copium

Makes Python `deepcopy()` fast.

Highlights

⚡ 4-28x faster on built-in types
🧠 ~30% less memory per copy
✨ requires zero code changes
🧪 passes Python's test_copy.py
📦 pre-built wheels for Python 3.10–3.14 on Linux/macOS/Windows (x64/ARM64)
🔓 passes all tests on free-threaded Python builds

Installation

pip install 'copium[autopatch]'

This will effortlessly make copy.deepcopy() fast in current environment.

For manual usage

pip install copium

Manual usage

import copium

assert copium.deepcopy(x := []) is not x

The copium module includes all public declarations of stdlib copy module, so it's generally safe to:

- from copy import copy, deepcopy, Error
+ from copium import copy, deepcopy, Error

How is it so fast?

Zero interpreter overhead for built-in containers and atomic types

If your data consist only of the types below, deepcopy operation won't touch the interpreter:
- natively supported containers: tuple, dict, list, set, frozenset, bytearray and types.MethodType
- natively supported atomics: type(None), int, str, bytes, float, bool, complex, types.EllipsisType, types.NotImplementedType, range, property, weakref.ref, re.Pattern, decimal.Decimal, fractions.Fraction, types.CodeType, types.FunctionType, types.BuiltinFunctionType, types.ModuleType
Native memo
- no time spent on creating extra int object for id(x)
- hash is computed once for lookup and reused to store the copy
- keepalive is a lightweight vector of pointers instead of a list
- memo object is not tracked in GC, unless stolen in custom __deepcopy__
Native reduce handling

When type's __reduce__ strictly follows the protocol, copium handles returned values natively, without interpreter overhead, the same way CPython pickle implementation does.

What if there's type mismatch?
Cached memo

Rather than creating a new memo object for each deepcopy and discarding it after, copium stores one per thread and reuses it. Referenced objects are cleared, but some amount of memory stays reserved, avoiding malloc/free overhead for typical workloads.
Zero overhead patch on Python 3.12+

deepcopy function object stays the same after patch, only its vectorcall is changed.

Compatibility notes

copium.deepcopy() designed to be drop-in replacement for copy.deepcopy(), still there are minor deviations from stdlib you should be aware of.

Pickle protocol

stdlib's copy tolerates some deviations from the pickle protocol that pickle itself reject (see https://github.com/python/cpython/issues/141757).

copium strictly follows stdlib semantics: if __reduce__ returns a list instead of a tuple for args, or a mapping instead of a dict for kwargs, copium will coerce them the same way stdlib would (via *args unpacking, **kwargs merging, .items() iteration, etc.). Errors from malformed __reduce__ results match what copy.deepcopy produces.

Memo handling

With native memo, custom __deepcopy__ receives a copium.memo, which is fully compatible with how copy.deepcopy() uses it internally.

Per Python docs, custom __deepcopy__ methods should treat memo as an opaque object and just pass it through in any subsequent deepcopy calls.

However, some native extensions that implement __deepcopy__ on their objects may require exact dict object to be passed as memo argument. Typically, in this case, they raise TypeError or AssertionError.

copium will attempt to recover by calling __deepcopy__ again with dict memo. If that second call succeeds, a warning with clear suggestions will be emitted, otherwise the error will be raised as is.

Tracking issue

Example

>>> import copium
>>> class CustomType:
...     def __deepcopy__(self, memo):
...         if not isinstance(memo, dict):
...             raise TypeError("I'm enforcing memo to be a dict")
...         return self
... 
>>> print("Copied successfully: ", copium.deepcopy(CustomType()))
<python-input-2>:1: UserWarning: 

Seems like 'copium.memo' was rejected inside '__main__.CustomType.__deepcopy__':

Traceback (most recent call last):
  File "<python-input-2>", line 1, in <module>
    
  File "<python-input-1>", line 4, in __deepcopy__
    raise TypeError("I'm enforcing memo to be a dict")
TypeError: I'm enforcing memo to be a dict

copium was able to recover from this error, but this is slow and unreliable.

Fix:

  Per Python docs, '__main__.CustomType.__deepcopy__' should treat memo as an opaque object.
  See: https://docs.python.org/3/library/copy.html#object.__deepcopy__

Workarounds:

    local  change deepcopy(CustomType()) to deepcopy(CustomType(), {})
           -> copium uses dict memo in this call (recommended)

   global  export COPIUM_USE_DICT_MEMO=1
           -> copium uses dict memo everywhere (~1.3-2x slowdown, still faster than stdlib)

   silent  export COPIUM_NO_MEMO_FALLBACK_WARNING='TypeError: I'm enforcing memo to be a dict'
           -> 'deepcopy(CustomType())' stays slow to deepcopy

explosive  export COPIUM_NO_MEMO_FALLBACK=1
           -> 'deepcopy(CustomType())' raises the error above

Copied successfully:  <__main__.CustomType object at 0x104d1cad0>

Credits

@sobolevn for constructive feedback on C code / tests quality
@eendebakpt for C implementation of parts of copy.deepcopy in https://github.com/python/cpython/pull/91610 — used as early reference
@orsinium for svg.py — used to generate main chart
@provencher for repoprompt.com — used it to build context for LLMs/editing
Anthropic/OpenAI/xAI for translating my ideas to compilable C code and educating me on the subject
One special lizard 🦎

Metadata

Release files for copium 0.1.0

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

Source distribution (sdist)

Source distribution for copium 0.1.0
File	Size	Uploaded	Provenance
copium-0.1.0.tar.gz	448.8 kB	Mar 14, 2026	With provenance	Details

