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2555 Commits

Author SHA1 Message Date
qazal
bcb2f1caa3 init REDUCE_AXIS with BinaryOps (#6256) 
* REDUCE_AXIS arg with BinaryOps

* more work in kernel.py
fixup sops.gz

* fix TestGraphRewriteEfficiency
 2024-08-24 11:28:41 +03:00
chenyu
da5cf11859 fix acc init value for MUL (#6263) 2024-08-23 23:19:44 -04:00
George Hotz
26498b322e add BEAM to external_benchmark_schedule.py 2024-08-23 18:10:46 -07:00
George Hotz
53a73038e3 hotfix: TestGraphRewriteEfficiency.test_create_many_uops 2024-08-23 15:51:57 -07:00
chenyu
590c0922b6 Tensor.prod (#6250) 
* Tensor.prod

a new reduce op!

* onnx ReduceProd
 2024-08-23 10:06:32 -04:00
qazal
78d6bd8b41 start graph rewrite in the scheduler (#6248) 
* start graph rewrite in the scheduler

* test: enable it

* test timings

* only fails in multi reduce

* more isolated tests
 2024-08-23 13:15:55 +03:00
George Hotz
238896ca02 loooking into graph rewrite speed (#6239) 
* loooking into graph rewrite speed

* track, replace is slow

* if all same, no permutations [run_process_replay]

* types so compile works

* no implied comprehension

* TRACK_MATCH_STATS=2
 2024-08-22 13:17:55 -07:00
chenyu
e745e16441 remove UnaryOps.NEG (#6238) 
* Remove UnaryOps.NEG

generated new dataset with
```
time JIT=2 PYTHONPATH=. ./extra/optimization/generate_dataset.sh
gzip /tmp/sops
mv /tmp/sops.gz extra/datasets/
```

* fix that
 2024-08-22 14:21:39 -04:00
nimlgen
6c4ddd6260 hcq skip tests when no multidev (#6235) 
* hcq skip tests when no multidev

* linter

* a bit higher tinout
 2024-08-22 18:27:16 +03:00
chenyu
08539f08b0 fix UOp repr with Variable in arg (#6236) 2024-08-22 11:06:33 -04:00
chenyu
3fc8203475 remove NEG from handwritten ast in tests (#6234) 
* remove NEG from handwritten ast in tests

* test_linearizer_failures
 2024-08-22 09:06:59 -04:00
chenyu
1c5ef5b793 format test_linearizer_failure (#6231) 
made it easier to remove NEG
 2024-08-21 21:10:56 -04:00
nimlgen
78c94abe9c raise time limit for ci in test_profile_multidev_transfer (#6227) 2024-08-21 22:42:03 +03:00
gswangg
c74b318458 migrate test_linearizer.py to UOp AST, pt. 2 (#6228) 2024-08-21 22:16:11 +03:00
George Hotz
c3168952f0 wip: tracking pattern matcher [run_process_replay] (#6225) 
* wip: tracking pattern matcher

* better

* proper dedup

* timing

* early reject

* mergable match stats

* TrackedPattenMatcher

* fix TrackedPattenMatcher

* cleanups

* clean that too

* remove early_reject

* Revert "remove early_reject"

This reverts commit dc2aef14b8f5da58f5ec9566daf252513cac394c.

* total

* sort by time

* match_stats cleanup
 2024-08-21 11:57:26 -07:00
chenyu
a666450e4d UOp pattern x + x -> x * 2 (#6224) 
* UOp pattern x + x -> x * 2

now there's no NEG, with this it covers all kinds of a*x+b*x

* can remove x-x
 2024-08-21 12:06:19 -04:00
chenyu
c9a9631818 no UnaryOps.NEG in generated UOp patterns (#6209) 
* no UnaryOps.NEG in generated UOp patterns

removed pattern `x * (-1) -> -x`  and `x != True`

* those are fine because NEG became CMPNE and True

* fix sd validation L2 norm
 2024-08-21 11:08:22 -04:00
qazal
3b8cc5a3e0 more multireduce tests prep for neg removal [run_process_replay] (#6220) 2024-08-21 12:45:24 +03:00
qazal
f03e5a4b3b test_multireduce const has a shape (#6218) 2024-08-21 11:02:45 +03:00
George Hotz
2c42e9c2c6 faster rewrite, no folder in expand/reduce [run_process_replay] (#6216) 
* faster rewrite, no folder in expand/reduce [run_process_replay]

