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dfdx

v0.13.0 Growing

Ergonomic auto differentiation in Rust, with pytorch like apis.

MIT OR Apache-2.0 Edition 2021 MSRV 1.65
#neural-network#tensor#autodiff#deep-learning#backprop

Quick Verdict

  • โœ•Not updated for 2+ years
  • !Pre-1.0: API may have breaking changes
  • โœ“Permissive license (MIT OR Apache-2.0)

Security

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Downloads
109.5K
Dependents
11
Releases
17
Size
282KB

Deep Insights

๐Ÿ“ˆ
Strong growth momentum

1.1K downloads in the last 30 days (38/day), up 22% from the previous period.

๐Ÿ”ฌ
Pre-1.0 for over a year

Despite being 3+ years old, dfdx hasn't reached 1.0 yet. Expect potential API changes between versions.

๐ŸŒŸ
Used by top crates

Notable dependents include rurel, luminal, luminal_cuda, luminal_metal, decision_transformer_dfdx. When high-quality crates choose dfdx, it's a strong quality signal.

Health Breakdown

Maintenance 6/25

Recency, release consistency, active ratio

Quality 15/25

Yanked ratio, deps, size, maturity, features

Community 6/20

Reverse deps, ownership, ecosystem

Popularity 6/15

Downloads, momentum, growth trend

Documentation 15/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
31/day avg+50%
02040608010012/291/162/32/213/113/28

Top Dependents

Version Adoption

v0.13.0
44%
v0.10.0
21%
v0.11.2
17%
v0.9.0
11%
v0.11.0
7%

Release Timeline

17 releasessince 2022
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2022
11
2023
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2024
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Feature Flags

default =["std", "fast-alloc", "cpu"]

cpu*f16std*cudacudnnnumpyno-stdnightlyci-checktest-f16test-f64fast-alloc*safetensorstest-amp-f16test-integrations

README

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Maintainers

Dependencies
17
direct dependencies
Dependents
11
crates depend on dfdx

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