Commit Graph

54 Commits

Author SHA1 Message Date
George Hotz
5472a14544 openpilot compile2 (#1977)
* start compile2

* tweak

* why are there two more kernels?

* minor cleanups

* don't break onnx tests

* add __metadata__ support to safetensors

* no early realize in onnx

* cleanups

* bugfix

* clean up image type, add optimize

* opt to match old

* try that

* opt work

* run compile2

* optimizer

* prt more

* prerealize

* imp

* NOLOCALS works

* no locals means no locals

* support fractional globals

* all locals welcome

* int that

* cleanups

* show gemv regression

* clean up diff

* use idx for the cond

* nolocals

---------

Co-authored-by: Comma Device <device@comma.ai>
2023-10-15 20:39:46 -07:00
qazal
71d93ffd79 Refactor GPU and Metal langauges in their own separate renderers (#2033)
* Refactor GPU and Metal langauges in their own separate renderers

* remove CStyleLanguage imports

* move renderers too
2023-10-10 07:46:41 -07:00
Luca Sciarpa
e93e240a6c adapting test/external/external_osx_profiling.py to the new code base (#2002)
* adapting external osx profiling

* fixing dtype

* fixing buffer size
2023-10-08 05:55:00 -07:00
Francis Lam
0ba75c4370 optimizer: add matvec optimizations (#1972)
* optimizer: add matvec optimizations

* renderer: fix alignment of shared memory in opencl
2023-10-04 14:16:27 -07:00
George Hotz
4613c9e77c add tvm example, formatting (#1813)
* add tvm example

* no realize
2023-09-07 11:50:41 -07:00
George Hotz
453e437598 move stuff in the linearizer (#1726)
* move stuff in linearizer

* move stuff in linearizer

* minor

* fix opts import
2023-08-31 14:42:09 -07:00
Karan Handa
a8aa13dc91 [ready] Replacing os with pathlib (#1708)
* replace os.path with pathlib

* safe convert dirnames to pathlib

* replace all os.path.join

* fix cuda error

* change main chunk

* Reviewer fixes

* fix vgg

* Fixed everything

* Final fixes

* ensure consistency

* Change all parent.parent... to parents
2023-08-30 10:41:08 -07:00
chenyu
ac183568be llama JIT python runtime speedup (#1633)
* no JIT call in TransformerBlock

* idea

* move 2 reshapes to jitted function

shrink inside jitted too, 6.3ms

remove back reshapes, 5.5ms

isinstance -> __class__ 4.99ms

* think

revert ops_gpu.py

revert symbolic.py too

PYOPENCL_COMPILER_OUTPUT=1

* cleanup

* fix cache shape for conversational model

only reshape if start_pos > 0

* small cleanup

* include var_vals.keys() to st.key

* add comments

* llama small update

* everything jitted again, similar structure to gpt2

* fix typing

* add TODO for in place update cache
2023-08-30 07:51:05 -07:00
George Hotz
463dece63e auto arg dtypes (#1623) 2023-08-22 10:22:40 -07:00
Roelof van Dijk
109100656f refactor: no len if it is not needed (#1598)
Co-authored-by: Roelof van Dijk <roelof.van.dijk@vitestro.com>
2023-08-21 14:06:32 -07:00
wozeparrot
c65ad43a93 cleanup ops_gpu (#1566) 2023-08-17 23:43:08 -04:00
nimlgen
bd111411bf init allocator for compiled backends (#1467)
* init allocator for compiled backends

* Update ops_webgpu.py

---------

Co-authored-by: George Hotz <72895+geohot@users.noreply.github.com>
2023-08-17 10:33:32 -07:00
chenyu
11dd9b1741 symbolic codegen and exec (#1552)
* symbolic codegen and exec

* fix and add test

* no sketchy

* merge_dicts type

* dtypes._arg_int32
2023-08-16 14:43:41 -07:00
wozeparrot
666ac61070 support for p2p buffer transfers (#1523)
* feat: RawBufferTransfer

* feat: gate behind P2P

* feat: gate properly

* feat: raise error when not implemented
2023-08-14 22:39:57 -07:00
wozeparrot
29d5801387 distributed collectives (#1519)
* feat: world

* feat: tests

* feat: no more backwards

* feat: recv into

* feat: whoops

* feat: test in ci

* feat: some debug logging

* feat: workflow naming

* feat: need to set pythonpath

* feat: just send to same device

* feat: allreduce

* feat: test

* feat: need contiguous

* feat: test in ci

* feat: exit with correct code

* feat: don't need that

* feat: opencl wait_for just doesn't work

* feat: synchronize on out

* feat: try?

* feat: try again?

* feat: add extra realizes

* feat: print

* feat: seed

* feat: tol

* feat: test ones and zeros

* feat: remove print

* feat: are you just flaky

* feat: seperate scatter and gather?

