* add kernelize
* remove that
* kernelize returns self
* update abstractions2.py
* kernelize in test_schedule
* temp: assert BUFFER_VIEW's existence
* ASSIGN must have a buffer or subbuffer target
* assert and shrink
* fix
* padded setitem
* var
* toposort once
* extra
* base_buffer
* end with BUFFER_VIEW
* setitem for disk
* test_setitem_becomes_subbuffer
* mul slice test
* torch backend fix 1
* non-deterministic
* keep subbuffer
* Kernel.apply_opts [pr]
updated all `for opt in`. also updated a few test_liinearizer tests to not implcitly depend on hand_coded_optimization
* not you yet
* Add amax support to Tensor operations
- Implemented amax function in backend.py for tensor max operations.
- Added unit tests for amax in test.py to ensure correct functionality.
* Fix formatting in amax output function
- Adjusted spacing in the amax output lambda function in backend.py
- Improved code readability for better maintenance
sum of bool by default uses default_float for acc. So without float, it might overflow with a large BS and default_float=HALF.
fixed clsf_accuracy to not be inf in mi300x bert
* fix some tests in test_ops for torch backend(171 failing)
* fix more tests (135 failures)
* fix tests (126 failing)
* handle transposed convs (109 tests failing)
* fix slice
* fix lshift & rshift and more tests (87 tests failing)
* revert accidental change
* remove unnecessary changes (82 failures)
* fix backward for avg_pool2d (78 failures)
* fix backward for avg_pool2d (78 failures)
* fix replication backpass
* fix reflection pad back pass (71 failures)
* cummax with indicies, aten.mv and move out methods (67 failures)
* extract avg_pool2d and avg_pool3d to separate functions (62 failures)
* revert changes for cat_out
* rewrite avg_pool and pad without repetition
* remove duplicates from decomps
* slice rewrite and add slice_backward (59 failures)
* add dtype fixup from https://github.com/tinygrad/tinygrad/pull/9297
* fix linter error and remove Tensor.pad (48 failures)
* add select_backward and index_put (40 failures)
* fix some more tests (36 failures)
* fix more tests (12 failures)
* some cleanups and fix couple more tests (10 failures)
* cleaner way to write upsample
* some more upsample cleanups
* use lambda for upsample
* add autowrapper for upsample forward
* cumsum and max_dim without aten functions
* revert _log_softmax
* fix more tests (1 failure)
* make linter happy
* move import to appropriate func
* make linter happy
* add codes for noqa
* some more refactors
* remove comment
* remove dependency on aten function for conv backward
* some more refactors
* add returns
* revert a change from merge
* some cleanups
* remove whitespace
* remove ruff change
* revert upsample
* add masked_fill_.Tensor and scatter.src_out
* add todo
* fix test_biased_conv2d
* fix test_var_one_in_axis & test_std_one_in_axis but break test_biased_conv2d :(
* revert torch_debug
* revert torch_debug
* skip test_gather_failure for the tiny backend
* make padding registration more consise
* add nonzero
* remove scatter_add since we already have the out
* fix scatter
* remove some repetition
* make upsample backward registrations more concise
* remove select.int
* use Tensor.cumsum
* realize conv2d outputs before backward to fix test_biased_conv2d
* add a todo for realize(1 failure)
* add new_empty and new_empty_strided
* make test_pad_circular_mode forward only and remove redundant stuff
* fix linter errors
* remove expect failure
* just tb
* slice is a view_op
* contiguous only when lazydata.is_realized
* fix backward for test_pad_circular_mode
* revert torch.nn.functional.pad override
* add transpose.int and make constant_pad_nd contiguous
* slice_backwards has no kwargs
---------
Co-authored-by: chenyu <chenyu@fastmail.com>
* probably how cumprod should look like
* update _cumalu to work with MUL
* shorter
* cumprod testing
* clean
* more cleanup
* add cumprod to torch backend.
* make it look like cumsum
* mypy fix
---------
Co-authored-by: chenyu <chenyu@fastmail.com>
* why does max_unpool2d feel slower than out.gradient ...
* slightly cleaner
* what happened to ruff
* need to think about this some more
* slightly faster now?
* clean up, 1 more failing edge case
* ok good
* working TINY_BACKEND
* nit doc wording
* retry CI
