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16367 Commits

Author SHA1 Message Date
Yash Katariya
aa9480a441 Expose get_abstract_mesh via the jax.sharding namespace 
PiperOrigin-RevId: 736972976
 2025-03-14 13:45:32 -07:00
Justin Fu
dbd8d92075 [Pallas] Add legacy PRNG key support to Pallas PRNG 
PiperOrigin-RevId: 736949584
 2025-03-14 12:30:04 -07:00
Zac Mustin
0c8e601f90 Support convolution in roofline. 
So far we support only `unfused_hmb_bytes` and don't account for `{feature, batch}_group_count`s due to complexity.

PiperOrigin-RevId: 736948528
 2025-03-14 12:26:20 -07:00
Yash Katariya
88d4bc3d45 Rename AxisTypes enum to AxisType 
PiperOrigin-RevId: 736935746
 2025-03-14 11:48:21 -07:00
Emily Fertig
bdb6d03322 Allow make_array_from_callback to construct nonaddressable arrays. 
PiperOrigin-RevId: 736922870
 2025-03-14 11:10:32 -07:00
Ilya Tikhonovskiy
c9ac82c826 [XLA:GPU] Add missing BF16_BF16_F32_X9 matmul option in config.py 
Extend the list of possible default algorithms that dot could use.

PiperOrigin-RevId: 736879149
 2025-03-14 08:58:59 -07:00
Peter Hawkins
6fa98fc0a4 Use "x is y" rather than "id(x) == id(y)". 
The latter involves at least two object constructions.

PiperOrigin-RevId: 736878098
 2025-03-14 08:54:46 -07:00
Peter Hawkins
8ab33669e2 Add a variant of safe_map() that has no return value, named foreach(). 
This avoids a bunch of list bookkeeping in cases where we are iterating only for a side effect and do not care about the results.

I would have named this iter() to match OCaml's list.iter(), but unfortunately iter() is a Python builtin.

PiperOrigin-RevId: 736859418
 2025-03-14 07:42:48 -07:00
Peter Hawkins
074216e07a Precompute a weakref to a Trace≥ 
We use Trace weakrefs frequently, so we may as well construct one eagerly.

PiperOrigin-RevId: 736841778
 2025-03-14 06:26:17 -07:00
Benjamin Chetioui
5098d2ef49 [Mosaic GPU][NFC] Simplify implementation for in_{layout,transforms}_for_operand utils. 
PiperOrigin-RevId: 736809960
 2025-03-14 03:52:10 -07:00
Ilya Tikhonovskiy
43b78c539f [JAX] Add missing preset for X9 dot optimization on BF16/BF16 -> F32. 
Two PRs that support this feature have been submitted to stablehlo and openxla.
Now we could do the last step - enable it in JAX.

PiperOrigin-RevId: 736799241
 2025-03-14 02:57:55 -07:00
jax authors
cbece0b00b Add explicit support for float8_e4m3b11fnuz in pl.dot 
PiperOrigin-RevId: 736798315
 2025-03-14 02:51:55 -07:00
Benjamin Chetioui
d09df7c8ab [Mosaic GPU] Add transform inference rules for mgpu.async_{load,store}. 
PiperOrigin-RevId: 736795784
 2025-03-14 02:37:55 -07:00
Benjamin Chetioui
d028354abb [Mosaic GPU] Introduce an initial transform inference pass. 
For now, propagate transforms for `wgmma`. We do not handle `transpose` for
either operand yet.

The pass isn't called anywhere yet.

PiperOrigin-RevId: 736758754
 2025-03-13 23:22:59 -07:00
Emily Fertig
d79472101d Plumb layout through the creation of IFRT Arrays (roll-forward with fix). 
Reverts 7f9e7473cfe7e2b3c4eb43ce6df916b3159c1cff

PiperOrigin-RevId: 736739556
 2025-03-13 21:32:52 -07:00
Yash Katariya
d3a41d8448 get_sharding doesn't need to be conditioned on the context mesh 
PiperOrigin-RevId: 736710468
 2025-03-13 18:59:31 -07:00
Matthew Johnson
34d6bb2e16 fix shard_map manual mesh axis names with vmap spmd_axis_name 
PiperOrigin-RevId: 736707234
 2025-03-13 18:41:46 -07:00
Yash Katariya
e615e2acb3 Raise a better error with more info when we see duplicate axis in a PartitionSpec resulting from a sharding rule. 
Previously it was:

