Skip to main content

DSPy with litellm replaced by litelm and numpy made optional

Project description

dspy-lite

DSPy with litellm replaced by litelm and numpy made optional.

What this is

  • Same DSPy 3.1.3 -- signatures, modules (Predict, CoT, ReAct), optimizers (Bootstrap, MIPRO, SIMBA, GEPA, GRPO)
  • litellm (100k+ LOC, 70+ transitive deps) replaced by litelm (2.6k LOC, 2 deps)
  • numpy moved from core dep to optional [embeddings] extra
  • 88% smaller install (25 MB vs 213 MB, 30 packages vs 72)
  • Unaffected by the litellm supply chain compromise (CVE-2026-33634) — zero litellm code or dependencies

Install

pip install dspy-lite

With provider extras:

pip install dspy-lite[anthropic]     # Anthropic
pip install dspy-lite[bedrock]       # AWS Bedrock
pip install dspy-lite[embeddings]    # numpy for embeddings
pip install dspy-lite[all]           # everything

Usage

import dspy

lm = dspy.LM("openai/gpt-4o-mini")
dspy.configure(lm=lm)

predict = dspy.Predict("question -> answer")
result = predict(question="What is DSPy?")
print(result.answer)

Everything from DSPy works -- the import is still import dspy.

What changed from DSPy

DSPy dspy-lite
LM routing litellm (34 MB, 201k LOC) litelm (87 KB, 2.6k LOC)
numpy core dep (60 MB) optional [embeddings]
Install size 213 MB, 72 packages 25 MB, 30 packages
API unchanged unchanged

Documentation

Full DSPy documentation: dspy.ai

License

MIT (inherited from DSPy)

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

dspy_lite-3.1.3.post5.tar.gz (266.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

dspy_lite-3.1.3.post5-py3-none-any.whl (330.3 kB view details)

Uploaded Python 3

File details

Details for the file dspy_lite-3.1.3.post5.tar.gz.

File metadata

  • Download URL: dspy_lite-3.1.3.post5.tar.gz
  • Upload date:
  • Size: 266.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for dspy_lite-3.1.3.post5.tar.gz
Algorithm Hash digest
SHA256 6117a1d31c5ce2b6839a36fd000d5d1b7f22238159c4dc04ffee6cf2f25961a8
MD5 8b6235c0e7812c73c2fcdedb28e16a95
BLAKE2b-256 cf81f6268cb6fdf8dc43d54b2317572f7dbaf4dd4394be34d62ec9f3ab602598

See more details on using hashes here.

Provenance

The following attestation bundles were made for dspy_lite-3.1.3.post5.tar.gz:

Publisher: publish.yml on kennethwolters/dspy-lite

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file dspy_lite-3.1.3.post5-py3-none-any.whl.

File metadata

  • Download URL: dspy_lite-3.1.3.post5-py3-none-any.whl
  • Upload date:
  • Size: 330.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for dspy_lite-3.1.3.post5-py3-none-any.whl
Algorithm Hash digest
SHA256 fa8934979a1f52d3f7b18e84c0fc5455ca334ef90181ceac45a8ab3be57c191a
MD5 68f7de85e64d9cd859b76394f70cca41
BLAKE2b-256 48808fe75a2df9ac1f88eebd224dc0478f32cc3ca5f920882f51295d5dd7059b

See more details on using hashes here.

Provenance

The following attestation bundles were made for dspy_lite-3.1.3.post5-py3-none-any.whl:

Publisher: publish.yml on kennethwolters/dspy-lite

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page