Method _media_identity_tokens

examples/server/server.py:10836–10846

(
        self,
        kind: Literal["image", "audio", "video"],
        key: str,
        n_pos: int,
    )

            raise

    def _media_identity_tokens(
        self,
        kind: Literal["image", "audio", "video"],
        key: str,
        n_pos: int,
    ) -> List[int]:
        tokens: List[int] = []
        for index in range(n_pos):
            digest = hashlib.sha256(f"{kind}:{key}:{index}".encode("utf-8")).digest()
            tokens.append(-1 - (int.from_bytes(digest[:4], "little") & 0x3FFFFFFF))
        return tokens

    def _embeddings_from_pointer(self, output: Any, n_tokens: int) -> np.ndarray:
        flat = np.ctypeslib.as_array(output, shape=(n_tokens * self.n_embd_inp,))