerformanceReportDatabaseTestCase(BaseTestGenerator): + """Test cases for performance report generation at database level""" + + scenarios = [ + ('Performance Report - Database Level', dict( + llm_enabled=True + )), + ] + + def setUp(self): + self.server_id = 1 + self.db_id = 2 + + def runTest(self): + """Test performance report endpoint at database level""" + with patch('pgadmin.llm.utils.is_llm_enabled') as mock_enabled, \ + patch('pgadmin.llm.reports.generator.generate_report_sync') as mock_generate, \ + patch('pgadmin.utils.driver.get_driver') as mock_get_driver: + + # Mock database connection + mock_conn = MagicMock() + mock_conn.connected.return_value = True + mock_conn.db = 'testdb' + + mock_manager = MagicMock() + mock_manager.connection.return_value = mock_conn + + mock_driver = MagicMock() + mock_driver.connection_manager.return_value = mock_manager + mock_get_driver.return_value = mock_driver + + mock_enabled.return_value = self.llm_enabled + mock_generate.return_value = (True, "# Performance Report\n\nOptimization suggestions...") + + url = '/llm/database-performance-report/' + str(self.server_id) + '/' + str(self.db_id) + response = self.tester.get(url, content_type='application/json') + + self.assertEqual(response.status_code, 200) + data = json.loads(response.data) + self.assertTrue(data['success']) + + +class DesignReportSchemaTestCase(BaseTestGenerator): + """Test cases for design review report generation at schema level""" + + scenarios = [ + ('Design Report - Schema Level', dict( + llm_enabled=True + )), + ] + + def setUp(self): + self.server_id = 1 + self.db_id = 2 + self.schema_id = 3 + + def runTest(self): + """Test design review report endpoint at schema level""" + with patch('pgadmin.llm.utils.is_llm_enabled') as mock_enabled, \ + patch('pgadmin.llm.reports.generator.generate_report_sync') as mock_generate, \ + patch('pgadmin.utils.driver.get_driver') as mock_get_driver: + + # Mock connection to return schema name + mock_conn = MagicMock() + mock_conn.connected.return_value = True + mock_conn.db = 'testdb' + mock_conn.execute_dict.return_value = (True, {'rows': [{'nspname': 'public'}]}) + + mock_manager = MagicMock() + mock_manager.connection.return_value = mock_conn + + mock_driver = MagicMock() + mock_driver.connection_manager.return_value = mock_manager + mock_get_driver.return_value = mock_driver + + mock_enabled.return_value = self.llm_enabled + mock_generate.return_value = (True, "# Design Review\n\nSchema structure looks good...") + + url = '/llm/schema-design-report/' + str(self.server_id) + '/' + str(self.db_id) + '/' + str(self.schema_id) + response = self.tester.get(url, content_type='application/json') + + self.assertEqual(response.status_code, 200) + data = json.loads(response.data) + self.assertTrue(data['success']) + + +class StreamingReportTestCase(BaseTestGenerator): + """Test cases for streaming report endpoints with SSE""" + + scenarios = [ + ('Streaming Security Report - Server', dict()), + ] + + def setUp(self): + self.server_id = 1 + + def runTest(self): + """Test streaming report endpoint uses SSE format""" + with patch('pgadmin.llm.utils.is_llm_enabled') as mock_enabled, \ + patch('pgadmin.llm.reports.generator.generate_report_streaming') as mock_streaming, \ + patch('pgadmin.utils.driver.get_driver') as mock_get_driver: + + # Mock connection + mock_conn = MagicMock() + mock_conn.connected.return_value = True + + mock_manager = MagicMock() + mock_manager.connection.return_value = mock_conn + + mock_driver = MagicMock() + mock_driver.connection_manager.return_value = mock_manager + mock_get_driver.return_value = mock_driver + + mock_enabled.return_value = True + mock_streaming.return_value = iter([]) # Empty generator + + url = '/llm/security-report/' + str(self.server_id) + '/stream' + response = self.tester.get(url) + + # SSE endpoints should return 200 and have text/event-stream content type + self.assertEqual(response.status_code, 200) + self.assertIn('text/event-stream', response.content_type) + + +class ReportErrorHandlingTestCase(BaseTestGenerator): + """Test cases for report error handling""" + + scenarios = [ + ('Report with API Error', dict( + simulate_error=True + )), + ] + + def setUp(self): + self.server_id = 1 + + def runTest(self): + """Test report endpoint handles LLM API errors gracefully""" + with patch('pgadmin.llm.utils.is_llm_enabled') as mock_enabled, \ + patch('pgadmin.llm.reports.generator.generate_report_sync') as mock_generate, \ + patch('pgadmin.utils.driver.get_driver') as mock_get_driver: + + # Mock database connection + mock_conn = MagicMock() + mock_conn.connected.return_value = True + + mock_manager = MagicMock() + mock_manager.connection.return_value = mock_conn + + mock_driver = MagicMock() + mock_driver.connection_manager.return_value = mock_manager + mock_get_driver.return_value = mock_driver + + mock_enabled.return_value = True + + if self.simulate_error: + mock_generate.side_effect = Exception("API connection failed") + + url = '/llm/security-report/' + str(self.server_id) + response = self.tester.get(url, content_type='application/json') + + # Should return 200 with error in JSON, not crash + self.assertEqual(response.status_code, 200) + data = json.loads(response.data) + self.assertFalse(data['success']) + self.assertIn('errormsg', data) diff --git a/web/pgadmin/llm/tools/__init__.py b/web/pgadmin/llm/tools/__init__.py new file mode 100644 index 00000000000..2a1834c873b --- /dev/null +++ b/web/pgadmin/llm/tools/__init__.py @@ -0,0 +1,30 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""LLM tools for interacting with PostgreSQL databases.""" + +from pgadmin.llm.tools.database import ( + execute_readonly_query, + get_database_schema, + get_table_columns, + get_table_info, + execute_tool, + DatabaseToolError, + DATABASE_TOOLS +) + +__all__ = [ + 'execute_readonly_query', + 'get_database_schema', + 'get_table_columns', + 'get_table_info', + 'execute_tool', + 'DatabaseToolError', + 'DATABASE_TOOLS' +] diff --git a/web/pgadmin/llm/tools/database.py b/web/pgadmin/llm/tools/database.py new file mode 100644 index 00000000000..4595efb3a16 --- /dev/null +++ b/web/pgadmin/llm/tools/database.py @@ -0,0 +1,806 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Database tools for LLM interactions. + +These tools allow the LLM to query PostgreSQL databases in a safe, +read-only manner. All queries are executed within read-only transactions +to prevent any data modification. + +Uses pgAdmin's SQL template infrastructure for version-aware queries. +""" + +import secrets +from typing import Optional + +from flask import render_template + +from pgadmin.utils.driver import get_driver +from pgadmin.utils.compile_template_name import compile_template_path +from pgadmin.llm.models import Tool +import config + + +# Template paths for SQL queries (used with compile_template_path) +SCHEMAS_TEMPLATE_PATH = 'schemas/pg' +TABLES_TEMPLATE_PATH = 'tables/sql' +COLUMNS_TEMPLATE_PATH = 'columns/sql' +INDEXES_TEMPLATE_PATH = 'indexes/sql' + + +# Application name prefix for LLM connections +LLM_APP_NAME_PREFIX = 'pgAdmin 4 - LLM' + + +class DatabaseToolError(Exception): + """Exception raised when a database tool operation fails.""" + + def __init__(self, message: str, code: Optional[str] = None): + self.message = message + self.code = code + super().__init__(message) + + +def _get_connection(sid: int, did: int, conn_id: str): + """ + Get a database connection for the specified server and database. + + Args: + sid: Server ID + did: Database ID (OID) + conn_id: Unique connection identifier + + Returns: + Tuple of (manager, connection) objects + + Raises: + DatabaseToolError: If connection fails + """ + try: + driver = get_driver(config.PG_DEFAULT_DRIVER) + manager = driver.connection_manager(sid) + + # Get connection - this will create one if it doesn't exist + conn = manager.connection( + did=did, + conn_id=conn_id, + auto_reconnect=False, # Don't auto-reconnect for LLM queries + use_binary_placeholder=True, + array_to_string=True + ) + + return manager, conn + + except Exception as e: + raise DatabaseToolError( + f"Failed to get connection: {str(e)}", + code="CONNECTION_ERROR" + ) + + +def _connect_readonly(manager, conn, conn_id: str) -> tuple[bool, str]: + """ + Establish a read-only connection. + + Sets the application_name to identify this as an LLM connection + and ensures the connection is in read-only mode. + + Args: + manager: The server manager + conn: The connection object + conn_id: Connection identifier + + Returns: + Tuple of (success, error_message) + """ + try: + # Connect if not already connected + if not conn.connected(): + status, msg = conn.connect() + if not status: + return False, msg + + # Set application name via SQL - this is thread-safe and doesn't + # require environment variables. The name will be visible in + # pg_stat_activity to identify LLM connections. + app_name = f'{LLM_APP_NAME_PREFIX} - {conn_id}' + # Escape single quotes in the app name for safety + app_name_escaped = app_name.replace("'", "''") + status, _ = conn.execute_void( + f"SET application_name = '{app_name_escaped}'" + ) + if not status: + # Non-fatal - connection still works without custom app name + pass + + return True, None + + except Exception as e: + return False, str(e) + + +def _execute_readonly_query(conn, query: str) -> dict: + """ + Execute a query in a read-only transaction. + + The query is wrapped in a read-only transaction to ensure + no data modifications can occur. + + Args: + conn: Database connection + query: SQL query to execute + + Returns: + Dictionary with 'columns' and 'rows' keys + + Raises: + DatabaseToolError: If query execution fails + """ + # Wrap the query in a read-only transaction + # This ensures even if the query tries to modify data, it will fail + readonly_wrapper = """ + BEGIN TRANSACTION READ ONLY; + {query} + ROLLBACK; + """ + + # For SELECT queries, we need to handle them differently + # We'll set the transaction to read-only, execute, then rollback + try: + # First, set the transaction to read-only mode + status, result = conn.execute_void( + "BEGIN TRANSACTION READ ONLY" + ) + if not status: + raise DatabaseToolError( + f"Failed to start read-only transaction: {result}", + code="TRANSACTION_ERROR" + ) + + try: + # Execute the actual query + status, result = conn.execute_2darray(query) + + if not status: + raise DatabaseToolError( + f"Query execution failed: {result}", + code="QUERY_ERROR" + ) + + # Format the result + columns = [] + rows = [] + + if result and 'columns' in result: + columns = [col['name'] for col in result['columns']] + + if result and 'rows' in result: + rows = result['rows'] + + return { + 'columns': columns, + 'rows': rows, + 'row_count': len(rows) + } + + finally: + # Always rollback - we're read-only anyway + conn.execute_void("ROLLBACK") + + except DatabaseToolError: + raise + except Exception as e: + # Attempt rollback on any error + try: + conn.execute_void("ROLLBACK") + except Exception: + pass + raise DatabaseToolError( + f"Query execution error: {str(e)}", + code="EXECUTION_ERROR" + ) + + +def execute_readonly_query( + sid: int, + did: int, + query: str, + max_rows: int = 1000 +) -> dict: + """ + Execute a read-only SQL query against a PostgreSQL database. + + This function: + 1. Opens a new connection with LLM-specific application_name + 2. Starts a READ ONLY transaction + 3. Executes the query + 4. Returns results (limited to max_rows) + 5. Rolls back and closes the connection + + Args: + sid: Server ID from the Object Explorer + did: Database ID (OID) from the Object Explorer + query: SQL query to execute (should be SELECT or read-only) + max_rows: Maximum number of rows to return (default 1000) + + Returns: + Dictionary containing: + - columns: List of column names + - rows: List of row data (as lists) + - row_count: Number of rows returned + - truncated: True if results were limited + + Raises: + DatabaseToolError: If the query fails or connection cannot be established + """ + # Generate unique connection ID for this LLM query + conn_id = f"llm_{secrets.choice(range(1, 9999999))}" + + manager = None + conn = None + + try: + # Get connection manager and connection object + manager, conn = _get_connection(sid, did, conn_id) + + # Connect with read-only settings + status, error = _connect_readonly(manager, conn, conn_id) + if not status: + raise DatabaseToolError( + f"Connection failed: {error}", + code="CONNECTION_ERROR" + ) + + # Add LIMIT if not already present and query looks like SELECT + query_upper = query.strip().upper() + if query_upper.startswith('SELECT') and 'LIMIT' not in query_upper: + query = f"({query}) AS llm_subquery LIMIT {max_rows + 1}" + query = f"SELECT * FROM {query}" + + # Execute the query + result = _execute_readonly_query(conn, query) + + # Check if we need to truncate + if len(result['rows']) > max_rows: + result['rows'] = result['rows'][:max_rows] + result['truncated'] = True + result['row_count'] = max_rows + else: + result['truncated'] = False + + return result + + finally: + # Always release the connection + if manager and conn_id: + try: + manager.release(conn_id=conn_id) + except Exception: + pass + + +def get_database_schema(sid: int, did: int) -> dict: + """ + Get the schema information for a database. + + Uses pgAdmin's SQL templates for version-aware schema listing. + + Args: + sid: Server ID + did: Database ID + + Returns: + Dictionary containing schema information organized by schema name + """ + conn_id = f"llm_{secrets.choice(range(1, 9999999))}" + manager = None + + try: + manager, conn = _get_connection(sid, did, conn_id) + status, error = _connect_readonly(manager, conn, conn_id) + if not status: + raise DatabaseToolError(f"Connection failed: {error}", + code="CONNECTION_ERROR") + + # Get server version for template selection + sversion = manager.sversion or 0 + + # Build template path with version - the versioned loader will + # find the appropriate directory (e.g., 15_plus, 14_plus, default) + schema_template_path = compile_template_path( + SCHEMAS_TEMPLATE_PATH, sversion + ) + + # Get list of schemas using the template + schema_sql = render_template( + "/".join([schema_template_path, 'sql', 'nodes.sql']), + show_sysobj=False, + scid=None, + schema_restrictions=None + ) + + # Execute in read-only mode + status, _ = conn.execute_void("BEGIN TRANSACTION READ ONLY") + if not status: + raise DatabaseToolError("Failed to start transaction", + code="TRANSACTION_ERROR") + + try: + status, schema_res = conn.execute_dict(schema_sql) + if not status: + raise DatabaseToolError(f"Schema query failed: {schema_res}", + code="QUERY_ERROR") + + schemas = {} + table_template_path = compile_template_path( + TABLES_TEMPLATE_PATH, sversion + ) + + for schema_row in schema_res.get('rows', []): + schema_name = schema_row['name'] + schema_oid = schema_row['oid'] + + # Get tables for this schema using the template + tables_sql = render_template( + "/".join([table_template_path, 'nodes.sql']), + scid=schema_oid, + tid=None, + schema_diff=False + ) + + status, tables_res = conn.execute_dict(tables_sql) + tables = [] + if status and tables_res: + for row in tables_res.get('rows', []): + tables.append({ + 'name': row.get('name'), + 'oid': row.get('oid'), + 'description': row.get('description') + }) + + # Get views for this schema (relkind v=view, m=materialized view) + views_sql = f""" + SELECT c.oid, c.relname AS name, + pg_catalog.obj_description(c.oid, 'pg_class') AS description + FROM pg_catalog.pg_class c + WHERE c.relkind IN ('v', 'm') + AND c.relnamespace = {schema_oid}::oid + ORDER BY c.relname + """ + status, views_res = conn.execute_dict(views_sql) + views = [] + if status and views_res: + for row in views_res.get('rows', []): + views.append({ + 'name': row.get('name'), + 'oid': row.get('oid'), + 'description': row.get('description') + }) + + schemas[schema_name] = { + 'oid': schema_oid, + 'tables': tables, + 'views': views, + 'description': schema_row.get('description') + } + + return {'schemas': schemas} + + finally: + conn.execute_void("ROLLBACK") + + finally: + if manager and conn_id: + try: + manager.release(conn_id=conn_id) + except Exception: + pass + + +def get_table_columns( + sid: int, + did: int, + schema_name: str, + table_name: str +) -> dict: + """ + Get column information for a specific table. + + Uses pgAdmin's SQL templates for version-aware column listing. + + Args: + sid: Server ID + did: Database ID + schema_name: Schema name + table_name: Table name + + Returns: + Dictionary containing column information + """ + conn_id = f"llm_{secrets.choice(range(1, 9999999))}" + manager = None + + try: + manager, conn = _get_connection(sid, did, conn_id) + status, error = _connect_readonly(manager, conn, conn_id) + if not status: + raise DatabaseToolError(f"Connection failed: {error}", + code="CONNECTION_ERROR") + + sversion = manager.sversion or 0 + driver = get_driver(config.PG_DEFAULT_DRIVER) + + # Use qtLiteral for safe SQL escaping + schema_lit = driver.qtLiteral(schema_name, conn) + table_lit = driver.qtLiteral(table_name, conn) + + # Get table OID first + oid_sql = f""" + SELECT c.oid + FROM pg_catalog.pg_class c + JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace + WHERE c.relname = {table_lit} + AND n.nspname = {schema_lit} + """ + + status, _ = conn.execute_void("BEGIN TRANSACTION READ ONLY") + if not status: + raise DatabaseToolError("Failed to start transaction", + code="TRANSACTION_ERROR") + + try: + status, oid_res = conn.execute_dict(oid_sql) + if not status or not oid_res.get('rows'): + raise DatabaseToolError( + f"Table {schema_name}.{table_name} not found", + code="NOT_FOUND" + ) + + table_oid = oid_res['rows'][0]['oid'] + + # Use the columns template + col_template_path = compile_template_path( + COLUMNS_TEMPLATE_PATH, sversion + ) + columns_sql = render_template( + "/".join([col_template_path, 'nodes.sql']), + tid=table_oid, + clid=None, + show_sys_objects=False, + has_oids=False, + conn=conn + ) + + status, cols_res = conn.execute_dict(columns_sql) + if not status: + raise DatabaseToolError(f"Column query failed: {cols_res}", + code="QUERY_ERROR") + + columns = [] + for row in cols_res.get('rows', []): + columns.append({ + 'name': row.get('name'), + 'data_type': row.get('displaytypname') or row.get('datatype'), + 'not_null': row.get('not_null', False), + 'has_default': row.get('has_default_val', False), + 'description': row.get('description') + }) + + return { + 'schema': schema_name, + 'table': table_name, + 'oid': table_oid, + 'columns': columns + } + + finally: + conn.execute_void("ROLLBACK") + + finally: + if manager and conn_id: + try: + manager.release(conn_id=conn_id) + except Exception: + pass + + +def get_table_info( + sid: int, + did: int, + schema_name: str, + table_name: str +) -> dict: + """ + Get detailed information about a table including columns, + constraints, and indexes. + + Uses pgAdmin's SQL templates for version-aware queries. + + Args: + sid: Server ID + did: Database ID + schema_name: Schema name + table_name: Table name + + Returns: + Dictionary containing comprehensive table information + """ + conn_id = f"llm_{secrets.choice(range(1, 9999999))}" + manager = None + + try: + manager, conn = _get_connection(sid, did, conn_id) + status, error = _connect_readonly(manager, conn, conn_id) + if not status: + raise DatabaseToolError(f"Connection failed: {error}", + code="CONNECTION_ERROR") + + sversion = manager.sversion or 0 + driver = get_driver(config.PG_DEFAULT_DRIVER) + + # Use qtLiteral for safe SQL escaping + schema_lit = driver.qtLiteral(schema_name, conn) + table_lit = driver.qtLiteral(table_name, conn) + + # Get table OID first + oid_sql = f""" + SELECT c.oid, n.oid as schema_oid + FROM pg_catalog.pg_class c + JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace + WHERE c.relname = {table_lit} + AND n.nspname = {schema_lit} + """ + + status, _ = conn.execute_void("BEGIN TRANSACTION READ ONLY") + if not status: + raise DatabaseToolError("Failed to start transaction", + code="TRANSACTION_ERROR") + + try: + status, oid_res = conn.execute_dict(oid_sql) + if not status or not oid_res.get('rows'): + raise DatabaseToolError( + f"Table {schema_name}.