`ValueError: A single NamedSharding spec specification can map every mesh axis to at most one positional dimension, but PartitionSpec('x', 'x') has duplicate entries for x`

Now it is:

`TypeError: dot_general operation with inputs: i64[8@x,2], i64[2,8@x] produces an illegally sharded result: i64[8@x,8@x]`

PiperOrigin-RevId: 736657644
 2025-03-13 15:24:10 -07:00
Peter Hawkins
1507754408 Precompute the __hash__ of AbstractMesh. 
We use this frequently and it saves time to precompute it.

PiperOrigin-RevId: 736650750
 2025-03-13 15:01:31 -07:00
Zac Mustin
acd6c40f2f Remove obsolete fallback for cost analysis. 
This fallback does not seem to be needed as all executables have a cost-analysis implementation.

PiperOrigin-RevId: 736647203
 2025-03-13 14:49:40 -07:00
Yash Katariya
e1b62cede1 Raise an error if jax.config.update('jax_num_cpu_devices', val) is called after backend is initialized 
PiperOrigin-RevId: 736646012
 2025-03-13 14:45:53 -07:00
jax authors
47bf22e37d [pallas][Mosaic][Easy] Add batch dot dim test, remove check 
PiperOrigin-RevId: 736623531
 2025-03-13 13:38:44 -07:00
jax authors
726f49cbca Merge pull request #26944 from wenscarl:wenscarl/nvfp4 
PiperOrigin-RevId: 736620378
 2025-03-13 13:30:46 -07:00
jax authors
bf829ff612 Merge pull request #26524 from carlosgmartin:random_multinomial 
PiperOrigin-RevId: 736569564
 2025-03-13 11:05:17 -07:00
Peter Hawkins
8effa19734 [JAX] Change jax.core.Trace subclasses to call super().__init__(). 
Test the value of Trace._invalidated directly rather than using a hasattr test. I'm assuming the reason we did this is because we wanted to avoid updating all the subclasses to call super().__init__().

hasattr() tests are unnecessarily slow (did you know the one in jax.core.Trace builds an error message every time it fails?)

PiperOrigin-RevId: 736555016
 2025-03-13 10:27:52 -07:00
Yash Katariya
14b9f48535 Allow late binding out_shardings and in_shardings in auto_axes and explicit_axes API 
PiperOrigin-RevId: 736535562
 2025-03-13 09:37:24 -07:00
Yash Katariya
2d01226b3b Rename some internal APIs (set_abstract_mesh -> use_abstract_mesh and set_concrete_mesh -> use_concrete_mesh) 
PiperOrigin-RevId: 736382641
 2025-03-12 22:30:05 -07:00
Yash Katariya
a4ca0dbc6c Make the signature of AbstractMesh to be AbstractMesh(axis_size: tuple[int, ...], axis_name: tuple[str, ...], *, axis_types) instead of AbstractMesh(shape_tuple: tuple[tuple[str, int], ...], *, axis_types) so that we are consistent across all Mesh APIs: Mesh, AbstractMesh and make_mesh 
PiperOrigin-RevId: 736371111
 2025-03-12 21:32:31 -07:00
Yash Katariya
c6dcbb6759 [sharding_in_types] Rework the axis_types argument in Mesh and AbstractMesh APIs. The changes are: 
1. axis_types now takes a `AxisTypes | tuple[AxisTypes, ...] | None`. It doesn't take a dictionary anymore

2. `jax.make_mesh` also takes the same `axis_types` tuple as in point 1.

