o i) @sddZddZddZdS)cCdS)NaAdapts an operation with a Numpy-like reduce signature to einx notation. The operation is expected to have the following Numpy-like signature: .. code-block:: python def op(tensor: Tensor, axis: Tuple[int]) -> Tensor: ... It should return a tensor with the same shape as the input tensor, but with axes at positions specified in `axis` removed. Args: op: The operation that will be adapted to einx notation. Returns: A new operation that follows einx notation and internally invokes the original operation. rrrQ/home/ubuntu/.local/lib/python3.10/site-packages/einx/_src/frontend/impl/_docs.py _make_doc_adapt_numpylike_reducercCr)NaAdapts an operation with a Numpy-like element-wise signature to einx notation. The operation is expected to have the following Numpy-like signature: .. code-block:: python def op(*tensors: Tensor) -> Tensor: ... All input tensors are guaranteed to be broadcastable according to Numpy's `broadcasting rules `__. They are additionally guaranteed to have the same number of dimensions. The function should return a tensor with the broadcasted shape of the input tensors. Args: op: The operation that will be adapted to einx notation. Returns: A new operation that follows einx notation and internally invokes the original operation. rrrrr%_make_doc_adapt_numpylike_elementwiserrcCsd|d|dS)Nz+Adapts an operation to einx notation using a. The operation is expected to have one of the following signatures: .. code-block:: python def op(*tensors: Tensor) -> Tensor: ... def op(*tensors: Tensor) -> Tuple[Tensor]: ... The number and shapes of input and output tensors match the signature of the elementary operation specified in the einx expression (i.e. containing all non-vectorized axes). For example: .. code-block:: python @einx.a.adapt_with_vmap def einop(x, y): # shape of x is (b, c) # shape of y is (c) ... return ... # shape of result must be (c, b) z = einop("a [b c] x, d [c] -> a d x [c b]", x, y) Args: op: The operation that will be adapted to einx notation. Returns: A new operation that follows einx notation and internally invokes the original operation. r) frameworkvmaprrr_make_doc_adapt_with_vmap,sr N)rrr rrrrs