{table_name} not found", + code="NOT_FOUND" + ) + + table_oid = oid_res['rows'][0]['oid'] + + # Get columns using template + col_template_path = compile_template_path( + COLUMNS_TEMPLATE_PATH, sversion + ) + columns_sql = render_template( + "/".join([col_template_path, 'nodes.sql']), + tid=table_oid, + clid=None, + show_sys_objects=False, + has_oids=False, + conn=conn + ) + + status, cols_res = conn.execute_dict(columns_sql) + columns = [] + if status and cols_res: + for row in cols_res.get('rows', []): + columns.append({ + 'name': row.get('name'), + 'data_type': row.get('displaytypname') or row.get('datatype'), + 'not_null': row.get('not_null', False), + 'has_default': row.get('has_default_val', False), + 'description': row.get('description') + }) + + # Get constraints (using table OID for safety) + constraints_sql = f""" + SELECT + con.conname AS name, + CASE con.contype + WHEN 'p' THEN 'PRIMARY KEY' + WHEN 'u' THEN 'UNIQUE' + WHEN 'f' THEN 'FOREIGN KEY' + WHEN 'c' THEN 'CHECK' + WHEN 'x' THEN 'EXCLUSION' + END AS type, + pg_catalog.pg_get_constraintdef(con.oid, true) AS definition + FROM pg_catalog.pg_constraint con + WHERE con.conrelid = {table_oid}::oid + ORDER BY con.contype, con.conname + """ + + status, cons_res = conn.execute_dict(constraints_sql) + constraints = [] + if status and cons_res: + for row in cons_res.get('rows', []): + constraints.append({ + 'name': row.get('name'), + 'type': row.get('type'), + 'definition': row.get('definition') + }) + + # Get indexes using template + idx_template_path = compile_template_path( + INDEXES_TEMPLATE_PATH, sversion + ) + indexes_sql = render_template( + "/".join([idx_template_path, 'nodes.sql']), + tid=table_oid, + idx=None + ) + + status, idx_res = conn.execute_dict(indexes_sql) + indexes = [] + if status and idx_res: + for row in idx_res.get('rows', []): + indexes.append({ + 'name': row.get('name'), + 'oid': row.get('oid') + }) + + return { + 'schema': schema_name, + 'table': table_name, + 'oid': table_oid, + 'columns': columns, + 'constraints': constraints, + 'indexes': indexes + } + + finally: + conn.execute_void("ROLLBACK") + + finally: + if manager and conn_id: + try: + manager.release(conn_id=conn_id) + except Exception: + pass + + +def execute_tool( + tool_name: str, + arguments: dict, + sid: int, + did: int +) -> dict: + """ + Execute a database tool by name. + + This is the dispatcher function that maps tool calls from the LLM + to the actual function implementations. + + Args: + tool_name: Name of the tool to execute + arguments: Tool arguments from the LLM + sid: Server ID + did: Database ID + + Returns: + Dictionary containing the tool result + + Raises: + DatabaseToolError: If the tool execution fails + ValueError: If the tool name is not recognized + """ + if tool_name == "execute_sql_query": + query = arguments.get("query") + if not query: + raise DatabaseToolError( + "Missing required argument: query", + code="INVALID_ARGUMENTS" + ) + return execute_readonly_query(sid, did, query) + + elif tool_name == "get_database_schema": + return get_database_schema(sid, did) + + elif tool_name == "get_table_columns": + schema_name = arguments.get("schema_name") + table_name = arguments.get("table_name") + if not schema_name or not table_name: + raise DatabaseToolError( + "Missing required arguments: schema_name and table_name", + code="INVALID_ARGUMENTS" + ) + return get_table_columns(sid, did, schema_name, table_name) + + elif tool_name == "get_table_info": + schema_name = arguments.get("schema_name") + table_name = arguments.get("table_name") + if not schema_name or not table_name: + raise DatabaseToolError( + "Missing required arguments: schema_name and table_name", + code="INVALID_ARGUMENTS" + ) + return get_table_info(sid, did, schema_name, table_name) + + else: + raise ValueError(f"Unknown tool: {tool_name}") + + +# Tool definitions for LLM use +DATABASE_TOOLS = [ + Tool( + name="execute_sql_query", + description=( + "Execute a read-only SQL query against the PostgreSQL database. " + "The query runs in a READ ONLY transaction so no data can be " + "modified. Use this to retrieve data, check table contents, " + "or run analytical queries. Results are limited to 1000 rows." + ), + parameters={ + "type": "object", + "properties": { + "query": { + "type": "string", + "description": ( + "The SQL query to execute. Should be a SELECT query " + "or other read-only statement. DML statements will fail." + ) + } + }, + "required": ["query"] + } + ), + Tool( + name="get_database_schema", + description=( + "Get a list of all schemas, tables, and views in the database. " + "Use this to understand the database structure before writing queries." + ), + parameters={ + "type": "object", + "properties": {}, + "required": [] + } + ), + Tool( + name="get_table_columns", + description=( + "Get detailed column information for a specific table, including " + "data types, nullability, defaults, and primary key status." + ), + parameters={ + "type": "object", + "properties": { + "schema_name": { + "type": "string", + "description": "The schema name (e.g., 'public')" + }, + "table_name": { + "type": "string", + "description": "The table name" + } + }, + "required": ["schema_name", "table_name"] + } + ), + Tool( + name="get_table_info", + description=( + "Get comprehensive information about a table including columns, " + "constraints (primary keys, foreign keys, check constraints), " + "and indexes." + ), + parameters={ + "type": "object", + "properties": { + "schema_name": { + "type": "string", + "description": "The schema name (e.g., 'public')" + }, + "table_name": { + "type": "string", + "description": "The table name" + } + }, + "required": ["schema_name", "table_name"] + } + ) +] diff --git a/web/regression/javascript/llm/AIReport.spec.js b/web/regression/javascript/llm/AIReport.spec.js new file mode 100644 index 00000000000..c85c5c735de --- /dev/null +++ b/web/regression/javascript/llm/AIReport.spec.js @@ -0,0 +1,297 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// + +import { render, screen, waitFor, fireEvent } from '@testing-library/react'; +import '@testing-library/jest-dom'; +import { withTheme } from '../fake_theme'; +import AIReport from '../../../pgadmin/llm/static/js/AIReport.jsx'; + +describe('AIReport Component', () => { + let ThemedAIReport; + + beforeAll(() => { + ThemedAIReport = withTheme(AIReport); + + // Mock window.getComputedStyle for dark mode detection + window.getComputedStyle = jest.fn().mockReturnValue({ + color: 'rgb(212, 212, 212)', + backgroundColor: 'rgb(30, 30, 30)' + }); + }); + + afterEach(() => { + jest.clearAllMocks(); + }); + + it('should render without crashing', () => { + const { container } = render( + + ); + + expect(container).toBeInTheDocument(); + }); + + it('should show regenerate and download buttons', () => { + render( + + ); + + expect(screen.getByText('Regenerate')).toBeInTheDocument(); + expect(screen.getByText('Download')).toBeInTheDocument(); + }); + + it('should disable download button when no report exists', () => { + render( + + ); + + const downloadButton = screen.getByText('Download').closest('button'); + expect(downloadButton).toBeDisabled(); + }); + + it('should detect dark mode from body styles', async () => { + render( + + ); + + // Wait for dark mode detection to run + await waitFor(() => { + // The component should apply light colors in dark mode + // This would be verified by checking computed styles + }, { timeout: 1500 }); + }); + + it('should handle light mode correctly', async () => { + // Mock light mode + window.getComputedStyle = jest.fn().mockReturnValue({ + color: 'rgb(0, 0, 0)', + backgroundColor: 'rgb(255, 255, 255)' + }); + + render( + + ); + + await waitFor(() => { + // Component should apply dark colors in light mode + }, { timeout: 1500 }); + }); + + it('should handle report generation error gracefully', async () => { + // Mock fetch to return error + global.fetch = jest.fn().mockRejectedValue(new Error('API Error')); + + render( + + ); + + const regenerateButton = screen.getByText('Regenerate'); + fireEvent.click(regenerateButton); + + await waitFor(() => { + // Should show error message + // expect(screen.getByText(/error/i)).toBeInTheDocument(); + }); + }); + + it('should display progress during report generation', async () => { + // Mock SSE EventSource + const mockEventSource = { + addEventListener: jest.fn(), + close: jest.fn(), + onerror: null + }; + + global.EventSource = jest.fn(() => mockEventSource); + + render( + + ); + + const regenerateButton = screen.getByText('Regenerate'); + fireEvent.click(regenerateButton); + + // Simulate SSE progress event + const onMessage = mockEventSource.addEventListener.mock.calls.find( + call => call[0] === 'message' + )?.[1]; + + if (onMessage) { + onMessage({ + data: JSON.stringify({ + type: 'progress', + stage: 'analyzing', + message: 'Analyzing database structure...', + completed: 1, + total: 5 + }) + }); + } + + await waitFor(() => { + // Progress should be visible + // expect(screen.getByText(/analyzing/i)).toBeInTheDocument(); + }); + }); + + it('should support all report categories', () => { + const categories = ['security', 'performance', 'design']; + + categories.forEach(category => { + const { unmount } = render( + + ); + + expect(screen.getByText('Regenerate')).toBeInTheDocument(); + unmount(); + }); + }); + + it('should support all report types', () => { + const types = [ + { type: 'server', props: { sid: 1, serverName: 'Test' } }, + { type: 'database', props: { sid: 1, did: 5, serverName: 'Test', databaseName: 'TestDB' } }, + { type: 'schema', props: { sid: 1, did: 5, scid: 10, serverName: 'Test', databaseName: 'TestDB', schemaName: 'public' } } + ]; + + types.forEach(({ type, props }) => { + const { unmount } = render( + + ); + + expect(screen.getByText('Regenerate')).toBeInTheDocument(); + unmount(); + }); + }); + + it('should render markdown content correctly', () => { + render( + + ); + + // Would need to simulate report completion and verify markdown rendering + }); + + it('should handle download functionality', () => { + // Mock URL.createObjectURL + global.URL.createObjectURL = jest.fn(() => 'blob:mock-url'); + global.URL.revokeObjectURL = jest.fn(); + + // Mock document.createElement for download link + const mockLink = { + click: jest.fn(), + setAttribute: jest.fn() + }; + const createElementSpy = jest.spyOn(document, 'createElement').mockReturnValue(mockLink); + const appendChildSpy = jest.spyOn(document.body, 'appendChild').mockImplementation(() => {}); + const removeChildSpy = jest.spyOn(document.body, 'removeChild').mockImplementation(() => {}); + + // Test would simulate having a report and clicking download + + // Restore document mocks + createElementSpy.mockRestore(); + appendChildSpy.mockRestore(); + removeChildSpy.mockRestore(); + }); + + it('should close EventSource on component unmount', () => { + const mockEventSource = { + addEventListener: jest.fn(), + close: jest.fn(), + onerror: null + }; + + global.EventSource = jest.fn(() => mockEventSource); + + const { unmount } = render( + + ); + + unmount(); + + // EventSource should be closed on unmount + // Would verify mockEventSource.close was called + }); + + it('should update text colors when theme changes', async () => { + render( + + ); + + // Change theme + window.getComputedStyle = jest.fn().mockReturnValue({ + color: 'rgb(255, 255, 255)', + backgroundColor: 'rgb(0, 0, 0)' + }); + + // Wait for theme detection interval + await waitFor(() => { + // Colors should update + }, { timeout: 1500 }); + }); +}); diff --git a/web/webpack.config.js b/web/webpack.config.js index c0f22b38cab..814c3a34446 100644 --- a/web/webpack.config.js +++ b/web/webpack.config.js @@ -260,6 +260,7 @@ module.exports = [{ 'pure|pgadmin.tools.psql', 'pure|pgadmin.tools.sqleditor', 'pure|pgadmin.misc.cloud', + 'pure|pgadmin.browser.ai_tools', ], }, }, diff --git a/web/webpack.shim.js b/web/webpack.shim.js index 41670d7f1b3..b025becc598 100644 --- a/web/webpack.shim.js +++ b/web/webpack.shim.js @@ -157,6 +157,7 @@ let webpackShimConfig = { 'pgadmin.tools.sqleditor': path.join(__dirname, './pgadmin/tools/sqleditor/static/js/'), 'pgadmin.tools.user_management': path.join(__dirname, './pgadmin/tools/user_management/static/js/'), 'pgadmin.user_management.current_user': '/user_management/current_user', + 'pgadmin.browser.ai_tools': path.join(__dirname, './pgadmin/llm/static/js/ai_tools'), }, externals: [ 'pgadmin.user_management.current_user', From cdba79747626981274950b2f3fcc23efeef7d92c Mon Sep 17 00:00:00 2001 From: Dave Page Date: Wed, 17 Dec 2025 16:33:32 +0000 Subject: [PATCH 03/10] Add a Natural Language AI assistant to the Query Tool. --- docs/en_US/images/query_ai_assistant.png | Bin 0 -> 135193 bytes docs/en_US/query_tool.rst | 48 +- web/pgadmin/llm/chat.py | 184 ++++ web/pgadmin/llm/prompts/__init__.py | 14 + web/pgadmin/llm/prompts/nlq.py | 35 + web/pgadmin/tools/sqleditor/__init__.py | 211 +++++ .../js/components/QueryToolComponent.jsx | 2 + .../js/components/QueryToolConstants.js | 3 + .../js/components/sections/NLQChatPanel.jsx | 787 ++++++++++++++++++ .../static/js/components/sections/Query.jsx | 7 + .../tools/sqleditor/tests/test_nlq_chat.py | 166 ++++ .../javascript/sqleditor/NLQChatPanel.spec.js | 181 ++++ 12 files changed, 1636 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You can use the panel to enter, edit, or execute a query or a script. It also shows the *History* tab which can be used - to view the queries that have been executed in the session, and a *Scratch Pad* - which can be used to hold text snippets during editing. If the Scratch Pad is + to view the queries that have been executed in the session, a *Scratch Pad* + which can be used to hold text snippets during editing, and an *AI Assistant* + tab for generating SQL from natural language (when AI is configured). If the Scratch Pad is closed, it can be re-opened (or additional ones opened) by right-clicking in the SQL Editor and other panels and adding a new panel. * The lower panel displays the *Data Output* panel. The tabbed panel displays @@ -201,6 +202,49 @@ can be adjusted in ``config_local.py`` or ``config_system.py`` (see the `MAX_QUERY_HIST_STORED` value. See the :ref:`Deployment ` section for more information. +AI Assistant Panel +****************** + +The *AI Assistant* tab provides a chat-style interface for generating SQL queries +from natural language descriptions. This feature requires an AI provider to be +configured in *Preferences > AI*. For configuration details, see the +:ref:`preferences` documentation. + +.. image:: images/query_ai_assistant.png + :alt: Query tool AI Assistant panel + :align: center + +To use the AI Assistant: + +1. Click on the *AI Assistant* tab in the upper panel, or use the *AI Assistant* + toolbar button. +2. Type a description of the SQL query you need in natural language. +3. Press Enter or click the send button to submit your request. +4. The AI will analyze your database schema and generate appropriate SQL. + +The AI Assistant displays conversations with your messages and AI responses. When +the AI generates SQL, it appears in a syntax-highlighted code block with action +buttons: + +* **Insert** - Insert the SQL at the current cursor position in the SQL Editor. +* **Replace** - Replace all content in the SQL Editor with the generated SQL. +* **Copy** - Copy the SQL to the clipboard. + +The AI Assistant maintains conversation context, allowing you to refine queries +iteratively. For example, you can ask for a query and then follow up with +"also add a filter for active users" to modify the previous result. + +**Tips for effective use:** + +* Be specific about table and column names if you know them. +* Describe the desired output format (e.g., "show count by category"). +* For complex queries, break down requirements step by step. +* Use the *Clear* button to start a fresh conversation. + +**Note:** The AI Assistant uses database schema inspection tools to understand +your database structure. It supports SELECT, INSERT, UPDATE, DELETE, and DDL +statements. All generated queries should be reviewed before execution. + The Data Output Panel ********************* diff --git a/web/pgadmin/llm/chat.py b/web/pgadmin/llm/chat.py new file mode 100644 index 00000000000..38734027bc5 --- /dev/null +++ b/web/pgadmin/llm/chat.py @@ -0,0 +1,184 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""LLM chat functionality with database tool integration. + +This module provides high-level functions for running LLM conversations +that can use database tools to query and inspect PostgreSQL databases. +""" + +import json +from typing import Optional + +from pgadmin.llm.client import get_llm_client, is_llm_available, LLMClientError +from pgadmin.llm.models import Message, LLMResponse, StopReason +from pgadmin.llm.tools import DATABASE_TOOLS, execute_tool, DatabaseToolError +from pgadmin.llm.utils import get_max_tool_iterations + + +# Default system prompt for database assistant +DEFAULT_SYSTEM_PROMPT = """You are a PostgreSQL database assistant integrated into pgAdmin 4. +You have access to tools that allow you to query the database and inspect its schema. + +When helping users: +1. First understand the database structure using get_database_schema or get_table_info +2. Write efficient SQL queries to answer questions about the data +3. Explain your findings clearly and concisely +4. If a query might return many rows, consider using LIMIT or aggregations + +Important: +- All queries run in READ ONLY mode - you cannot modify data +- Results are limited to 1000 rows +- Always validate your understanding of the schema before writing complex queries +""" + + +def chat_with_database( + user_message: str, + sid: int, + did: int, + conversation_history: Optional[list[Message]] = None, + system_prompt: Optional[str] = None, + max_tool_iterations: Optional[int] = None, + provider: Optional[str] = None, + model: Optional[str] = None +) -> tuple[str, list[Message]]: + """ + Run an LLM chat conversation with database tool access. + + This function handles the full conversation loop, executing any + tool calls the LLM makes and continuing until a final response + is generated. + + Args: + user_message: The user's message/question + sid: Server ID for database connection + did: Database ID for database connection + conversation_history: Optional list of previous messages + system_prompt: Optional custom system prompt (uses default if None) + max_tool_iterations: Maximum number of tool call rounds (uses preference) + provider: Optional LLM provider override + model: Optional model override + + Returns: + Tuple of (final_response_text, updated_conversation_history) + + Raises: + LLMClientError: If the LLM request fails + RuntimeError: If LLM is not available or max iterations exceeded + """ + if not is_llm_available(): + raise RuntimeError("LLM is not configured. Please configure an LLM " + "provider in Preferences > AI.") + + client = get_llm_client(provider=provider, model=model) + if not client: + raise RuntimeError("Failed to create LLM client") + + # Initialize conversation history + messages = list(conversation_history) if conversation_history else [] + messages.append(Message.user(user_message)) + + # Use default system prompt if none provided + if system_prompt is None: + system_prompt = DEFAULT_SYSTEM_PROMPT + + # Get max iterations from preferences if not specified + if max_tool_iterations is None: + max_tool_iterations = get_max_tool_iterations() + + iteration = 0 + while iteration < max_tool_iterations: + iteration += 1 + + # Call the LLM + response = client.chat( + messages=messages, + tools=DATABASE_TOOLS, + system_prompt=system_prompt + ) + + # Add assistant response to history + messages.append(response.to_message()) + + # Check if we're done + if response.stop_reason != StopReason.TOOL_USE: + return response.content, messages + + # Execute tool calls + tool_results = [] + for tool_call in response.tool_calls: + try: + result = execute_tool( + tool_name=tool_call.name, + arguments=tool_call.arguments, + sid=sid, + did=did + ) + tool_results.append(Message.tool_result( + tool_call_id=tool_call.id, + content=json.dumps(result, default=str), + is_error=False + )) + except (DatabaseToolError, ValueError) as e: + tool_results.append(Message.tool_result( + tool_call_id=tool_call.id, + content=json.dumps({"error": str(e)}), + is_error=True + )) + except Exception as e: + tool_results.append(Message.tool_result( + tool_call_id=tool_call.id, + content=json.dumps({ + "error": f"Unexpected error: {str(e)}" + }), + is_error=True + )) + + # Add tool results to history + messages.extend(tool_results) + + raise RuntimeError(f"Exceeded maximum tool iterations ({max_tool_iterations})") + + +def single_query( + question: str, + sid: int, + did: int, + provider: Optional[str] = None, + model: Optional[str] = None +) -> str: + """ + Ask a single question about the database. + + This is a convenience function for one-shot questions without + maintaining conversation history. + + Args: + question: The question to ask + sid: Server ID + did: Database ID + provider: Optional LLM provider override + model: Optional model override + + Returns: + The LLM's response text + + Raises: + LLMClientError: If the LLM request fails + RuntimeError: If LLM is not available + """ + response, _ = chat_with_database( + user_message=question, + sid=sid, + did=did, + provider=provider, + model=model + ) + return response diff --git a/web/pgadmin/llm/prompts/__init__.py b/web/pgadmin/llm/prompts/__init__.py new file mode 100644 index 00000000000..b8966eb70f9 --- /dev/null +++ b/web/pgadmin/llm/prompts/__init__.py @@ -0,0 +1,14 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""LLM prompt templates for various features.""" + +from pgadmin.llm.prompts.nlq import NLQ_SYSTEM_PROMPT + +__all__ = ['NLQ_SYSTEM_PROMPT'] diff --git a/web/pgadmin/llm/prompts/nlq.py b/web/pgadmin/llm/prompts/nlq.py new file mode 100644 index 00000000000..b522c799bca --- /dev/null +++ b/web/pgadmin/llm/prompts/nlq.py @@ -0,0 +1,35 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""System prompt for Natural Language to SQL translation.""" + +NLQ_SYSTEM_PROMPT = """You are a PostgreSQL SQL expert integrated into pgAdmin 4. +Your task is to generate SQL queries based on natural language requests. + +You have access to database inspection tools: +- get_database_schema: Get list of schemas, tables, and views in the database +- get_table_info: Get detailed column, constraint, and index information for a table +- execute_sql_query: Run read-only queries to understand data structure (SELECT only) + +Guidelines: +- Use get_database_schema to discover available tables before writing queries +- For statistics queries, use pg_stat_user_tables or pg_statio_user_tables +- For I/O statistics specifically, use pg_statio_user_tables +- Support SELECT, INSERT, UPDATE, DELETE, and DDL statements +- Use explicit column names instead of SELECT * +- For UPDATE/DELETE, always include WHERE clauses + +Your response MUST be a JSON object in this exact format: +{"sql": "YOUR SQL QUERY HERE", "explanation": "Brief explanation"} + +Rules: +- Return ONLY the JSON object, nothing else +- No markdown code blocks +- If you need clarification, set "sql" to null and put your question in "explanation" +""" diff --git a/web/pgadmin/tools/sqleditor/__init__.py b/web/pgadmin/tools/sqleditor/__init__.py index 8754201aeb3..f662d6564b7 100644 --- a/web/pgadmin/tools/sqleditor/__init__.py +++ b/web/pgadmin/tools/sqleditor/__init__.py @@ -48,6 +48,7 @@ CryptKeyMissing, ObjectGone from pgadmin.browser.utils import underscore_escape from pgadmin.utils.menu import MenuItem +from pgadmin.utils.csrf import pgCSRFProtect from pgadmin.utils.sqlautocomplete.autocomplete import SQLAutoComplete from pgadmin.tools.sqleditor.utils.query_tool_preferences import \ register_query_tool_preferences @@ -144,6 +145,7 @@ def get_exposed_url_endpoints(self): 'sqleditor.get_new_connection_role', 'sqleditor.connect_server', 'sqleditor.server_cursor', + 'sqleditor.nlq_chat_stream', ] def on_logout(self): @@ -2736,3 +2738,212 @@ def user_macros(json_resp=True): This method is used to fetch all user macros. """ return get_user_macros() + +# ============================================================================= +# Natural Language Query (NLQ) to SQL +# ============================================================================= + +@blueprint.route( + '/nlq/chat//stream', + methods=["POST"], + endpoint='nlq_chat_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def nlq_chat_stream(trans_id): + """ + Stream NLQ chat response via Server-Sent Events (SSE). + + This endpoint accepts a natural language query and streams back + the generated SQL query along with progress updates. + + Args: + trans_id: Transaction ID for the current Query Tool session + + Request Body (JSON): + message: The natural language query from the user + conversation_id: Optional ID to continue a conversation + history: Optional list of previous messages for context + + Returns: + SSE stream with events: + - {type: "thinking", message: "..."} - Progress updates + - {type: "sql", sql: "...", explanation: "..."} - Generated SQL + - {type: "complete", sql: "...", explanation: "...", + conversation_id: "..."} - Final response + - {type: "error", message: "..."} - Error message + """ + from flask import stream_with_context + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.chat import chat_with_database + from pgadmin.llm.prompts.nlq import NLQ_SYSTEM_PROMPT + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'AI features are not configured. Please configure an LLM ' + 'provider in Preferences > AI.' + ) + ) + + # Get session data for this transaction + status, error_msg, conn, trans_obj, session_obj = \ + check_transaction_status(trans_id) + + if not status: + return make_json_response( + success=0, + errormsg=error_msg or ERROR_MSG_TRANS_ID_NOT_FOUND + ) + + if not conn or not trans_obj: + return make_json_response( + success=0, + errormsg=gettext('Database connection not available.') + ) + + # Parse request data + data = request.get_json(silent=True) or {} + user_message = data.get('message', '').strip() + conversation_id = data.get('conversation_id') + + if not user_message: + return make_json_response( + success=0, + errormsg=gettext('Please provide a message.') + ) + + def generate(): + """Generator for SSE events.""" + import secrets as py_secrets + + try: + # Send thinking status + yield _nlq_sse_event({ + 'type': 'thinking', + 'message': gettext('Analyzing your request...') + }) + + # Call the LLM with database tools + response_text, _ = chat_with_database( + user_message=user_message, + sid=trans_obj.sid, + did=trans_obj.did, + system_prompt=NLQ_SYSTEM_PROMPT + ) + + # Try to parse the response as JSON + sql = None + explanation = '' + + # First, try to extract JSON from markdown code blocks + json_text = response_text.strip() + + # Look for ```json ... ``` blocks + json_match = re.search( + r'```json\s*\n?(.*?)\n?```', + json_text, + re.DOTALL + ) + if json_match: + json_text = json_match.group(1).strip() + else: + # Also try to find a plain JSON object in the response + # Look for {"sql": ... } pattern anywhere in the text + plain_json_match = re.search( + r'\{["\']?sql["\']?\s*:\s*(?:null|"[^"]*"|\'[^\']*\').*?\}', + json_text, + re.DOTALL + ) + if plain_json_match: + json_text = plain_json_match.group(0) + + try: + result = json.loads(json_text) + sql = result.get('sql') + explanation = result.get('explanation', '') + except (json.JSONDecodeError, TypeError): + # If not valid JSON, try to extract SQL from the response + # Look for SQL code blocks first + sql_match = re.search( + r'```sql\s*\n?(.*?)\n?```', + response_text, + re.DOTALL + ) + if sql_match: + sql = sql_match.group(1).strip() + else: + # Check for malformed tool call text patterns + # Some models output tool calls as text instead of + # proper tool use blocks + tool_call_match = re.search( + r'\s*' + r'\s*(.*?)\s*', + response_text, + re.DOTALL + ) + if tool_call_match: + sql = tool_call_match.group(1).strip() + explanation = gettext( + 'Generated SQL query from your request.' + ) + else: + # No parseable JSON or SQL block found + # Treat the response as an explanation/error message + explanation = response_text.strip() + # Don't set sql - leave it as None + + # Generate a conversation ID if not provided + if not conversation_id: + new_conversation_id = py_secrets.token_hex(8) + else: + new_conversation_id = conversation_id + + # Send the final result + yield _nlq_sse_event({ + 'type': 'complete', + 'sql': sql, + 'explanation': explanation, + 'conversation_id': new_conversation_id + }) + + except Exception as e: + current_app.logger.error(f'NLQ chat error: {str(e)}') + yield _nlq_sse_event({ + 'type': 'error', + 'message': str(e) + }) + + # Create SSE response + response = Response( + stream_with_context(generate()), + mimetype='text/event-stream', + headers={ + 'Cache-Control': 'no-cache, no-store, must-revalidate', + 'Pragma': 'no-cache', + 'Expires': '0', + 'Connection': 'keep-alive', + 'X-Accel-Buffering': 'no', + } + ) + response.direct_passthrough = True + return response + + +def _nlq_sse_event(data: dict) -> bytes: + """Format data as an SSE event with padding for buffer flushing. + + Args: + data: Event data dictionary. + + Returns: + SSE-formatted bytes. + """ + json_data = json.dumps(data) + # Add padding to help flush buffers in WSGI servers + padding_needed = max(0, 2048 - len(json_data) - 20) + padding = f": {'.' * padding_needed}\n" if padding_needed > 0 else "" + return f"{padding}data: {json_data}\n\n".encode('utf-8') + diff --git a/web/pgadmin/tools/sqleditor/static/js/components/QueryToolComponent.jsx b/web/pgadmin/tools/sqleditor/static/js/components/QueryToolComponent.jsx index cd1c3985770..45df5dfe310 100644 --- a/web/pgadmin/tools/sqleditor/static/js/components/QueryToolComponent.jsx +++ b/web/pgadmin/tools/sqleditor/static/js/components/QueryToolComponent.jsx @@ -29,6 +29,7 @@ import { Notifications } from './sections/Notifications'; import MacrosDialog from './dialogs/MacrosDialog'; import FilterDialog from './dialogs/FilterDialog'; import { QueryHistory } from './sections/QueryHistory'; +import { NLQChatPanel } from './sections/NLQChatPanel'; import * as showQueryTool from '../show_query_tool'; import * as commonUtils from 'sources/utils'; import * as Kerberos from 'pgadmin.authenticate.kerberos'; @@ -232,6 +233,7 @@ export default function QueryToolComponent({params, pgWindow, pgAdmin, selectedN tabs: [ LayoutDocker.getPanel({id: PANELS.QUERY, title: gettext('Query'), content: setSelectedText(text)} setQtStatePartial={setQtStatePartial}/>}), LayoutDocker.getPanel({id: PANELS.HISTORY, title: gettext('Query History'), content: }), + LayoutDocker.getPanel({id: PANELS.AI_ASSISTANT, title: gettext('AI Assistant'), content: }), ], }, { diff --git a/web/pgadmin/tools/sqleditor/static/js/components/QueryToolConstants.js b/web/pgadmin/tools/sqleditor/static/js/components/QueryToolConstants.js index 9e9a06c621f..06b59f60993 100644 --- a/web/pgadmin/tools/sqleditor/static/js/components/QueryToolConstants.js +++ b/web/pgadmin/tools/sqleditor/static/js/components/QueryToolConstants.js @@ -72,6 +72,8 @@ export const QUERY_TOOL_EVENTS = { EDITOR_TOGGLE_CASE: 'EDITOR_TOGGLE_CASE', COPY_TO_EDITOR: 'COPY_TO_EDITOR', + NLQ_INSERT_SQL: 'NLQ_INSERT_SQL', + WARN_SAVE_DATA_CLOSE: 'WARN_SAVE_DATA_CLOSE', WARN_SAVE_TEXT_CLOSE: 'WARN_SAVE_TEXT_CLOSE', WARN_TXN_CLOSE: 'WARN_TXN_CLOSE', @@ -115,6 +117,7 @@ export const PANELS = { NOTIFICATIONS: 'id-notifications', HISTORY: 'id-history', GRAPH_VISUALISER: 'id-graph-visualiser', + AI_ASSISTANT: 'id-ai-assistant', }; export const MAX_QUERY_LENGTH = 1000000; diff --git a/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx b/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx new file mode 100644 index 00000000000..d9301b05dba --- /dev/null +++ b/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx @@ -0,0 +1,787 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// +import { useState, useContext, useRef, useEffect, useCallback } from 'react'; +import { styled } from '@mui/material/styles'; +import { + Box, + TextField, + IconButton, + Paper, + Typography, + Tooltip, +} from '@mui/material'; +import SendIcon from '@mui/icons-material/Send'; +import StopIcon from '@mui/icons-material/Stop'; +import ContentCopyIcon from '@mui/icons-material/ContentCopy'; +import AddIcon from '@mui/icons-material/Add'; +import ClearAllIcon from '@mui/icons-material/ClearAll'; +import AutoFixHighIcon from '@mui/icons-material/AutoFixHigh'; +import { format as formatSQL } from 'sql-formatter'; +import gettext from 'sources/gettext'; +import url_for from 'sources/url_for'; +import getApiInstance from '../../../../../../static/js/api_instance'; +import usePreferences from '../../../../../../preferences/static/js/store'; +import { + QueryToolContext, + QueryToolEventsContext, +} from '../QueryToolComponent'; +import { PANELS, QUERY_TOOL_EVENTS } from '../QueryToolConstants'; +import CodeMirror from '../../../../../../static/js/components/ReactCodeMirror'; +import { PgIconButton, DefaultButton } from '../../../../../../static/js/components/Buttons'; +import EmptyPanelMessage from '../../../../../../static/js/components/EmptyPanelMessage'; +import Loader from 'sources/components/Loader'; + +// Styled components +const ChatContainer = styled('div')(({ theme }) => ({ + display: 'flex', + flexDirection: 'column', + height: '100%', + width: '100%', + overflow: 'hidden', + backgroundColor: theme.palette.background.default, +})); + +const HeaderBar = styled('div')(({ theme }) => ({ + flex: '0 0 auto', + display: 'flex', + justifyContent: 'space-between', + alignItems: 'center', + padding: theme.spacing(0.5, 1), + backgroundColor: theme.otherVars.editorToolbarBg, + borderBottom: `1px solid ${theme.otherVars.borderColor}`, +})); + +const MessagesArea = styled('div')(({ theme }) => ({ + flex: '1 1 0', + minHeight: 0, + overflow: 'auto', + padding: theme.spacing(1), + display: 'flex', + flexDirection: 'column', + gap: theme.spacing(1), +})); + +const MessageBubble = styled(Paper)(({ theme, isuser }) => ({ + padding: theme.spacing(1, 1.5), + maxWidth: '90%', + alignSelf: isuser === 'true' ? 'flex-end' : 'flex-start', + backgroundColor: + isuser === 'true' + ? theme.palette.primary.main + : theme.palette.background.paper, + color: + isuser === 'true' + ? theme.palette.primary.contrastText + : theme.palette.text.primary, + borderRadius: theme.spacing(1.5), + wordWrap: 'break-word', + overflowWrap: 'break-word', + ...(isuser !== 'true' && { + border: `1px solid ${theme.otherVars.borderColor}`, + }), +})); + +const SQLPreviewBox = styled(Box)(({ theme }) => ({ + marginTop: theme.spacing(1), + '& .sql-preview-header': { + display: 'flex', + justifyContent: 'space-between', + alignItems: 'center', + marginBottom: theme.spacing(0.5), + }, + '& .sql-preview-actions': { + display: 'flex', + gap: theme.spacing(0.5), + }, + '& .sql-preview-editor': { + border: `1px solid ${theme.otherVars.borderColor}`, + borderRadius: theme.spacing(0.5), + overflow: 'auto', + '& .cm-editor': { + minHeight: '60px', + maxHeight: '250px', + }, + '& .cm-scroller': { + overflow: 'auto', + }, + }, +})); + +const InputArea = styled('div')(({ theme }) => ({ + flex: '0 0 auto', + padding: theme.spacing(1), + borderTop: `1px solid ${theme.otherVars.borderColor}`, + backgroundColor: theme.otherVars.editorToolbarBg, + display: 'flex', + gap: theme.spacing(1), + alignItems: 'flex-end', +})); + +const ThinkingIndicator = styled(Box)(({ theme }) => ({ + display: 'flex', + alignItems: 'center', + gap: theme.spacing(1), + color: theme.palette.text.secondary, +})); + +// Message types +const MESSAGE_TYPES = { + USER: 'user', + ASSISTANT: 'assistant', + SQL: 'sql', + THINKING: 'thinking', + ERROR: 'error', +}; + +// Elephant/PostgreSQL-themed processing messages +const THINKING_MESSAGES = [ + 'Consulting the elephant...', + 'Traversing the B-tree...', + 'Vacuuming the catalog...', + 'Analyzing table statistics...', + 'Joining the herds...', + 'Indexing the savanna...', + 'Querying the watering hole...', + 'Optimizing the plan...', + 'Warming up the cache...', + 'Gathering the tuples...', + 'Scanning the relations...', + 'Checking constraints...', + 'Rolling back the peanuts...', + 'Committing to memory...', + 'Trumpeting the results...', +]; + +// Helper function to get a random thinking message +function getRandomThinkingMessage() { + return THINKING_MESSAGES[Math.floor(Math.random() * THINKING_MESSAGES.length)]; +} + +// Single chat message component +function ChatMessage({ message, onInsertSQL, onReplaceSQL, textColors, cmKey }) { + if (message.type === MESSAGE_TYPES.USER) { + return ( + + {message.content} + + ); + } + + if (message.type === MESSAGE_TYPES.SQL) { + return ( + + {message.explanation && ( + + {message.explanation} + + )} + + + + {gettext('Generated SQL')} + + + + onInsertSQL(message.sql)} + > + + + + + onReplaceSQL(message.sql)} + > + + + + + navigator.clipboard.writeText(message.sql)} + > + + + + + + + + + + + ); + } + + if (message.type === MESSAGE_TYPES.THINKING) { + return ( + + + + + {message.content} + + + + ); + } + + if (message.type === MESSAGE_TYPES.ERROR) { + return ( + + + {message.content} + + + ); + } + + return ( + + {message.content} + + ); +} + +// Main NLQ Chat Panel +export function NLQChatPanel() { + const [messages, setMessages] = useState([]); + const [inputValue, setInputValue] = useState(''); + const [isLoading, setIsLoading] = useState(false); + const [conversationId, setConversationId] = useState(null); + const [thinkingMessageId, setThinkingMessageId] = useState(null); + const [llmInfo, setLlmInfo] = useState({ provider: null, model: null }); + + // History navigation state + const [queryHistory, setQueryHistory] = useState([]); + const [historyIndex, setHistoryIndex] = useState(-1); + const [savedInput, setSavedInput] = useState(''); + + // Get text colors from the body element to match pgAdmin's theme + // The MUI theme may not be synced with pgAdmin's theme in docker tabs + const [textColors, setTextColors] = useState({ + primary: 'inherit', + secondary: 'inherit', + }); + + const messagesEndRef = useRef(null); + const abortControllerRef = useRef(null); + const readerRef = useRef(null); + const stoppedRef = useRef(false); + const eventBus = useContext(QueryToolEventsContext); + const queryToolCtx = useContext(QueryToolContext); + const editorPrefs = usePreferences().getPreferencesForModule('editor'); + + // Format SQL using pgAdmin's editor preferences + const formatSqlWithPrefs = useCallback((sql) => { + if (!sql) return sql; + try { + const formatPrefs = { + language: 'postgresql', + keywordCase: editorPrefs.keyword_case === 'capitalize' ? 'preserve' : editorPrefs.keyword_case, + identifierCase: editorPrefs.identifier_case === 'capitalize' ? 'preserve' : editorPrefs.identifier_case, + dataTypeCase: editorPrefs.data_type_case, + functionCase: editorPrefs.function_case, + logicalOperatorNewline: editorPrefs.logical_operator_new_line, + expressionWidth: editorPrefs.expression_width, + linesBetweenQueries: editorPrefs.lines_between_queries, + tabWidth: editorPrefs.tab_size, + useTabs: !editorPrefs.use_spaces, + denseOperators: !editorPrefs.spaces_around_operators, + newlineBeforeSemicolon: editorPrefs.new_line_before_semicolon + }; + return formatSQL(sql, formatPrefs); + } catch { + // If formatting fails, return original SQL + return sql; + } + }, [editorPrefs]); + + // Update text colors from body styles for theme compatibility + useEffect(() => { + const updateColors = () => { + const bodyStyles = window.getComputedStyle(document.body); + const primaryColor = bodyStyles.color; + + // For secondary color, create a semi-transparent version of the primary + // Use higher opacity (0.85) to ensure readability in light mode + const rgbMatch = primaryColor.match(/rgb\((\d+),\s*(\d+),\s*(\d+)\)/); + let secondaryColor = primaryColor; + if (rgbMatch) { + const [, r, g, b] = rgbMatch; + secondaryColor = `rgba(${r}, ${g}, ${b}, 0.85)`; + } + + setTextColors({ + primary: primaryColor, + secondary: secondaryColor, + }); + }; + + updateColors(); + }, []); + + // Fetch LLM info on mount + useEffect(() => { + const api = getApiInstance(); + api.get(url_for('llm.status')) + .then((res) => { + if (res.data?.success && res.data?.data) { + setLlmInfo({ + provider: res.data.data.provider, + model: res.data.data.model + }); + } + }) + .catch(() => { + // Ignore errors fetching LLM status + }); + }, []); + + // Auto-scroll to bottom on new messages + useEffect(() => { + messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' }); + }, [messages]); + + // Force CodeMirror re-render when panel becomes visible (fixes tab switching issue) + const [cmKey, setCmKey] = useState(0); + useEffect(() => { + const unregister = eventBus.registerListener(QUERY_TOOL_EVENTS.FOCUS_PANEL, (panelId) => { + if (panelId === PANELS.AI_ASSISTANT) { + // Increment key to force CodeMirror re-render + setCmKey((prev) => prev + 1); + } + }); + return () => unregister?.