hugedict 
hugedict provides a drop-in replacement for dictionary objects that are too big to fit in memory. hugedict's dictionary-like objects implement typing.Mapping and typing.MutableMapping interfaces using key-value databases (e.g., RocksDB) as the underlying storage. Moreover, they are friendly with Python's multiprocessing.
Installation
From PyPI (using pre-built binaries):
pip install hugedict
To compile the source, run: maturin build -r inside the project directory. You need Rust, Maturin, CMake and CLang (to build Rust-RocksDB).
Features
- Create a mutable mapping backed by RocksDB
from functools import partial
from hugedict.prelude import RocksDBDict, RocksDBOptions
# replace [str, str] for the types of keys and values you want
# as well as deser_key, deser_value, ser_value
mapping: MutableMapping[str, str] = RocksDBDict(
path=dbpath, # path (str) to db file
options=RocksDBOptions(create_if_missing=create_if_missing), # whether to create database if missing, check other options
deser_key=partial(str, encoding="utf-8"), # decode the key from memoryview
deser_value=partial(str, encoding="utf-8"), # decode the value from memoryview
ser_value=str.encode, # encode the value to bytes
readonly=False, # open database in read only mode
secondary_mode=False, # open database in secondary mode
secondary_path=None, # when secondary_mode is True, it's a string pointing to a directory for storing data required to operate in secondary mode
)
-
Load huge data from files into RocksDB in parallel:
from hugedict.prelude import rocksdb_load. This function creates SST files in parallel, ingests into the db and (optionally) compacts them. -
Cache a function when doing parallel processing
from hugedict.prelude import Parallel
pp = Parallel()
@pp.cache_func("/tmp/test.db")
def heavy_computing(seconds: float):
time.sleep(seconds)
return seconds * 2
output = pp.map(heavy_computing, [0.5, 1, 0.7, 0.3, 0.6], n_processes=3)
- Create dictionary backed by Sqlite:
hugedict.sqlite.SqliteDict - Chain multiple dictionaries:
hugedict.chained_mapping.ChainedMapping - Cache a dictionary so previously accessed keys are stored in memory:
hugedict.cachedict.CacheDictor calledhugedict.types.HugeMapping.cache
1 maintainer
Metadata
1 maintainer
Release files for hugedict 2.14.6
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| hugedict-2.14.6.tar.gz | 15.4 MB | Details |
Built distributions (wheels)
Total release size: 204.6 MB
Release files / hugedict-2.14.6.tar.gz
| Download URL | hugedict-2.14.6.tar.gz |
|---|---|
| Size | 15.4 MB |
| Tags | Source |
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Release files / hugedict-2.14.6-cp314-cp314t-manylinux_2_34_x86_64.whl
| Download URL | hugedict-2.14.6-cp314-cp314t-manylinux_2_34_x86_64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.34+ x86-64 |
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| Download URL | hugedict-2.14.6-cp314-cp314t-manylinux_2_34_aarch64.whl |
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| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.34+ ARM64 |
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| Download URL | hugedict-2.14.6-cp314-cp314-manylinux_2_34_x86_64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.14 Linux glibc 2.34+ x86-64 |
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| Download URL | hugedict-2.14.6-cp314-cp314-manylinux_2_34_aarch64.whl |
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| Tags | CPython 3.14 Linux glibc 2.34+ ARM64 |
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| Download URL | hugedict-2.14.6-cp313-cp313t-manylinux_2_34_x86_64.whl |
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| Size | 8.9 MB |
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Release files / hugedict-2.14.6-cp39-cp39-manylinux_2_34_x86_64.whl
| Download URL | hugedict-2.14.6-cp39-cp39-manylinux_2_34_x86_64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.9 Linux glibc 2.34+ x86-64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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Release files / hugedict-2.14.6-cp39-cp39-manylinux_2_34_aarch64.whl
| Download URL | hugedict-2.14.6-cp39-cp39-manylinux_2_34_aarch64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.9 Linux glibc 2.34+ ARM64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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Release files / hugedict-2.14.6-cp39-cp39-macosx_10_14_x86_64.macosx_11_0_arm64.macosx_10_14_universal2.whl
| Download URL | hugedict-2.14.6-cp39-cp39-macosx_10_14_x86_64.macosx_11_0_arm64.macosx_10_14_universal2.whl |
|---|---|
| Size | 8.9 MB |
| Tags | CPython 3.9 macOS 10.14+ universal2 (ARM64, x86-64) macOS 10.14+ x86-64 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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Release files / hugedict-2.14.6-cp38-cp38-win_amd64.whl
| Download URL | hugedict-2.14.6-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 3.8 MB |
| Tags | CPython 3.8 Windows x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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Release files / hugedict-2.14.6-cp38-cp38-manylinux_2_35_x86_64.whl
| Download URL | hugedict-2.14.6-cp38-cp38-manylinux_2_35_x86_64.whl |
|---|---|
| Size | 5.5 MB |
| Tags | CPython 3.8 Linux glibc 2.35+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / hugedict-2.14.6-cp38-cp38-manylinux_2_34_x86_64.whl
| Download URL | hugedict-2.14.6-cp38-cp38-manylinux_2_34_x86_64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.8 Linux glibc 2.34+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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Release files / hugedict-2.14.6-cp38-cp38-manylinux_2_34_aarch64.whl
| Download URL | hugedict-2.14.6-cp38-cp38-manylinux_2_34_aarch64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.8 Linux glibc 2.34+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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Release files / hugedict-2.14.6-cp38-cp38-macosx_10_14_x86_64.macosx_11_0_arm64.macosx_10_14_universal2.whl
| Download URL | hugedict-2.14.6-cp38-cp38-macosx_10_14_x86_64.macosx_11_0_arm64.macosx_10_14_universal2.whl |
|---|---|
| Size | 8.9 MB |
| Tags | CPython 3.8 macOS 10.14+ universal2 (ARM64, x86-64) macOS 10.14+ x86-64 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
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