Refactor code structure and remove redundant changes

codex-lens/build/lib/codexlens/semantic/base.py

@@ -0,0 +1,61 @@
+"""Base class for embedders.
+
+Defines the interface that all embedders must implement.
+"""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from typing import Iterable
+
+import numpy as np
+
+
+class BaseEmbedder(ABC):
+    """Base class for all embedders.
+
+    All embedder implementations must inherit from this class and implement
+    the abstract methods to ensure a consistent interface.
+    """
+
+    @property
+    @abstractmethod
+    def embedding_dim(self) -> int:
+        """Return embedding dimensions.
+
+        Returns:
+            int: Dimension of the embedding vectors.
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def model_name(self) -> str:
+        """Return model name.
+
+        Returns:
+            str: Name or identifier of the underlying model.
+        """
+        ...
+
+    @property
+    def max_tokens(self) -> int:
+        """Return maximum token limit for embeddings.
+
+        Returns:
+            int: Maximum number of tokens that can be embedded at once.
+                Default is 8192 if not overridden by implementation.
+        """
+        return 8192
+
+    @abstractmethod
+    def embed_to_numpy(self, texts: str | Iterable[str]) -> np.ndarray:
+        """Embed texts to numpy array.
+
+        Args:
+            texts: Single text or iterable of texts to embed.
+
+        Returns:
+            numpy.ndarray: Array of shape (n_texts, embedding_dim) containing embeddings.
+        """
+        ...