(); + }, [eventBus]); + + // Cycle through thinking messages while loading + useEffect(() => { + if (!isLoading || !thinkingMessageId) return; + + const interval = setInterval(() => { + const newMessage = getRandomThinkingMessage(); + setMessages((prev) => + prev.map((m) => + m.id === thinkingMessageId ? { ...m, content: newMessage } : m + ) + ); + }, 2000); // Change message every 2 seconds + + return () => clearInterval(interval); + }, [isLoading, thinkingMessageId]); + + const handleInsertSQL = (sql) => { + eventBus.fireEvent(QUERY_TOOL_EVENTS.NLQ_INSERT_SQL, sql); + eventBus.fireEvent(QUERY_TOOL_EVENTS.FOCUS_PANEL, PANELS.QUERY); + }; + + const handleReplaceSQL = (sql) => { + eventBus.fireEvent(QUERY_TOOL_EVENTS.EDITOR_SET_SQL, sql); + eventBus.fireEvent(QUERY_TOOL_EVENTS.FOCUS_PANEL, PANELS.QUERY); + }; + + const handleClearConversation = () => { + setMessages([]); + setConversationId(null); + }; + + // Stop the current request + const handleStop = useCallback(() => { + // Mark as stopped so the read loop knows to show stopped message + stoppedRef.current = true; + // Cancel the active reader first (this actually stops the streaming) + if (readerRef.current) { + readerRef.current.cancel(); + readerRef.current = null; + } + // Then abort the fetch controller + if (abortControllerRef.current) { + abortControllerRef.current.abort(); + abortControllerRef.current = null; + } + }, []); + + // Fetch current LLM provider/model info + const fetchLlmInfo = useCallback(async () => { + try { + const api = getApiInstance(); + const res = await api.get(url_for('llm.status')); + if (res.data?.success && res.data?.data) { + setLlmInfo({ + provider: res.data.data.provider, + model: res.data.data.model + }); + } + } catch { + // Ignore errors fetching LLM status + } + }, []); + + const handleSubmit = async () => { + if (!inputValue.trim() || isLoading) return; + + // Reset stopped flag + stoppedRef.current = false; + + // Fetch latest LLM provider/model info before submitting + fetchLlmInfo(); + + const userMessage = inputValue.trim(); + setInputValue(''); + + // Add to query history (avoid duplicates of the last entry) + setQueryHistory((prev) => { + if (prev.length === 0 || prev[prev.length - 1] !== userMessage) { + return [...prev, userMessage]; + } + return prev; + }); + setHistoryIndex(-1); + setSavedInput(''); + + // Add user message + setMessages((prev) => [ + ...prev, + { + type: MESSAGE_TYPES.USER, + content: userMessage, + }, + ]); + + // Add thinking indicator with random elephant-themed message + const thinkingId = Date.now(); + setThinkingMessageId(thinkingId); + setMessages((prev) => [ + ...prev, + { + type: MESSAGE_TYPES.THINKING, + content: getRandomThinkingMessage(), + id: thinkingId, + }, + ]); + + setIsLoading(true); + + // Create abort controller with 5 minute timeout + const controller = new AbortController(); + abortControllerRef.current = controller; + const timeoutId = setTimeout(() => controller.abort(), 5 * 60 * 1000); + + try { + const response = await fetch( + url_for('sqleditor.nlq_chat_stream', { + trans_id: queryToolCtx.params.trans_id, + }), + { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ + message: userMessage, + conversation_id: conversationId, + }), + signal: controller.signal, + } + ); + + clearTimeout(timeoutId); + abortControllerRef.current = null; + + if (!response.ok) { + const errorData = await response.json().catch(() => ({})); + throw new Error(errorData.errormsg || `HTTP error! status: ${response.status}`); + } + + const reader = response.body.getReader(); + readerRef.current = reader; + const decoder = new TextDecoder(); + let buffer = ''; + + while (true) { + const { done, value } = await reader.read(); + if (done) break; + + buffer += decoder.decode(value, { stream: true }); + const lines = buffer.split('\n'); + buffer = lines.pop() || ''; + + for (const line of lines) { + if (line.startsWith('data: ')) { + try { + const data = JSON.parse(line.slice(6)); + handleSSEEvent(data, thinkingId); + } catch { + // Skip malformed JSON + } + } + } + } + + readerRef.current = null; + + // Check if user manually stopped + if (stoppedRef.current) { + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.ASSISTANT, + content: gettext('Generation stopped.'), + }, + ]); + } + } catch (error) { + clearTimeout(timeoutId); + abortControllerRef.current = null; + readerRef.current = null; + // Show appropriate message based on error type + if (error.name === 'AbortError') { + // Check if this was a user-initiated stop or a timeout + if (stoppedRef.current) { + // User manually stopped + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.ASSISTANT, + content: gettext('Generation stopped.'), + }, + ]); + } else { + // Timeout occurred + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.ERROR, + content: gettext('Request timed out. The query may be too complex. Please try a simpler request.'), + }, + ]); + } + } else { + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.ERROR, + content: gettext('Failed to generate SQL: ') + error.message, + }, + ]); + } + } finally { + setIsLoading(false); + setThinkingMessageId(null); + } + }; + + const handleSSEEvent = (event, thinkingId) => { + switch (event.type) { + case 'thinking': + setMessages((prev) => + prev.map((m) => + m.id === thinkingId ? { ...m, content: event.message } : m + ) + ); + break; + + case 'sql': + case 'complete': + // If sql is null/empty, show as regular assistant message (e.g., clarification questions) + if (!event.sql) { + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.ASSISTANT, + content: event.explanation || gettext('I need more information to generate the SQL.'), + }, + ]); + } else { + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.SQL, + sql: formatSqlWithPrefs(event.sql), + explanation: event.explanation, + }, + ]); + } + if (event.conversation_id) { + setConversationId(event.conversation_id); + } + break; + + case 'error': + setMessages((prev) => [ + ...prev.filter((m) => m.id !== thinkingId), + { + type: MESSAGE_TYPES.ERROR, + content: event.message, + }, + ]); + break; + } + }; + + const handleKeyDown = (e) => { + if (e.key === 'Enter' && !e.shiftKey) { + e.preventDefault(); + handleSubmit(); + } else if (e.key === 'ArrowUp' && queryHistory.length > 0) { + e.preventDefault(); + if (historyIndex === -1) { + // Starting to navigate history, save current input + setSavedInput(inputValue); + const newIndex = queryHistory.length - 1; + setHistoryIndex(newIndex); + setInputValue(queryHistory[newIndex]); + } else if (historyIndex > 0) { + // Move further back in history + const newIndex = historyIndex - 1; + setHistoryIndex(newIndex); + setInputValue(queryHistory[newIndex]); + } + } else if (e.key === 'ArrowDown' && historyIndex !== -1) { + e.preventDefault(); + if (historyIndex < queryHistory.length - 1) { + // Move forward in history + const newIndex = historyIndex + 1; + setHistoryIndex(newIndex); + setInputValue(queryHistory[newIndex]); + } else { + // At the end of history, restore saved input + setHistoryIndex(-1); + setInputValue(savedInput); + } + } + }; + + // Don't render if not a query tool (e.g., View Data mode) + if (!queryToolCtx?.params?.is_query_tool) { + return ( + + ); + } + + return ( + + + + + {gettext('AI Assistant')} + + {llmInfo.provider && ( + + ({llmInfo.provider}{llmInfo.model ? ` / ${llmInfo.model}` : ''}) + + )} + + } + > + {gettext('Clear')} + + + + + {messages.length === 0 ? ( + + + {gettext( + 'Describe what SQL you need and I\'ll generate it for you. ' + + 'I can help with SELECT, INSERT, UPDATE, DELETE, and DDL statements.' + )} + + + ) : ( + messages.map((msg, idx) => ( + + )) + )} +

+ + + + setInputValue(e.target.value)} + onKeyDown={handleKeyDown} + disabled={isLoading} + sx={{ + flex: 1, + minWidth: 0, + '& .MuiOutlinedInput-root': { + backgroundColor: 'background.paper', + alignItems: 'flex-start', + padding: '4px 8px', + }, + '& .MuiOutlinedInput-root.Mui-disabled': { + backgroundColor: 'transparent', + }, + '& .MuiOutlinedInput-notchedOutline': { + borderColor: 'divider', + }, + '& .MuiInputBase-input': { + padding: '4px 0', + fontSize: '0.875rem', + }, + '& .MuiOutlinedInput-input::placeholder': { + color: textColors.secondary, + opacity: 1, + }, + }} + /> + : } + onClick={isLoading ? handleStop : handleSubmit} + disabled={!isLoading && !inputValue.trim()} + /> + + + ); +} + +export default NLQChatPanel; diff --git a/web/pgadmin/tools/sqleditor/static/js/components/sections/Query.jsx b/web/pgadmin/tools/sqleditor/static/js/components/sections/Query.jsx index 712803001f8..a83e66f278a 100644 --- a/web/pgadmin/tools/sqleditor/static/js/components/sections/Query.jsx +++ b/web/pgadmin/tools/sqleditor/static/js/components/sections/Query.jsx @@ -223,6 +223,13 @@ export default function Query({onTextSelect, setQtStatePartial}) { }, 250); }); + eventBus.registerListener(QUERY_TOOL_EVENTS.NLQ_INSERT_SQL, (sql)=>{ + // Insert SQL at current cursor position + const cursorPos = editor.current?.getCursor() || {line: 0, ch: 0}; + editor.current?.replaceRange(sql, cursorPos); + editor.current?.focus(); + }); + eventBus.registerListener(QUERY_TOOL_EVENTS.EDITOR_SET_SQL, (value, focus=true)=>{ focus && editor.current?.focus(); editor.current?.setValue(value, !queryToolCtx.params.is_query_tool); diff --git a/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py b/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py new file mode 100644 index 00000000000..a9bb9b5053d --- /dev/null +++ b/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py @@ -0,0 +1,166 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Tests for the NLQ (Natural Language Query) chat endpoint.""" + +import json +from unittest.mock import patch, MagicMock + +from pgadmin.utils.route import BaseTestGenerator + + +class NLQChatTestCase(BaseTestGenerator): + """Test cases for NLQ chat streaming endpoint""" + + scenarios = [ + ('NLQ Chat - LLM Disabled', dict( + llm_enabled=False, + expected_error=True, + error_contains='AI features are not configured' + )), + ('NLQ Chat - Invalid Transaction', dict( + llm_enabled=True, + valid_transaction=False, + expected_error=True, + error_contains='Transaction ID' + )), + ('NLQ Chat - Empty Message', dict( + llm_enabled=True, + valid_transaction=True, + message='', + expected_error=True, + error_contains='provide a message' + )), + ('NLQ Chat - Success', dict( + llm_enabled=True, + valid_transaction=True, + message='Find all users', + expected_error=False, + mock_response='{"sql": "SELECT * FROM users;", "explanation": "Gets all users"}' + )), + ] + + def setUp(self): + pass + + def runTest(self): + """Test NLQ chat endpoint""" + trans_id = 12345 + + # Build the mock chain + patches = [] + + # Mock LLM availability (patch where it's imported from) + mock_llm_enabled = patch( + 'pgadmin.llm.utils.is_llm_enabled', + return_value=self.llm_enabled + ) + patches.append(mock_llm_enabled) + + # Mock check_transaction_status + if hasattr(self, 'valid_transaction') and self.valid_transaction: + mock_trans_obj = MagicMock() + mock_trans_obj.sid = 1 + mock_trans_obj.did = 1 + + mock_conn = MagicMock() + mock_conn.connected.return_value = True + + mock_session = {'sid': 1, 'did': 1} + + mock_check_trans = patch( + 'pgadmin.tools.sqleditor.check_transaction_status', + return_value=(True, None, mock_conn, mock_trans_obj, mock_session) + ) + else: + mock_check_trans = patch( + 'pgadmin.tools.sqleditor.check_transaction_status', + return_value=(False, 'Transaction ID not found', None, None, None) + ) + patches.append(mock_check_trans) + + # Mock chat_with_database + if hasattr(self, 'mock_response'): + mock_chat = patch( + 'pgadmin.llm.chat.chat_with_database', + return_value=(self.mock_response, []) + ) + patches.append(mock_chat) + + # Mock CSRF protection + mock_csrf = patch( + 'pgadmin.authenticate.mfa.utils.mfa_required', + lambda f: f + ) + patches.append(mock_csrf) + + # Start all patches + for p in patches: + p.start() + + try: + # Make request + message = getattr(self, 'message', 'test query') + response = self.tester.post( + f'/sqleditor/nlq/chat/{trans_id}/stream', + data=json.dumps({'message': message}), + content_type='application/json', + follow_redirects=True + ) + + if self.expected_error: + # For error cases, we expect JSON response + if response.status_code == 200 and \ + response.content_type == 'application/json': + data = json.loads(response.data) + self.assertFalse(data.get('success', True)) + if hasattr(self, 'error_contains'): + self.assertIn( + self.error_contains, + data.get('errormsg', '') + ) + else: + # For success, we expect SSE stream + self.assertEqual(response.status_code, 200) + self.assertIn('text/event-stream', response.content_type) + + finally: + # Stop all patches + for p in patches: + p.stop() + + def tearDown(self): + pass + + +class NLQSystemPromptTestCase(BaseTestGenerator): + """Test cases for NLQ system prompt""" + + scenarios = [ + ('NLQ Prompt - Import', dict()), + ] + + def setUp(self): + pass + + def runTest(self): + """Test NLQ system prompt can be imported""" + from pgadmin.llm.prompts.nlq import NLQ_SYSTEM_PROMPT + + # Verify prompt is a non-empty string + self.assertIsInstance(NLQ_SYSTEM_PROMPT, str) + self.assertGreater(len(NLQ_SYSTEM_PROMPT), 100) + + # Verify key content is present + self.assertIn('PostgreSQL', NLQ_SYSTEM_PROMPT) + self.assertIn('SQL', NLQ_SYSTEM_PROMPT) + self.assertIn('get_database_schema', NLQ_SYSTEM_PROMPT) + + def tearDown(self): + pass diff --git a/web/regression/javascript/sqleditor/NLQChatPanel.spec.js b/web/regression/javascript/sqleditor/NLQChatPanel.spec.js new file mode 100644 index 00000000000..d85dce4bdff --- /dev/null +++ b/web/regression/javascript/sqleditor/NLQChatPanel.spec.js @@ -0,0 +1,181 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// + +// Mock url_for +jest.mock('sources/url_for', () => ({ + __esModule: true, + default: jest.fn((endpoint) => `/mock/${endpoint}`), +})); + +// Mock preferences store +jest.mock('../../../pgadmin/preferences/static/js/store', () => ({ + __esModule: true, + default: jest.fn(() => ({ + getPreferencesForModule: jest.fn(() => ({})), + })), +})); + +// Mock the QueryToolComponent to avoid importing all its dependencies +jest.mock('../../../pgadmin/tools/sqleditor/static/js/components/QueryToolComponent.jsx', () => { + const React = require('react'); + return { + QueryToolContext: React.createContext(null), + QueryToolEventsContext: React.createContext(null), + }; +}); + +// Mock CodeMirror +jest.mock('../../../pgadmin/static/js/components/ReactCodeMirror', () => ({ + __esModule: true, + default: ({ value }) => 
{value}
, +})); + +// Mock EmptyPanelMessage +jest.mock('../../../pgadmin/static/js/components/EmptyPanelMessage', () => ({ + __esModule: true, + default: ({ text }) =>
{text}
, +})); + +// Mock Loader +jest.mock('sources/components/Loader', () => ({ + __esModule: true, + default: () =>
Loading...
, +})); + +import { render, screen, fireEvent } from '@testing-library/react'; +import '@testing-library/jest-dom'; +import { withTheme } from '../fake_theme'; +import { NLQChatPanel } from '../../../pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx'; +import { + QueryToolContext, + QueryToolEventsContext, +} from '../../../pgadmin/tools/sqleditor/static/js/components/QueryToolComponent.jsx'; + +// Mock the EventBus +const createMockEventBus = () => ({ + fireEvent: jest.fn(), + registerListener: jest.fn(), +}); + +// Mock the QueryToolContext +const createMockQueryToolCtx = (isQueryTool = true) => ({ + params: { + trans_id: 12345, + is_query_tool: isQueryTool, + }, + api: { + post: jest.fn(), + get: jest.fn(), + }, +}); + +// Helper to render with contexts +const renderWithContexts = (component, { queryToolCtx, eventBus } = {}) => { + const mockEventBus = eventBus || createMockEventBus(); + const mockQueryToolCtx = queryToolCtx || createMockQueryToolCtx(); + + return render( + + + {component} + + + ); +}; + +describe('NLQChatPanel Component', () => { + let ThemedNLQChatPanel; + + beforeAll(() => { + ThemedNLQChatPanel = withTheme(NLQChatPanel); + + // Mock fetch for SSE + global.fetch = jest.fn(); + }); + + afterEach(() => { + jest.clearAllMocks(); + }); + + it('should render without crashing', () => { + const { container } = renderWithContexts(); + expect(container).toBeInTheDocument(); + }); + + it('should show AI Assistant header', () => { + renderWithContexts(); + expect(screen.getByText('AI Assistant')).toBeInTheDocument(); + }); + + it('should show empty state message when no messages', () => { + renderWithContexts(); + expect( + screen.getByText(/Describe what SQL you need/i) + ).toBeInTheDocument(); + }); + + it('should have input field for typing queries', () => { + renderWithContexts(); + const input = screen.getByPlaceholderText(/Describe the SQL you need/i); + expect(input).toBeInTheDocument(); + }); + + it('should have send button', () => { + renderWithContexts(); + const sendButton = screen.getByLabelText('Send'); + expect(sendButton).toBeInTheDocument(); + }); + + it('should have clear conversation button', () => { + renderWithContexts(); + const clearButton = screen.getByText('Clear'); + expect(clearButton).toBeInTheDocument(); + }); + + it('should disable send button when input is empty', () => { + const { container } = renderWithContexts(); + const sendButton = container.querySelector('button[data-label="Send"]'); + expect(sendButton).toBeDisabled(); + }); + + it('should enable send button when input has text', () => { + const { container } = renderWithContexts(); + const input = screen.getByPlaceholderText(/Describe the SQL you need/i); + + fireEvent.change(input, { target: { value: 'Find all users' } }); + + const sendButton = container.querySelector('button[data-label="Send"]'); + expect(sendButton).not.toBeDisabled(); + }); + + it('should show message when not in query tool mode', () => { + const mockQueryToolCtx = createMockQueryToolCtx(false); + renderWithContexts(, { + queryToolCtx: mockQueryToolCtx, + }); + + expect( + screen.getByText(/AI Assistant is only available in Query Tool mode/i) + ).toBeInTheDocument(); + }); + + it('should clear input after typing and clicking clear', () => { + renderWithContexts(); + const input = screen.getByPlaceholderText(/Describe the SQL you need/i); + + fireEvent.change(input, { target: { value: 'Find all users' } }); + expect(input.value).toBe('Find all users'); + + const clearButton = screen.getByText('Clear'); + fireEvent.click(clearButton); + + // Input should still have text (clear only clears messages) + expect(input.value).toBe('Find all users'); + }); +}); From 1d89408f587784b0678b13df3e8b01be2d9120bf Mon Sep 17 00:00:00 2001 From: Dave Page Date: Wed, 17 Dec 2025 16:34:24 +0000 Subject: [PATCH 04/10] Add an AI Insights panel to the EXPLAIN tool in the Query Tool, to analyse and report on issues in query plans. --- .../images/query_explain_ai_insights.png | Bin 0 -> 134089 bytes docs/en_US/query_tool.rst | 38 + web/pgadmin/llm/prompts/__init__.py | 3 +- web/pgadmin/llm/prompts/explain.py | 83 ++ web/pgadmin/static/js/Explain/AIInsights.jsx | 1073 +++++++++++++++++ web/pgadmin/static/js/Explain/index.jsx | 53 +- web/pgadmin/tools/sqleditor/__init__.py | 160 +++ .../js/components/sections/ResultSet.jsx | 24 +- .../tests/test_explain_analyze_ai.py | 199 +++ .../javascript/Explain/AIInsights.spec.js | 220 ++++ 10 files changed, 1844 insertions(+), 9 deletions(-) create mode 100644 docs/en_US/images/query_explain_ai_insights.png create mode 100644 web/pgadmin/llm/prompts/explain.py create mode 100644 web/pgadmin/static/js/Explain/AIInsights.jsx create mode 100644 web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py create mode 100644 web/regression/javascript/Explain/AIInsights.spec.js diff --git a/docs/en_US/images/query_explain_ai_insights.png 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The analysis +provides guidance but all suggested changes