limit tables of datasourse in context of the mind

Author: ea-rus

README.md

@@ -75,6 +75,17 @@ mind3.add_datasource(postgres_config)  # Using the config
 mind3.add_datasource(datasource)       # Using the data source object
 ```
 
+Create mind with tables restriction for datasource:
+```python
+from minds.datasources.datasources import DatabaseTables
+datasource = DatabaseTables(
+    name='my_db',
+    tables=['table1', 'table1'],
+)
+mind4 = client.minds.create(name='mind_name', datasources=[datasource])
+```
+
+
 ### Managing Minds
 
 You can create a mind or replace an existing one with the same name.

examples/base_usage.py

@@ -40,6 +40,11 @@
 # with prompt template
 mind = client.minds.create(name='mind_name', prompt_template='You are codding assistant')
 
+# restrict tables for datasource in context of the mind:
+from minds.datasources.datasources import DatabaseTables
+datasource = DatabaseTables(name='my_datasource', tables=['table1', 'table1'])
+mind = client.minds.create(name='mind_name', datasources=[datasource])
+
 # or add to existed mind
 mind = client.minds.create(name='mind_name')
 # by config

minds/datasources/datasources.py

@@ -4,16 +4,35 @@
 import minds.utils as utils
 import minds.exceptions as exc
 
-class DatabaseConfig(BaseModel):
 
+class DatabaseConfigBase(BaseModel):
+    """
+    Base class
+    """
     name: str
+    tables: Union[List[str], None] = []
+
+
+class DatabaseTables(DatabaseConfigBase):
+    """
+    Used when only database and tables are required to be defined. For example in minds.create
+    """
+    ...
+
+
+class DatabaseConfig(DatabaseConfigBase):
+    """
+    Used to define datasource before creating it.
+    """
     engine: str
     description: str
     connection_data: Union[dict, None] = {}
-    tables: Union[List[str], None] = []
 
 
 class Datasource(DatabaseConfig):
+    """
+    Existed datasource. It is returned by this SDK when datasource is queried from server
+    """
     ...
 
 

minds/minds.py

@@ -2,7 +2,7 @@
 from openai import OpenAI
 import minds.utils as utils
 import minds.exceptions as exc
-from minds.datasources import Datasource, DatabaseConfig
+from minds.datasources import Datasource, DatabaseConfig, DatabaseTables, DatabaseConfigBase
 from minds.knowledge_bases import KnowledgeBase, KnowledgeBaseConfig
 
 DEFAULT_PROMPT_TEMPLATE = 'Use your database tools to answer the user\'s question: {{question}}'
@@ -89,11 +89,10 @@ def update(
             utils.validate_mind_name(name)
 
         if datasources is not None:
-            ds_names = []
+            ds_list = []
             for ds in datasources:
-                ds = self.client.minds._check_datasource(ds)
-                ds_names.append(ds)
-            data['datasources'] = ds_names
+                ds_list.append(self.client.minds._check_datasource(ds))
+            data['datasources'] = ds_list
 
         if knowledge_bases is not None:
             kb_names = []
@@ -145,7 +144,7 @@ def add_datasource(self, datasource: Datasource):
         :param datasource: input datasource
         """
 
-        ds_name = self.client.minds._check_datasource(datasource)
+        ds_name = self.client.minds._check_datasource(datasource)['name']
 
         self.api.post(
             f'/projects/{self.project}/minds/{self.name}/datasources',
@@ -279,20 +278,28 @@ def get(self, name: str) -> Mind:
         item = self.api.get(f'/projects/{self.project}/minds/{name}').json()
         return Mind(self.client, **item)
 
-    def _check_datasource(self, ds) -> str:
-        if isinstance(ds, Datasource):
-            ds = ds.name
-        elif isinstance(ds, DatabaseConfig):
-            # if not exists - create
-            try:
-                self.client.datasources.get(ds.name)
-            except exc.ObjectNotFound:
-                self.client.datasources.create(ds)
+    def _check_datasource(self, ds) -> dict:
+        if isinstance(ds, DatabaseConfigBase):
+            res = {'name': ds.name}
+
+            if isinstance(ds, DatabaseTables):
+                if ds.tables:
+                    res['tables'] = ds.tables
+
+            if isinstance(ds, DatabaseConfig):
+                # if not exists - create
+                try:
+                    self.client.datasources.get(ds.name)
+                except exc.ObjectNotFound:
+                    self.client.datasources.create(ds)
 
-            ds = ds.name
-        elif not isinstance(ds, str):
+        elif isinstance(ds, str):
+            res = {'name': ds}
+        else:
             raise ValueError(f'Unknown type of datasource: {ds}')
-        return ds
+
+        return res
+
 
     def _check_knowledge_base(self, knowledge_base) -> str:
         if isinstance(knowledge_base, KnowledgeBase):
@@ -355,12 +362,10 @@ def create(
             except exc.ObjectNotFound:
                 ...
