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656ed7f7808266ae7923a010a6b1f5d166cf6256
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767 Commits

Author SHA1 Message Date
Awni Hannun
d4b222b6d3 Fix some leaks and races (#1629) 
* fix leak and fix potential race

* more leak fixes

* fix one more
 2024-11-27 20:01:20 -08:00
Jesper Stemann Andersen
af2af818a6 Enables build for *-linux-musl (#1627) 
Also contributes to being able to build for *-w64-mingw32.

Cf. https://github.com/JuliaPackaging/Yggdrasil/pull/9761
 2024-11-27 13:14:24 -08:00
Awni Hannun
211411faf2 fix large ops (#1620) 2024-11-24 09:17:10 -08:00
Alex Barron
6f7986d592 Cleaner qmv/qvm (#1616) 2024-11-22 11:14:08 -08:00
Jagrit Digani
02bec0bb6d Matrix Attention kernel (#1610) 
* Rough INIT

* [WIP]: Loading and Matmuls added

* [WIP]: Reductions and min working aligned kernel at headdim = 64

* [WIP] Added headdim 80 for testing

* [WIP] Update dispatch params for testing

* [WIP] Add support for unaligned seq lengths - still looks messy

* Update sdpa_benchmarks

* Update sdpa_benchmarks

* Update sdpa_benchmarks

* Enable gqa support

* Update benchmark and switch off 128 headdim

* Update headdim 128 tuning

* Remove older fast attention code. Write out O strided

* Disable hd=128 until further optimizations

* Enable bf16

* Fix data size bug

* Enable attn build outside of jit
 2024-11-22 10:34:05 -08:00
Alex Barron
c79f6a4a8c 3 and 6 bit quantization (#1613) 
* Support 3 and 6 bit quantization
 2024-11-22 10:22:13 -08:00
Awni Hannun
0c5eea226b Reduce specializations (#1607) 
* start of reduce specializations

* fix all reduce

* fix many dims

* fix

* non-jit tests clear

* cleanup instantiations

* cpu merges

* change dim specializations

* optimize

* fix jit

* fix jit

* use higher precision for integer sum+prod

* fixes
 2024-11-21 19:53:00 -08:00
Awni Hannun
dcca0d7477 contiguous op / prim (#1612) 2024-11-21 19:51:49 -08:00
Awni Hannun
61d787726a Fix view scalar bug segfault (#1603) 
* fix view scalar bug

* fix view scalar bug

* one more fix
 2024-11-19 10:54:05 -08:00
Angelos Katharopoulos
5e89aace9b Fix concatenate vmap (#1600) 2024-11-19 10:44:04 -08:00
Awni Hannun
2419edd5b2 Faster indexing math in a few kernels (#1589) 
* wip: faster compiled kernels

* faster general unary with uint specialization

* index type in compiled, unary, binary, ternary, copy

* fix jit

* jit fix

* specialize gather + scatter

* nit in docs
 2024-11-18 19:52:00 -08:00
Awni Hannun
bf481e8e5d Fix sibling leak (#1590) 
* add test

* fix + test

* fix fix
 2024-11-18 19:17:01 -08:00
Awni Hannun
9d7fa6b8e6 Use osx deployment target to pick Metal version (#1595) 
* choose metal based on deployment target rather than system version

* nit

* unused compile def
 2024-11-18 19:16:49 -08:00
Angelos Katharopoulos
073076ac7d 2-Pass Sdpa Inference Kernel (#1597) 2024-11-18 17:31:53 -08:00
Awni Hannun
9bd03dd9b4 More buffer donation with no-ops (#1591) 
* more donation

* fix test

* fix build
 2024-11-18 08:35:41 -08:00
Awni Hannun
6931f84412 fix dispatch threads for a few kernels (#1594) 2024-11-18 08:35:25 -08:00
xnorai
16ec0556a0 Allocate raw JSON metadata buffer on the heap, and limit its size (#1596) 
* Allocate raw JSON metadata buffer on the heap, and limit its size to 1GiB

* Set the upper size limit for the header to 100K as in Rust safetensors
 2024-11-18 07:22:51 -08:00
Awni Hannun
610af352d4 Dispatch bf16 at run time when using the JIT (#1584) 
* Dispatch bf16 at run time when using the JIT

* fix extension

* fix extension build

* fix extension build

* Update utils.h
 2024-11-15 16:54:36 -08:00
Awni Hannun
b35f1e3c9c fix donation in sdpa (#1587) 2024-11-13 17:21:13 -08:00
Awni Hannun
dfa0b9aab4 Cpu fast quantize (#1578) 
* cpu quantize

* fix
 2024-11-08 20:10:39 -08:00
Alex Barron
a4c47b0276 OOB QMV fix (#1579) 
* fix oob access in qmv

* skip more

* fix small case
 2024-11-08 17:59:45 -08:00
Alex Barron
111fefd5e9 Fix OOB access in qmv (#1577) 
* fix oob access in qmv

* skip more
 2024-11-08 15:41:30 -08:00
Awni Hannun
c1fe1ef081 Bfs width limit (#1568) 
* width limit

* fix

* large limit

* put env vars in env namespace
 2024-11-08 15:00:46 -08:00
Awni Hannun
91c0277356 fix per-example mask + docs in sdpa (#1574) 2024-11-08 11:51:15 -08:00
Awni Hannun
9f0d5c12fc Fully wrap the command encoder (#1572) 
* fully wrap the command encoder