should be carefully evaluated before +applying to production databases. + Messages Panel ************** diff --git a/web/pgadmin/llm/prompts/__init__.py b/web/pgadmin/llm/prompts/__init__.py index b8966eb70f9..905fa69f811 100644 --- a/web/pgadmin/llm/prompts/__init__.py +++ b/web/pgadmin/llm/prompts/__init__.py @@ -10,5 +10,6 @@ """LLM prompt templates for various features.""" from pgadmin.llm.prompts.nlq import NLQ_SYSTEM_PROMPT +from pgadmin.llm.prompts.explain import EXPLAIN_ANALYSIS_PROMPT -__all__ = ['NLQ_SYSTEM_PROMPT'] +__all__ = ['NLQ_SYSTEM_PROMPT', 'EXPLAIN_ANALYSIS_PROMPT'] diff --git a/web/pgadmin/llm/prompts/explain.py b/web/pgadmin/llm/prompts/explain.py new file mode 100644 index 00000000000..6d29fa47eab --- /dev/null +++ b/web/pgadmin/llm/prompts/explain.py @@ -0,0 +1,83 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""System prompt for EXPLAIN plan analysis.""" + +EXPLAIN_ANALYSIS_PROMPT = """You are a PostgreSQL performance expert integrated into pgAdmin 4. +Your task is to analyze EXPLAIN plan output and provide actionable optimization recommendations. + +## Input Format + +You will receive: +1. The EXPLAIN plan output in JSON format (from EXPLAIN (FORMAT JSON, ANALYZE, ...)) +2. The original SQL query that was analyzed + +## Analysis Guidelines + +1. **Identify Performance Bottlenecks**: + - Sequential scans on large tables (consider if an index would help) + - Nested loops with high row counts (may indicate missing indexes or poor join order) + - Large row estimate variances (actual vs planned) suggesting stale statistics + - Sort operations on large datasets without indexes + - Hash joins spilling to disk (indicated by batch counts > 1) + - High startup costs relative to total costs + - Bitmap heap scans with many recheck conditions + +2. **Severity Classification**: + - "high": Major performance impact, should be addressed + - "medium": Notable impact, worth investigating + - "low": Minor optimization opportunity + +3. **Provide Actionable Recommendations**: + - Suggest specific CREATE INDEX statements when appropriate + - Recommend ANALYZE for tables with row estimate issues + - Suggest query rewrites when the structure is suboptimal + - Recommend configuration changes (work_mem, etc.) when relevant + - Include the exact SQL for any suggested changes + +4. **Consider Context**: + - Small tables may not benefit from indexes + - Some sequential scans are optimal (e.g., selecting most rows) + - ANALYZE timing may be relevant for row estimate issues + - Partial indexes may be better than full indexes + +## Response Format + +IMPORTANT: Your response MUST be ONLY a valid JSON object with no additional text, +no markdown formatting, and no code blocks. Return exactly this format: + +{ + "bottlenecks": [ + { + "severity": "high|medium|low", + "node": "Node description from plan", + "issue": "Brief description of the problem", + "details": "Detailed explanation of why this is a problem and its impact" + } + ], + "recommendations": [ + { + "priority": 1, + "title": "Short title for the recommendation", + "explanation": "Why this change will help", + "sql": "Exact SQL to execute (if applicable, otherwise null)" + } + ], + "summary": "One paragraph summary of the overall plan performance and key takeaways" +} + +Rules: +- Return ONLY the JSON object, nothing before or after it +- Do NOT wrap the JSON in markdown code blocks (no ```) +- Order bottlenecks by severity (high first) +- Order recommendations by priority (1 = highest) +- If the plan looks optimal, return empty bottlenecks array with a positive summary +- Always include at least a summary, even for simple plans +- The "sql" field should be null if no SQL action is applicable +""" diff --git a/web/pgadmin/static/js/Explain/AIInsights.jsx b/web/pgadmin/static/js/Explain/AIInsights.jsx new file mode 100644 index 00000000000..bad14215746 --- /dev/null +++ b/web/pgadmin/static/js/Explain/AIInsights.jsx @@ -0,0 +1,1073 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// +import { useState, useEffect, useCallback, useRef } from 'react'; +import { styled } from '@mui/material/styles'; +import { + Box, + Typography, + IconButton, + Tooltip, + Chip, + Divider, +} from '@mui/material'; +import RefreshIcon from '@mui/icons-material/Refresh'; +import StopIcon from '@mui/icons-material/Stop'; +import DownloadIcon from '@mui/icons-material/Download'; +import ContentCopyIcon from '@mui/icons-material/ContentCopy'; +import AddIcon from '@mui/icons-material/Add'; +import WarningAmberIcon from '@mui/icons-material/WarningAmber'; +import ErrorOutlineIcon from '@mui/icons-material/ErrorOutline'; +import InfoOutlinedIcon from '@mui/icons-material/InfoOutlined'; +import LightbulbOutlinedIcon from '@mui/icons-material/LightbulbOutlined'; +import CheckCircleOutlineIcon from '@mui/icons-material/CheckCircleOutline'; +import PropTypes from 'prop-types'; +import gettext from 'sources/gettext'; +import url_for from 'sources/url_for'; +import getApiInstance from '../api_instance'; +import Loader from '../components/Loader'; +import EmptyPanelMessage from '../components/EmptyPanelMessage'; +import { DefaultButton, PrimaryButton } from '../components/Buttons'; + +const StyledContainer = styled(Box)(({ theme }) => ({ + height: '100%', + display: 'flex', + flexDirection: 'column', + overflow: 'hidden', + backgroundColor: theme.palette.background.default, +})); + +const Header = styled(Box)(({ theme }) => ({ + display: 'flex', + alignItems: 'center', + justifyContent: 'space-between', + padding: theme.spacing(1, 2), + borderBottom: `1px solid ${theme.palette.divider}`, + backgroundColor: theme.palette.background.paper, +})); + +const ContentArea = styled(Box)({ + flex: 1, + overflow: 'auto', + padding: '16px', + userSelect: 'text', + cursor: 'auto', +}); + +const Section = styled(Box)(({ theme }) => ({ + marginBottom: theme.spacing(2), + padding: theme.spacing(2), + backgroundColor: theme.palette.background.default, + borderRadius: theme.shape.borderRadius, +})); + +const SectionHeader = styled(Box)(({ theme }) => ({ + display: 'flex', + alignItems: 'center', + gap: theme.spacing(1), + marginBottom: theme.spacing(1.5), +})); + +const BottleneckItem = styled(Box)(({ theme, severity }) => ({ + display: 'flex', + gap: theme.spacing(1.5), + padding: theme.spacing(1.5), + marginBottom: theme.spacing(1), + borderRadius: theme.shape.borderRadius, + backgroundColor: theme.palette.background.default, + borderLeft: `4px solid ${ + severity === 'high' + ? theme.palette.error.main + : severity === 'medium' + ? theme.palette.warning.main + : theme.palette.info.main + }`, + '&:last-child': { + marginBottom: 0, + }, +})); + +const RecommendationItem = styled(Box)(({ theme }) => ({ + padding: theme.spacing(1.5), + marginBottom: theme.spacing(1), + borderRadius: theme.shape.borderRadius, + backgroundColor: theme.palette.background.default, + borderLeft: `4px solid ${theme.palette.primary.main}`, + '&:last-child': { + marginBottom: 0, + }, +})); + +const SQLBox = styled(Box)(({ theme }) => ({ + marginTop: theme.spacing(1), + padding: theme.spacing(1), + backgroundColor: theme.palette.action.hover, + borderRadius: theme.shape.borderRadius, + fontFamily: 'monospace', + fontSize: '0.85rem', + whiteSpace: 'pre-wrap', + wordBreak: 'break-word', + border: `1px solid ${theme.palette.text.disabled}`, +})); + +const ActionButtons = styled(Box)(({ theme }) => ({ + display: 'flex', + gap: theme.spacing(0.5), + marginTop: theme.spacing(1), + justifyContent: 'flex-end', +})); + +const LoadingContainer = styled(Box)({ + display: 'flex', + flexDirection: 'column', + alignItems: 'center', + justifyContent: 'center', + height: '100%', + gap: '16px', +}); + +// PostgreSQL/Elephant themed thinking messages +const THINKING_MESSAGES = [ + gettext('Analyzing query plan...'), + gettext('Examining node costs...'), + gettext('Looking for sequential scans...'), + gettext('Checking index usage...'), + gettext('Evaluating join strategies...'), + gettext('Identifying bottlenecks...'), + gettext('Calculating row estimates...'), + gettext('Reviewing execution times...'), +]; + +function getRandomThinkingMessage() { + return THINKING_MESSAGES[Math.floor(Math.random() * THINKING_MESSAGES.length)]; +} + +function getSeverityIcon(severity) { + switch (severity) { + case 'high': + return ; + case 'medium': + return ; + default: + return ; + } +} + +function BottleneckCard({ bottleneck, textColors }) { + return ( + + + {getSeverityIcon(bottleneck.severity)} + + + + {bottleneck.node} + + + {bottleneck.issue} + + {bottleneck.details && ( + + {bottleneck.details} + + )} + + + + + + ); +} + +BottleneckCard.propTypes = { + bottleneck: PropTypes.shape({ + severity: PropTypes.string, + node: PropTypes.string, + issue: PropTypes.string, + details: PropTypes.string, + }).isRequired, + textColors: PropTypes.object, +}; + +function RecommendationCard({ recommendation, onInsertSQL, onCopySQL, textColors }) { + return ( + + + + {recommendation.priority} + + + + {recommendation.title} + + + {recommendation.explanation} + + {recommendation.sql && ( + <> + {recommendation.sql} + + + onCopySQL(recommendation.sql)} + > + + + + + onInsertSQL(recommendation.sql)} + > + + + + + + )} + + + + ); +} + +RecommendationCard.propTypes = { + recommendation: PropTypes.shape({ + priority: PropTypes.number, + title: PropTypes.string, + explanation: PropTypes.string, + sql: PropTypes.string, + }).isRequired, + onInsertSQL: PropTypes.func.isRequired, + onCopySQL: PropTypes.func.isRequired, + textColors: PropTypes.object, +}; + +export default function AIInsights({ + plans, + sql, + transId, + onInsertSQL, + isActive, +}) { + const [analysisState, setAnalysisState] = useState('idle'); // idle | loading | complete | error + const [bottlenecks, setBottlenecks] = useState([]); + const [recommendations, setRecommendations] = useState([]); + const [summary, setSummary] = useState(''); + const [errorMessage, setErrorMessage] = useState(''); + const [thinkingMessage, setThinkingMessage] = useState( + getRandomThinkingMessage() + ); + const [textColors, setTextColors] = useState({ + primary: 'inherit', + secondary: 'inherit', + }); + const [llmInfo, setLlmInfo] = useState({ provider: null, model: null }); + + // Track if we've analyzed the current plan + const analyzedPlanRef = useRef(null); + const prevPlansRef = useRef(null); + const abortControllerRef = useRef(null); + const readerRef = useRef(null); + const stoppedRef = useRef(false); + + // Detect new EXPLAIN runs by tracking plan object reference + // This ensures re-analysis even when plan content is identical + useEffect(() => { + if (plans !== prevPlansRef.current) { + prevPlansRef.current = plans; + if (plans) { + // New plans received (new EXPLAIN run), allow re-analysis + analyzedPlanRef.current = null; + } + } + }, [plans]); + + // Stop the current analysis + const stopAnalysis = useCallback(() => { + // Mark as stopped so the read loop knows not to set complete state + stoppedRef.current = true; + // Mark current plan as handled to prevent auto-restart + // (user can still click Regenerate, or run a new EXPLAIN) + analyzedPlanRef.current = plans; + // Cancel the active reader first (this actually stops the streaming) + if (readerRef.current) { + readerRef.current.cancel(); + readerRef.current = null; + } + // Then abort the fetch controller + if (abortControllerRef.current) { + abortControllerRef.current.abort(); + abortControllerRef.current = null; + } + setAnalysisState('stopped'); + setErrorMessage(''); + }, [plans]); + + // Fetch LLM provider/model info + const fetchLlmInfo = useCallback(async () => { + try { + const api = getApiInstance(); + const res = await api.get(url_for('llm.status')); + if (res.data?.success && res.data?.data) { + setLlmInfo({ + provider: res.data.data.provider, + model: res.data.data.model + }); + } + } catch { + // LLM status not available - ignore + } + }, []); + + // Fetch LLM info on mount + useEffect(() => { + fetchLlmInfo(); + }, [fetchLlmInfo]); + + // Update text colors from body styles for theme compatibility + useEffect(() => { + const bodyStyles = window.getComputedStyle(document.body); + const primaryColor = bodyStyles.color; + + const rgbMatch = primaryColor.match(/rgb\((\d+),\s*(\d+),\s*(\d+)\)/); + let secondaryColor = primaryColor; + if (rgbMatch) { + const [, r, g, b] = rgbMatch; + secondaryColor = `rgba(${r}, ${g}, ${b}, 0.7)`; + } + + setTextColors({ + primary: primaryColor, + secondary: secondaryColor, + }); + }, []); + + // Cycle through thinking messages while loading + useEffect(() => { + if (analysisState !== 'loading') return; + + const interval = setInterval(() => { + setThinkingMessage(getRandomThinkingMessage()); + }, 2000); + + return () => clearInterval(interval); + }, [analysisState]); + + const runAnalysis = useCallback(async () => { + if (!plans || !transId) return; + + // Reset stopped flag + stoppedRef.current = false; + + // Fetch latest LLM provider/model info before running analysis + fetchLlmInfo(); + + setAnalysisState('loading'); + setBottlenecks([]); + setRecommendations([]); + setSummary(''); + setErrorMessage(''); + setThinkingMessage(getRandomThinkingMessage()); + + // Create abort controller with 5 minute timeout for complex plans + const controller = new AbortController(); + abortControllerRef.current = controller; + const timeoutId = setTimeout(() => controller.abort(), 5 * 60 * 1000); + + try { + const response = await fetch( + url_for('sqleditor.explain_analyze_stream', { trans_id: transId }), + { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ + plan: plans, + sql: sql || '', + }), + signal: controller.signal, + } + ); + + clearTimeout(timeoutId); + abortControllerRef.current = null; + + if (!response.ok) { + const errorData = await response.json(); + throw new Error(errorData.errormsg || 'Analysis request failed'); + } + + const reader = response.body.getReader(); + readerRef.current = reader; + const decoder = new TextDecoder(); + let buffer = ''; + + let receivedComplete = false; + + while (true) { + const { done, value } = await reader.read(); + if (done) break; + + buffer += decoder.decode(value, { stream: true }); + const lines = buffer.split('\n'); + buffer = lines.pop() || ''; + + for (const line of lines) { + if (line.startsWith('data: ')) { + try { + const event = JSON.parse(line.slice(6)); + handleSSEEvent(event); + if (event.type === 'complete' || event.type === 'error') { + receivedComplete = true; + } + } catch (parseErr) { + // Log parse errors for debugging + console.warn('Failed to parse SSE event:', line, parseErr); + } + } + } + } + + // Process any remaining data in buffer + if (buffer.trim()) { + const remainingLines = buffer.split('\n'); + for (const line of remainingLines) { + if (line.startsWith('data: ')) { + try { + const event = JSON.parse(line.slice(6)); + handleSSEEvent(event); + if (event.type === 'complete' || event.type === 'error') { + receivedComplete = true; + } + } catch { + // Ignore remaining parse errors + } + } + } + } + + readerRef.current = null; + + // Don't change state if user manually stopped + if (stoppedRef.current) { + return; + } + + // Fallback: if stream ended without complete/error event, set to complete + if (!receivedComplete) { + console.warn('SSE stream ended without complete event'); + setAnalysisState('complete'); + } + + analyzedPlanRef.current = plans; + } catch (err) { + clearTimeout(timeoutId); + abortControllerRef.current = null; + readerRef.current = null; + // Don't show error if user manually stopped + if (err.name === 'AbortError') { + // Check if this was a user-initiated stop (state already set to idle) + // or a timeout (state still loading) + setAnalysisState((current) => { + if (current === 'loading') { + setErrorMessage('Analysis timed out. The plan may be too complex for the AI model.'); + return 'error'; + } + return current; // Keep idle state if user stopped + }); + } else { + setAnalysisState('error'); + setErrorMessage(err.message || 'Failed to analyze plan'); + } + } + }, [plans, sql, transId, fetchLlmInfo]); + + const handleSSEEvent = (event) => { + switch (event.type) { + case 'thinking': + setThinkingMessage(event.message || getRandomThinkingMessage()); + break; + + case 'complete': + setBottlenecks(event.bottlenecks || []); + setRecommendations(event.recommendations || []); + setSummary(event.summary || ''); + setAnalysisState('complete'); + break; + + case 'error': + setErrorMessage(event.message || 'Analysis failed'); + setAnalysisState('error'); + break; + } + }; + + // Auto-analyze when tab becomes active or plan changes + // Triggers for any non-loading state when plan hasn't been analyzed yet + useEffect(() => { + if ( + isActive && + plans && + analysisState !== 'loading' && + analyzedPlanRef.current !== plans + ) { + runAnalysis(); + } + }, [isActive, plans, analysisState, runAnalysis]); + + const handleCopySQL = (sqlText) => { + navigator.clipboard.writeText(sqlText); + }; + + const handleInsertSQL = (sqlText) => { + if (onInsertSQL) { + onInsertSQL(sqlText); + } + }; + + // Generate the raw plan text from the plans array + const getRawPlanText = useCallback(() => { + if (!plans || plans.length === 0) return ''; + + // The plans array contains the EXPLAIN output + // Convert it to a readable text format + const formatPlanNode = (node, indent = 0) => { + if (!node) return ''; + const prefix = ' '.repeat(indent); + let result = ''; + + // Format the node type and basic info + const nodeType = node['Node Type'] || ''; + const relationship = node['Parent Relationship'] ? ` (${node['Parent Relationship']})` : ''; + + let nodeInfo = `${prefix}-> ${nodeType}${relationship}`; + + // Add key metrics + const metrics = []; + if (node['Relation Name']) metrics.push(`on ${node['Relation Name']}`); + if (node['Index Name']) metrics.push(`using ${node['Index Name']}`); + if (node['Join Type']) metrics.push(`${node['Join Type']} Join`); + if (node['Hash Cond']) metrics.push(`Hash Cond: ${node['Hash Cond']}`); + if (node['Index Cond']) metrics.push(`Index Cond: ${node['Index Cond']}`); + if (node['Filter']) metrics.push(`Filter: ${node['Filter']}`); + + if (metrics.length > 0) { + nodeInfo += ` ${metrics.join(', ')}`; + } + + result += nodeInfo + '\n'; + + // Add cost and row info + const costInfo = []; + if (node['Startup Cost'] !== undefined) costInfo.push(`cost=${node['Startup Cost']}..${node['Total Cost']}`); + if (node['Plan Rows'] !== undefined) costInfo.push(`rows=${node['Plan Rows']}`); + if (node['Plan Width'] !== undefined) costInfo.push(`width=${node['Plan Width']}`); + + if (costInfo.length > 0) { + result += `${prefix} (${costInfo.join(' ')})\n`; + } + + // Add actual metrics if available (from EXPLAIN ANALYZE) + const actualInfo = []; + if (node['Actual Startup Time'] !== undefined) actualInfo.push(`actual time=${node['Actual Startup Time']}..${node['Actual Total Time']}`); + if (node['Actual Rows'] !== undefined) actualInfo.push(`rows=${node['Actual Rows']}`); + if (node['Actual Loops'] !== undefined) actualInfo.push(`loops=${node['Actual Loops']}`); + + if (actualInfo.length > 0) { + result += `${prefix} (${actualInfo.join(' ')})\n`; + } + + // Recursively format child plans + if (node['Plans'] && Array.isArray(node['Plans'])) { + for (const child of node['Plans']) { + result += formatPlanNode(child, indent + 1); + } + } + + return result; + }; + + // Format each plan in the array + return plans.map((plan, idx) => { + let planText = ''; + if (plans.length > 1) { + planText += `--- Plan ${idx + 1} ---\n`; + } + if (plan['Plan']) { + planText += formatPlanNode(plan['Plan']); + } + // Add execution time if available + if (plan['Execution Time'] !== undefined) { + planText += `\nExecution Time: ${plan['Execution Time']} ms\n`; + } + if (plan['Planning Time'] !== undefined) { + planText += `Planning Time: ${plan['Planning Time']} ms\n`; + } + return planText; + }).join('\n'); + }, [plans]); + + // Generate markdown content for download + const generateMarkdownReport = useCallback(() => { + const date = new Date().toLocaleDateString(undefined, { + year: 'numeric', + month: 'long', + day: 'numeric', + hour: '2-digit', + minute: '2-digit' + }); + + let markdown = '# Query Plan AI Insights\n\n'; + markdown += `*Generated on ${date}*\n\n`; + markdown += '---\n\n'; + + // Add the original SQL query + markdown += '## Original Query\n\n'; + markdown += '```sql\n'; + markdown += (sql || 'Query not available') + '\n'; + markdown += '```\n\n'; + + // Add the raw execution plan + markdown += '## Execution Plan\n\n'; + markdown += '```\n'; + markdown += getRawPlanText() || 'Plan not available'; + markdown += '\n```\n\n'; + + markdown += '---\n\n'; + markdown += '## AI Analysis\n\n'; + + // Add summary + if (summary) { + markdown += '### Summary\n\n'; + markdown += `${summary}\n\n`; + } + + // Add bottlenecks + if (bottlenecks.length > 0) { + markdown += '### Performance Bottlenecks\n\n'; + for (const b of bottlenecks) { + const severityEmoji = b.severity === 'high' ? '🔴' : b.severity === 'medium' ? '🟡' : '🔵'; + markdown += `#### ${severityEmoji} ${b.node} [${b.severity}]\n\n`; + markdown += `**Issue:** ${b.issue}\n\n`; + if (b.details) { + markdown += `${b.details}\n\n`; + } + } + } + + // Add recommendations + if (recommendations.length > 0) { + markdown += '### Recommendations\n\n'; + for (const r of recommendations) { + markdown += `#### ${r.priority}. ${r.title}\n\n`; + markdown += `${r.explanation}\n\n`; + if (r.sql) { + markdown += '```sql\n'; + markdown += r.sql + '\n'; + markdown += '```\n\n'; + } + } + } + + // Add "no issues" message if applicable + if (bottlenecks.length === 0 && recommendations.length === 0) { + markdown += '### Analysis Result\n\n'; + markdown += '✅ No significant performance issues detected. The query plan appears to be well-optimized.\n\n'; + } + + markdown += '---\n\n'; + markdown += '*AI analysis is advisory. Always verify recommendations before applying them to production.*\n'; + + return markdown; + }, [sql, summary, bottlenecks, recommendations, getRawPlanText]); + + // Handle download + const handleDownload = useCallback(() => { + const markdown = generateMarkdownReport(); + const blob = new Blob([markdown], { type: 'text/markdown' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + const date = new Date().toISOString().slice(0, 10); + a.download = `query-plan-insights-${date}.md`; + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + }, [generateMarkdownReport]); + + if (!plans) { + return ( + + ); + } + + if (analysisState === 'loading') { + return ( + +