 
-        ds_names = []
+        ds_list = []
         if datasources:
             for ds in datasources:
-                ds = self._check_datasource(ds)
-
-                ds_names.append(ds)
+                ds_list.append(self._check_datasource(ds))
 
         kb_names = []
         if knowledge_bases:
@@ -390,7 +395,7 @@ def create(
                 'model_name': model_name,
                 'provider': provider,
                 'parameters': parameters,
-                'datasources': ds_names,
+                'datasources': ds_list,
                 'knowledge_bases': kb_names
             }
         )

tests/integration/test_base_flow.py

@@ -8,7 +8,7 @@
 logging.basicConfig(level=logging.DEBUG)
 
 from minds.datasources.examples import example_ds
-from minds.datasources import DatabaseConfig
+from minds.datasources import DatabaseConfig, DatabaseTables
 
 from minds.exceptions import ObjectNotFound, MindNameInvalid, DatasourceNameInvalid
 
@@ -64,8 +64,8 @@ def test_datasources():
 def test_minds():
     client = get_client()
 
-    ds_name = 'test_datasource_'
-    ds_name2 = 'test_datasource2_'
+    ds_all_name = 'test_datasource_'  # unlimited tables
+    ds_rentals_name = 'test_datasource2_'  # limited to home rentals
     mind_name = 'int_test_mind_'
     invalid_mind_name = 'mind-123'
     mind_name2 = 'int_test_mind2_'
@@ -80,38 +80,38 @@ def test_minds():
             ...
 
     # prepare datasources
-    ds_cfg = copy.copy(example_ds)
-    ds_cfg.name = ds_name
-    ds = client.datasources.create(example_ds, update=True)
+    ds_all_cfg = copy.copy(example_ds)
+    ds_all_cfg.name = ds_all_name
+    ds_all = client.datasources.create(ds_all_cfg, update=True)
 
     # second datasource
-    ds2_cfg = copy.copy(example_ds)
-    ds2_cfg.name = ds_name2
-    ds2_cfg.tables = ['home_rentals']
+    ds_rentals_cfg = copy.copy(example_ds)
+    ds_rentals_cfg.name = ds_rentals_name
+    ds_rentals_cfg.tables = ['home_rentals']
 
     # create
     with pytest.raises(MindNameInvalid):
         client.minds.create(
             invalid_mind_name,
-            datasources=[ds],
+            datasources=[ds_all],
             provider='openai'
         )
 
     mind = client.minds.create(
         mind_name,
-        datasources=[ds],
+        datasources=[ds_all],
         provider='openai'
     )
     mind = client.minds.create(
         mind_name,
         replace=True,
-        datasources=[ds.name, ds2_cfg],
+        datasources=[ds_all.name, ds_rentals_cfg],
         prompt_template=prompt1
     )
     mind = client.minds.create(
         mind_name,
         update=True,
-        datasources=[ds.name, ds2_cfg],
+        datasources=[ds_all.name, ds_rentals_cfg],
         prompt_template=prompt1
     )
 
@@ -131,14 +131,14 @@ def test_minds():
     # rename & update
     mind.update(
         name=mind_name2,
-        datasources=[ds.name],
+        datasources=[ds_all.name],
         prompt_template=prompt2
     )
 
     with pytest.raises(MindNameInvalid):
         mind.update(
             name=invalid_mind_name,
-            datasources=[ds.name],
+            datasources=[ds_all.name],
             prompt_template=prompt2
         )
 
@@ -151,28 +151,40 @@ def test_minds():
     assert mind.prompt_template == prompt2
 
     # add datasource
-    mind.add_datasource(ds2_cfg)
+    mind.add_datasource(ds_rentals_cfg)
     assert len(mind.datasources) == 2
 
     # del datasource
-    mind.del_datasource(ds2_cfg.name)
+    mind.del_datasource(ds_rentals_cfg.name)
     assert len(mind.datasources) == 1
 
     # ask about data
     answer = mind.completion('what is max rental price in home rental?')
     assert '5602' in answer.replace(' ', '').replace(',', '')
 
     # limit tables
-    mind.del_datasource(ds.name)
-    mind.add_datasource(ds_name2)
+    mind.del_datasource(ds_all.name)
+    mind.add_datasource(ds_rentals_name)
     assert len(mind.datasources) == 1
 
-    answer = mind.completion('what is max rental price in home rental?')