* is removing the expander there okay

* parens

* don't reconstruct exact match uop

* fast do_reduce

* expand pyint

* most of the parents gains with less lines
 2024-08-20 23:36:58 -07:00
George Hotz
16f420f7a7 split full_graph_rewrite and linearize_uop [run_process_replay] (#6215) 
* split full_graph_rewrite and linearize_uop

* fix tests

* graph rewrite in test uops

* add types
 2024-08-20 20:12:33 -07:00
George Hotz
9faf205601 CIFAR trainer + various bugfixes / improvements (#6146) 
* move cifar into datasets

* support for pathlib Tensors, tar_extract, and fetch gunzip

* too early for Device.DEFAULT

* simpler hlb_cifar + .to(None) is default

* new compiler failure, start beautiful_cifar

* beautiful cifar runs but is broken

* jit train step

* cleaner

* std_mean, not mean_std

* more correct

* fast indexing

* don't print that

* torch load broken

* add eval

* nicer bar

* decoraters are the way to do this

* bounds check the load

* a few ops

* batchnorm bugfix, if track_running_stats is False, use online estimate

* full timing

* fix fusion

* unneeded realize

* master tensor
 2024-08-20 16:58:46 -07:00
madt2709
4bb98d8882 Fix track_running_stats in batchnorm (#6200) 
* Fix track_running_stats in batchnorm

* Fix linter

* Update test_fold_conv_batchnorm_notrain to keep allowed at 1

* Add test_fold_conv_batchnorm_notrain_no_running_stats

* Save 1 line
 2024-08-20 14:01:22 -07:00
George Hotz
a5d79688db fix indexing out of bounds (#6208) 
* fix indeing out of bounds

* 5 ops per access is fine
 2024-08-20 11:34:56 -07:00
chenyu
4451bcaf95 update test_arange test_llama_embedding_opt (#6207) 
non CI uses larger embedding, still same orders of magnitude
 2024-08-20 13:58:43 -04:00
qazal
074cf780dd add option to only benchmark schedule [run_process_replay] (#6204) 2024-08-20 16:51:27 +03:00
gswangg
0e6f057eae migrate test_linearizer.py to UOP AST (pt. 1) (#6150) 
* migrate test_multioutput to UOP AST

* inline buf declarations

* migrate test_multireduce to UOp AST

* update test_mid_dim_multireduce to UOp AST

* update test_triple_multireduce with UOp AST

* make global definitions more concise

* update test_double_reduce_multireduce with UOp AST

* update test_multireduce_with_parallel with UOp AST

* update test_multiout_multireduce to UOp AST

* make gidx style consistent across updated tests

---------

Co-authored-by: qazal <77887910+Qazalin@users.noreply.github.com>
 2024-08-20 10:02:20 +03:00
chenyu
10330a41c7 add CMPNE tests in test_uops (#6196) 
fixed the output_dtype for CMPNE and match the tests for CMPLT
 2024-08-19 19:41:21 -04:00
chenyu
21d6739237 remove UnaryOps.NEG from lazy.py (#6193) 
* remove UnaryOps.NEG from lazy.py

* neg is no longer unary
 2024-08-19 18:41:28 -04:00
Gabe Caldwell
bdd6325f31 default num_classes value for one_hot (#6182) 
* num_classes=-1

If num_classes set to -1, the number of classes will be inferred as one greater than the largest class value in the input tensor.

* num_classes desc

comment to explain num_classes default and what that means.