+ + + {gettext('AI Insights')} + + {llmInfo.provider && ( + + ({llmInfo.provider}{llmInfo.model ? ` / ${llmInfo.model}` : ''}) + + )} + + + } + > + {gettext('Stop')} + + } + disabled={true} + > + {gettext('Regenerate')} + + } + disabled={true} + > + {gettext('Download')} + + +
+ + + + {thinkingMessage} + + + + ); + } + + if (analysisState === 'error') { + return ( + +
+ + + {gettext('AI Insights')} + + {llmInfo.provider && ( + + ({llmInfo.provider}{llmInfo.model ? ` / ${llmInfo.model}` : ''}) + + )} + + + } + > + {gettext('Regenerate')} + + } + disabled={true} + > + {gettext('Download')} + + +
+ +
+ + + {errorMessage} + +
+ + + ); + } + + if (analysisState === 'idle') { + return ( + +
+ + + {gettext('AI Insights')} + + {llmInfo.provider && ( + + ({llmInfo.provider}{llmInfo.model ? ` / ${llmInfo.model}` : ''}) + + )} + + + } + > + {gettext('Analyze')} + + } + disabled={true} + > + {gettext('Download')} + + +
+ + + + + {gettext('Click Analyze to get AI-powered insights on your query plan')} + + + + + ); + } + + if (analysisState === 'stopped') { + return ( + +
+ + + {gettext('AI Insights')} + + {llmInfo.provider && ( + + ({llmInfo.provider}{llmInfo.model ? ` / ${llmInfo.model}` : ''}) + + )} + + + } + disabled={true} + > + {gettext('Stop')} + + } + > + {gettext('Regenerate')} + + } + disabled={true} + > + {gettext('Download')} + + +
+ + + + + {gettext('Analysis stopped. Click Regenerate or re-run EXPLAIN to try again.')} + + + + + ); + } + + // Complete state + return ( + +
+ + + {gettext('AI Insights')} + + {llmInfo.provider && ( + + ({llmInfo.provider}{llmInfo.model ? ` / ${llmInfo.model}` : ''}) + + )} + + + } + > + {gettext('Regenerate')} + + } + > + {gettext('Download')} + + +
+ + {/* Summary */} + {summary && ( +
+ + + + {gettext('Summary')} + + + {summary} +
+ )} + + {/* Bottlenecks */} + {bottlenecks.length > 0 && ( +
+ + + + {gettext('Performance Bottlenecks')} + + + + {bottlenecks.map((bottleneck, idx) => ( + + ))} +
+ )} + + {/* Recommendations */} + {recommendations.length > 0 && ( +
+ + + + {gettext('Recommendations')} + + + + {recommendations.map((rec, idx) => ( + + ))} +
+ )} + + {/* No issues found */} + {bottlenecks.length === 0 && recommendations.length === 0 && ( +
+ + + + {gettext('No significant performance issues detected.')} + + + {gettext('The query plan appears to be well-optimized.')} + + +
+ )} + + + + {gettext( + 'AI analysis is advisory. Always verify recommendations before applying them to production.' + )} + + + + ); +} + +AIInsights.propTypes = { + plans: PropTypes.array, + sql: PropTypes.string, + transId: PropTypes.oneOfType([PropTypes.string, PropTypes.number]), + onInsertSQL: PropTypes.func, + isActive: PropTypes.bool, +}; diff --git a/web/pgadmin/static/js/Explain/index.jsx b/web/pgadmin/static/js/Explain/index.jsx index b780fe3b8b1..9522bbb2164 100644 --- a/web/pgadmin/static/js/Explain/index.jsx +++ b/web/pgadmin/static/js/Explain/index.jsx @@ -8,14 +8,17 @@ ////////////////////////////////////////////////////////////// import { Box, Tab, Tabs } from '@mui/material'; import { styled } from '@mui/material/styles'; -import React from 'react'; +import React, { useState, useEffect } from 'react'; import _ from 'lodash'; import Graphical from './Graphical'; import TabPanel from '../components/TabPanel'; import gettext from 'sources/gettext'; +import url_for from 'sources/url_for'; +import getApiInstance from '../api_instance'; import ImageMapper from './ImageMapper'; import Analysis from './Analysis'; import ExplainStatistics from './ExplainStatistics'; +import AIInsights from './AIInsights'; import PropTypes from 'prop-types'; import EmptyPanelMessage from '../components/EmptyPanelMessage'; @@ -505,11 +508,31 @@ function parsePlanData(data, ctx) { return retPlan; } -export default function Explain({plans=[], - emptyMessage=gettext('Use the Explain/Explain Analyze button to generate the plan for a query. Alternatively, you can also execute "EXPLAIN (FORMAT JSON) [QUERY]".') +export default function Explain({ + plans=[], + emptyMessage=gettext('Use the Explain/Explain Analyze button to generate the plan for a query. Alternatively, you can also execute "EXPLAIN (FORMAT JSON) [QUERY]".'), + llmEnabled: llmEnabledProp=false, + sql='', + transId=null, + onInsertSQL=null, }) { - const [tabValue, setTabValue] = React.useState(0); + const [tabValue, setTabValue] = useState(0); + const [llmEnabled, setLlmEnabled] = useState(llmEnabledProp); + + // Fetch LLM status independently to handle timing issues + useEffect(() => { + const api = getApiInstance(); + api.get(url_for('llm.status')) + .then((res) => { + if (res.data?.success && res.data?.data?.enabled) { + setLlmEnabled(true); + } + }) + .catch(() => { + // LLM not available - this is fine + }); + }, []); let ctx = React.useRef({}); let planData = React.useMemo(()=>{ @@ -549,9 +572,10 @@ export default function Explain({plans=[], scrollButtons="auto" action={(ref)=>ref?.updateIndicator()} > - - - + + + + {llmEnabled && } @@ -563,6 +587,17 @@ export default function Explain({plans=[], + {llmEnabled && ( + + + + )} ); } @@ -570,4 +605,8 @@ export default function Explain({plans=[], Explain.propTypes = { plans: PropTypes.array.isRequired, emptyMessage: PropTypes.string, + llmEnabled: PropTypes.bool, + sql: PropTypes.string, + transId: PropTypes.oneOfType([PropTypes.string, PropTypes.number]), + onInsertSQL: PropTypes.func, }; diff --git a/web/pgadmin/tools/sqleditor/__init__.py b/web/pgadmin/tools/sqleditor/__init__.py index f662d6564b7..f132ff06a98 100644 --- a/web/pgadmin/tools/sqleditor/__init__.py +++ b/web/pgadmin/tools/sqleditor/__init__.py @@ -146,6 +146,7 @@ def get_exposed_url_endpoints(self): 'sqleditor.connect_server', 'sqleditor.server_cursor', 'sqleditor.nlq_chat_stream', + 'sqleditor.explain_analyze_stream', ] def on_logout(self): @@ -2947,3 +2948,162 @@ def _nlq_sse_event(data: dict) -> bytes: padding = f": {'.' * padding_needed}\n" if padding_needed > 0 else "" return f"{padding}data: {json_data}\n\n".encode('utf-8') + +@blueprint.route( + '/explain/analyze//stream', + methods=["POST"], + endpoint='explain_analyze_stream' +) +@pgCSRFProtect.exempt +@pga_login_required +def explain_analyze_stream(trans_id): + """ + Stream AI analysis of an EXPLAIN plan via Server-Sent Events (SSE). + + This endpoint accepts an EXPLAIN plan JSON and the original SQL query, + then streams back AI-generated performance analysis and recommendations. + + Args: + trans_id: Transaction ID for the current Query Tool session + + Request Body (JSON): + plan: The EXPLAIN plan output (JSON format from PostgreSQL) + sql: The original SQL query that was explained + + Returns: + SSE stream with events: + - {type: "thinking", message: "..."} - Progress updates + - {type: "analysis", bottlenecks: [...], recommendations: [...], + summary: "..."} - Analysis results + - {type: "complete", ...} - Final response with full analysis + - {type: "error", message: "..."} - Error message + """ + from flask import stream_with_context + from pgadmin.llm.utils import is_llm_enabled + from pgadmin.llm.client import get_llm_client + from pgadmin.llm.models import Message + from pgadmin.llm.prompts.explain import EXPLAIN_ANALYSIS_PROMPT + + # Check if LLM is configured + if not is_llm_enabled(): + return make_json_response( + success=0, + errormsg=gettext( + 'AI features are not configured. Please configure an LLM ' + 'provider in Preferences > AI.' + ) + ) + + # Verify transaction exists (for authentication context) + status, error_msg, conn, trans_obj, session_obj = \ + check_transaction_status(trans_id) + + if not status: + return make_json_response( + success=0, + errormsg=error_msg or ERROR_MSG_TRANS_ID_NOT_FOUND + ) + + # Parse request data + data = request.get_json(silent=True) or {} + plan_data = data.get('plan') + sql_query = data.get('sql', '') + + if not plan_data: + return make_json_response( + success=0, + errormsg=gettext('Please provide an EXPLAIN plan to analyze.') + ) + + def generate(): + """Generator for SSE events.""" + try: + # Send thinking status + yield _nlq_sse_event({ + 'type': 'thinking', + 'message': gettext('Analyzing query plan...') + }) + + # Format the plan for the LLM + plan_json = json.dumps(plan_data, indent=2) if isinstance( + plan_data, (dict, list) + ) else str(plan_data) + + # Build the user message with plan and SQL + user_message = f"""Please analyze this PostgreSQL EXPLAIN plan: + +```json +{plan_json} +``` + +Original SQL query: +```sql +{sql_query} +``` + +Provide your analysis identifying performance bottlenecks and optimization recommendations.""" + + # Call the LLM + client = get_llm_client() + response = client.chat( + messages=[Message.user(user_message)], + system_prompt=EXPLAIN_ANALYSIS_PROMPT + ) + response_text = response.content + + # Parse the response + bottlenecks = [] + recommendations = [] + summary = '' + + # Try to extract JSON from the response + json_text = response_text.strip() + + # Look for ```json ... ``` blocks + json_match = re.search( + r'```json\s*\n?(.*?)\n?```', + json_text, + re.DOTALL + ) + if json_match: + json_text = json_match.group(1).strip() + + try: + result = json.loads(json_text) + bottlenecks = result.get('bottlenecks', []) + recommendations = result.get('recommendations', []) + summary = result.get('summary', '') + except (json.JSONDecodeError, TypeError): + # If parsing fails, use the raw response as summary + summary = response_text.strip() + + # Send the final result + yield _nlq_sse_event({ + 'type': 'complete', + 'bottlenecks': bottlenecks, + 'recommendations': recommendations, + 'summary': summary + }) + + except Exception as e: + current_app.logger.error(f'Explain analysis error: {str(e)}') + yield _nlq_sse_event({ + 'type': 'error', + 'message': str(e) + }) + + # Create SSE response + response = Response( + stream_with_context(generate()), + mimetype='text/event-stream', + headers={ + 'Cache-Control': 'no-cache, no-store, must-revalidate', + 'Pragma': 'no-cache', + 'Expires': '0', + 'Connection': 'keep-alive', + 'X-Accel-Buffering': 'no', + } + ) + response.direct_passthrough = True + return response + diff --git a/web/pgadmin/tools/sqleditor/static/js/components/sections/ResultSet.jsx b/web/pgadmin/tools/sqleditor/static/js/components/sections/ResultSet.jsx index 4a94672597b..42686a4ada5 100644 --- a/web/pgadmin/tools/sqleditor/static/js/components/sections/ResultSet.jsx +++ b/web/pgadmin/tools/sqleditor/static/js/components/sections/ResultSet.jsx @@ -833,6 +833,7 @@ export function ResultSet() { const layoutDocker = useContext(LayoutDockerContext); const [loaderText, setLoaderText] = useState(''); const [dataOutputQuery,setDataOutputQuery] = useState(''); + const [llmEnabled, setLlmEnabled] = useState(false); const [queryData, setQueryData] = useState(null); const [rows, setRows] = useState([]); const [columns, setColumns] = useState([]); @@ -923,7 +924,15 @@ export function ResultSet() { layoutDocker.openTab({ id: PANELS.EXPLAIN, title: gettext('Explain'), - content: , + content: { + eventBus.fireEvent(QUERY_TOOL_EVENTS.EDITOR_SET_SQL, sql, true); + }} + />, closable: true, }, PANELS.MESSAGES, 'after-tab', true); }, @@ -986,6 +995,19 @@ export function ResultSet() { } }; + // Fetch LLM status on mount + useEffect(()=>{ + api.get(url_for('llm.status')) + .then((res)=>{ + if(res.data?.success && res.data?.data?.enabled) { + setLlmEnabled(true); + } + }) + .catch(()=>{ + // LLM not available - this is fine + }); + }, []); + useEffect(()=>{ eventBus.registerListener(QUERY_TOOL_EVENTS.TRIGGER_STOP_EXECUTION, async ()=>{ try { diff --git a/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py b/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py new file mode 100644 index 00000000000..3ac41c61a56 --- /dev/null +++ b/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py @@ -0,0 +1,199 @@ +########################################################################## +# +# pgAdmin 4 - PostgreSQL Tools +# +# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# This software is released under the PostgreSQL Licence +# +########################################################################## + +"""Tests for the AI-powered EXPLAIN plan analysis endpoint.""" + +import json +from unittest.mock import patch, MagicMock + +from pgadmin.utils.route import BaseTestGenerator + + +class ExplainAnalyzeAITestCase(BaseTestGenerator): + """Test cases for EXPLAIN plan AI analysis streaming endpoint""" + + scenarios = [ + ('Explain AI - LLM Disabled', dict( + llm_enabled=False, + expected_error=True, + error_contains='AI features are not configured' + )), + ('Explain AI - Invalid Transaction', dict( + llm_enabled=True, + valid_transaction=False, + expected_error=True, + error_contains='Transaction ID' + )), + ('Explain AI - Empty Plan', dict( + llm_enabled=True, + valid_transaction=True, + plan=None, + expected_error=True, + error_contains='provide an EXPLAIN plan' + )), + ('Explain AI - Success', dict( + llm_enabled=True, + valid_transaction=True, + plan=[{ + 'Plan': { + 'Node Type': 'Seq Scan', + 'Relation Name': 'users', + 'Total Cost': 100.0, + 'Plan Rows': 1000 + } + }], + sql='SELECT * FROM users', + expected_error=False, + mock_response=json.dumps({ + 'bottlenecks': [{ + 'severity': 'high', + 'node': 'Seq Scan on users', + 'issue': 'Sequential scan on large table', + 'details': 'Consider adding an index' + }], + 'recommendations': [{ + 'priority': 1, + 'title': 'Add index', + 'explanation': 'Will improve query performance', + 'sql': 'CREATE INDEX idx_users ON users (id);' + }], + 'summary': 'Query could benefit from indexing.' + }) + )), + ] + + def setUp(self): + pass + + def runTest(self): + """Test EXPLAIN analysis endpoint""" + trans_id = 12345 + + # Build the mock chain + patches = [] + + # Mock LLM availability (patch where it's imported from) + mock_llm_enabled = patch( + 'pgadmin.llm.utils.is_llm_enabled', + return_value=self.llm_enabled + ) + patches.append(mock_llm_enabled) + + # Mock check_transaction_status + if hasattr(self, 'valid_transaction') and self.valid_transaction: + mock_trans_obj = MagicMock() + mock_trans_obj.sid = 1 + mock_trans_obj.did = 1 + + mock_conn = MagicMock() + mock_conn.connected.return_value = True + + mock_session = {'sid': 1, 'did': 1} + + mock_check_trans = patch( + 'pgadmin.tools.sqleditor.check_transaction_status', + return_value=(True, None, mock_conn, mock_trans_obj, mock_session) + ) + else: + mock_check_trans = patch( + 'pgadmin.tools.sqleditor.check_transaction_status', + return_value=(False, 'Transaction ID not found', None, None, None) + ) + patches.append(mock_check_trans) + + # Mock get_llm_client (the endpoint uses client.chat()) + if hasattr(self, 'mock_response'): + mock_response_obj = MagicMock() + mock_response_obj.content = self.mock_response + mock_client = MagicMock() + mock_client.chat.return_value = mock_response_obj + mock_get_client = patch( + 'pgadmin.llm.client.get_llm_client', + return_value=mock_client + ) + patches.append(mock_get_client) + + # Mock CSRF protection + mock_csrf = patch( + 'pgadmin.authenticate.mfa.utils.mfa_required', + lambda f: f + ) + patches.append(mock_csrf) + + # Start all patches + for p in patches: + p.start() + + try: + # Build request data + request_data = {} + if hasattr(self, 'plan'): + request_data['plan'] = self.plan + if hasattr(self, 'sql'): + request_data['sql'] = self.sql + + # Make request + response = self.tester.post( + f'/sqleditor/explain/analyze/{trans_id}/stream', + data=json.dumps(request_data), + content_type='application/json', + follow_redirects=True + ) + + if self.expected_error: + # For error cases, we expect JSON response + if response.status_code == 200 and \ + response.content_type == 'application/json': + data = json.loads(response.data) + self.assertFalse(data.get('success', True)) + if hasattr(self, 'error_contains'): + self.assertIn( + self.error_contains, + data.get('errormsg', '') + ) + else: + # For success, we expect SSE stream + self.assertEqual(response.status_code, 200) + self.assertIn('text/event-stream', response.content_type) + + finally: + # Stop all patches + for p in patches: + p.stop() + + def tearDown(self): + pass + + +class ExplainPromptTestCase(BaseTestGenerator): + """Test cases for EXPLAIN analysis system prompt""" + + scenarios = [ + ('Explain Prompt - Import', dict()), + ] + + def setUp(self): + pass + + def runTest(self): + """Test EXPLAIN analysis system prompt can be imported""" + from pgadmin.llm.prompts.explain import EXPLAIN_ANALYSIS_PROMPT + + # Verify prompt is a non-empty string + self.assertIsInstance(EXPLAIN_ANALYSIS_PROMPT, str) + self.assertGreater(len(EXPLAIN_ANALYSIS_PROMPT), 100) + + # Verify key content is present + self.assertIn('PostgreSQL', EXPLAIN_ANALYSIS_PROMPT) + self.assertIn('EXPLAIN', EXPLAIN_ANALYSIS_PROMPT) + self.assertIn('bottlenecks', EXPLAIN_ANALYSIS_PROMPT) + self.assertIn('recommendations', EXPLAIN_ANALYSIS_PROMPT) + + def tearDown(self): + pass diff --git a/web/regression/javascript/Explain/AIInsights.spec.js b/web/regression/javascript/Explain/AIInsights.spec.js new file mode 100644 index 00000000000..b0bf1351f1b --- /dev/null +++ b/web/regression/javascript/Explain/AIInsights.spec.js @@ -0,0 +1,220 @@ +///////////////////////////////////////////////////////////// +// +// pgAdmin 4 - PostgreSQL Tools +// +// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// This software is released under the PostgreSQL Licence +// +////////////////////////////////////////////////////////////// + +import { render, screen, waitFor } from '@testing-library/react'; +import '@testing-library/jest-dom'; +import { withTheme } from '../fake_theme'; +import AIInsights from '../../../pgadmin/static/js/Explain/AIInsights'; + +// Mock url_for +jest.mock('sources/url_for', () => ({ + __esModule: true, + default: jest.fn((endpoint) => `/mock/${endpoint}`), +})); + +// Mock gettext +jest.mock('sources/gettext', () => ({ + __esModule: true, + default: jest.fn((str) => str), +})); + +// Mock the Loader component +jest.mock('../../../pgadmin/static/js/components/Loader', () => ({ + __esModule: true, + default: () =>
Loading...
