| Name | rocksdict JSON |
| Version |
0.3.23
JSON |
| download |
| home_page | None |
| Summary | Rocksdb Python Binding |
| upload_time | 2024-03-30 07:59:08 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | None |
| license | None |
| keywords |
rocksdb
dbm
dict
key-value
|
| VCS |
|
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
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| coveralls test coverage |
No coveralls.
|
# RocksDict / SpeeDict
**Key-value storage for Python & Wrapper of Rocksdb and Speedb**
[](https://pypi.org/project/rocksdict/)
## Installation
Wheels available for macOS amd64/arm64, linux amd64/arm64, and windows amd64.
- `pip install rocksdict` for rocksdb backend, then `from rocksdict import Rdict`
- `pip install speedict` for speedb backend, then `from speedict import Rdict`
## Introduction
This library has two purposes.
1. As an on-disk key-value storage solution for Python.
2. As a RocksDB / Speedict interface.
These two purposes operate in different modes:
- **Default mode**, which allows storing `int`, `float`,
`bool`, `str`, `bytes`, and other python objects (with `Pickle`).
- **Raw mode** (`options=Options(raw_mode=True)`),
which allows storing only `bytes`.
## Examples
### A minimal example
```python
from rocksdict import Rdict
import numpy as np
import pandas as pd
path = str("./test_dict")
# create a Rdict with default options at `path`
db = Rdict(path)
db[1.0] = 1
db["huge integer"] = 2343546543243564534233536434567543
db["good"] = True
db["bytes"] = b"bytes"
db["this is a list"] = [1, 2, 3]
db["store a dict"] = {0: 1}
db[b"numpy"] = np.array([1, 2, 3])
db["a table"] = pd.DataFrame({"a": [1, 2], "b": [2, 1]})
# reopen Rdict from disk
db.close()
db = Rdict(path)
assert db[1.0] == 1
assert db["huge integer"] == 2343546543243564534233536434567543
assert db["good"] == True
assert db["bytes"] == b"bytes"
assert db["this is a list"] == [1, 2, 3]
assert db["store a dict"] == {0: 1}
assert np.all(db[b"numpy"] == np.array([1, 2, 3]))
assert np.all(db["a table"] == pd.DataFrame({"a": [1, 2], "b": [2, 1]}))
# iterate through all elements
for k, v in db.items():
print(f"{k} -> {v}")
# batch get:
print(db[["good", "bad", 1.0]])
# [True, False, 1]
# delete Rdict from dict
db.close()
Rdict.destroy(path)
```
### An Example of Raw Mode
This mode allows only bytes as keys and values.
```python
from rocksdict import Rdict, Options
PATH_TO_ROCKSDB = str("path")
# open raw_mode, which allows only bytes
db = Rdict(path=PATH_TO_ROCKSDB, options=Options(raw_mode=True))
db[b'a'] = b'a'
db[b'b'] = b'b'
db[b'c'] = b'c'
db[b'd'] = b'd'
for k, v in db.items():
print(f"{k} -> {v}")
# close and delete
db.close()
Rdict.destroy(PATH_TO_ROCKSDB)
```
## New Feature Since v0.3.3
Loading Options from RocksDict Path.
### Load Options and add A New ColumnFamily
```python
from rocksdict import Options, Rdict
path = str("./rocksdict_path")
opts, cols = Options.load_latest(path)
opts.create_missing_column_families(True)
cols["bytes"] = Options()
self.test_dict = Rdict(path, options=opts, column_families=cols)
```
### Reopening RocksDB Reads DB Options Automatically
```python
import shutil
from rocksdict import Rdict, Options, SliceTransform, PlainTableFactoryOptions
import os
def db_options():
opt = Options()
# create table
opt.create_if_missing(True)
# config to more jobs
opt.set_max_background_jobs(os.cpu_count())
# configure mem-table to a large value (256 MB)
opt.set_write_buffer_size(0x10000000)
opt.set_level_zero_file_num_compaction_trigger(4)
# configure l0 and l1 size, let them have the same size (1 GB)
opt.set_max_bytes_for_level_base(0x40000000)
# 256 MB file size
opt.set_target_file_size_base(0x10000000)
# use a smaller compaction multiplier
opt.set_max_bytes_for_level_multiplier(4.0)
# use 8-byte prefix (2 ^ 64 is far enough for transaction counts)
opt.set_prefix_extractor(SliceTransform.create_max_len_prefix(8))
# set to plain-table
opt.set_plain_table_factory(PlainTableFactoryOptions())
return opt
# create DB
db = Rdict("./some_path", db_options())
db[0] = 1
db.close()
# automatic reloading all options on reopening
db = Rdict("./some_path")
assert db[0] == 1
# destroy
db.close()
Rdict.destroy("./some_path")
```
## More Examples on BatchWrite, SstFileWrite, Snapshot, RocksDB Options, and etc.
Go to [example](https://github.com/Congyuwang/RocksDict/tree/main/examples) folder.
## Limitations
Currently, do not support merge operation and custom comparator.
## Full Documentation
See [rocksdict documentation](https://congyuwang.github.io/RocksDict/rocksdict.html).
