Fast deterministic dict hashing via mypyc
Project description
hash-utils
Fast deterministic dict hashing via mypyc.
Functions
dict_hash(d)— deterministic hash of a nested dict's full content (keys + values)shape_hash(d)— structural hash that ignores string/int/float values, only hashing keys, value types, bools, and container lengths
Install
pip install hash-utils
Usage
from hash_utils import dict_hash, shape_hash
d1 = {"name": "alice", "config": {"enabled": True, "tags": []}}
d2 = {"name": "bob", "config": {"enabled": True, "tags": []}}
# Full content hash — different names produce different hashes
dict_hash(d1) != dict_hash(d2)
# Shape hash — same structure produces same hash
shape_hash(d1) == shape_hash(d2)
Why
shape_hash enables massive deduplication for jsonschema validation. If 13,000 dicts share the same structure but differ only in string values, they collapse to 1 unique shape — skip 12,999 redundant validations.
Performance
Compiled via mypyc to native C. ~400K ops/s for nested dicts on a single core.
| Method | ops/s | Deterministic |
|---|---|---|
shape_hash (mypyc) |
445K | Yes |
dict_hash (mypyc) |
405K | Yes |
hash(repr()) |
312K | No |
json.dumps + hash |
206K | Yes |
Development
python -m venv .venv && source .venv/bin/activate
make install # editable install with dev deps
make test # run tests (pure Python or compiled)
make lint # ruff check + format check
make clean # remove build artifacts
License
MIT
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