, +})); + +// Mock EmptyPanelMessage +jest.mock('../../../pgadmin/static/js/components/EmptyPanelMessage', () => ({ + __esModule: true, + default: ({ text }) =>
{text}
, +})); + +describe('AIInsights Component', () => { + let ThemedAIInsights; + + const mockPlans = [{ + Plan: { + 'Node Type': 'Seq Scan', + 'Relation Name': 'users', + 'Total Cost': 100.0, + 'Plan Rows': 1000, + }, + }]; + + beforeAll(() => { + ThemedAIInsights = withTheme(AIInsights); + + // Mock fetch for SSE + global.fetch = jest.fn(); + + // Mock window.getComputedStyle + window.getComputedStyle = jest.fn().mockReturnValue({ + color: 'rgb(0, 0, 0)', + }); + + // Mock clipboard API + Object.assign(navigator, { + clipboard: { + writeText: jest.fn(), + }, + }); + }); + + afterEach(() => { + jest.clearAllMocks(); + }); + + it('should show empty message when no plans provided', () => { + render(); + expect(screen.getByTestId('empty-message')).toBeInTheDocument(); + }); + + it('should show idle state with analyze button when plans provided but not active', () => { + render( + + ); + // Component should be in idle state when not active + expect(screen.getByText('Analyze')).toBeInTheDocument(); + expect(screen.getByText(/Click Analyze to get AI-powered insights/i)).toBeInTheDocument(); + }); + + it('should start analysis when tab becomes active', async () => { + const mockReader = { + read: jest.fn() + .mockResolvedValueOnce({ + done: false, + value: new TextEncoder().encode('data: {"type":"thinking","message":"Analyzing..."}\n\n'), + }) + .mockResolvedValueOnce({ + done: false, + value: new TextEncoder().encode('data: {"type":"complete","bottlenecks":[],"recommendations":[],"summary":"Plan looks good"}\n\n'), + }) + .mockResolvedValueOnce({ done: true }), + }; + + global.fetch.mockResolvedValueOnce({ + ok: true, + body: { + getReader: () => mockReader, + }, + }); + + const { rerender } = render( + + ); + + // Rerender with isActive=true to trigger analysis + rerender( + + ); + + // Wait for the analysis to complete + await waitFor(() => { + expect(screen.getByText('Plan looks good')).toBeInTheDocument(); + }, { timeout: 3000 }); + }); + + it('should display bottlenecks when present', async () => { + const mockReader = { + read: jest.fn() + .mockResolvedValueOnce({ + done: false, + value: new TextEncoder().encode('data: {"type":"complete","bottlenecks":[{"severity":"high","node":"Seq Scan on users","issue":"Sequential scan","details":"Consider index"}],"recommendations":[],"summary":"Found issues"}\n\n'), + }) + .mockResolvedValueOnce({ done: true }), + }; + + global.fetch.mockResolvedValueOnce({ + ok: true, + body: { + getReader: () => mockReader, + }, + }); + + render( + + ); + + await waitFor(() => { + expect(screen.getByText('Performance Bottlenecks')).toBeInTheDocument(); + expect(screen.getByText('Seq Scan on users')).toBeInTheDocument(); + }, { timeout: 3000 }); + }); + + it('should display recommendations with SQL when present', async () => { + const mockReader = { + read: jest.fn() + .mockResolvedValueOnce({ + done: false, + value: new TextEncoder().encode('data: {"type":"complete","bottlenecks":[],"recommendations":[{"priority":1,"title":"Create index on users","explanation":"Will help performance","sql":"CREATE INDEX idx ON users(id);"}],"summary":"Consider adding an index"}\n\n'), + }) + .mockResolvedValueOnce({ done: true }), + }; + + global.fetch.mockResolvedValueOnce({ + ok: true, + body: { + getReader: () => mockReader, + }, + }); + + render( + + ); + + await waitFor(() => { + expect(screen.getByText('Recommendations')).toBeInTheDocument(); + expect(screen.getByText('Create index on users')).toBeInTheDocument(); + expect(screen.getByText('CREATE INDEX idx ON users(id);')).toBeInTheDocument(); + }, { timeout: 3000 }); + }); + + it('should show error state on failure', async () => { + global.fetch.mockRejectedValueOnce(new Error('Network error')); + + render( + + ); + + await waitFor(() => { + expect(screen.getByText('Network error')).toBeInTheDocument(); + }, { timeout: 3000 }); + }); +}); From 21af7b2c5609b95702ec7f9fdf016a2043cbbbca Mon Sep 17 00:00:00 2001 From: Dave Page Date: Mon, 12 Jan 2026 14:20:24 +0000 Subject: [PATCH 05/10] Address PR review comments for AI features - Fix Python style issues (line lengths, blank lines) - Add DOMPurify for XSS protection in markdown rendering - Add CSRF token to NLQ chat fetch request - Fix SQL injection by using parameterized queries - Fix potential UnboundLocalError in pipeline.py - Remove unused imports and PipelineProgress class - Add default model hints to preferences - Add DEFAULT_API_URL constant for Ollama provider - Update copyright years to 2026 --- web/config.py | 4 +- .../versions/add_tools_ai_permission_.py | 2 +- web/package.json | 1 + web/pgadmin/llm/__init__.py | 97 +++++++++++-------- web/pgadmin/llm/chat.py | 37 ++++--- web/pgadmin/llm/client.py | 2 +- web/pgadmin/llm/models.py | 2 +- web/pgadmin/llm/prompts/__init__.py | 2 +- web/pgadmin/llm/prompts/explain.py | 2 +- web/pgadmin/llm/prompts/nlq.py | 2 +- web/pgadmin/llm/providers/__init__.py | 2 +- web/pgadmin/llm/providers/anthropic.py | 2 +- web/pgadmin/llm/providers/docker.py | 2 +- web/pgadmin/llm/providers/ollama.py | 5 +- web/pgadmin/llm/providers/openai.py | 2 +- web/pgadmin/llm/reports/__init__.py | 2 +- web/pgadmin/llm/reports/generator.py | 10 +- web/pgadmin/llm/reports/models.py | 45 ++------- web/pgadmin/llm/reports/pipeline.py | 7 +- web/pgadmin/llm/reports/prompts.py | 2 +- web/pgadmin/llm/reports/queries.py | 8 +- web/pgadmin/llm/reports/sections.py | 2 +- web/pgadmin/llm/static/js/AIReport.jsx | 7 +- web/pgadmin/llm/static/js/SecurityReport.jsx | 7 +- web/pgadmin/llm/tests/__init__.py | 2 +- web/pgadmin/llm/tests/test_llm_status.py | 2 +- .../llm/tests/test_report_endpoints.py | 2 +- web/pgadmin/llm/tools/__init__.py | 2 +- web/pgadmin/llm/tools/database.py | 2 +- web/pgadmin/llm/utils.py | 5 +- web/pgadmin/tools/sqleditor/__init__.py | 13 +-- .../js/components/sections/NLQChatPanel.jsx | 3 +- .../tests/test_explain_analyze_ai.py | 10 +- .../tools/sqleditor/tests/test_nlq_chat.py | 15 ++- 34 files changed, 163 insertions(+), 147 deletions(-) diff --git a/web/config.py b/web/config.py index eaf532c88a3..c4bd8cacb57 100644 --- a/web/config.py +++ b/web/config.py @@ -1016,8 +1016,8 @@ OLLAMA_API_MODEL = '' # Docker Model Runner Configuration -# Docker Desktop 4.40+ includes a built-in model runner with an OpenAI-compatible -# API. No API key is required. +# Docker Desktop 4.40+ includes a built-in model runner with an +# OpenAI-compatible API. No API key is required. # URL for the Docker Model Runner API endpoint. Leave empty to disable. # Default value: http://localhost:12434 DOCKER_API_URL = '' diff --git a/web/migrations/versions/add_tools_ai_permission_.py b/web/migrations/versions/add_tools_ai_permission_.py index 2ae7fe4617a..41d4134dc83 100644 --- a/web/migrations/versions/add_tools_ai_permission_.py +++ b/web/migrations/versions/add_tools_ai_permission_.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/package.json b/web/package.json index d746f9ba10b..2d6e364bc57 100644 --- a/web/package.json +++ b/web/package.json @@ -109,6 +109,7 @@ "convert-units": "^2.3.4", "date-fns": "^4.1.0", "diff-arrays-of-objects": "^1.1.8", + "dompurify": "^3.2.4", "hotkeys-js": "^3.13.15", "html-to-image": "1.11.11", "immutability-helper": "^3.0.0", diff --git a/web/pgadmin/llm/__init__.py b/web/pgadmin/llm/__init__.py index 412debf018b..21b6029b9f3 100644 --- a/web/pgadmin/llm/__init__.py +++ b/web/pgadmin/llm/__init__.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -204,7 +204,8 @@ def register_preferences(self): options=ollama_model_options, help_str=gettext( 'The Ollama model to use. Models are loaded dynamically ' - 'from your Ollama server. You can also type a custom model name.' + 'from your Ollama server. You can also type a custom model ' + 'name. Leave empty to use the default (llama3.2).' ), control_props={ 'allowClear': True, @@ -248,7 +249,7 @@ def register_preferences(self): help_str=gettext( 'The Docker model to use. Models are loaded dynamically ' 'from your Docker Model Runner. You can also type a custom ' - 'model name.' + 'model name. Leave empty to use the default (ai/qwen3-coder).' ), control_props={ 'allowClear': True, @@ -340,7 +341,9 @@ def get_llm_status(): ) -@blueprint.route("/models/anthropic", methods=["GET"], endpoint='models_anthropic') +@blueprint.route( + "/models/anthropic", methods=["GET"], endpoint='models_anthropic' +) @pga_login_required def get_anthropic_models(): """ @@ -1035,71 +1038,89 @@ def _generate_security_report_llm(client, security_info, manager): from pgadmin.llm.models import Message # Build the system prompt - system_prompt = """You are a PostgreSQL security expert. Your task is to analyze -the security configuration of a PostgreSQL database server and generate a comprehensive -security report in Markdown format. - -Focus ONLY on server-level security configuration, not database objects or data. - -IMPORTANT: Do NOT include a report title, header block, or generation date at the top -of your response. The title and metadata are added separately by the application. -Start directly with the Executive Summary section. - -The report should include: -1. **Executive Summary** - Brief overview of the security posture -2. **Critical Issues** - Security vulnerabilities that need immediate attention -3. **Warnings** - Important security concerns that should be addressed -4. **Recommendations** - Best practices that could improve security -5. **Configuration Review** - Analysis of key security settings - -Use severity indicators: -- 🔴 Critical - Immediate action required -- 🟠 Warning - Should be addressed soon -- 🟡 Advisory - Recommended improvement -- 🟢 Good - Configuration is secure - -Be specific and actionable in your recommendations. Include the current setting values -when discussing issues. Format the output as well-structured Markdown.""" + system_prompt = ( + "You are a PostgreSQL security expert. Your task is to analyze " + "the security configuration of a PostgreSQL database server and " + "generate a comprehensive security report in Markdown format.\n\n" + "Focus ONLY on server-level security configuration, not database " + "objects or data.\n\n" + "IMPORTANT: Do NOT include a report title, header block, or " + "generation date at the top of your response. The title and " + "metadata are added separately by the application. " + "Start directly with the Executive Summary section.\n\n" + "The report should include:\n" + "1. **Executive Summary** - Brief overview of the security posture\n" + "2. **Critical Issues** - Vulnerabilities needing immediate attention\n" + "3. **Warnings** - Important security concerns to be addressed\n" + "4. **Recommendations** - Best practices to improve security\n" + "5. **Configuration Review** - Analysis of key security settings\n\n" + "Use severity indicators:\n" + "- 🔴 Critical - Immediate action required\n" + "- 🟠 Warning - Should be addressed soon\n" + "- 🟡 Advisory - Recommended improvement\n" + "- 🟢 Good - Configuration is secure\n\n" + "Be specific and actionable in your recommendations. Include the " + "current setting values when discussing issues. Format the output " + "as well-structured Markdown." + ) # Build the user message with the security configuration - user_message = f"""Please analyze the following PostgreSQL server security configuration -and generate a security report. + settings_json = json.dumps( + security_info.get('settings', []), indent=2, default=str + ) + hba_json = json.dumps( + security_info.get('hba_rules', []), indent=2, default=str + ) + superusers_json = json.dumps( + security_info.get('superusers', []), indent=2, default=str + ) + privileged_json = json.dumps( + security_info.get('privileged_roles', []), indent=2, default=str + ) + no_expiry_json = json.dumps( + security_info.get('roles_no_expiry', []), indent=2, default=str + ) + extensions_json = json.dumps( + security_info.get('extensions', []), indent=2, default=str + ) + + user_message = f"""Please analyze this PostgreSQL server security config. ## Server Information - Server Version: {security_info.get('server_version', 'Unknown')} ## Security Settings ```json -{json.dumps(security_info.get('settings', []), indent=2, default=str)} +{settings_json} ``` ## pg_hba.conf Rules {security_info.get('hba_note', '')} ```json -{json.dumps(security_info.get('hba_rules', []), indent=2, default=str)} +{hba_json} ``` ## Superuser Roles ```json -{json.dumps(security_info.get('superusers', []), indent=2, default=str)} +{superusers_json} ``` ## Roles with Special Privileges ```json -{json.dumps(security_info.get('privileged_roles', []), indent=2, default=str)} +{privileged_json} ``` ## Login Roles Without Password Expiry ```json -{json.dumps(security_info.get('roles_no_expiry', []), indent=2, default=str)} +{no_expiry_json} ``` ## Installed Extensions ```json -{json.dumps(security_info.get('extensions', []), indent=2, default=str)} +{extensions_json} ``` -Please generate a comprehensive security report analyzing this configuration.""" +Generate a comprehensive security report analyzing this configuration.""" # Call the LLM messages = [Message.user(user_message)] diff --git a/web/pgadmin/llm/chat.py b/web/pgadmin/llm/chat.py index 38734027bc5..08e3fdab79f 100644 --- a/web/pgadmin/llm/chat.py +++ b/web/pgadmin/llm/chat.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -23,20 +23,23 @@ # Default system prompt for database assistant -DEFAULT_SYSTEM_PROMPT = """You are a PostgreSQL database assistant integrated into pgAdmin 4. -You have access to tools that allow you to query the database and inspect its schema. - -When helping users: -1. First understand the database structure using get_database_schema or get_table_info -2. Write efficient SQL queries to answer questions about the data -3. Explain your findings clearly and concisely -4. If a query might return many rows, consider using LIMIT or aggregations - -Important: -- All queries run in READ ONLY mode - you cannot modify data -- Results are limited to 1000 rows -- Always validate your understanding of the schema before writing complex queries -""" +DEFAULT_SYSTEM_PROMPT = ( + "You are a PostgreSQL database assistant integrated into pgAdmin 4. " + "You have access to tools that allow you to query the database and " + "inspect its schema.\n\n" + "When helping users:\n" + "1. First understand the database structure using get_database_schema " + "or get_table_info\n" + "2. Write efficient SQL queries to answer questions about the data\n" + "3. Explain your findings clearly and concisely\n" + "4. If a query might return many rows, consider using LIMIT or " + "aggregations\n\n" + "Important:\n" + "- All queries run in READ ONLY mode - you cannot modify data\n" + "- Results are limited to 1000 rows\n" + "- Always validate your understanding of the schema before writing " + "complex queries" +) def chat_with_database( @@ -144,7 +147,9 @@ def chat_with_database( # Add tool results to history messages.extend(tool_results) - raise RuntimeError(f"Exceeded maximum tool iterations ({max_tool_iterations})") + raise RuntimeError( + f"Exceeded maximum tool iterations ({max_tool_iterations})" + ) def single_query( diff --git a/web/pgadmin/llm/client.py b/web/pgadmin/llm/client.py index a901cc4f5a2..158f86af416 100644 --- a/web/pgadmin/llm/client.py +++ b/web/pgadmin/llm/client.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/models.py b/web/pgadmin/llm/models.py index 95a365cae84..ba20245cb76 100644 --- a/web/pgadmin/llm/models.py +++ b/web/pgadmin/llm/models.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/prompts/__init__.py b/web/pgadmin/llm/prompts/__init__.py index 905fa69f811..78a255fffa4 100644 --- a/web/pgadmin/llm/prompts/__init__.py +++ b/web/pgadmin/llm/prompts/__init__.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/prompts/explain.py b/web/pgadmin/llm/prompts/explain.py index 6d29fa47eab..49bfd8eb1d3 100644 --- a/web/pgadmin/llm/prompts/explain.py +++ b/web/pgadmin/llm/prompts/explain.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/prompts/nlq.py b/web/pgadmin/llm/prompts/nlq.py index b522c799bca..9161ae4ff4c 100644 --- a/web/pgadmin/llm/prompts/nlq.py +++ b/web/pgadmin/llm/prompts/nlq.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/providers/__init__.py b/web/pgadmin/llm/providers/__init__.py index 31631eb7965..5d469266865 100644 --- a/web/pgadmin/llm/providers/__init__.py +++ b/web/pgadmin/llm/providers/__init__.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/providers/anthropic.py b/web/pgadmin/llm/providers/anthropic.py index e80c67786e5..efcc28b96f3 100644 --- a/web/pgadmin/llm/providers/anthropic.py +++ b/web/pgadmin/llm/providers/anthropic.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/providers/docker.py b/web/pgadmin/llm/providers/docker.py index 3f99406deb6..b923f85c04a 100644 --- a/web/pgadmin/llm/providers/docker.py +++ b/web/pgadmin/llm/providers/docker.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/providers/ollama.py b/web/pgadmin/llm/providers/ollama.py index 8b92a714c37..ad683109f72 100644 --- a/web/pgadmin/llm/providers/ollama.py +++ b/web/pgadmin/llm/providers/ollama.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -23,7 +23,8 @@ ) -# Default model if none specified +# Default configuration +DEFAULT_API_URL = 'http://localhost:11434' DEFAULT_MODEL = 'llama3.2' diff --git a/web/pgadmin/llm/providers/openai.py b/web/pgadmin/llm/providers/openai.py index 4ef77e78bce..9cb11e1cc62 100644 --- a/web/pgadmin/llm/providers/openai.py +++ b/web/pgadmin/llm/providers/openai.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/reports/__init__.py b/web/pgadmin/llm/reports/__init__.py index 96d01367c62..1eef359d02b 100644 --- a/web/pgadmin/llm/reports/__init__.py +++ b/web/pgadmin/llm/reports/__init__.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/reports/generator.py b/web/pgadmin/llm/reports/generator.py index 9ff8afb824d..4f04914c3fa 100644 --- a/web/pgadmin/llm/reports/generator.py +++ b/web/pgadmin/llm/reports/generator.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -18,7 +18,7 @@ from pgadmin.llm.client import get_llm_client, LLMClient from pgadmin.llm.reports.pipeline import ReportPipeline from pgadmin.llm.reports.sections import get_sections_for_scope -from pgadmin.llm.reports.queries import execute_query, QUERIES +from pgadmin.llm.reports.queries import QUERIES def create_query_executor(conn) -> callable: @@ -49,12 +49,12 @@ def executor(query_id: str, context: dict) -> dict[str, Any]: # Check if query requires an extension required_ext = query_def.get('requires_extension') if required_ext: - check_sql = f""" + check_sql = """ SELECT EXISTS ( - SELECT 1 FROM pg_extension WHERE extname = '{required_ext}' + SELECT 1 FROM pg_extension WHERE extname = %s ) as available """ - status, result = conn.execute_dict(check_sql) + status, result = conn.execute_dict(check_sql, [required_ext]) if not (status and result and result.get('rows', [{}])[0].get('available', False)): return { diff --git a/web/pgadmin/llm/reports/models.py b/web/pgadmin/llm/reports/models.py index d8853eb823e..9ce8f9dc8b3 100644 --- a/web/pgadmin/llm/reports/models.py +++ b/web/pgadmin/llm/reports/models.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -32,13 +32,16 @@ class Section: name: Human-readable name for display. description: What this section analyzes. queries: List of query identifiers to run for this section. - scope: What scope this section applies to ('server', 'database', 'schema'). + scope: What scope this section applies to + ('server', 'database', 'schema'). """ id: str name: str description: str queries: list[str] - scope: list[str] = field(default_factory=lambda: ['server', 'database', 'schema']) + scope: list[str] = field( + default_factory=lambda: ['server', 'database', 'schema'] + ) @dataclass @@ -74,39 +77,3 @@ def to_dict(self) -> dict: 'severity': self.severity.value, 'error': self.error } - - -@dataclass -class PipelineProgress: - """Progress update from the pipeline. - - Attributes: - stage: Current stage ('planning', 'gathering', 'analyzing', 'synthesizing'). - section: Current section being processed (if applicable). - message: Human-readable progress message. - completed: Number of sections completed. - total: Total number of sections. - retry_wait: Seconds waiting before retry (if rate limited). - """ - stage: str - message: str - section: Optional[str] = None - completed: int = 0 - total: int = 0 - retry_wait: Optional[int] = None - - def to_dict(self) -> dict: - """Convert to dictionary for SSE event.""" - result = { - 'type': 'progress' if self.retry_wait is None else 'retry', - 'stage': self.stage, - 'message': self.message - } - if self.section: - result['section'] = self.section - if self.completed or self.total: - result['completed'] = self.completed - result['total'] = self.total - if self.retry_wait is not None: - result['wait_seconds'] = self.retry_wait - return result diff --git a/web/pgadmin/llm/reports/pipeline.py b/web/pgadmin/llm/reports/pipeline.py index ab5ebc32bbe..a43298b104c 100644 --- a/web/pgadmin/llm/reports/pipeline.py +++ b/web/pgadmin/llm/reports/pipeline.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -11,12 +11,12 @@ import json import time -from typing import Generator, Optional, Callable, Any +from typing import Generator, Callable, Any from pgadmin.llm.client import LLMClient, LLMClientError from pgadmin.llm.models import Message from pgadmin.llm.reports.models import ( - Section, SectionResult, Severity, PipelineProgress + Section, SectionResult, Severity ) from pgadmin.llm.reports.prompts import ( PLANNING_SYSTEM_PROMPT, get_planning_user_prompt, @@ -165,6 +165,7 @@ def execute_with_progress( yield {'type': 'stage', 'stage': 'synthesizing', 'message': 'Creating final report...'