Compare commits

...

13 Commits

Author SHA1 Message Date
cc66a53025 feat: add compatibility command for rocm, cuda, universal 2025-04-07 14:07:15 -04:00
7178b0b86c Add Apache License version 2.0 (#66)
Fixes #64
2025-04-04 20:35:29 +02:00
0bbf90a564 Update ABI requirement to manylinux_2_28 (#65) 2025-04-04 19:38:15 +02:00
27d6ffcb80 Add more details about the ABI requirements (#63) 2025-03-31 14:29:30 +02:00
f7bd21438b Set version to 0.4.2 (#62) 2025-03-27 16:57:28 +01:00
6174febb4b Add warning when layer_name not present in _KERNEL_MAPPING (#61)
* add warning

* fix import order
2025-03-27 16:22:58 +01:00
ff55bc201b Add support for fetching ROCm kernels (#59) 2025-03-25 15:11:03 +01:00
3808108d62 doc: add versioning (#58) 2025-03-24 16:48:20 +01:00
c4a16ef462 Actually export use_kernel_mapping at the top-level (#57)
* Actually export `use_kernel_mapping` at the top-level

* Set version to 0.4.1
2025-03-24 12:44:00 +01:00
9762794dd2 Set version to 0.4.0 (#56) 2025-03-21 20:49:01 +01:00
b7d6867c52 use_kernel_mapping: add inherit_mapping option (#55)
`inherit_mapping` is the default and extends the existing mapping
with the given mapping. If `inherit_mapping` is `False`, existing
mappings are not inherited.
2025-03-21 17:28:45 +01:00
fbcd0f2ebd Set version to 0.3.3 (#54) 2025-03-20 16:09:11 +01:00
5af46eca94 Align dependency versions with transformers (#53) 2025-03-20 15:13:45 +01:00
8 changed files with 356 additions and 21 deletions

201
LICENSE Normal file
View File

@ -0,0 +1,201 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

View File

@ -38,6 +38,12 @@ as the repository (replacing `-` by `_`). For instance, kernels in the
`build/<variant>/activation`. This directory
must be a Python package with an `__init__.py` file.
## Versioning
Kernels are versioned on the Hub using Git tags. Version tags must be of
the form `v<major>.<minor>.<patch>`. Versions are used by [locking](./locking.md)
to resolve the version constraints.
## Native Python module
Kernels will typically contain a native Python module with precompiled
@ -46,16 +52,31 @@ requirements:
- Use [ABI3/Limited API](https://docs.python.org/3/c-api/stable.html#stable-application-binary-interface)
for compatibility with Python 3.9 and later.
- Compatible with glibc 2.27 or later. This means that no symbols
from later versions must be used. To archive this, the module should
be built against this glibc version. **Warning:** libgcc must also be
built against glibc 2.27 to avoid leaking symbols.
- No dynamic linkage against libstdc++/libc++. Linkage for C++ symbols
must be static.
- No dynamic library dependencies outside Torch or CUDA libraries
installed as dependencies of Torch.
- Compatible with [`manylinux_2_28`](https://github.com/pypa/manylinux?tab=readme-ov-file#manylinux_2_28-almalinux-8-based).
This means that the extension **must not** use symbols versions higher than:
(These requirements will be updated as new PyTorch versions are released.)
- GLIBC 2.28
- GLIBCXX 3.4.24
- CXXABI 1.3.11
- GCC 7.0.0
These requirement can be checked with the ABI checker (see below).
- No dynamic library dependencies outside:
- Torch;
- CUDA/ROCm libraries installed as dependencies of Torch.
The manylinux_2_28 and Python ABI 3.9 version requirements can be checked with
[`kernel-abi-check`](https://crates.io/crates/kernel-abi-check):
```bash
$ cargo install kernel-abi-check
$ kernel-abi-check result/relu/_relu_e87e0ca_dirty.abi3.so
🐍 Checking for compatibility with manylinux_2_28 and Python ABI version 3.9
✅ No compatibility issues found
```
## Torch extension

