bigdl-nano

library2.4.0pypypiunverified

BigDL Nano is a component of the BigDL library that provides high-performance, scalable acceleration for Intel architectures, including optimizations for PyTorch and TensorFlow model training and inference. Current version is 2.4.0. Release cadence has been irregular, with major releases ~annually, but recently shifted to the IPEX-LLM project.

ai-ml data

pip install bigdl-nano

github ↗package ↗homepage ↗

INSTALL

IMPORT

SIG · BIGDL-NANO

bigdl-nano

ai-mlpythonv2.4.0

Install

6.4s avg

Import

—

Disk

39MB

Pass rate

5/ 10

Env Coverage5 / 10

glibc

3.9–3.13

musl

3.9–3.13

Install & Compatibility

Where this runs

tested against v2.4.0 · pip install

no network on importno background threads

Install × environment matrix

Each cell = how many times install + import succeeded across repeated harness runs. Partial = flaky.
glibc = Debian/Ubuntu slim · musl = Alpine Linux

musl

py 3.10–3.95 runs

build_error

glibc

py 3.10–3.95 runs

installs and imports cleanly · install 6.4s · import 0.000s · 39MB

39MB installed

● package 39MB

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

Nano

✓ from bigdl.nano import Nano

✗ from bigdl.nano import Nano

Basic usage: import Nano, create an instance, and optimize a PyTorch model.

from bigdl.nano import Nano import torch nano = Nano() model = torch.nn.Linear(10, 2) optimized_model = nano.optimize(model)

Debug

Known issues

deprecatedBigDL Nano is deprecated in favor of IPEX-LLM (Intel Extension for PyTorch for Large Language Models). New projects should use IPEX-LLM.

fix

Switch to ipex-llm: pip install ipex-llm and use from ipex_llm import ...

affects: >=2.4.0

breakingBigDL Nano 2.4.0 drops support for Python 3.7 and earlier.

fix

Upgrade to Python 3.8+.

affects: >=2.4.0

Upgrade

Version history

2.4.0latest on PyPI · released Nov 9, 2023

Audit

Dependencies

torchoptionalPyTorch backend for model optimization

tensorflowoptionalTensorFlow backend for model optimization

Agent activity

21 hits · last 30 days

node

OpenAI (training)

Resources

githubhttps://github.com/intel-analytics/BigDL ↗

packagehttps://pypi.org/project/bigdl-nano/ ↗

homepagehttps://bigdl.readthedocs.io ↗