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PyThermite

PyThermite is a performance-centered, native Python object indexer and graph datastore.
It allows you to index arbitrary Python objects, filter them by attributes and nested attributes, navigating graph-style relationships — all with O(1) lookups on attributes and O(log n) range queries.


Core Design Principles

  • Python-first design
    Classes are the best way to enforce types. Class methods are the best way to mutate contents and communicate changes to a third-party datastore.

  • 100% dynamic schema
    No schema or types are enforced at the datastore or query level. You can load any Python object, indexing all attributes.

  • Indexable schema objects
    Data objects are Indexable types. Updates made to the object immediately reflect on the Index.

  • Constant-time updates
    Unlike other data stores, schema updates are O(1) with no restructuring needed. This encourages iterative loading, filtering, mutating, and exporting.


Features

  • In-memory indexing of arbitrary Python objects
  • Filter and query with attribute lookups or composable expressions
  • Graph-style traversal from root nodes
  • Perfect for ad-hoc migrations, analytics, and breaking down JSON

Basic Usage

from PyThermite import Index, Indexable, QueryExpr as Q

class Person(Indexable):
    name: str
    age: int
    employer: 'Store'
    wage: int

    def change_salary(self, amount: int):
        self.wage += amount


class Store(Indexable):
    name: str
    address: str
    owner: Person


person_index = Index()

big_python_store = Store(
    name="Big Python Store",
    address="123 Python St",
)

alice = Person(name="Alice", age=30, employer=big_python_store, wage=70000)
bob = Person(name="Bob", age=25, employer=big_python_store, wage=50000)

person_index.add_object_many([bob, alice])

is_30 = person_index.reduced_query(Q.eq("age", 30))
assert len(is_30.collect()) == 1
assert is_30.collect()[0].name == "Alice"
del is_30

high_wage = person_index.reduced_query(Q.gt("wage", 60000))
assert len(high_wage.collect()) == 1
assert high_wage.collect()[0].name == "Alice"
del high_wage

person: Person
for person in person_index.reduced_query(Q.lt("wage", 55_000)).collect():
    print(f"{person.name} works at {person.employer.name} and earns ${person.wage}")
    person.change_salary(10_000)

high_wage = person_index.reduced_query(Q.ge("wage", 60000))
assert len(high_wage.collect()) == 2
assert {p.name for p in high_wage.collect()} == {"Alice", "Bob"}
del high_wage

# nested queries
employees = person_index.reduced_query(
    Q.eq("employer.name", "Big Python Store")
).collect()
assert len(employees) == 2
assert {e.name for e in employees} == {"Alice", "Bob"}

Installation

pip install pythermite

Metadata

Release files for pythermite 0.5.5

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pythermite 0.5.5
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pythermite-0.5.5.tar.gz 19.4 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for pythermite 0.5.5
File
pythermite-0.5.5-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
pythermite-0.5.5-pp311-pypy311_pp73-musllinux_1_2_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
pythermite-0.5.5-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details
pythermite-0.5.5-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details
pythermite-0.5.5-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ x86-64 Details
pythermite-0.5.5-pp311-pypy311_pp73-manylinux_2_28_s390x.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ IBM System/390x Details
pythermite-0.5.5-pp311-pypy311_pp73-manylinux_2_28_ppc64le.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ PowerPC 64-le Details
pythermite-0.5.5-pp311-pypy311_pp73-manylinux_2_28_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ x86-32 Details
pythermite-0.5.5-pp311-pypy311_pp73-manylinux_2_28_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ ARMv7l Details
pythermite-0.5.5-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.28+ ARM64 Details
pythermite-0.5.5-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
pythermite-0.5.5-cp314-cp314t-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details
pythermite-0.5.5-cp314-cp314t-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details
pythermite-0.5.5-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
pythermite-0.5.5-cp314-cp314t-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64 Details
pythermite-0.5.5-cp314-cp314t-manylinux_2_28_s390x.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ IBM System/390x Details
pythermite-0.5.5-cp314-cp314t-manylinux_2_28_ppc64le.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ PowerPC 64-le Details
pythermite-0.5.5-cp314-cp314t-manylinux_2_28_i686.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-32 Details
pythermite-0.5.5-cp314-cp314t-manylinux_2_28_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARMv7l Details
pythermite-0.5.5-cp314-cp314t-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 Details
pythermite-0.5.5-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
pythermite-0.5.5-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
pythermite-0.5.5-cp314-cp314-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
pythermite-0.5.5-cp314-cp314-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
pythermite-0.5.5-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
pythermite-0.5.5-cp314-cp314-manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64 Details
pythermite-0.5.5-cp314-cp314-manylinux_2_28_s390x.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ IBM System/390x Details
pythermite-0.5.5-cp314-cp314-manylinux_2_28_ppc64le.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ PowerPC 64-le Details
pythermite-0.5.5-cp314-cp314-manylinux_2_28_i686.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-32 Details
pythermite-0.5.5-cp314-cp314-manylinux_2_28_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARMv7l Details
pythermite-0.5.5-cp314-cp314-manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64 Details
pythermite-0.5.5-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
pythermite-0.5.5-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
pythermite-0.5.5-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
pythermite-0.5.5-cp313-cp313-musllinux_1_2_i686.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
pythermite-0.5.5-cp313-cp313-musllinux_1_2_armv7l.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
pythermite-0.5.5-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
pythermite-0.5.5-cp313-cp313-manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details
pythermite-0.5.5-cp313-cp313-manylinux_2_28_s390x.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ IBM System/390x Details
pythermite-0.5.5-cp313-cp313-manylinux_2_28_ppc64le.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ PowerPC 64-le Details
pythermite-0.5.5-cp313-cp313-manylinux_2_28_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-32 Details
pythermite-0.5.5-cp313-cp313-manylinux_2_28_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARMv7l Details
pythermite-0.5.5-cp313-cp313-manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details
pythermite-0.5.5-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
pythermite-0.5.5-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
pythermite-0.5.5-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
pythermite-0.5.5-cp312-cp312-musllinux_1_2_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
pythermite-0.5.5-cp312-cp312-musllinux_1_2_armv7l.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
pythermite-0.5.5-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
pythermite-0.5.5-cp312-cp312-manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details
pythermite-0.5.5-cp312-cp312-manylinux_2_28_s390x.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ IBM System/390x Details
pythermite-0.5.5-cp312-cp312-manylinux_2_28_ppc64le.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ PowerPC 64-le Details
pythermite-0.5.5-cp312-cp312-manylinux_2_28_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-32 Details
pythermite-0.5.5-cp312-cp312-manylinux_2_28_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARMv7l Details
pythermite-0.5.5-cp312-cp312-manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64 Details
pythermite-0.5.5-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
pythermite-0.5.5-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
pythermite-0.5.5-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
pythermite-0.5.5-cp311-cp311-musllinux_1_2_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
pythermite-0.5.5-cp311-cp311-musllinux_1_2_armv7l.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
pythermite-0.5.5-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
pythermite-0.5.5-cp311-cp311-manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
pythermite-0.5.5-cp311-cp311-manylinux_2_28_s390x.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ IBM System/390x Details
pythermite-0.5.5-cp311-cp311-manylinux_2_28_ppc64le.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ PowerPC 64-le Details
pythermite-0.5.5-cp311-cp311-manylinux_2_28_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-32 Details
pythermite-0.5.5-cp311-cp311-manylinux_2_28_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARMv7l Details
pythermite-0.5.5-cp311-cp311-manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details
pythermite-0.5.5-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details

Total release size: 38.4 MB

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