Delete run_with_autoformat and run_without_autoformat functions

[eyonland]

Problem:
We no longer want to support automatically formatting tensors (ie, changing there layouts or moving them off/on device implicitly). The user needs to be aware of the cost of doing these operations and at the moment this cost is being hidden. ttnn offers a to_layout C++ method that can be leveraged to do whatever formatting is necessary. The ask here is to identify any models that are currently using the functions below and will break if the following functions below no longer have this feature. These changes will require the models to import ttnn and use ttnn.layout wherever necessary. Subsequently, the following operations need to be update to nolonger use run_with_autoformat and run_without_autoformat.

• Remove auto format within bcast_op.hpp #8815
• Remove auto format within reshape_op.cpp
• Remove auto format within permute_op.cpp #9404
• Remove auto format within repeat_op.cpp
• Remove auto format within upsample_op.cpp
• Remove auto format within concat_op.cpp #8817
• Remove auto format within bmm_op.hpp #8816
• Remove auto format within elwise_binary_op.hpp #8818
• Remove auto format within elwise_unary_op.hpp #8819
• Remove auto format within rotary_embedding_op.hpp #8820
• Remove auto format within reduce_op.cpp #8821
• Remove auto format within split_last_dim_two_chunks_tiled.cpp #8822
• Remove auto format within transpose_op.cpp #8823
• Remove auto format within conv_op.cpp #8824
• Remove auto format within optimized_conf_op.cpp #8825
• Remove auto format within downsample_op.cpp #8826
• Remove auto format within elwise_unary_op.hpp #8827
• Remove auto format within embeddings_op.hpp #8828
• Remove auto format within fill_rm_op.cpp #8829
• Remove auto format within indexed_fill_op.cpp #8830
• Remove auto format within non_zero_indices_op.cpp #8831
• Remove auto format within pad_op.cpp #8832
• Remove auto format within max_pool.cpp #8833
• Remove auto format within reduce_op.cpp #8834
• Remove auto format within tilize_op.cpp
• Remove auto format within untilize_op.cpp
• Remove auto format within untilize_with_ahalo_op_v2.cpp

[eyonland]

Operations do not put the tensor back on device after a fallback : The merging of ttnn operations without the use of run_with_autoformat has hit some road blockers. The underlying issue is that ops like permute will fallback to running on host. They will take their tensor on device, pull it on host for the fallback, and then just leave it on host. This underlying issue with ops that are not able to perform entirely on device is being masked by tt_lib ops with run_with_autoformat. Getting rid of this means fundamentally that we have to go in and at least put the tensors back on device.

[bbradelTT]

@eyonland what support is provided to handle odd shapes on device?

For example, outer() uses tensors of [1,1,M,1] and [1,1,1,N]. These tensors cannot be handled on device and need to be transformed into [1,1,M,32] and [1,1,32,N]. However, there is no functionality to handle this case properly outside of run_with_autoformat that I know of.