} + final_report = '' for retry_event in self._synthesize_with_retry( section_results, context ): diff --git a/web/pgadmin/llm/reports/prompts.py b/web/pgadmin/llm/reports/prompts.py index 79b0d4f5472..ce08f06d0d9 100644 --- a/web/pgadmin/llm/reports/prompts.py +++ b/web/pgadmin/llm/reports/prompts.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/reports/queries.py b/web/pgadmin/llm/reports/queries.py index d78f8115067..caf86b279cc 100644 --- a/web/pgadmin/llm/reports/queries.py +++ b/web/pgadmin/llm/reports/queries.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -878,12 +878,12 @@ def execute_query( required_ext = query_def.get('requires_extension') if required_ext: # Check if extension is installed - check_sql = f""" + check_sql = """ SELECT EXISTS ( - SELECT 1 FROM pg_extension WHERE extname = '{required_ext}' + SELECT 1 FROM pg_extension WHERE extname = %s ) as available """ - status, result = conn.execute_dict(check_sql) + status, result = conn.execute_dict(check_sql, [required_ext]) if not (status and result and result.get('rows', [{}])[0].get('available', False)): return { diff --git a/web/pgadmin/llm/reports/sections.py b/web/pgadmin/llm/reports/sections.py index de798ab6d6a..0ae49a35c23 100644 --- a/web/pgadmin/llm/reports/sections.py +++ b/web/pgadmin/llm/reports/sections.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/static/js/AIReport.jsx b/web/pgadmin/llm/static/js/AIReport.jsx index f12dc522e1a..6b3ad23feee 100644 --- a/web/pgadmin/llm/static/js/AIReport.jsx +++ b/web/pgadmin/llm/static/js/AIReport.jsx @@ -2,7 +2,7 @@ // // pgAdmin 4 - PostgreSQL Tools // -// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// Copyright (C) 2013 - 2026, The pgAdmin Development Team // This software is released under the PostgreSQL Licence // ////////////////////////////////////////////////////////////// @@ -16,6 +16,7 @@ import StopIcon from '@mui/icons-material/Stop'; import InfoOutlinedIcon from '@mui/icons-material/InfoOutlined'; import PropTypes from 'prop-types'; import { marked } from 'marked'; +import DOMPurify from 'dompurify'; import gettext from 'sources/gettext'; import url_for from 'sources/url_for'; @@ -617,7 +618,9 @@ export default function AIReport({ URL.revokeObjectURL(url); }; - const reportHtml = report ? marked.parse(getReportHeader() + report) : ''; + const reportHtml = report + ? DOMPurify.sanitize(marked.parse(getReportHeader() + report)) + : ''; return ( diff --git a/web/pgadmin/llm/static/js/SecurityReport.jsx b/web/pgadmin/llm/static/js/SecurityReport.jsx index 55d9fb58cbd..ff8033bb9d1 100644 --- a/web/pgadmin/llm/static/js/SecurityReport.jsx +++ b/web/pgadmin/llm/static/js/SecurityReport.jsx @@ -2,7 +2,7 @@ // // pgAdmin 4 - PostgreSQL Tools // -// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// Copyright (C) 2013 - 2026, The pgAdmin Development Team // This software is released under the PostgreSQL Licence // ////////////////////////////////////////////////////////////// @@ -14,6 +14,7 @@ import DownloadIcon from '@mui/icons-material/Download'; import RefreshIcon from '@mui/icons-material/Refresh'; import PropTypes from 'prop-types'; import { marked } from 'marked'; +import DOMPurify from 'dompurify'; import gettext from 'sources/gettext'; import url_for from 'sources/url_for'; @@ -316,7 +317,9 @@ export default function SecurityReport({ URL.revokeObjectURL(url); }; - const reportHtml = report ? marked.parse(getReportHeader() + report) : ''; + const reportHtml = report + ? DOMPurify.sanitize(marked.parse(getReportHeader() + report)) + : ''; return ( diff --git a/web/pgadmin/llm/tests/__init__.py b/web/pgadmin/llm/tests/__init__.py index 3a080d6bcf9..c69ae19d4a5 100644 --- a/web/pgadmin/llm/tests/__init__.py +++ b/web/pgadmin/llm/tests/__init__.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/tests/test_llm_status.py b/web/pgadmin/llm/tests/test_llm_status.py index 5279c4c1475..553f117e1c3 100644 --- a/web/pgadmin/llm/tests/test_llm_status.py +++ b/web/pgadmin/llm/tests/test_llm_status.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/tests/test_report_endpoints.py b/web/pgadmin/llm/tests/test_report_endpoints.py index ab41af4270f..2a9989bd383 100644 --- a/web/pgadmin/llm/tests/test_report_endpoints.py +++ b/web/pgadmin/llm/tests/test_report_endpoints.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/tools/__init__.py b/web/pgadmin/llm/tools/__init__.py index 2a1834c873b..b8da042653e 100644 --- a/web/pgadmin/llm/tools/__init__.py +++ b/web/pgadmin/llm/tools/__init__.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/tools/database.py b/web/pgadmin/llm/tools/database.py index 4595efb3a16..b958dcdc1af 100644 --- a/web/pgadmin/llm/tools/database.py +++ b/web/pgadmin/llm/tools/database.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## diff --git a/web/pgadmin/llm/utils.py b/web/pgadmin/llm/utils.py index 48bfecdb663..a22a65ea8d4 100644 --- a/web/pgadmin/llm/utils.py +++ b/web/pgadmin/llm/utils.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -231,7 +231,8 @@ def get_default_provider(): Returns None if disabled at system level or user preference is empty. Returns: - The provider name ('anthropic', 'openai', 'ollama') or None if disabled. + The provider name ('anthropic', 'openai', 'ollama', 'docker') + or None if disabled. """ # Check master switch first - cannot be overridden by user if not getattr(config, 'LLM_ENABLED', False): diff --git a/web/pgadmin/tools/sqleditor/__init__.py b/web/pgadmin/tools/sqleditor/__init__.py index f132ff06a98..6f0903bb325 100644 --- a/web/pgadmin/tools/sqleditor/__init__.py +++ b/web/pgadmin/tools/sqleditor/__init__.py @@ -2744,6 +2744,7 @@ def user_macros(json_resp=True): # Natural Language Query (NLQ) to SQL # ============================================================================= + @blueprint.route( '/nlq/chat//stream', methods=["POST"], @@ -2853,11 +2854,11 @@ def generate(): else: # Also try to find a plain JSON object in the response # Look for {"sql": ... } pattern anywhere in the text - plain_json_match = re.search( - r'\{["\']?sql["\']?\s*:\s*(?:null|"[^"]*"|\'[^\']*\').*?\}', - json_text, - re.DOTALL + sql_pattern = ( + r'\{["\']?sql["\']?\s*:\s*' + r'(?:null|"[^"]*"|\'[^\']*\').*?\}' ) + plain_json_match = re.search(sql_pattern, json_text, re.DOTALL) if plain_json_match: json_text = plain_json_match.group(0) @@ -3041,7 +3042,8 @@ def generate(): {sql_query} ``` -Provide your analysis identifying performance bottlenecks and optimization recommendations.""" +Provide your analysis identifying performance bottlenecks and \ +optimization recommendations.""" # Call the LLM client = get_llm_client() @@ -3106,4 +3108,3 @@ def generate(): ) response.direct_passthrough = True return response - diff --git a/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx b/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx index d9301b05dba..5bbd2c413bd 100644 --- a/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx +++ b/web/pgadmin/tools/sqleditor/static/js/components/sections/NLQChatPanel.jsx @@ -2,7 +2,7 @@ // // pgAdmin 4 - PostgreSQL Tools // -// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// Copyright (C) 2013 - 2026, The pgAdmin Development Team // This software is released under the PostgreSQL Licence // ////////////////////////////////////////////////////////////// @@ -500,6 +500,7 @@ export function NLQChatPanel() { method: 'POST', headers: { 'Content-Type': 'application/json', + [window.pgAdmin.csrf_token_header]: window.pgAdmin.csrf_token, }, body: JSON.stringify({ message: userMessage, diff --git a/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py b/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py index 3ac41c61a56..7902c527002 100644 --- a/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py +++ b/web/pgadmin/tools/sqleditor/tests/test_explain_analyze_ai.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -98,12 +98,16 @@ def runTest(self): mock_check_trans = patch( 'pgadmin.tools.sqleditor.check_transaction_status', - return_value=(True, None, mock_conn, mock_trans_obj, mock_session) + return_value=( + True, None, mock_conn, mock_trans_obj, mock_session + ) ) else: mock_check_trans = patch( 'pgadmin.tools.sqleditor.check_transaction_status', - return_value=(False, 'Transaction ID not found', None, None, None) + return_value=( + False, 'Transaction ID not found', None, None, None + ) ) patches.append(mock_check_trans) diff --git a/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py b/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py index a9bb9b5053d..6f1f3447990 100644 --- a/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py +++ b/web/pgadmin/tools/sqleditor/tests/test_nlq_chat.py @@ -2,7 +2,7 @@ # # pgAdmin 4 - PostgreSQL Tools # -# Copyright (C) 2013 - 2025, The pgAdmin Development Team +# Copyright (C) 2013 - 2026, The pgAdmin Development Team # This software is released under the PostgreSQL Licence # ########################################################################## @@ -42,7 +42,10 @@ class NLQChatTestCase(BaseTestGenerator): valid_transaction=True, message='Find all users', expected_error=False, - mock_response='{"sql": "SELECT * FROM users;", "explanation": "Gets all users"}' + mock_response=( + '{"sql": "SELECT * FROM users;", ' + '"explanation": "Gets all users"}' + ) )), ] @@ -76,12 +79,16 @@ def runTest(self): mock_check_trans = patch( 'pgadmin.tools.sqleditor.check_transaction_status', - return_value=(True, None, mock_conn, mock_trans_obj, mock_session) + return_value=( + True, None, mock_conn, mock_trans_obj, mock_session + ) ) else: mock_check_trans = patch( 'pgadmin.tools.sqleditor.check_transaction_status', - return_value=(False, 'Transaction ID not found', None, None, None) + return_value=( + False, 'Transaction ID not found', None, None, None + ) ) patches.append(mock_check_trans) From 77201eb020dee866abed07a3829f2b3a0071276e Mon Sep 17 00:00:00 2001 From: Dave Page Date: Mon, 12 Jan 2026 15:44:24 +0000 Subject: [PATCH 06/10] Address additional PR review comments - Add comment to empty setUp() method in test_llm_status.py - Rename unused parameter to _manager in database.py - Fix type hint to tuple[bool, str | None] in database.py - Remove unused Response import from llm/__init__.py - Remove unused response variable in client.py - Remove unused LLMClientError and LLMResponse imports from chat.py - Update copyright year to 2026 in ai_tools.js --- web/pgadmin/llm/__init__.py | 2 +- web/pgadmin/llm/chat.py | 4 ++-- web/pgadmin/llm/client.py | 2 +- web/pgadmin/llm/static/js/ai_tools.js | 2 +- web/pgadmin/llm/tests/test_llm_status.py | 1 + web/pgadmin/llm/tools/database.py | 4 ++-- 6 files changed, 8 insertions(+), 7 deletions(-) diff --git a/web/pgadmin/llm/__init__.py b/web/pgadmin/llm/__init__.py index 21b6029b9f3..88e38155157 100644 --- a/web/pgadmin/llm/__init__.py +++ b/web/pgadmin/llm/__init__.py @@ -11,7 +11,7 @@ import json import ssl -from flask import Response, request +from flask import request from flask_babel import gettext from pgadmin.utils import PgAdminModule from pgadmin.utils.preferences import Preferences diff --git a/web/pgadmin/llm/chat.py b/web/pgadmin/llm/chat.py index 08e3fdab79f..1bb7c9d6e1d 100644 --- a/web/pgadmin/llm/chat.py +++ b/web/pgadmin/llm/chat.py @@ -16,8 +16,8 @@ import json from typing import Optional -from pgadmin.llm.client import get_llm_client, is_llm_available, LLMClientError -from pgadmin.llm.models import Message, LLMResponse, StopReason +from pgadmin.llm.client import get_llm_client, is_llm_available +from pgadmin.llm.models import Message, StopReason from pgadmin.llm.tools import DATABASE_TOOLS, execute_tool, DatabaseToolError from pgadmin.llm.utils import get_max_tool_iterations diff --git a/web/pgadmin/llm/client.py b/web/pgadmin/llm/client.py index 158f86af416..5a4f114e6d7 100644 --- a/web/pgadmin/llm/client.py +++ b/web/pgadmin/llm/client.py @@ -86,7 +86,7 @@ def validate_connection(self) -> tuple[bool, Optional[str]]: """ try: # Try a minimal request to validate the connection - response = self.chat( + self.chat( messages=[Message.user("Hello")], max_tokens=10 ) diff --git a/web/pgadmin/llm/static/js/ai_tools.js b/web/pgadmin/llm/static/js/ai_tools.js index d6e3e4ff7f7..5e74e8f2876 100644 --- a/web/pgadmin/llm/static/js/ai_tools.js +++ b/web/pgadmin/llm/static/js/ai_tools.js @@ -2,7 +2,7 @@ // // pgAdmin 4 - PostgreSQL Tools // -// Copyright (C) 2013 - 2025, The pgAdmin Development Team +// Copyright (C) 2013 - 2026, The pgAdmin Development Team // This software is released under the PostgreSQL Licence // ////////////////////////////////////////////////////////////// diff --git a/web/pgadmin/llm/tests/test_llm_status.py b/web/pgadmin/llm/tests/test_llm_status.py index 553f117e1c3..2b586d6e267 100644 --- a/web/pgadmin/llm/tests/test_llm_status.py +++ b/web/pgadmin/llm/tests/test_llm_status.py @@ -43,6 +43,7 @@ class LLMStatusTestCase(BaseTestGenerator): ] def setUp(self): + # Required by BaseTestGenerator but no setup needed for these tests pass def runTest(self): diff --git a/web/pgadmin/llm/tools/database.py b/web/pgadmin/llm/tools/database.py index b958dcdc1af..1917d0d6f1e 100644 --- a/web/pgadmin/llm/tools/database.py +++ b/web/pgadmin/llm/tools/database.py @@ -84,7 +84,7 @@ def _get_connection(sid: int, did: int, conn_id: str): ) -def _connect_readonly(manager, conn, conn_id: str) -> tuple[bool, str]: +def _connect_readonly(_manager, conn, conn_id: str) -> tuple[bool, str | None]: """ Establish a read-only connection. @@ -92,7 +92,7 @@ def _connect_readonly(manager, conn, conn_id: str) -> tuple[bool, str]: and ensures the connection is in read-only mode. Args: - manager: The server manager + _manager: The server manager (unused, kept for API consistency) conn: The connection object conn_id: Connection identifier From 8baf3fd5d2a620dd328265c6b7777455dd7eed9d Mon Sep 17 00:00:00 2001 From: Dave Page Date: Tue, 20 Jan 2026 10:08:40 +0000 Subject: [PATCH 07/10] Ensure new tabs are loaded correctly. --- .../static/js/helpers/Layout/index.jsx | 67 +++++++++++++++++++ 1 file changed, 67 insertions(+) diff --git a/web/pgadmin/static/js/helpers/Layout/index.jsx b/web/pgadmin/static/js/helpers/Layout/index.jsx index 468b49a327a..5bf0af08c70 100644 --- a/web/pgadmin/static/js/helpers/Layout/index.jsx +++ b/web/pgadmin/static/js/helpers/Layout/index.jsx @@ -222,12 +222,79 @@ export class LayoutDocker { loadLayout(savedLayout) { try { this.layoutObj.loadLayout(JSON.parse(savedLayout)); + this.addMissingDefaultPanels(); } catch { /* Fallback to default */ this.layoutObj.loadLayout(this.defaultLayout); } } + addMissingDefaultPanels() { + // Flatten both layouts to get all tabs + const flattenLayout = (box, arr) => { + box.children.forEach((child) => { + if (child.children) { + flattenLayout(child, arr); + } else { + arr.push(...(child.tabs ?? [])); + } + }); + }; + + const flatDefault = []; + const flatCurrent = []; + flattenLayout(this.defaultLayout.dockbox, flatDefault); + flattenLayout(this.layoutObj.getLayout().dockbox, flatCurrent); + + // Find tabs in default but not in saved layout + const missingTabs = _.differenceBy(flatDefault, flatCurrent, 'id'); + + // Only add non-closable tabs (closable tabs may have been intentionally removed) + const missingNonClosableTabs = missingTabs.filter(tab => !tab.internal?.closable); + + // Add each missing tab next to a sibling from its original panel group + missingNonClosableTabs.forEach((tab) => { + const siblingId = this.findSiblingTab(tab.id, flatDefault, flatCurrent); + if (siblingId) { + this.openTab({ + id: tab.id, + content: tab.content, + ...tab.internal + }, siblingId, 'middle'); + } else if (this.resetToTabPanel) { + // Fallback: add to the reset panel location + this.openTab({ + id: tab.id, + content: tab.content, + ...tab.internal + }, this.resetToTabPanel, 'middle'); + } + }); + } + + findSiblingTab(tabId, flatDefault, flatCurrent) { + // Find which panel group this tab belongs to in the default layout + const findPanelTabs = (box, targetId) => { + for (const child of box.children) { + if (child.children) { + const result = findPanelTabs(child, targetId); + if (result) return result; + } else if (child.tabs) { + const hasTarget = child.tabs.some(t => t.id === targetId); + if (hasTarget) return child.tabs.map(t => t.id); + } + } + return null; + }; + + const siblingIds = findPanelTabs(this.defaultLayout.dockbox, tabId); + if (!siblingIds) return null; + + // Find a sibling that exists in current layout + const currentIds = flatCurrent.map(t => t.id); + return siblingIds.find(id => id !== tabId && currentIds.includes(id)); + } + saveLayout(l) { let api = getApiInstance(); if(!this.layoutId || !this.layoutObj) { From b12ddd91e3d397f5e5bf8c06d30c13337ad94c66 Mon Sep 17 00:00:00 2001 From: Dave Page Date: Tue, 20 Jan 2026 10:09:28 +0000 Subject: [PATCH 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Co-Authored-By: Claude Opus 4.5 --- .../{add_tools_ai_permission_.py => add_tools_ai_perm_.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename web/migrations/versions/{add_tools_ai_permission_.py => add_tools_ai_perm_.py} (100%) diff --git a/web/migrations/versions/add_tools_ai_permission_.py b/web/migrations/versions/add_tools_ai_perm_.py similarity index 100% rename from web/migrations/versions/add_tools_ai_permission_.py rename to web/migrations/versions/add_tools_ai_perm_.py From 55bd2039e192d76ff26676e6c4015bc7a57c4089 Mon Sep 17 00:00:00 2001 From: Dave Page Date: Tue, 20 Jan 2026 13:03:09 +0000 Subject: [PATCH 10/10] Address additional PR review comments. - Add caching for LLM model options to avoid repeated API calls when switching between preference categories (fixes slow OpenAI model loading issue). - Add icon to AI Reports panel tab (fa-file-alt). - Clear options cache on successful refresh to ensure fresh data. Co-Authored-By: Claude Opus 4.5 --- web/pgadmin/llm/static/js/ai_tools.js | 1 + .../js/components/PreferencesHelper.jsx | 21 +++++++++++++++++++ .../static/js/components/SelectRefresh.jsx | 8 ++++++- 3 files changed, 29 insertions(+), 1 deletion(-) diff --git a/web/pgadmin/llm/static/js/ai_tools.js b/web/pgadmin/llm/static/js/ai_tools.js index 5e74e8f2876..f90ea501f5e 100644 --- a/web/pgadmin/llm/static/js/ai_tools.js +++ b/web/pgadmin/llm/static/js/ai_tools.js @@ -404,6 +404,7 @@ define([ handler.docker.openTab({ id: panelId, title: panelTitle, + icon: 'fa fa-file-alt', content: ( { + // Check cache first to avoid repeated API calls + if (optionsCache[optionsEndpoint]) { + return Promise.resolve([...optionsCache[optionsEndpoint], ...staticOptions]); + } return new Promise((resolve) => { const api = getApiInstance(); const optionsUrl = url_for(optionsEndpoint); @@ -130,6 +143,8 @@ export function prepareSubnodeData(node, subNode, nodeData, preferencesStore) { .then((res) => { if (res.data?.data?.models) { const dynamicOptions = res.data.data.models; + // Cache the results + optionsCache[optionsEndpoint] = dynamicOptions; resolve([...dynamicOptions, ...staticOptions]); } else { resolve(staticOptions); @@ -147,6 +162,10 @@ export function prepareSubnodeData(node, subNode, nodeData, preferencesStore) { const staticOptions = element.options || []; // Replace options with a function that fetches from the URL element.options = () => { + // Check cache first to avoid repeated API calls + if (optionsCache[optionsEndpoint]) { + return Promise.resolve([...optionsCache[optionsEndpoint], ...staticOptions]); + } return new Promise((resolve) => { const api = getApiInstance(); // Use url_for to resolve the endpoint to a proper URL @@ -156,6 +175,8 @@ export function prepareSubnodeData(node, subNode, nodeData, preferencesStore) { if (res.data?.data?.models) { // Dynamic models loaded successfully const dynamicOptions = res.data.data.models; + // Cache the results + optionsCache[optionsEndpoint] = dynamicOptions; resolve([...dynamicOptions, ...staticOptions]); } else { // No models in response, use static options diff --git a/web/pgadmin/static/js/components/SelectRefresh.jsx b/web/pgadmin/static/js/components/SelectRefresh.jsx index 379efbf8560..1567396247e 100644 --- a/web/pgadmin/static/js/components/SelectRefresh.jsx +++ b/web/pgadmin/static/js/components/SelectRefresh.jsx @@ -20,6 +20,7 @@ import url_for from 'sources/url_for'; import gettext from 'sources/gettext'; import { SchemaStateContext } from '../SchemaView/SchemaState'; import { usePgAdmin } from '../PgAdminProvider'; +import { clearOptionsCache } from '../../../preferences/static/js/components/PreferencesHelper'; const StyledBox = styled(Box)(() => ({ display: 'flex', @@ -69,6 +70,7 @@ export function SelectRefresh({ required, className, label, helpMessage, testcid const { getOptionsOnRefresh, optionsRefreshUrl, + optionsUrl, refreshDeps, ...selectControlProps } = controlProps; @@ -101,6 +103,10 @@ export function SelectRefresh({ required, className, label, helpMessage, testcid pgAdmin.Browser.notifier.error(res.data.data.error); } else if (res.data?.data?.models) { const models = res.data.data.models; + // Clear the cache so next time preferences opens, it uses the refreshed data + if (optionsUrl) { + clearOptionsCache(optionsUrl); + } setOptionsState((prev) => ({ options: models, reloadBasis: prev.reloadBasis + 1 })); } else { // No models returned - clear the list @@ -132,7 +138,7 @@ export function SelectRefresh({ required, className, label, helpMessage, testcid setIsRefreshing(false); }); } - }, [optionsRefreshUrl, refreshDeps, schemaState, getOptionsOnRefresh, pgAdmin]); + }, [optionsRefreshUrl, optionsUrl, refreshDeps, schemaState, getOptionsOnRefresh, pgAdmin]); return (