Commit Graph

1694 Commits

Author SHA1 Message Date
Francis Lam
a9a1fa6bbf wmma: add reduce axis choice to TC action space (#4328)
* wmma: add reduce axis choice to TC action space

* add test for TC multi-reduce axis choice
2024-04-29 19:15:39 -04:00
chenyu
93abcd3113 fix function.py sum backward without downcast_half (#4353)
without downcast_half, sum output dtype can be different from input dtype. cast back to input dtype in function.py
2024-04-29 17:53:02 -04:00
Francis Lam
18c61ce077 test/fuzz_linearizer: add --atol/rtol and change half distribution (#4352) 2024-04-29 15:53:59 -04:00
Elias Wahl
27613dd881 MLPerf BERT: Main training loop (#4288)
* BERT language modeling head + trunc normal initializers

* add train loop + helpers

* shuffle in dataloaders + slight changes in main loop

* beam change

* Minor changes

* random.shuffle

* HParam update

* Use deque for dataloader

* wandb bert project name

* half fixes

* BENCHMARK + remove epoch

* cast + print()

---------

Co-authored-by: chenyu <chenyu@fastmail.com>
2024-04-29 14:35:27 -04:00
qazal
cc1797673e all fusion opportunities (#4348) 2024-04-29 19:32:23 +03:00
chenyu
f363f39e83 fix dtype of const folded sum (#4349)
const folding sum should return in the same dtype the same as regular sum, which can be different from input dtype
2024-04-29 11:40:45 -04:00
qazal
774a9b0bca override assign_target in fuzz_schedule (#4342)
* store assign_targets

* cleanup

* override target
2024-04-29 11:04:04 +03:00
Francis Lata
bb849a57d1 [MLPerf] UNet3D dataloader (#4343)
* add support for train/val datasets for kits19

* split dataset into train and val sets

* add tests for kits19 dataloader

* add MLPerf dataset tests to CI

* update unet3d model_eval script

* fix linting

* add nibabel

* fix how mock dataset gets created

* update ref implementation with permalink and no edits

* clean up test and update rand_flip implementation

* cleanups
2024-04-28 22:34:18 -04:00
chenyu
c1d8d425eb fix mean of half tensor if sum is greater than hlaf.max (#4327)
sum of half does acc in float32 already, add an arg to not downcast to half and use that in mean
2024-04-28 18:04:54 -04:00
qazal
23445db2b9 no skipped tests in RHIP (#4337)
* delete skip

* delete split skip

* remu dev

* compiler fails here

* Revert "remu dev"

This reverts commit 28b933d4eb.
2024-04-28 12:23:05 -04:00
Obada Khalili
e4befa41d7 Fix in _reshape_mask (#4332)
* handle reshape with remainder in _reshape_mask

* remove trailing whitespce

* use helper_test_op to generate tensors from shapes

* test in shapetracket too

* remove whitespace

* revert property name in other class tests
2024-04-28 11:57:39 -04:00
Timmy
664b563c91 Add insert_before to Linearizer Functions (#4320)
* adding insert_before to linearizer functions

* uop insert_before test case

* formatting

* more formatting

* more formatting

* syntax

* removing self.cast

* addressing err

* removing noqa s
2024-04-28 11:38:36 -04:00
qazal
3372bea322 reduce children fusion tests (#4321)
* base tests

* real-world tests
2024-04-28 11:14:02 -04:00
chenyu
24a6342950 add mem/s to external_benchmark_resnet (#4309) 2024-04-26 20:07:17 -04:00
Szymon Ożóg
de832d26c6 disable bfloat16 from ptx tests (#4305) 2024-04-26 01:20:10 -04:00
Szymon Ożóg
f1ebcffb87 Ptx beam fix (#4296)
* Fix beam search for PTX

* fix ptr arm test
2024-04-25 15:39:39 -04:00
qazal
9a47ed0705 test crossing diamond assigns (#4298) 2024-04-25 21:52:05 +03:00
chenyu
5ae252ae83 use at least float32 for optim.lr (#4297)
* use at least float32 for optim.lr

when doing mixed precision training (float32 weight, default_float=half), still use float32 to store lr.
it would have been upcasted later in actual weight update, but would have lost precision.
this improved resnet convergence significantly

* undo type annotation
2024-04-25 14:42:28 -04:00
David Hou
6f792b727b More improvements for resnet layer bench (#4272)
* fix first layer size, new schedule stuff

