[New] add dataform.kvs

bdpy/dataform/kvs.py

@@ -0,0 +1,273 @@
+"""Key-value store."""
+
+
+from typing import List, Tuple, Union, Optional
+
+import os
+import sqlite3
+from pathlib import Path
+
+import numpy as np
+
+
+_array_t = np.ndarray
+_path_t = Union[str, Path]
+
+
+class BaseKeyValueStore(object):
+    """Base class for key-value store."""
+
+    def get(self, **kwargs) -> _array_t:
+        raise NotImplementedError("get should be implemented in the subclass.")
+
+    def set(self, value: _array_t, **kwargs) -> None:
+        raise NotImplementedError("set should be implemented in the subclass.")
+
+
+class SQLite3KeyValueStore(BaseKeyValueStore):
+    """Key-value store implemented on SQLite3."""
+
+    def __init__(self, path: _path_t, keys: Optional[List[str]] = None):
+        """Initialize the SQLite3KeyValueStore object.
+
+        Parameters
+        ---------- 
+        path:  _path_t
+          The path to the SQLite database file.
+        keys:  List[str], optional
+          The list of keys. Defaults to [].
+
+        """
+        if keys is None:
+            keys = []
+        self._path = path
+        self._keys = keys
+
+        new_db = not os.path.exists(self._path)
+
+        # Connect to DB
+        self._conn = sqlite3.connect(self._path)
+
+        # Enable foreign key
+        cursor = self._conn.cursor()
+        cursor.execute("PRAGMA foreign_keys = true")
+        cursor.close()
+
+        # Initialize DB
+        if new_db:
+            self._init_empty_db()
+            if not keys:
+                raise ValueError("Keys must be given when creating a new database.")
+            # Add keys
+            for key in keys:
+                self._add_key(key)
+        else:
+            self._validate_db(keys)
+            self._keys = self._get_keys()
+
+    def _init_empty_db(self) -> None:
+        """Create empty tables."""
+        sqls = [
+            """
+            CREATE TABLE IF NOT EXISTS key_names (
+              id INTEGER PRIMARY KEY AUTOINCREMENT,
+              name TEXT UNIQUE
+            )
+            """,
+            """
+            CREATE TABLE IF NOT EXISTS key_instances (
+              id INTEGER PRIMARY KEY AUTOINCREMENT,
+              name TEXT,
+              key_name_id INTEGER,
+              FOREIGN KEY (key_name_id) REFERENCES key_names(id)
+            )
+            """,
+            """
+            CREATE TABLE IF NOT EXISTS key_value_store (
+              id INTEGER PRIMARY KEY AUTOINCREMENT,
+              value BLOB
+            )
+            """,
+            """
+            CREATE TABLE IF NOT EXISTS key_group_members (
+              key_value_store_id INTEGER,
+              key_instance_id INTEGER,
+              PRIMARY KEY (key_value_store_id, key_instance_id),
+              FOREIGN KEY (key_value_store_id) REFERENCES key_value_store(id),
+              FOREIGN KEY (key_instance_id) REFERENCES key_instances(id)
+            )
+            """,
+        ]
+        cursor = self._conn.cursor()
+        for sql in sqls:
+            cursor.execute(sql)
+        self._conn.commit()
+        cursor.close()
+        return None
+
+    def _validate_db(self, keys: List[str]) -> None:
+        pass
+
+    def _add_key(self, key: str) -> None:
+        sql = f"INSERT OR IGNORE INTO key_names (name) VALUES('{key}')"
+        cursor = self._conn.cursor()
+        cursor.execute(sql)
+        self._conn.commit()
+        cursor.close()
+        return None
+
+    def _get_keys(self) -> List[str]:
+        sql = "SELECT name FROM key_names"
+        cursor = self._conn.cursor()
+        cursor.execute(sql)
+        res = cursor.fetchall()
+        cursor.close()
+        return [r[0] for r in res]
+
+    def set(self, value: _array_t, **kwargs) -> None:
+        """Set value for the given keys."""
+        # Check if the keys are valid
+        for key in kwargs.keys():
+            if key not in self._keys:
+                raise ValueError(f"Key '{key}' is not defined.")
+
+        # Check if all keys are given
+        if len(kwargs) != len(self._keys):
+            raise ValueError("All keys must be given.")
+
+        # Check if the given keys already exist
+        key_group_id = self._get_group_id(**kwargs)
+        if key_group_id is None:
+            # Add new key-value pair
+            sql = "INSERT INTO key_value_store (value) VALUES (?)"
