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Bump deepmd-kit[cpu] from 2.2.11 to 3.0.0#48

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njzjz merged 1 commit intomasterfrom
dependabot/pip/deepmd-kit-cpu--3.0.0
Nov 25, 2024
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Bump deepmd-kit[cpu] from 2.2.11 to 3.0.0#48
njzjz merged 1 commit intomasterfrom
dependabot/pip/deepmd-kit-cpu--3.0.0

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@dependabot dependabot bot commented on behalf of github Nov 25, 2024

Bumps deepmd-kit[cpu] from 2.2.11 to 3.0.0.

Release notes

Sourced from deepmd-kit[cpu]'s releases.

v3.0.0

DeePMD-kit v3: Multiple-backend Framework, DPA-2 Large Atomic Model, and Plugin Mechanisms

After eight months of public tests, we are excited to present the first stable version of DeePMD-kit v3, an advanced version that enables deep potential models with TensorFlow, PyTorch, or JAX backends. Additionally, DeePMD-kit v3 introduces support for the DPA-2 model, a novel architecture optimized for large atomic models. This release enhances plugin mechanisms, making integrating and developing new models easier.

Highlights

Multiple-backend framework: TensorFlow, PyTorch, and JAX support

image

DeePMD-kit v3 adds a versatile, pluggable framework providing consistent training and inference experience across multiple backends. Version 3.0.0 includes:

  • TensorFlow backend: Known for its computational efficiency with a static graph design.
  • PyTorch backend: A dynamic graph backend that simplifies model extension and development.
  • DP backend: Built with NumPy and Array API, a reference backend for development without heavy deep-learning frameworks.
  • JAX backend: Based on the DP backend via Array API, a static graph backend.
Features TensorFlow PyTorch JAX DP
Descriptor local frame
Descriptor se_e2_a
Descriptor se_e2_r
Descriptor se_e3
Descriptor se_e3_tebd
Descriptor DPA1
Descriptor DPA2
Descriptor Hybrid
Fitting energy
Fitting dipole
Fitting polar
Fitting DOS
Fitting property
ZBL
DPLR
DPRc
Spin
Gradient calculation
Model training
Model compression
Python inference
C++ inference

Critical features of the multiple-backend framework include the ability to:

  • Train models using different backends with the same training data and input script, allowing backend switching based on your efficiency or convenience needs.
# Training a model using the TensorFlow backend
</tr></table> 

... (truncated)

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@dependabot dependabot bot added dependencies Pull requests that update a dependency file python Pull requests that update Python code labels Nov 25, 2024
Bumps [deepmd-kit[cpu]](https://github.com/deepmodeling/deepmd-kit) from 2.2.11 to 3.0.0.
- [Release notes](https://github.com/deepmodeling/deepmd-kit/releases)
- [Commits](deepmodeling/deepmd-kit@v2.2.11...v3.0.0)

---
updated-dependencies:
- dependency-name: deepmd-kit[cpu]
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
@dependabot dependabot bot force-pushed the dependabot/pip/deepmd-kit-cpu--3.0.0 branch from 2b67dfc to ee3275a Compare November 25, 2024 21:47
@njzjz njzjz merged commit 254f19a into master Nov 25, 2024
@njzjz njzjz deleted the dependabot/pip/deepmd-kit-cpu--3.0.0 branch November 25, 2024 22:06
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