* estimates

* get different conv layers

* \r for estimated times

* E501

* space after comma
2024-04-25 12:40:49 -04:00
qazal
74a1be88f5 test reduce graph permutations (#4291) 2024-04-25 11:34:44 +03:00
George Hotz
acb32e1766 hotfix: PM4 supports timing 2024-04-24 08:38:59 +00:00
George Hotz
ad28fdecb1 si.inputs+outputs -> bufs (#4279) 2024-04-24 15:12:34 +08:00
George Hotz
38f97aa0fe rename rawbufs to bufs in ExecItem (#4274) 2024-04-24 11:27:27 +08:00
geohotstan
17328ded7d setitem no return value (#4266)
* no ret value and just force contiguous

* ok revert contiguous stuff

* actually do force it contiguous

* revert again lol

* add simple regression test

* add assert for MLB

* guess we're contiguous everything from now on

* lol ugly af empty return...

* don't change order cuz i don't get disk
2024-04-23 16:28:14 -04:00
Elias Wahl
69341144ba Wikipedia preprocessing script (#4229)
* Preprocessing script

* short seq prob

* comments + env vars

* Add preprocessing reference. Add test

* lint fix + add eval test support

* whitespaces

* point to commit

* comment

* rename

* better comments
2024-04-23 10:28:01 -04:00
George Hotz
967638f0d5 update docs, remove corealize (#4264)
* update docs, remove corealize

* handle 0 line count

* tensor schedule
2024-04-23 12:05:29 +04:00
George Hotz
acf4ba5c9f method cache respects beam option (#4261)
* method cache respects beam option

* cleanup get_runner
2024-04-23 09:00:41 +04:00
George Hotz
9a95781d51 renamed (#4260) 2024-04-23 09:00:28 +04:00
George Hotz
2ae4f45272 WIP PM4 Support (#4110)
* pm4 kernel launch works

* disable USE_THREAD_DIMENSIONS

* add kernel code

* work on real pm4

* pm4 signal

* same

* gate pm4

* hcq tests pass

* ops passes

* pm4 is closer

* pm4 debug (#4165)

* start debug tests passing

* prg

* smth

* hdp flush

* cleaner 1

* do not need this

* logs not need

* small things

* linter

* remove AQL

* test hcq

* fix tests

* it's subtracting, it shouldn't be -1

* pm4 changes (#4251)

* not need this anymore

* sdma signal with non atomic

---------

Co-authored-by: nimlgen <138685161+nimlgen@users.noreply.github.com>
2024-04-23 08:31:27 +04:00
Francis Lam
3f6c7ca8bf test: fix test_tensor_core_padded on CUDA and add to benchmarks (#4258)
* test: fix test_tensor_core_padded on CUDA and add to benchmarks

* fix linter

* run both tests in one call
2024-04-22 23:22:11 -04:00
Francis Lam
bbb0ad4800 wmma: widen TC usage in search by using PADTO on TC axes when possible (#4216)
* wmma: widen TC usage in search by using PADTO on TC axes when possible

* test: start tests for the new padding TC behavior

* search: upgrade padded TC search to TC_OPT >= 2

* test: add behavior and correctness test for padded TC

added optional argument to apply_tensor_core to set TC_OPT level

* linearizer: add tests for the PADTO behvaior and docs
2024-04-22 16:50:31 -04:00
qazal
77a3780005 assert reduce recompute (#4250) 2024-04-22 16:12:39 +03:00
qazal
a9bc7c1c49 unify assign tests (#4247) 2024-04-22 11:01:15 +03:00
chenyu
31c9d9a228 fix test_linearizer tc opt tests for bf16 (#4237)
bf16 tc has larger rtol
2024-04-20 11:51:50 -04:00
chenyu
f1d9d0a151 cleanup external_test_opt (#4234)
no more OPT=2 or OPT=3, check strict number of kernels, enabled tests that fusion works now
2024-04-20 04:00:08 -04:00
David Hou
dc4b1af09c more realistic edge behavior for resnet benchmark (#4231)
* more realistic edge behavior for resnet benchmark

* schedule_step

* realize all parameters ahead of time

* don't save setup and misc schedules
2024-04-19 20:07:46 -04:00
George Hotz
b9570d6100 clean up update stats (#4226)
* WIP: clean up update stats

* line savings now

* fix graphs

* fix tests

* tighter prints

* remove extra jit=false

* debug=2 means wait

* that won't update stats

* still wait
2024-04-19 15:41:30 +04:00
qazal
1c87e5dbf6 fuzz schedule context vars (#4223)
* fuzz schedule context vars

* fuzz unique toposorts

* merge ground truth with the rest

* Revert "merge ground truth with the rest"

This reverts commit 1f3463bb57.