* feat: just try synchronizing

* feat: remove print again

* feat: bring back difference

* feat: no sync

* feat: revert that

* feat: back to wait_for

* fix: typo
2023-08-11 10:22:07 -07:00
George Hotz
84c430355e fix backends for new style (#1443)
* fix backends for new style

* fix method cache

* fix fakeless

* llvm blacklist

* fix kernel optimizer
2023-08-05 11:07:04 -07:00
wozeparrot
7aff8c4ded cl fixes (#1402)
* feat: non-blocking

* feat: store event on buffer
2023-08-01 22:13:51 -07:00
wozeparrot
7c7cf16ef2 use host ptr for speed on copyouts (#1393)
* feat: use mapped buffer for speed

* fix: whoops don't need that

* feat: don't need explicit call to memoryview
2023-08-01 09:34:12 -07:00
wozeparrot
37cc33269a cl fixes for multigpu (#1276)
* feat: opencl fixes for multigpu usage

* clean: who needs this import anyways
2023-07-18 19:59:30 -07:00
George Hotz
7151382364 Refactor load/store before tensor cores (#1193)
* minor cleanups

* render_const

* now that's a nice refactor

* clean up vload/vstore

* clean up render_load

* debugs there

* dumb

* err, this?

* const float4

* what's failing

* bugfix

* statement includes semicolon

* bugfix
2023-07-08 15:54:58 -07:00
Reza Rezvan
535224ac20 Remove float64 (#1101)
* Refactor: Remove float64

* Refactor: Remove unused imports

* Refactor: Remove float64

* Refactor: Remove float64

* Refactor: Exclude float64 onnx backend

* Add: Skip jacobian and gradcheck tests;
2023-07-04 08:40:51 -07:00
George Hotz
18892242b0 global -> group (#1007)
* global -> group

* allow None for local_size in custom function

* lil local

* comment on shape

* fix cuda

* smart local cast

* better local heuristic

* fix ptx, and work_dim cleanup

* fix metal

* fix ops test

* fix openpilot jit

* no more optlocal

* might fix metal tests

* try metal now

* see generated metal code

* test free removal. REVERT THIS

* mergable
2023-06-21 11:50:43 -07:00
Casey Primozic
651d6ea457 Minor improvements + cleanup to ops_gpu.py (#1006)
* Minor improvements + cleanup to `ops_gpu.py`

 * Add some previously undocumented environment variables from `ops_gpu.py` to `env_vars.md`
 * Update debug print for OpenCL to print the devices that will be used post-filtering with `CL_EXCLUDE`
 * Remove a couple unused or superfluous variables and assignments
 * Use `fromimport` shorthand to shave off a couple precious LOC
 * Couple small whitespace changes to clean things up

* Revert change to ordering of OpenCL devices

* Small refactor for OpenCL context creation
2023-06-18 21:26:40 -07:00
George Hotz
5428b5d774 good changes from tensor_cores branch (#1005)
* good changes from tensor_cores branch

* touchups

* real_strides fixup

* refactor merge_views
2023-06-18 20:28:06 -07:00
George Hotz
ba56ee6020 RDNA assembly backend ($1000 bounty) (#787)
* Revert "Revert "ops rdna""

This reverts commit 0400315078.

* Revert "Revert "writing 2""

This reverts commit 325a3bf2cf.

* no dump

* 2x 2

* simple asm

* local size

* sub

* lil work

* support args != 3

* assembler work

* generate that

* ptx assembler

* begin index renderer

* max

* ptx loops

* gemms work

* valid works

* asm working a bit more

* close

* passing all ops tests

* ptx is a codegen only, not a backend

* ptx

* float16 support

* rdna goes here

* install types

* make amd disassemble

* ansilen for pretty print

* fix ptx log2/exp2

* assemblyinstruction

* new asm

* working gemm

* fix cmp

* more passing

* mod

* ptx works again

* rdan3 add works

* log exp

* sin is sin 2pi

* fix types

* progress

* loops work

* rdna xyz

* better addressing

* cleanups

* handle exception in early process

* div support

* rdna float4

* locals work

* fix neg index

* cast

* smaller diff

* yaml

* import only if selected

* fromimport

* types

* this all needs rewriting

* a few more
2023-06-16 09:33:18 -07:00
Diogo
0629791cbd F64 support (#976)
* initial commit

* added osx check for opencl

* added llvm f64 conversions

* typo in llvmir

* more tests and modified unsupported error

* fixed linting error

* added pragma fp64

* simplified exclusion for OSX

* fixed device check and also added it to cast func

* added ifdef check for fp16 in ops_gpu

* Revert "added ifdef check for fp16 in ops_gpu"

This reverts commit 92de754d48.

