Docs v1.3.0

New Feature Documentation:

• Holistic Neural Magic platform overview in introduction
• User Guides For Deploying DeepSparse with Amazon SageMaker, Amazon Lambda, and GCP Cloud Run
• DeepSparse Logging
• Creating Sparsification Recipes with SparseML Recipe Template

Changes:

• Documentation table of contents now reflects new or renamed sections for legibility and clarity.
• Product naming of DeepSparse Engine updated to DeepSparse.

Resolved Issues:

• Various spelling and grammatical edits made to improve fit and finish.

Known Issues:

• None

Docs v1.2.0

New Features:

• Neural Magic Docs website redesigned to merge documentation and flows across all Neural Magic products including DeepSparse Engine, SparseML, and the SparseZoo. Distinct sections now include Getting Started, Use Cases, User Guides, Products, and in-depth content with significant expansion in quality and attention to detail.

Changes:

• None

Resolved Issues:

• None

Known Issues:

• Post release of the redesigned Neural Magic website, we are actively working through correcting various broken links.

Docs v0.12.0

New Features:

• None

Changes:

• • DeepSparse README: references to deepsparse.server, deepsparse.benchmark, and Transformer pipelines.

Resolved Issues:

• None

Known Issues:

• None

Docs v0.11.1 Patch Release

This is a patch release for 0.11.0 that contains the following changes:

• Updated FAQ content to align with the last release.

Docs v0.11.0

New Features:

• None

Changes:

• In preparation for Discourse forum retirement, link removal initiated in favor of Slack and GItHub issues queue for support.

Resolved Issues:

• None

Known Issues:

• None

Docs v0.10.0

New Features:

• Elastic scheduler implemented as an alternative to the single-stream or multi-stream schedulers.

Changes:

• SparseZoo docs updated to include more prominent links to sparsezoo.neuralmagic.com.

Resolved Issues:

• None

Known Issues:

• None

Docs v0.9.0

New Features:

• Tutorial: Sparse Transfer Learning With Bert
• README, Tutorial, Recipes: SparseML YOLACT Integration

Changes:

• API docs recompiled.

Resolved Issues:

• None

Known Issues:

• None

Docs v0.8.0

New Features:

• C++ API Overview created for the DeepSparse Engine

Changes:

• None

Resolved Issues:

• None

Known Issues:

• None

Docs v0.7.0

New Features:

• Model pages added and linked out to the SparseZoo for ResNet-50, MobileNetV1, YOLOv3, YOLOv5, and BERT.

Changes:

• None

Resolved Issues:

• None

Known Issues:

• Sparsify User Guide subdirectory may have broken navigation links in the footer pointing to GitHub markdown files instead of HTML versions due to the build process not converting links. The process is being investigated.

Docs v0.6.0

New Features:

• Model page overviews added for ResNet-50, MobileV1, YOLOv5, and BERT which provide further links to available benchmarks, examples for applications and deployments as well tutorials for transfer learning and recipes.

Changes:

• None

Resolved Issues:

• Broken links addressed as discovered.

Known Issues:

• Sparsify User Guide subdirectory may have broken navigation links in the footer pointing to GitHub markdown files instead of HTML versions due to the build process not converting links. The process is being investigated.