* replacing ' with `
 2024-08-19 12:07:14 -07:00
Alessandro Benetti
9328248610 support for std_mean and cross_entropy (#6181) 
* support for std_mean and cross_entropy (#3)

* Cross entropy and std mean support

* remove extra examples
 2024-08-19 12:06:44 -07:00
Max-We
53b20afa3f Write tar_extract (#6180) 
* Add tar_extract

* Add tar_extract tests

* Fix dtype for initialization from path

* Tests for path initialization

* rm print

---------

Co-authored-by: Maximilian Weichart <maximilian.weichart@icloud.com>
 2024-08-19 12:06:17 -07:00
Eitan Turok
8556d0c642 Support gunzip in fetch (#6176) 
* init

* update

* clean

* add type

* clean

* fix import order

* shorten variable names
 2024-08-19 12:04:40 -07:00
samm393
5d742f7fe3 Missing features from rearrange (#6184) 
* fixes and tests

* typo in test
 2024-08-19 11:19:07 -07:00
qazal
2242ff84be type verify intermediate UOps [run_process_replay] (#6140) 
* type verify intermediate UOps [run_process_replay]

* merge asserts

* variable const
 2024-08-19 20:59:01 +03:00
qazal
478145cb8e lowering error in diff_schedule is fine [run_process_replay] (#6185) 2024-08-19 20:51:12 +03:00
chenyu
00578a021b re:6125 switch real_size to use uops [run_process_replay] (#6138) 
* switch real_size to use uops [run_process_replay]

* enough to pass

---------

Co-authored-by: George Hotz <geohot@gmail.com>
 2024-08-19 13:20:24 -04:00
qazal
e28d29641f more scheduler process replay tooling [run_process_replay] (#6178) 2024-08-19 15:35:51 +03:00
chenyu
b36a7273c6 RUF018 assignment-in-assert [run_process_replay] (#6172) 
assertion should not have side effect or `-O` breaks.

initially just wanted to fix the one in rearrange, but it also made some long lines less long
 2024-08-19 00:34:52 -04:00
chenyu
9c60a27ece lower float64 sin fuzzer threshold (#6173) 
139216373.71875 failed
https://github.com/tinygrad/tinygrad/actions/runs/10446960642/job/28925156240
 2024-08-19 00:25:42 -04:00
samm393
fd7c84c1c8 Rearrange (#6106) 
* rearrange and tests

* tidy

* whitespace

* remove line

* -5 lines

* test fix

* static -> instance

* fix () & add more tests

* remove flags

* -1 line

* match einops

* whitespace

* repeated names
 2024-08-18 20:22:28 -07:00
chenyu
2de174677a threefry touchup [run_process_replay] (#6169) 
also why is test_gc testing _rng_counter is allocated??
 2024-08-18 23:01:24 -04:00
David González Martínez
724e408736 add support for retain_graph in backward (#6145) 
* add support for retain_graph in backward

* fix: dont accumulate grad on non-leaf tensors

* fix order

* fix: do not delete grad on leafs

* fix linter

* fix: can't exactly match torch behaviour internally

* allow numerical room for test

* refactor
 2024-08-18 16:08:31 -07:00
wozeparrot
0c5189de25 threefry half (#6154) 2024-08-18 15:23:12 -07:00
Timmy
e3d14d1ccc Lowerer Multireduce Grouping (#6097) 
* grouping changes to codegen

* linters + tests

* fix identical store issue on PTX

* comment in grouping multireduce tests

* cleaning up diff

* cleaning up diff

* comments

* linters

* hotfix: dont change kernels

---------

Co-authored-by: qazal <qazal.software@gmail.com>
 2024-08-18 19:57:51 +03:00
qazal
1ba83cc7fa split test_sgd_4convs_fuse [run_process_replay] (#6158) 2024-08-18 18:35:42 +03:00
qazal
be6dda4093 hotfix: more lazyop rename to uop [run_process_replay] (#6157) 2024-08-18 17:28:44 +03:00
George Hotz
17a043edad tensor inference (#6156) 
* tensor inference

* test is even better name
 2024-08-18 00:19:28 -07:00
chenyu
f7950fc2b6 add E275 missing-whitespace-after-keyword linting rule (#6149) 
requires space after keywords like `assert`, `not`, `return`, `else`
 2024-08-17 16:44:34 -04:00
George Hotz
88edc2902d axis_is_masked with graph_rewrite [run_process_replay] (#6144) 2024-08-17 10:28:49 -07:00