* var_vals are global
* working with global ish
* better
* fix export model
* fix tests
* better kv cache
* does it run?
* use where for kvmask
* fix excessive var_vals
* fix import
* how does multigpu use this?
* llama kinda work
* faster and simpler
* cleanup
* fix conversation mode
* test cleanups
* fix one more test
* test cleanup
---------
Co-authored-by: George Hotz <geohot@gmail.com>
* limit metal buffers
* look at the base, not the srcs
* Revert "Revert "openpilot kernel fix from 209 to 207 (#2006)" (#2065)"
This reverts commit 924ecc4d6a.
* add a test for that
* Fix openpilot kernel from 209 to 206
1. Use push_movement_ops conditions in _movement_op. Don't push
PAD or check if the ops are safe to be pushed with PAD
2. Don't push if all the op.buffers are realized
* change ALLOWED_KERNEL_COUNT to 206 for openpilot
* don't push through sourceless buffers
* change the tests to adjust kernel counts for new behaviour
* restore pushing of movement ops through childless buffer
* don't push EXPAND, causes OOM
* allow push of intermediate movement ops
* adding new test behaviour
* modifying external_test_opt for new behaviour
* restore old tests
* Reenable push of EXPAND and introduce new tests
I was wrong intially thinking EXPAND can cause OOM and hence I had
disabled it. Since it is 0 stride and doesn't allocate memory its cool
* Don't push EXPAND above LoadOps LB. This is causing OOM
* Push should be decided on movement root of bufs
To check if ast.op.buffers is sourceless/ realized go the the movement
root and then decide if pushing should be done or not
* refactor for readability
* use .base instead
* don't push expand, bad memory/compute consumption
* restrict push of reshape, seeing improvement
* push reshape if unary without further check
* disable PAD solves convnext kernel count increase
* reenable test_cache_binaryop_transpose
* small nit
* lazy cleanups
* ast functions take in LazyOps
* op instead of self.op
* _base for mops
* fix contiguous
* start schedule
* test_schedule
* fix openpilot
* more tests
* bugfix and test skip
* work
* make sure things get freed
* fix zerosized tensors
* fix failing test
* fix ceil and friends
* fix openpilot
* disable training
* disable test collectives
* flake8: Ignore frequent violations, correct infrequent ones
* Ignore some rules in test
* Reorder test ignores
* Lint test + main
* EOF indent
* Include all E71,E72 errors
* Test the failing case in CI
* Revert "Test the failing case in CI"
This reverts commit 110add0a70.
* Push to test!
This reverts commit f317532779.
* ok back to passing
This reverts commit ba5052685f.
* Prove that CI fails when formatting is incorrect.
* Fix formatting
* Remove duplicitous E117 rule
* Use flake8 config for precommit
---------
Co-authored-by: waifairer <waifairer@gmail.com>
* Add additional kernel when reducing multiple dimensions at once.
* Faster for smaller inputs
* Whitespace and naming
* Cleaner, guard for Metal only, and max 1 split rather than N
* Draft of different approach
* One additional kernel call for this test (as expected)
* fold expands that precede a reduce if the reduction is on the same axis as the expansion
* add deterministic test for SIMPLIFY_SUM_RESHAPE_EXPAND_SUM optimization
* add a test case to make sure we don't fold reduce-expand-reduce on different axes
* feat: promote Embedding to nn
* fix: fix failing test
* feat: add test with jit
* feat: rewrite embedding to no longer need stacked for loops
* clean+fix: don't know how that happened
* e2e testing
* min failure
* no affine on bn, still fails
* why did i think i could detach that?
* allow more kernels for bn
* some test issue i don't understand
* make maximum split grad
* added test for maximum split grad when equal
* minor expr simplification
* (2-eq)/2 only once
* update test bc one more sum output child stays
* fix binop, other tests failure
* that was a bad idea
* better layernorm
* inference kernel count tests
* new style reshape pushing
* fixup replacement
* 199 kernels is okay. fix flops
* push reshape through unaryops only
* GRAPH=2 draws the phantom ops
* found resnet issue
* non working test
* mul is cheaper than div
* OPT inflation
* SHUFFLE_PAD_OPS in OPT=2
* runs one metal kernel
* conv2d works
* ops tests are passing
* const folding
* all ops work
* pre commit always passes
* torch works
* working still
* fix graph test
* tests passing
* image almost works
* image conv works
* most images
* fix custom
* fix assignment
* fix compile enet
* clean up comments
* fix realize return value
* include shapetracker in LB repr
* copy should make a copy
* reenable method cache
* fix lna
* dtypes in graph
* forward only for IMAGE=2
* simple realize
* getting close
* fixup new api, it's good except the kernel count
* back to 197 kernels
* tests should pass
* go to a real float
* no type_on_cpu
* fix the docs
* put shapetracker back in it's proper place