* use consistent style + fix extensions
 2024-11-08 11:50:21 -08:00
Awni Hannun
59247c2b62 add groups in conv2d (#1569) 2024-11-07 13:57:53 -08:00
Awni Hannun
9a3842a2d9 fix (#1566) 2024-11-06 17:10:33 -08:00
Awni Hannun
54f05e7195 Fix gather vmap (#1563) 
* fix gather

* fix
 2024-11-05 11:29:20 -08:00
Alex Barron
26be608470 Add split_k qvm for long context (#1564) 
* Add splitk qvm

* configurable splitk

* tuning

* remove extra instantiation

* remove refactor

* separate test

* cpu tolerance
 2024-11-05 11:25:19 -08:00
Angelos Katharopoulos
248431eb3c Reductions update (#1351) 2024-11-04 22:25:16 -08:00
Awni Hannun
76f275b4df error in rms for wrong size (#1562) 2024-11-04 13:24:02 -08:00
Awni Hannun
f1951d6cce Use fewer barriers (#1561) 
* use fewer barriers

* comment
 2024-11-04 10:26:49 -08:00
Angelos Katharopoulos
62f297b51d Sdpa fix (#1558) 2024-11-02 21:25:46 -07:00
Awni Hannun
57c6aa7188 fix multi output leak (#1548) 2024-10-31 09:32:01 -07:00
Awni Hannun
4f72c66911 improvements to scatter / gather (#1541) 2024-10-30 19:30:54 -07:00
Jagrit Digani
960e3f0f05 Gemm update (#1518) 2024-10-30 19:30:28 -07:00
Awni Hannun
884af42da2 Fix thread group for large arrays (#1543) 
* fix thread group for large arrays

* comment

* one more
 2024-10-30 16:25:12 -07:00
Alex Barron
048fabdabd Fix vmap constant output size (#1524) 
* use inputs to determine output size

* remove noop vmap tests
 2024-10-30 16:16:53 -07:00
Carlo Cabrera
1a992e31e8 Skip using Residency sets in VMs (#1537) 
* Skip using Residency sets in VMs

Attempting to use residency sets in a VM throws[^1]

    libc++abi: terminating due to uncaught exception of type std::runtime_error: [metal::Device] Unable to construct residency set.

Not quite sure if this is the best fix, but it does make the error go
away.

Note that it was previously possible to run simple programs that used
mlx in a VM prior to 0eb56d5be0. See
related discussion at Homebrew/homebrew-core#195627.

[^1]: https://github.com/Homebrew/homebrew-core/actions/runs/11525831492/job/32105148462#step:3:56

Co-authored-by: Awni Hannun <awni.hannun@gmail.com>

* change residency check

---------

Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
 2024-10-29 19:37:23 -07:00
Awni Hannun
015c247393 change wino dispatch conditoin (#1534) 2024-10-28 11:13:44 -07:00
Awni Hannun
d3cd26820e Faster bits and bernoulli (#1535) 
* faster bits and bernoulli

* fix bernoulli
 2024-10-28 11:11:00 -07:00
Awni Hannun
8e88e30d95 BFS graph evaluation order (#1525) 
* bfs order

* try fix event issue
 2024-10-25 10:27:19 -07:00
Awni Hannun
0eb56d5be0 Wired (#1510) 
* expose residency sets as wire/unwire

* returns wired size

* fix

* runtime support check

* fix os check

* fix test

* fix no metal build

* docs

* nit

* nits in docs

* nits
 2024-10-25 09:35:33 -07:00
Awni Hannun
dad1b00b13 fix (#1523) 2024-10-24 19:17:46 -07:00
Angelos Katharopoulos
c9b41d460f Working 64-bit scans (#1506) 2024-10-24 11:05:46 -07:00
xnorai
32972a5924 C++20 compatibility for fmt (#1519) 
* C++20 compatibility for fmt

* Address review feedback

* Remove stray string

* Add newlines back
 2024-10-24 08:54:51 -07:00
Dhruv Govil
f6afb9c09b Remove use of vector<const T> (#1514) 2024-10-22 16:31:52 -07:00
Kashif Rasul
3ddc07e936 Eigenvalues and eigenvectors (#1334) 
* initial eigvalsh

* add compute_vectors

* add compute_vectors_

* return a pair

* add eigh to return only eigenvectors

* fixed typo

* merge merge Eighvalsh and Eigh into a single primitive

* use the same primate with the flag

* fix primatives

* use MULTI

* fix eval_gpu

* fix decleration

* rename EighPrimitive to Eigh

* tests

* tests

* fix rebase and format

* cleanup lapack

* format

* add cblas.h

---------

Co-authored-by: Awni Hannun <awni@apple.com>
 2024-10-22 12:18:48 -07:00
Awni Hannun
c26208f67d Remove Hazard tracking with Fences (#1509) 
* remove hazard tracking

* with fence map

* no hazard tracking with fences

* nits

* fix fence retain

* cleanup

* fix quantized rebase
 2024-10-21 19:33:32 -07:00
Alex Barron
d15fa13daf Batched Quantized Matmul + Fast Small QMV (#1503) 
* add fast qmv for small dims

* fix test

* batched cpu

* add batched template param

* refactor metal quantized.cpp
 2024-10-21 16:23:17 -07:00