* f64 prekernel signature match f16

* moved condition to buffer init
2023-06-13 21:31:31 -07:00
George Hotz
791530045d Refactor LoadOps (#910)
* test

* work

* upd test

* loadops

* cleanups

* real ones

* remove LazyNumpyArray

* fix assign test

* remove range

* np.require

* llama uses arange kernels

* no caching consts

* fix enet

* torch load support

* tests cleanup

* fix shufflenet

* fix image

* fix torch_load test
2023-06-03 09:40:43 -07:00
Diogo
0dab8edc97 support Int64 type in cstyle gen (#860)
* added metal int64 and some simple tests

* removed bool return type def

* typo in test

* also missing in clang and gpu runtimes

* switched order for opencl

* increased atol and removed new line in kernel prefix
2023-05-30 16:04:46 -07:00
crthilakraj
7925fa58d9 Fix cuda (#836)
* disabled float4 ALU ops for CUDA, small fix to add half_prekernel before kernel_prefix

* added supports_float4_alu option, and disabled for ops_cuda
2023-05-29 07:59:36 -07:00
George Hotz
59f9bcd4a4 Disktensors! (#819)
* make empty a real thing

* start ops_disk

* disk tensor works

* interpreted cleanup

* slice write to disk

* preprocess imagenet

* fix custom function
2023-05-28 15:40:37 -07:00
wozeparrot
fca5028d78 feat: ability to exclude cl devices from being used (#801) 2023-05-25 17:31:29 -07:00
George Hotz
0400315078 Revert "ops rdna"
This reverts commit 81a11d891d.
2023-05-21 13:02:18 -07:00
George Hotz
81a11d891d ops rdna 2023-05-21 11:45:38 -07:00
George Hotz
90fff82c8a Rdna (#776)
* assembler maybe

* custom asm

* rdna3 on quiet

* trigger crashes

* fixed notes

* non-fatal rdna2 crash

* Crash4

* improve rdna sniffer

* comments

* improve sniffer

* asm

* 131 TFLOPS RDNA3

* opt simple matmul

* todos
2023-05-16 05:33:57 -07:00
George Hotz
5190037cbc rocm: disassembler for shader 2023-05-06 19:07:52 +00:00
George Hotz
7ecf4dff68 multi cl_queue (#762)
* multi cl_queue

* only platforms 1

* gpus first, then cpus

* put device on underlying buffer

* cl_queue array
2023-05-03 12:15:28 -07:00
George Hotz
b05c2828f7 better cacheline test 2023-03-30 06:08:54 +04:00
George Hotz
76db1af6fc better archprobe 2023-03-30 05:52:00 +04:00
George Hotz
23f88fb026 synchronize for honest speed compare 2023-03-24 10:24:27 -07:00
George Hotz
5495c7d64e linearizer! (#714)
* linearizer outputs something

* working ish

* cstyle codegen

* clang mostly works

* fix load valid

* fix numberless loop

* fancy gen

* working

* fix enet compiler

* cleanups

* float4 upcasting

* less lines

* supports_float4

* constant folding

* mulacc

* internet tests flaky in CI

* 90% image support

* fix image generic

* bugs exposed with shapetracker and single view

* new llvm

* use vload, remove OLD

* that's really poorly done

* ending up being more lines
2023-03-19 23:43:49 -07:00
George Hotz
f355b02987 remove comments and reorder 2023-03-18 14:48:39 -07:00
George Hotz
f5467cfedc Devicebufferless (#708)
* 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
2023-03-18 14:40:23 -07:00
George Hotz
54f499b623 Move rawbuffer (#697)
* move GlobalCounters to helpers

* that's not part of the public api

* move InterpretedBuffer

* remove fromCPU from devicebuffer
2023-03-13 22:30:36 -07:00
George Hotz
15e0b56e39 compile works (#688)
* compile works

* runtimes

* line count

* fix custom, to tg dtype

* meh, that's fine with lazy import
2023-03-12 11:01:25 -07:00
Cyril Roumégous
3f08613a2a apply flake8 E203 rule (#684) 2023-03-11 11:35:16 -08:00
George Hotz
1826ff6b89 dtypes nice and clean (#673)
* add dtype class

* dtypes

* buffers are lazy

* dtype is tracked by lazybuffer and GenericShape

* fix types in llvm

* llvm store

* dtype tests

* fix tests maybe

* fix flop counter

* fix CI

* CI fix and check format

* fix dtype and dtype check

* fix custom test

* fix test graph
2023-03-10 16:56:07 -08:00
George Hotz
1a039306d2 good changes from llama branch (#671)
* good changes from llama

* transpose behavior changed
2023-03-09 20:51:22 -08:00
George Hotz
4f957423c3 jitting custom ops + OPTLOCAL assignment bugfix 2023-03-08 08:30:37 -08:00
George Hotz
7930c6ab5c CLImage backing bug + test_vec_mul 2023-03-05 16:32:05 -08:00
George Hotz
3072e098c0 local workgroup optimizer 2023-03-05 12:08:12 -08:00