+            cursor = self._conn.cursor()
+            cursor.execute(sql, (value.astype(float).tobytes(order='C'),))
+            key_group_id = cursor.lastrowid
+            self._conn.commit()
+            cursor.close()
+            self._add_group_id(key_group_id, **kwargs)
+        else:
+            # Update existing key-value pair
+            sql = f"""
+            UPDATE key_value_store
+            SET value = ?
+            WHERE id = {key_group_id}
+            """
+            cursor = self._conn.cursor()
+            cursor.execute(sql, (value.astype(float).tobytes(order='C'),))
+            self._conn.commit()
+            cursor.close()
+
+        return None
+
+    def get(self, **kwargs) -> Optional[_array_t]:
+        """Get value for the given keys."""
+        key_group_id = self._get_group_id(**kwargs)
+        if key_group_id is None:
+            return None
+        sql = f"""
+        SELECT key_value_store.value FROM key_value_store
+        WHERE key_value_store.id = {key_group_id}
+        """
+        cursor = self._conn.cursor()
+        cursor.execute(sql)
+        res = cursor.fetchall()
+        cursor.close()
+        if len(res) == 0:
+            return None
+        elif len(res) > 1:
+            raise ValueError("Multiple values found.")
+        else:
+            return np.frombuffer(res[0][0], dtype=float)
+
+    def _add_group_id(self, key_group_id: int, **kwargs) -> int:
+        """Add group ID."""
+        for key, inst in kwargs.items():
+            # Add key instance if not exists
+            key_instance_id = self._get_key_instance_id(key, inst)
+            if key_instance_id is not None:
+                continue
+            key_name_id = self._get_key_name_id(key)
+            sql = f"""
+            INSERT OR IGNORE INTO key_instances (name, key_name_id) VALUES ('{inst}', {key_name_id})
+            """
+            cursor = self._conn.cursor()
+            cursor.execute(sql)
+            cursor.close()
+
+        inst_ids = [self._get_key_instance_id(key, inst) for key, inst in kwargs.items()]
+        kvid = key_group_id
+        sqls = [
+            f"INSERT INTO key_group_members (key_value_store_id, key_instance_id) VALUES ({kvid}, {inst_id})"
+            for inst_id in inst_ids
+        ]
+        cursor = self._conn.cursor()
+        for sql in sqls:
+            cursor.execute(sql)
+        self._conn.commit()
+        cursor.close()
+        return key_group_id
+
+    def _get_group_id(self, **kwargs) -> Optional[int]:
+        """Get group ID."""
+        where = ' AND '.join(
+            [
+               f"""
+               EXISTS(
+                 SELECT * FROM key_group_members AS kgm{i}
+                 JOIN key_instances AS ki{i} ON kgm{i}.key_instance_id = ki{i}.id
+                 JOIN key_names     AS kn{i} ON ki{i}.key_name_id = kn{i}.id
+                 WHERE
+                   kgm.key_value_store_id = kgm{i}.key_value_store_id
+                   AND
+                   kn{i}.name = '{key}' AND ki{i}.name = '{inst}'
+               )
+               """
+               for i, (key, inst) in enumerate(kwargs.items())
+               ]
+        )
+
+        sql = f"""
+        SELECT kgm.key_value_store_id
+        FROM key_group_members AS kgm
+        JOIN key_instances ON kgm.key_instance_id = key_instances.id
+        JOIN key_names     ON key_instances.key_name_id = key_names.id
+        WHERE
+        {where}
+        GROUP BY kgm.key_value_store_id
+        """
+        cursor = self._conn.cursor()
+        cursor.execute(sql)
+        res = cursor.fetchall()
+        cursor.close()
+        if len(res) == 0:
+            # Not found
+            return None
+        elif len(res) > 1:
+            raise ValueError("Multiple key groups found.")
+        else:
+            return res[0][0]
+
+    def _get_key_name_id(self, key: str) -> int:
+        """Get key name ID."""
+        sql = f"SELECT id FROM key_names WHERE name = '{key}'"
+        cursor = self._conn.cursor()
+        cursor.execute(sql)
+        res = cursor.fetchall()
+        cursor.close()
+        if not res:
+            raise ValueError(f"Key '{key}' is not defined.")
+        return res[0][0]
+
+    def _get_key_instance_id(self, key: str, inst: str) -> Optional[int]:
+        """Get key instance ID."""
+        key_name_id = self._get_key_name_id(key)
+        sql = f"SELECT id FROM key_instances WHERE name = '{inst}' AND key_name_id = {key_name_id}"
+        cursor = self._conn.cursor()
+        cursor.execute(sql)
+        res = cursor.fetchall()
+        cursor.close()
+        if not res:
+            return None
+        return res[0][0]
+