View File

@ -1,6 +1,6 @@
[project]
name = "kernels"
version = "0.3.2"
version = "0.4.2"
description = "Download compute kernels"
authors = [
{ name = "OlivierDehaene", email = "olivier@huggingface.co" },
@ -8,12 +8,13 @@ authors = [
{ name = "David Holtz", email = "david@huggingface.co" },
{ name = "Nicolas Patry", email = "nicolas@huggingface.co" },
]
license = { text = "Apache-2.0" }
readme = "README.md"
requires-python = ">= 3.9"
dependencies = [
"huggingface-hub>=0.26.3",
"packaging>=24.2",
"tomli>=2.0.1; python_version<'3.11'",
"huggingface_hub>=0.26.0,<1.0",
"packaging>=20.0",
"tomli>=2.0; python_version<'3.11'",
]
[build-system]

View File

@ -4,6 +4,7 @@ from kernels.layer import (
register_kernel_mapping,
replace_kernel_forward_from_hub,
use_kernel_forward_from_hub,
use_kernel_mapping,
)
from kernels.utils import (
get_kernel,
@ -18,6 +19,7 @@ __all__ = [
"load_kernel",
"install_kernel",
"use_kernel_forward_from_hub",
"use_kernel_mapping",
"register_kernel_mapping",
"replace_kernel_forward_from_hub",
"LayerRepository",

View File

@ -4,6 +4,8 @@ import json
import sys
from pathlib import Path
from huggingface_hub import hf_hub_download
from kernels.compat import tomllib
from kernels.lockfile import KernelLock, get_kernel_locks
from kernels.utils import install_kernel, install_kernel_all_variants
@ -36,6 +38,23 @@ def main():
)
lock_parser.set_defaults(func=lock_kernels)
# Add a new compatibility command
compat_parser = subparsers.add_parser(
"compatibility", help="Show kernel build compatibility"
)
compat_parser.add_argument(
"repo_id",
type=str,
help="The repository ID of the kernel (e.g., 'kernels-community/activation')",
)
compat_parser.add_argument(
"--revision",
type=str,
default="main",
help="The revision of the kernel (default: main)",
)
compat_parser.set_defaults(func=check_compatibility)
args = parser.parse_args()
args.func(args)
@ -91,6 +110,53 @@ def lock_kernels(args):
json.dump(all_locks, f, cls=_JSONEncoder, indent=2)
def check_compatibility(args):
"""Check build compatibility for a kernel by reading its build.toml file."""
try:
# Download only the build.toml file from the repository
build_toml_path = hf_hub_download(
repo_id=args.repo_id,
filename="build.toml",
revision=args.revision,
)
except Exception:
print(
f"Error: Could not find build.toml in repository {args.repo_id}.",
file=sys.stderr,
)
sys.exit(1)
# Parse the build.toml file
try:
with open(build_toml_path, "rb") as f:
content = f.read().decode("utf-8")
# Simple check for compatibility without full parsing
is_universal = "language" in content and "python" in content
has_cuda = "cuda-capabilities" in content
has_rocm = "rocm-archs" in content
except Exception as e:
print(f"Error reading build.toml: {str(e)}", file=sys.stderr)
sys.exit(1)
# Print the compatibility
print(f"Kernel: {args.repo_id}")
print("Compatibility: ", end="")
if is_universal:
print("universal")
else:
compatibilities = []
if has_cuda:
compatibilities.append("cuda")
if has_rocm:
compatibilities.append("rocm")
print(", ".join(compatibilities) if compatibilities else "unknown")
return 0
class _JSONEncoder(json.JSONEncoder):
def default(self, o):
if dataclasses.is_dataclass(o):

