Swan

Swan is a semantic modeling and query optimization framework for DuckDB. It lets you define database constraints, schemas, advanced algebraic properties (such as symmetry, transitivity, equivalence, and disjointness), and mathematical optimization problems (LP/MIP via the HiGHS solver) as an executable semantic layer.

Unlike passive metadata catalogs, Swan's semantic definitions are actively compiled and enforced:

  • Python Client-Side AST Rewrite Passes: Declarative PyRel queries are automatically analyzed and rewritten to prune logical contradictions, optimize optional matches, push down filters, swap symmetric traversals, and materialize shared query blocks.
  • C++ Native Optimizer Extension: Integrates directly with DuckDB's query compilation pipeline to dynamically inject check constraints, eliminate redundant joins, and replace expensive recursive joins with custom physical structures (like connected components and transitive reachability indexes).
  • Prescriptive Reasoner (HiGHS Integration): Formulates mathematical optimization problems directly over database records, compiling variables, bounds, and indicator constraints to DuckDB C++ queries for native execution speed.
  • Predictive Reasoner (GNN + ONNX Runtime): Trains Graph Neural Networks over graph-structured database records and serves predictions natively in DuckDB, with built-in explainability for feature/edge importance and attention weights.

By treating semantics as executable code, Swan compiles highly-declarative traversals into ultra-efficient, vectorized SQL executions.

Installation

pip install rai-swan

This automatically detects your operating system and CPU architecture and downloads the matching prebuilt wheel (Linux x86_64/ARM64, macOS Intel/Apple Silicon, Windows x64) -- no compiler required.

Verify the install (this also loads the bundled native extension):

from pyrel_duckdb import Model

model = Model()
print("Swan successfully initialized!")

Quick Start

import duckdb
from pyrel_duckdb import Model, String

con = duckdb.connect("my_database.db", config={"allow_unsigned_extensions": "true"})
model = Model(name="my_model", connection=con)

# Declare a concept (maps to a physical table) with an identity scheme (primary key)
Customer = model.Concept("Customer", identify_by={"name": String})

See the full documentation for modeling concepts/properties/relationships, rules and constraints, graph algorithms, and the prescriptive/predictive reasoners.

Documentation

Full guides, API reference, and build templates: https://relationalai.github.io/swan

License

Swan Proprietary Software License

Copyright (c) 2026 RelationalAI, Inc. All rights reserved.

1. Ownership. Swan (the "Software"), including its source code, compiled
   binaries, and documentation, is the confidential and proprietary
   property of RelationalAI, Inc. ("RelationalAI"). No rights to the
   Software are granted except as expressly set out below.

2. Limited License Grant. Subject to the terms of a separate written
   agreement between you and RelationalAI (or, absent such an agreement,
   solely for internal evaluation by authorized RelationalAI personnel and
   design partners), RelationalAI grants you a non-exclusive,
   non-transferable, non-sublicensable license to install and run the
   compiled distributions of the Software (e.g. the packages published to
   PyPI) for that authorized purpose.

3. Restrictions. Except as expressly permitted above, you may not: (a)
   copy, modify, or create derivative works of the Software; (b) reverse
   engineer, decompile, or disassemble any compiled binary; (c)
   redistribute, sublicense, rent, lease, or otherwise make the Software
   available to any third party; or (d) remove or alter any proprietary
   notices.

4. No Warranty. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY
   KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
   MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND NONINFRINGEMENT.

5. Limitation of Liability. IN NO EVENT SHALL RELATIONALAI BE LIABLE FOR
   ANY CLAIM, DAMAGES, OR OTHER LIABILITY ARISING FROM, OUT OF, OR IN
   CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
   SOFTWARE.

6. Third-Party Components. The Software statically links certain
   third-party open-source components under their own permissive licenses;
   see THIRD_PARTY_LICENSES.md for the full list and required attributions.

Project links

Data verified by PyPI on Aug 11, 2026
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Key dates

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  • Released:
Newer release available (0.0.18)

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1 maintainer

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Avatar for maxdemarzi from gravatar.com maxdemarzi

GitHub Statistics

Data verified by PyPI on Aug 11, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Other/Proprietary License (Proprietary)

Requires

Python <3.15, >=3.10

Provides Extra

dev gnn nlq

Classifiers

Report project as malware

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Release history Release notifications | RSS feed

0.0.18

30 files

0.0.16

30 files

0.0.14

30 files

0.0.13

30 files

This release

0.0.12 This release

30 files

0.0.11

30 files

0.0.10

30 files

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