434cee3a6c
Fix CUDA and ROCm sandbox discovery, update epoll libxev patch to prevent high CPU usage, enable XLA GPU latency‑hiding scheduler, and upgrade cuDNN to 9.6.0.
2024-01-15 09:41:42 +00:00
68dbc290e9
zml: revamp scatterSlices
...
Main issue with current `scatter` implementation is that it uses
broadcasting dims of `stablehlo.scatter`.
While nice in theory, the optimizer doesn't handle them well and they
often are unrolled into while loop.
Here I convert the batching dim to extra iotas indices.
2024-01-08 17:55:20 +00:00
83b5e1ec48
fix
...
Before we where using `module.op().writeBytecode(writer)` to compute the
hash of a model
but it crashes on some inputs, notably for unused variables.
So I used the text representation of the mlir.
2024-01-05 16:44:41 +00:00
5bd7f8aae9
zml: HostBuffer.prettyPrint()
...
Add pretty printing of HostBuffer.
This will be leverage by the debug helper `x.print()`
It can also be used like this: `std.log.info("my buffer: {}",
.{host_buffer.pretty()})`
2023-12-25 13:01:17 +00:00
7ef87236ce
Rewrite simple transpose as reshape in core ZML modules and raise default profiler event limit to 1,000,000.
2023-12-18 13:56:45 +00:00
6a4a7fb9a1
zml/module.zig: Remove unnecessary optional unwrapping.
2023-12-05 12:27:08 +00:00
37725cdaa6
Update PJRT, runtime, and ZML modules to use per‑target output folders and expose profiler.dumpDataAsJson for JSON profiling output.
2023-12-04 10:38:10 +00:00
6e4fef8844
zml: Introduce arena allocator in CompilationContext. Expose arena allocator to replace existing allocator, enabling safe allocation for ops without misusing std.BoundedArray. Includes breaking changes to chunkAllowTrailing and split. Upgrade axis_ types to anytype for tag handling and add TODOs for upcoming Tensor API.
2023-11-16 15:11:23 +00:00
98b512c495
Implement func.call emission and function caching across MLIR dialects and ZML module/ops, propagating tags and donations.
2023-10-19 17:01:55 +00:00
7d36913b31
Refactor ZML API: move compile, compileFn and related types to exe.zig, update BaseExe allocation and inline caching in compileInternal, and clean up supporting modules (func.zig, meta.zig, signature.zig, cuda.zig, testing.zig, zml.zig).
2023-10-13 16:08:08 +00:00
3bc6ad98be
Update module.zig to donate all buffers except the token_index buffer for the Llama+Neuron example.
2023-10-06 10:10:56 +00:00
5122ca0203
Refactor rope implementation to compute only required offsets, eliminating full cos/sin matrix generation in module, nn, and tensor code.
2023-09-27 11:45:33 +00:00
7d24329d0a
Add Bazel build rules and runtime implementation for AWS Neuron/Trainium/Inferentia support.
2023-08-18 17:11:27 +00:00
0709b1b32f
zml: reduce memory usage of sdpaMemEfficient by using zml.ops.while instead of zml.ops.for, avoiding concatenation of intermediate results.
2023-08-14 14:24:11 +00:00
01eff33fa0
Update workspace dependencies to newer LLVM, XLA, StableHLO, and PJRT versions and expose new pjrt plugin attribute APIs and stablehlo version APIs in build and runtime configurations.
2023-08-07 12:28:36 +00:00
b53462b515
Fix crash in for_ by ensuring values are pushed to their block before opening a new block, adding asserts for block state, and guaranteeing first_step is used. Adjust padding syntax to improve usability.
2023-07-25 14:25:47 +00:00
f675a203c2
zml.ops.makeBlock now returns the inner tensor to propagate tags. The function returns both the created mlir.Block and tensors from the supplied function, allowing shape and tag propagation without exposing mlir.Values. Updated tests to run on non‑CPU platforms.
2023-07-21 09:01:01 +00:00
0f9a92f27d
module-cache: raise max_pjrt_executable_size limit to 400 MB to accommodate large PJRT executables.
2023-07-14 17:58:22 +00:00
63aca9f9c2
Hotfixes for build rule, math utilities, module system, and NN implementation (fixes,)
2023-06-29 10:26:54 +00:00
9b7eea8ac2
Add stdx utilities and rework async signature inference; tidy executable logging.
2023-06-21 14:45:14 +00:00
52ef20f981
zml: reintroduce pjrtx to handle reactor blocking issues in async scenarios, particularly with Events.
2023-05-26 15:54:15 +00:00
c68ec4bc5c
async: implement default threaded backend using a thread pool. Backend selectable via @zml//async:impl flag (threaded or zigcoro). Provides workaround for environments where io_uring is unavailable.
2023-05-25 16:02:11 +00:00
57130577e9
Add fallback for runtimes lacking PJRT_Event by using thread‑pool dispatch for buffer copies and treating operations as synchronous when events are absent.
2023-05-09 12:44:56 +00:00
5543c8192f
Rename async_ to asyncc and add Generic async slugs in async.zig, aio.zig, and module.zig.
2023-05-04 14:44:12 +00:00
8e43a45a3c
Add event waiting when invoking a module and improve multi‑device sharding handling.
2023-04-11 11:32:09 +00:00
66881899ca
Fix testLayer by removing unnecessary compile_options argument and updating testing logic for new sharded output, ensuring proper usage by llama.zig.
2023-03-31 14:23:45 +00:00
a4f0fc96c0
Integrate user sharding hints and HLO sharding annotations across MLIR dialects and ZML core, and remove the now‑unused module options arguments.
2023-03-21 10:50:39 +00:00
dfa71018a5
zml: Remove pjrtx wrapper, migrate remaining helpers to their native modules, and fix blocking issue in Event.await.
2023-03-06 17:05:56 +00:00
2f129f76c9
Add in-process sharding support across core ZML components (platform, shape, tensor, MLIR generation, buffers, and PJRT integration)
2023-02-24 17:33:14 +00:00
24a7c98476
Implement scatterSlices functionality.
2023-02-14 13:52:49 +00:00
be6328813d
zml: clean up dead and commented code; note that copyslice is currently broken and pending reimplementation
2023-02-08 17:13:47 +00:00
7dcd8b516c
zml/nn: fix resize implementations (resizeBilinear and resizeBicubic) and expand refAllDecl usage; all tests pass
2023-01-27 14:35:11 +00:00
ebdb8db213
zml/tests: re‑enable all Zig tests, fix precision issue by switching to f32, and add refAllDecls to ensure all declarations are tested
2023-01-23 16:28:19 +00:00
266da6d4be
Add initial Bazel build configuration, async runtime implementation, and core MLIR dialect definitions for ZML.
2023-01-02 14:28:25 +00:00