py-ministring
An experimental UTF-8 string type for CPython, written as a C extension.
It is a learning project about how CPython stores strings, not a
replacement for str.
The idea
CPython's str (PEP 393) stores every
character with the width of the widest one in the string: 1 byte if all
characters are below U+0100, 2 bytes if any is above that, 4 bytes if any is
outside the Basic Multilingual Plane. A megabyte of ASCII with a single emoji
therefore takes 4 MB as a str.
ministr stores the text as UTF-8 instead, where each character takes only
as many bytes as it needs.
Memory
Bytes per character for 1,000,000 characters (Python 3.13, 64-bit Linux),
produced by benchmarks/memory.py:
| Text | str |
ministr |
ministr after s[0] |
|---|---|---|---|
| ASCII | 1.00 | 1.00 | 1.00 |
| ASCII + one emoji | 4.00 | 1.00 | 1.13 |
| ASCII + one € | 2.00 | 1.00 | 1.13 |
| Latin-1 (café) | 1.00 | 1.25 | 1.38 |
| Cyrillic | 2.00 | 2.00 | 2.13 |
| CJK | 2.00 | 3.00 | 3.13 |
So ministr only wins on text that is mostly narrow characters with a few
wide ones. On pure ASCII it ties with str. On Latin-1, Cyrillic or CJK
text, UTF-8 is as large as or larger than CPython's fixed-width storage.
Short strings cost more too: the object header is 56 bytes, against 40 for
an ASCII str.
Indexing
UTF-8 has variable-width characters, so finding character i needs to know
where it starts:
- ASCII strings never need an index: character
iis bytei. - Other strings build a sparse index on the first
s[i]ors[a:b]. It stores the byte offset of every 64th character, 8 bytes per 64 characters or 0.125 bytes per character. A lookup jumps to the nearest entry and scans forward at most 63 characters, so access is O(1) with a bounded constant. - Iteration (
for ch in s,list(s),"".join(s)) walks the bytes and never builds the index.
The sparse index makes random access slower. On mixed-width text a random
s[i] takes about 165 ns, against about 30 ns for str. A full table
(one offset per character, as in 0.1.x) gave about 60 ns but cost 4 bytes
per character. MINISTR_INDEX_STRIDE in src/ministring.h sets the
trade-off: a stride of 32 gives about 110 ns at 0.25 bytes per character.
Installation
pip install py-ministring
Wheels are published for CPython 3.9 to 3.15 on Linux (x86_64, aarch64), macOS (Intel, Apple Silicon) and Windows (x64, Arm64). Anywhere else pip builds from source, which needs a C compiler. From a clone:
git clone https://github.com/AI-Stratov/py-ministring
cd py-ministring
pip install .
Usage
from ministring import ministr
s = ministr("hello 😃 world")
len(s) # 13
s[6] # '😃' (a regular str)
s[-1] # 'd'
s[0:5] # 'hello' (a new ministr)
str(s[8:]) # 'world'
list(s[4:7]) # ['o', ' ', '😃']
"lo" in s # True
s == "hello 😃 world" # True, works both ways and with other ministr
d = {s: "value"}
d["hello 😃 world"] # 'value': hash(s) == hash(str(s))
API
ministr(obj="")creates aministring.Utf8Stringfrom astr, or fromstr(obj)for anything else. Strings with lone surrogates have no UTF-8 form and raiseUnicodeEncodeError.len(s)is the number of codepoints.s[i]returns the character as astr. Negative indices work.s[a:b]returns a newUtf8String. Steps other than 1 raiseNotImplementedError.iter(s)yields characters asstr.x in ssearches for a substring.xcan be astror aUtf8String.s == xands != xcompare with astror aUtf8String.hash(s)equalshash(str(s)), soministrandstrkeys find each other in dicts and sets. It is computed once and cached.str(s)andrepr(s)behave like those of the equivalentstr.sys.getsizeof(s)includes the UTF-8 buffer and, once built, the index.
Limitations
This is a prototype:
- It is not a
strsubclass. Most of the standard library wants a realstr, so passstr(s). - There are no string methods (
find,split,upper, ...), no concatenation, no ordering comparisons and no pickling. str(s)decodes the whole string every time.- Random access on non-ASCII text is about 5 times slower than
str(see Indexing). inis a plain byte search, O(n·m) in the worst case.
Tests
pip install . pytest
python -X dev -m pytest
CI runs them on Python 3.9 to 3.15 on Linux and on 3.13 on macOS and Windows. Release wheels are tested too, each on its own platform.
-X dev turns on CPython's debug allocator, which fills new memory with
0xCD, so code that reads an uninitialized field crashes instead of passing
by luck. tests/test_oom.py uses _testcapi.set_nomemory() to make each
allocation fail in turn and checks that every failure becomes a
MemoryError.
CI also builds the extension with AddressSanitizer and UndefinedBehaviorSanitizer. To do the same locally on Linux:
CFLAGS="-fsanitize=address,undefined -fno-sanitize-recover=undefined -fno-omit-frame-pointer -g" \
LDFLAGS="-fsanitize=address,undefined" pip install . pytest
LD_PRELOAD="$(gcc -print-file-name=libasan.so)" PYTHONMALLOC=malloc \
ASAN_OPTIONS=detect_leaks=0 python -m pytest
The interpreter is not instrumented, so the ASan runtime is preloaded.
PYTHONMALLOC=malloc sends every allocation through ASan instead of
pymalloc.
Data structure
typedef struct {
PyObject_HEAD
char *utf8_data; // UTF-8 encoded bytes
Py_ssize_t utf8_size; // size in bytes
Py_ssize_t *index; // sparse index: codepoint / 64 -> byte offset;
// built on first indexing, never for ASCII
Py_ssize_t length; // number of codepoints
Py_hash_t hash; // cached hash
} Utf8StringObject;
Changes since 0.1.1
- The first
s[i]used to build a 4-byte offset for every character, which made indexed strings 4 bytes per character larger than the matchingstr. That table is now the sparse index described above. ministr(text)andministr == textused to callPyUnicode_AsUTF8AndSize(). That call caches a UTF-8 copy insidetextfor as long astextlives, which doubled the real cost of aministrfor non-ASCII text.- If allocating the UTF-8 buffer failed, the destructor freed an
uninitialized pointer. ASan and
-X devboth catch it. - Iteration no longer builds an index.
insearches for substrings. It used to compare the needle with each single character.sys.getsizeof()reports the buffers aministrowns.
License
MIT, see LICENCE.
1 maintainer
Metadata
1 maintainer
Release files for py-ministring 0.2.0
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| Download URL | py_ministring-0.2.0-cp39-cp39-macosx_11_0_arm64.whl |
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| Size | 11.4 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Transparency logRelease files / py_ministring-0.2.0-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | py_ministring-0.2.0-cp39-cp39-macosx_10_9_x86_64.whl |
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| Size | 11.0 kB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
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SHA-256 checksum How to use checksums |
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