mirror of
https://github.com/huggingface/kernels.git
synced 2025-10-27 09:04:27 +08:00
Compare commits
13 Commits
v0.3.2
...
add-compat
| Author | SHA1 | Date | |
|---|---|---|---|
| cc66a53025 | |||
| 7178b0b86c | |||
| 0bbf90a564 | |||
| 27d6ffcb80 | |||
| f7bd21438b | |||
| 6174febb4b | |||
| ff55bc201b | |||
| 3808108d62 | |||
| c4a16ef462 | |||
| 9762794dd2 | |||
| b7d6867c52 | |||
| fbcd0f2ebd | |||
| 5af46eca94 |
201
LICENSE
Normal file
201
LICENSE
Normal 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.
|
||||
@ -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
|
||||
|
||||
|
||||
@ -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]
|
||||
|
||||
@ -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",
|
||||
|
||||
@ -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):
|
||||
|
||||
@ -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)
|
||||
|
||||
@ -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:
|
||||
|
||||
@ -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",
|
||||
|
||||
Reference in New Issue
Block a user