View File

@ -1,4 +1,5 @@
import inspect
import warnings
from contextvars import ContextVar
from copy import deepcopy
from dataclasses import dataclass, field
@ -54,11 +55,26 @@ _KERNEL_MAPPING: ContextVar[Dict[str, Dict[Device, LayerRepository]]] = ContextV
)
def use_kernel_mapping(mapping: Dict[str, Dict[Union[Device, str], LayerRepository]]):
def use_kernel_mapping(
mapping: Dict[str, Dict[Union[Device, str], LayerRepository]],
*,
inherit_mapping: bool = True,
):
"""
Context manager that sets a mapping for a duration of the context.
When `inherit_mapping` is set to `True` the current mapping will be
extended by `mapping` inside the context. If it is `False`, only
`mapping` is used inside the context.
"""
class ContextManager:
def __enter__(self):
# Mappings always stack on previous mappings.
self.token = _KERNEL_MAPPING.set(deepcopy(_KERNEL_MAPPING.get()))
if inherit_mapping:
self.token = _KERNEL_MAPPING.set(deepcopy(_KERNEL_MAPPING.get()))
else:
self.token = _KERNEL_MAPPING.set({})
register_kernel_mapping(mapping)
def __exit__(self, exc_type, exc_value, traceback):
@ -117,6 +133,12 @@ def replace_kernel_forward_from_hub(cls, layer_name: str, *, use_fallback: bool
def forward(self, x, *args, **kwargs):
kernel = _KERNEL_MAPPING.get().get(layer_name)
if kernel is None:
warnings.warn(
"\n"
f"No kernel mapping found for layer `{layer_name}`. "
f"Check if the layer name matches one of the kernels in the mapping or add the kernel "
f"you want to use to the mapping. Defaulting to original forward implementation."
)
if not use_fallback:
raise ValueError(f"No layer mapping for `{layer_name}`")
return fallback_forward(self, x, *args, **kwargs)

View File

@ -23,18 +23,21 @@ CACHE_DIR: Optional[str] = os.environ.get("HF_KERNELS_CACHE", None)
def build_variant() -> str:
import torch
if torch.version.cuda is None:
raise AssertionError(
"This kernel requires CUDA to be installed. Torch was not compiled with CUDA enabled."
)
if torch.version.cuda is not None:
cuda_version = parse(torch.version.cuda)
compute_framework = f"cu{cuda_version.major}{cuda_version.minor}"
elif torch.version.hip is not None:
rocm_version = parse(torch.version.hip.split("-")[0])
compute_framework = f"rocm{rocm_version.major}{rocm_version.minor}"
else:
raise AssertionError("Torch was not compiled with CUDA or ROCm enabled.")
torch_version = parse(torch.__version__)
cuda_version = parse(torch.version.cuda)
cxxabi = "cxx11" if torch.compiled_with_cxx11_abi() else "cxx98"
cpu = platform.machine()
os = platform.system().lower()
return f"torch{torch_version.major}{torch_version.minor}-{cxxabi}-cu{cuda_version.major}{cuda_version.minor}-{cpu}-{os}"
return f"torch{torch_version.major}{torch_version.minor}-{cxxabi}-{compute_framework}-{cpu}-{os}"
def universal_build_variant() -> str:

View File

@ -152,6 +152,25 @@ def test_mapping_contexts():
== "kernels-community/activation"
)
with use_kernel_mapping(extra_mapping2, inherit_mapping=False):
assert set(_KERNEL_MAPPING.get().keys()) == {
"SiluAndMul",
}
assert (
_KERNEL_MAPPING.get()["SiluAndMul"][Device(type="cuda")].repo_id
== "kernels-community/non-existing"
)
assert set(_KERNEL_MAPPING.get().keys()) == {
"SiluAndMul",
"SiluAndMulStringDevice",
"TestKernel",
}
assert (
_KERNEL_MAPPING.get()["SiluAndMul"][Device(type="cuda")].repo_id
== "kernels-community/activation"
)
assert set(_KERNEL_MAPPING.get().keys()) == {
"SiluAndMul",
"SiluAndMulStringDevice",