* readability>

* can override
2024-04-19 13:16:25 +03:00
chenyu
3f3af0fb85 test_linearizer_failures 29 passes now (#4215)
TC + PADTO fixed
2024-04-18 19:49:23 -04:00
geohotstan
269a58d5fa tolist to return multidimensional list (#4192)
* lol does this work

* some more changes

* a tiny note

* rename a variable

* add test for data const and add TODO comment

* make type correct

make type correct
2024-04-18 07:43:10 +04:00
Francis Lata
3644077a42 [MLPerf][UNet3D] Add DICE loss + metrics (#4204)
* add DICE loss and metrics

* update dice to include reference implementation's link

* remove unused imports

* remove unnecessary test file and update pred + label for metrics and losses test

* add tests to CI + add exclusion of mlperf_unet3d

---------

Co-authored-by: chenyu <chenyu@fastmail.com>
2024-04-17 20:09:33 -04:00
qazal
f75020a903 minimal diff for multioutput reduce pairs (#4030)
* simple fusion

* compiler cache patch

* Revert "compiler cache patch"

This reverts commit fa18049597.

* Revert "Revert "compiler cache patch""

This reverts commit 57f8d41f98.

* delete that

* early sort

* teeny renames

* spec

* .empty is great

* delete sort

* Update test_schedule.py

* this is one kernel now

---------

Co-authored-by: George Hotz <72895+geohot@users.noreply.github.com>
2024-04-17 10:55:44 -04:00
Francis Lam
c91b7b1739 test: add fuzz_matmul and better debugging for simple_matmul (#4199)
also show unoptimized shape in verify_kernel
2024-04-16 23:40:31 -04:00
qazal
ba8602612b Fuzz all permutations of schedule (#4136)
* simple toposort

* fuzzer

* init in_degree

* move to tests

* same seed

* configure paths

* internal graph

* compare LazyBuffers

* simpler

* simple graph

* assign works

* simpler

* fix JIT

* upstream ci

* move ci

* fix the path

* DEBUG=1

* limit max paths

* launch a cmp kernel

* Revert "launch a cmp kernel"

This reverts commit 791c608992.

* exec ground truth

* better perf

* copy ground truth once

* gpu allclose ast try1

* Revert "gpu allclose ast try1"

This reverts commit 1f82103af3.

* prerealized bufs freezing

* teeny cleanups

* reuse Buffers

* Revert "reuse Buffers"

This reverts commit a71de94b03.

---------

Co-authored-by: George Hotz <72895+geohot@users.noreply.github.com>
2024-04-17 05:03:21 +04:00
David Hou
97d846dd67 in forced_realize, unchase last op if it is upcast (#4185)
* in forced_realize, unchase last op if it is upcast

* start on test

* flesh out test

* more test

* comment

* comment out parallel reduce test

* reorder

* unused
2024-04-16 17:15:17 -04:00
Francis Lam
e9c1616b27 logging: change LOGKERN to LOGKERNS to match LOGOPS (#4193)
also add printing of ast and applied_opts during verify_kernel
to more easily debug errors if they come up
2024-04-16 16:08:32 -04:00
David Hou
7fb220a567 touchup resnet_layer_bench (#4191) 2024-04-16 14:43:00 -04:00
David Hou
1dbf3b2b19 Benchmarks for individual resnet layers (#4182)
* resnet individual layer benchmarks!

* small

* 1 and 2

* mem_used

* no ci

* better conv print

* defaults

* prints

* adjust

* adjust

* adjust

* benchmark only one layer example

* tensor.training, zero_grad, sum instead of mean, last mem, last kernel count

* default jitcnt=1

* scale flops/kernels with jitcnt

* add note about jitcnt memory

* touchup
2024-04-16 13:53:18 -04:00
George Hotz
55ae73e951 Replicate llm.c in tinygrad (#4179)
* write llm.c and add a few new methods to tensor

* training works

* add jit

* tests for new functions

* test tolist

* simple fix for onnx test failures (#4186)

* write llm.c and add a few new methods to tensor

* training works

* add jit

* tests for new functions

* bump line count to 7500

* simplest fix

* safenumpy tolist for now

---------

Co-authored-by: George Hotz <geohot@gmail.com>
Co-authored-by: George Hotz <72895+geohot@users.noreply.github.com>

---------

Co-authored-by: geohotstan <135171913+geohotstan@users.noreply.github.com>
2024-04-16 15:40:48 +04:00
George Hotz
b6e7243bfa hotfix: skip slow pre-commit test 2024-04-16 11:48:43 +04:00