PiperOrigin-RevId: 736360041
 2025-03-12 20:41:50 -07:00
carlosgmartin
6b69a136aa Add jax.random.multinomial. 2025-03-12 18:15:14 -04:00
Yash Katariya
47480b4493 Add a set_mesh API to jax.sharding. set_mesh sets the sharding and never unsets it i.e. this is just __enter__ of a ctx manager without __exit__ 
PiperOrigin-RevId: 736261724
 2025-03-12 14:12:47 -07:00
Yash Katariya
8674495fd7 [sharding_in_types] Make reshard work with np.array. 
PiperOrigin-RevId: 736250504
 2025-03-12 13:41:42 -07:00
Justin Fu
6978f35293 [Pallas] Plumb compiler flags through source mapper. 
PiperOrigin-RevId: 736199966
 2025-03-12 11:19:58 -07:00
Christos Perivolaropoulos
b34f56bfd7 [mosaic_gpu/pallas:mgpu] Eradicate wgmma_layout 
PiperOrigin-RevId: 736187550
 2025-03-12 10:47:48 -07:00
jax authors
3de7ecf6da Merge pull request #27092 from pearu:pearu/gammainc-bug-fix 
PiperOrigin-RevId: 736177398
 2025-03-12 10:20:39 -07:00
jax authors
e7d10a2310 Merge pull request #27041 from carlosgmartin:fix_binomial_value_error 
PiperOrigin-RevId: 736171463
 2025-03-12 10:05:18 -07:00
Pearu Peterson
f608a8c502 Update gammainc and gammaincc against scipy 1.16: return nan whenever one of operands is nan. 2025-03-12 17:48:45 +02:00
Yash Katariya
abcc7fdf4c [sharding_in_types] Initial commit to add varying_manual_axes: frozenset[AxisName] to ShapedArray. Also add jax_varying_axes_in_types config to hide this option under while we develop it. 
PiperOrigin-RevId: 736141670
 2025-03-12 08:29:16 -07:00
Sergei Lebedev
e33f3fc48b [pallas:mosaic_gpu] Added support for reductions to the WG lowering 
Note that

* we have no easy way of testing multi-reductions at the moment;
* `reduce_max` assumes WGMMA_ROW layout which is not currently supported by
  the dialect lowering AFAICT.

PiperOrigin-RevId: 736138554
 2025-03-12 08:18:31 -07:00
Matthew Johnson
66a6eb299e add autodiff rules for jax.lax.ragged_all_to_all collective 
also update the ragged_all_to_all docstring. pseudocode in the style of the shard_map tutorial would be better and cleaner, but it needs the context of the tutorial to explain; i'll add ra2a to the shmap tutorial in the future.

PiperOrigin-RevId: 735957604
 2025-03-11 18:22:02 -07:00
Yash Katariya
3a26804c68 Rename get_ty to typeof which is an alias of get_aval 
PiperOrigin-RevId: 735946640
 2025-03-11 17:34:44 -07:00
Sharad Vikram
c6b164dc09 [Pallas/Fuser] Add custom evaluate to allow/disallow transposes 
PiperOrigin-RevId: 735931978
 2025-03-11 16:35:49 -07:00
Yash Katariya
f45cbf3342 Fix a bug where full and use_mesh outside jit did not work because the shard passed to make_array_from_callback was sharded on all devices instead of just 1 device. 
This is because `convert_element_type` returning an output on all devices of the mesh because of the surrounding `use_mesh` context.

PiperOrigin-RevId: 735909962
 2025-03-11 15:25:46 -07:00
Jevin Jiang
29bfd00f9c [Pallas TPU] Fix preferred_element_type propagation in dot_general with const 
PiperOrigin-RevId: 735903687
 2025-03-11 15:06:07 -07:00
jax authors
7ac088c14f Merge pull request #20699 from pearu:pearu/gammainc 
PiperOrigin-RevId: 735878582
 2025-03-11 13:53:20 -07:00
Dimitar (Mitko) Asenov
99c9106032 [Mosaic GPU] Replace WGMMAFragLayout with TiledLayout in the mlir dialect and use it in layout inference. 
`WGMMAFragLayout` will be completely removed soon.

PiperOrigin-RevId: 735877661
 2025-03-11 13:50:42 -07:00
Jevin Jiang
eff612a3b6 Fix the assumption that pages_per_seq is already a multiple of num_kv_pages_per_blk. 
PiperOrigin-RevId: 735851301
 2025-03-11 12:36:33 -07:00
shuw
f9aef8a189 Support nvfp4 2025-03-11 19:33:25 +00:00
Pearu Peterson
82b2591b21 Fix scipy.special.gammainc/gammaincc evaluation at boundary points 2025-03-11 21:18:47 +02:00
jax authors
c2c68c018f Merge pull request #27059 from jakevdp:fix-while-loop 
PiperOrigin-RevId: 735828960
 2025-03-11 11:32:00 -07:00