misc/py-peft 0.19.1 FreeBSD

Parameter-Efficient Fine-Tuning (PEFT)

System: FreeBSD
Repository: FreeBSD ports
Maintainer: [email protected]
License: APACHE20
Categories: misc, python

Description

The peft module contains state-of-the-art Parameter-Efficient Fine-Tuning (PEFT) methods.

Fine-tuning large pretrained models is often prohibitively costly due to their scale. Parameter-Efficient Fine-Tuning (PEFT) methods enable efficient adaptation of large pretrained models to various downstream applications by only fine-tuning a small number of (extra) model parameters instead of all the model's parameters. This significantly decreases the computational and storage costs. Recent state-of-the-art PEFT techniques achieve performance comparable to fully fine-tuned models.

PEFT is integrated with Transformers for easy model training and inference, Diffusers for conveniently managing different adapters, and Accelerate for distributed training and inference for really big models.

Install

Binary package:

pkg install py312-peft

From the ports tree:

cd /usr/ports/misc/py-peft/ && make install clean

To depend on this port in another port's Makefile:

RUN_DEPENDS=	py312-peft>0:misc/py-peft

Packages

The version each package repository carries. “-” means the repository builds no package of it, “n/a” that there is no such repository.

Repository	aarch64	amd64	armv6	armv7	i386
FreeBSD:14:latest	-	0.19.1	-	-	-
FreeBSD:14:quarterly	-	0.19.1	n/a	-	-
FreeBSD:15:latest	-	0.19.1	n/a	-	-
FreeBSD:15:quarterly	-	0.19.1	n/a	n/a	n/a
FreeBSD:16:latest	-	0.19.1	n/a	n/a	n/a
FreeBSD:16:quarterly	n/a	n/a	n/a	n/a	n/a

Dependencies

As this port's Makefile names them.

Runtime 10

${PYTHON_PKGNAMEPREFIX}accelerate>=0.21.0 : misc/py-accelerate
${PYTHON_PKGNAMEPREFIX}huggingface-hub>=0.25.0 : misc/py-huggingface-hub
${PYTHON_PKGNAMEPREFIX}numpy>=1.17 : math/py-numpy
${PYTHON_PKGNAMEPREFIX}packaging>=20.0 : devel/py-packaging
${PYTHON_PKGNAMEPREFIX}psutil>0 : sysutils/py-psutil
${PYTHON_PKGNAMEPREFIX}pytorch>=1.13.0 : misc/py-pytorch
${PYTHON_PKGNAMEPREFIX}pyyaml>0 : devel/py-pyyaml
${PYTHON_PKGNAMEPREFIX}safetensors>0 : misc/py-safetensors
${PYTHON_PKGNAMEPREFIX}tqdm>0 : misc/py-tqdm
${PYTHON_PKGNAMEPREFIX}transformers>0 : misc/py-transformers

Test 8

${PYTHON_PKGNAMEPREFIX}datasets>0 : misc/py-datasets
${PYTHON_PKGNAMEPREFIX}diffusers>0 : misc/py-diffusers
${PYTHON_PKGNAMEPREFIX}parameterized>0 : devel/py-parameterized
${PYTHON_PKGNAMEPREFIX}protobuf>0 : devel/py-protobuf
${PYTHON_PKGNAMEPREFIX}pytest-cov>0 : devel/py-pytest-cov
${PYTHON_PKGNAMEPREFIX}pytest-xdist>0 : devel/py-pytest-xdist
${PYTHON_PKGNAMEPREFIX}scipy>0 : science/py-scipy
${PYTHON_PKGNAMEPREFIX}sentencepiece>0 : textproc/py-sentencepiece

The full lists below include those, and their dependencies in turn.

Build dependencies 11

Run dependencies 480

The first 100 are listed.

No port depends on this one.

Configuration

No options to configure.

USES: python
Service scripts: none

Files

distinfo 1

File

Size

SHA256

peft-0.19.1.tar.gz

763738

0d97542fe96dcdaa20d3b81c06f26f988618f416a73544ab23c3618ccb674a40

Master sites 1

PYPI

Commit history 0

No commits in the history this site was built from.