-    assert '5602' in answer.replace(' ', '').replace(',', '')
+    check_mind_can_see_only_rentals(mind)
 
-    # not accessible table
-    answer = mind.completion('what is max price in car sales?')
-    assert '145000' not in answer.replace(' ', '').replace(',', '')
+    # test ds with limited tables
+    ds_all_limited = DatabaseTables(
+        name=ds_all_name,
+        tables=['home_rentals']
+    )
+    # mind = client.minds.create(
+    #     'mind_ds_limited_',
+    #     replace=True,
+    #     datasources=[ds_all],
+    #     prompt_template=prompt2
+    # )
+    mind.update(
+        name=mind.name,
+        datasources=[ds_all_limited],
+    )
+    check_mind_can_see_only_rentals(mind)
 
     # stream completion
     success = False
@@ -183,6 +195,13 @@ def test_minds():
 
     # drop
     client.minds.drop(mind_name2)
-    client.datasources.drop(ds.name)
-    client.datasources.drop(ds2_cfg.name)
+    client.datasources.drop(ds_all.name)
+    client.datasources.drop(ds_rentals_cfg.name)
+
+def check_mind_can_see_only_rentals(mind):
+    answer = mind.completion('what is max rental price in home rental?')
+    assert '5602' in answer.replace(' ', '').replace(',', '')
 
+    # not accessible table
+    answer = mind.completion('what is max price in car sales?')
+    assert '145000' not in answer.replace(' ', '').replace(',', '')

tests/unit/test_unit.py

@@ -3,6 +3,7 @@
 from unittest.mock import patch
 
 
+from minds.datasources.datasources import DatabaseTables
 from minds.datasources.examples import example_ds
 from minds.knowledge_bases import EmbeddingConfig, KnowledgeBaseConfig, VectorStoreConfig
 
@@ -322,14 +323,59 @@ def check_mind_created(mind, mock_post, create_params, url):
             args, kwargs = mock_post.call_args
             assert args[0].endswith(url)
             request = kwargs['json']
-            for key in ('name', 'datasources', 'knowledge_bases', 'provider', 'model_name'),:
-                assert request.get(key) == create_params.get(key)
+            for key in ('name', 'datasources', 'knowledge_bases', 'provider', 'model_name'):
+                req, param = request.get(key), create_params.get(key)
+                if key == 'datasources':
+                    param = [{'name': param[0]}]
+
+                assert req == param
+
+            assert create_params.get('prompt_template') == request.get('parameters', {}).get('prompt_template')
+
+            self.compare_mind(mind, self.mind_json)
+
+        check_mind_created(mind, mock_post, create_params, '/api/projects/mindsdb/minds')
+
+        # -- datasource with tables --
+        knowledge_bases = ['example_kb']
+        provider = 'openai'
+
+        response_mock(mock_get, self.mind_json)
+
+        ds_conf = DatabaseTables(
+            name='my_db',
+            tables=['table1', 'table1'],
+        )
+        create_params = {
+            'name': mind_name,
+            'prompt_template': prompt_template,
+            'datasources': [ds_conf],
+            'knowledge_bases': knowledge_bases
+        }
+        mind = client.minds.create(**create_params)
+
+        def check_mind_created(mind, mock_post, create_params, url):
+            args, kwargs = mock_post.call_args
+            assert args[0].endswith(url)
+            request = kwargs['json']
+            for key in ('name', 'datasources', 'knowledge_bases', 'provider', 'model_name'):
+                req, param = request.get(key), create_params.get(key)
+                if key == 'datasources':
+                    if param is not None:
+                        ds = param[0]
+                        param = [{'name': ds.name, 'tables': ds.tables}]
+                    else:
+                        param = []
+                if key == 'knowledge_bases' and param is None:
+                    param = []
+                assert req == param
             assert create_params.get('prompt_template') == request.get('parameters', {}).get('prompt_template')
 
             self.compare_mind(mind, self.mind_json)
 
         check_mind_created(mind, mock_post, create_params, '/api/projects/mindsdb/minds')
 
+
         # -- with replace --
         create_params = {
             'name': mind_name,
@@ -375,7 +421,9 @@ def test_update(self, mock_patch, mock_get):
         args, kwargs = mock_patch.call_args
         assert args[0].endswith(f'/api/projects/mindsdb/minds/{self.mind_json["name"]}')
 
-        assert kwargs['json'] == update_params
+        params = update_params.copy()
+        params['datasources'] = [{'name': 'ds_name'}]
+        assert kwargs['json'] == params
 
     @patch('requests.get')
     def test_get(self, mock_get):