Built distributions (wheels)

Table of built distributions (wheels) for copium 0.1.0
File	Interpreter	ABI	Platform	Reset
copium-0.1.0-cp314-cp314t-win_arm64.whl 167.1 kB Mar 18, 2026 With provenance	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
copium-0.1.0-cp314-cp314t-win_amd64.whl 175.4 kB Mar 18, 2026 With provenance	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
copium-0.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 290.6 kB Mar 18, 2026 With provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
copium-0.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 286.6 kB Mar 18, 2026 With provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details
copium-0.1.0-cp314-cp314t-macosx_11_0_arm64.whl 267.4 kB Mar 18, 2026 With provenance	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
copium-0.1.0-cp314-cp314t-macosx_10_12_x86_64.whl 277.5 kB Mar 18, 2026 With provenance	CPython 3.14	CPython 3.14 free-threading	macOS 10.12+ x86-64	Details
copium-0.1.0-cp314-cp314-win_arm64.whl 167.8 kB Mar 14, 2026 With provenance	CPython 3.14	CPython 3.14	Windows ARM64	Details
copium-0.1.0-cp314-cp314-win_amd64.whl 173.2 kB Mar 14, 2026 With provenance	CPython 3.14	CPython 3.14	Windows x86-64	Details
copium-0.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 290.3 kB Mar 14, 2026 With provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
copium-0.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 286.5 kB Mar 14, 2026 With provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
copium-0.1.0-cp314-cp314-macosx_11_0_arm64.whl 268.7 kB Mar 14, 2026 With provenance	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
copium-0.1.0-cp314-cp314-macosx_10_12_x86_64.whl 278.6 kB Mar 14, 2026 With provenance	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details
copium-0.1.0-cp313-cp313-win_arm64.whl 168.1 kB Mar 14, 2026 With provenance	CPython 3.13	CPython 3.13	Windows ARM64	Details
copium-0.1.0-cp313-cp313-win_amd64.whl 174.3 kB Mar 14, 2026 With provenance	CPython 3.13	CPython 3.13	Windows x86-64	Details
copium-0.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 290.9 kB Mar 14, 2026 With provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
copium-0.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 286.7 kB Mar 14, 2026 With provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
copium-0.1.0-cp313-cp313-macosx_11_0_arm64.whl 267.9 kB Mar 14, 2026 With provenance	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
copium-0.1.0-cp313-cp313-macosx_10_12_x86_64.whl 279.1 kB Mar 14, 2026 With provenance	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
copium-0.1.0-cp312-cp312-win_arm64.whl 167.8 kB Mar 14, 2026 With provenance	CPython 3.12	CPython 3.12	Windows ARM64	Details
copium-0.1.0-cp312-cp312-win_amd64.whl 173.9 kB Mar 14, 2026 With provenance	CPython 3.12	CPython 3.12	Windows x86-64	Details
copium-0.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 290.5 kB Mar 14, 2026 With provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
copium-0.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 286.3 kB Mar 14, 2026 With provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
copium-0.1.0-cp312-cp312-macosx_11_0_arm64.whl 267.4 kB Mar 14, 2026 With provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
copium-0.1.0-cp312-cp312-macosx_10_12_x86_64.whl 278.9 kB Mar 14, 2026 With provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
copium-0.1.0-cp311-cp311-win_arm64.whl 176.9 kB Mar 18, 2026 With provenance	CPython 3.11	CPython 3.11	Windows ARM64	Details
copium-0.1.0-cp311-cp311-win_amd64.whl 173.6 kB Mar 14, 2026 With provenance	CPython 3.11	CPython 3.11	Windows x86-64	Details
copium-0.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 289.4 kB Mar 14, 2026 With provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
copium-0.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 286.2 kB Mar 14, 2026 With provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
copium-0.1.0-cp311-cp311-macosx_11_0_arm64.whl 267.8 kB Mar 14, 2026 With provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
copium-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl 277.5 kB Mar 14, 2026 With provenance	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details
copium-0.1.0-cp310-cp310-win_arm64.whl 176.9 kB Mar 18, 2026 With provenance	CPython 3.10	CPython 3.10	Windows ARM64	Details
copium-0.1.0-cp310-cp310-win_amd64.whl 173.6 kB Mar 14, 2026 With provenance	CPython 3.10	CPython 3.10	Windows x86-64	Details
copium-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 289.6 kB Mar 14, 2026 With provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
copium-0.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 286.4 kB Mar 14, 2026 With provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
copium-0.1.0-cp310-cp310-macosx_11_0_arm64.whl 268.0 kB Mar 14, 2026 With provenance	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
copium-0.1.0-cp310-cp310-macosx_10_12_x86_64.whl 277.6 kB Mar 14, 2026 With provenance	CPython 3.10	CPython 3.10	macOS 10.12+ x86-64	Details

Total release size: 9.3 MB

Release files / copium-0.1.0.tar.gz

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Size	290.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64
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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

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Publishing repository: github.com/Bobronium/copium
Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Identity

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Publishing repository: github.com/Bobronium/copium
Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Identity

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Provenance

Identity

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bobronium/copium
Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bobronium/copium
Publishing commit: github.com/Bobronium/copium/tree/633b62146706a06dad60ac4bcd68ce4629d32fd0

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Provenance

Identity

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Provenance

Identity

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Publishing repository: github.com/Bobronium/copium
Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

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Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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Provenance

Identity

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Publishing repository: github.com/Bobronium/copium
Publishing commit: github.com/Bobronium/copium/tree/87da59889a10ce032c297c0ae67a859c9f6e6b25

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