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"description": "# RocksDict / SpeeDict\n\n**Key-value storage for Python & Wrapper of Rocksdb and Speedb**\n\n\n\n\n[](https://pypi.org/project/rocksdict/)\n\n## Installation\n\nWheels available for macOS amd64/arm64, linux amd64/arm64, and windows amd64.\n\n- `pip install rocksdict` for rocksdb backend, then `from rocksdict import Rdict`\n- `pip install speedict` for speedb backend, then `from speedict import Rdict`\n\n## Introduction\n\nThis library has two purposes.\n\n1. As an on-disk key-value storage solution for Python.\n2. As a RocksDB / Speedict interface.\n\nThese two purposes operate in different modes:\n\n- **Default mode**, which allows storing `int`, `float`,\n `bool`, `str`, `bytes`, and other python objects (with `Pickle`).\n\n- **Raw mode** (`options=Options(raw_mode=True)`),\n which allows storing only `bytes`.\n\n## Examples\n\n### A minimal example\n\n```python\nfrom rocksdict import Rdict\nimport numpy as np\nimport pandas as pd\n\npath = str(\"./test_dict\")\n\n# create a Rdict with default options at `path`\ndb = Rdict(path)\ndb[1.0] = 1\ndb[\"huge integer\"] = 2343546543243564534233536434567543\ndb[\"good\"] = True\ndb[\"bytes\"] = b\"bytes\"\ndb[\"this is a list\"] = [1, 2, 3]\ndb[\"store a dict\"] = {0: 1}\ndb[b\"numpy\"] = np.array([1, 2, 3])\ndb[\"a table\"] = pd.DataFrame({\"a\": [1, 2], \"b\": [2, 1]})\n\n# reopen Rdict from disk\ndb.close()\ndb = Rdict(path)\nassert db[1.0] == 1\nassert db[\"huge integer\"] == 2343546543243564534233536434567543\nassert db[\"good\"] == True\nassert db[\"bytes\"] == b\"bytes\"\nassert db[\"this is a list\"] == [1, 2, 3]\nassert db[\"store a dict\"] == {0: 1}\nassert np.all(db[b\"numpy\"] == np.array([1, 2, 3]))\nassert np.all(db[\"a table\"] == pd.DataFrame({\"a\": [1, 2], \"b\": [2, 1]}))\n\n# iterate through all elements\nfor k, v in db.items():\n print(f\"{k} -> {v}\")\n\n# batch get:\nprint(db[[\"good\", \"bad\", 1.0]])\n# [True, False, 1]\n\n# delete Rdict from dict\ndb.close()\nRdict.destroy(path)\n```\n\n### An Example of Raw Mode\n\nThis mode allows only bytes as keys and values.\n\n```python\nfrom rocksdict import Rdict, Options\n\nPATH_TO_ROCKSDB = str(\"path\")\n\n# open raw_mode, which allows only bytes\ndb = Rdict(path=PATH_TO_ROCKSDB, options=Options(raw_mode=True))\n\ndb[b'a'] = b'a'\ndb[b'b'] = b'b'\ndb[b'c'] = b'c'\ndb[b'd'] = b'd'\n\nfor k, v in db.items():\n print(f\"{k} -> {v}\")\n\n# close and delete\ndb.close()\nRdict.destroy(PATH_TO_ROCKSDB)\n```\n\n## New Feature Since v0.3.3\n\nLoading Options from RocksDict Path.\n\n### Load Options and add A New ColumnFamily\n\n```python\nfrom rocksdict import Options, Rdict\npath = str(\"./rocksdict_path\")\n\nopts, cols = Options.load_latest(path)\nopts.create_missing_column_families(True)\ncols[\"bytes\"] = Options()\nself.test_dict = Rdict(path, options=opts, column_families=cols)\n```\n\n### Reopening RocksDB Reads DB Options Automatically\n\n```python\nimport shutil\n\nfrom rocksdict import Rdict, Options, SliceTransform, PlainTableFactoryOptions\nimport os\n\ndef db_options():\n opt = Options()\n # create table\n opt.create_if_missing(True)\n # config to more jobs\n opt.set_max_background_jobs(os.cpu_count())\n # configure mem-table to a large value (256 MB)\n opt.set_write_buffer_size(0x10000000)\n opt.set_level_zero_file_num_compaction_trigger(4)\n # configure l0 and l1 size, let them have the same size (1 GB)\n opt.set_max_bytes_for_level_base(0x40000000)\n # 256 MB file size\n opt.set_target_file_size_base(0x10000000)\n # use a smaller compaction multiplier\n opt.set_max_bytes_for_level_multiplier(4.0)\n # use 8-byte prefix (2 ^ 64 is far enough for transaction counts)\n opt.set_prefix_extractor(SliceTransform.create_max_len_prefix(8))\n # set to plain-table\n opt.set_plain_table_factory(PlainTableFactoryOptions())\n return opt\n\n\n# create DB\ndb = Rdict(\"./some_path\", db_options())\ndb[0] = 1\ndb.close()\n\n# automatic reloading all options on reopening\ndb = Rdict(\"./some_path\")\nassert db[0] == 1\n\n# destroy\ndb.close()\nRdict.destroy(\"./some_path\")\n```\n\n## More Examples on BatchWrite, SstFileWrite, Snapshot, RocksDB Options, and etc.\n\nGo to [example](https://github.com/Congyuwang/RocksDict/tree/main/examples) folder.\n\n## Limitations\n\nCurrently, do not support merge operation and custom comparator.\n\n## Full Documentation\n\nSee [rocksdict documentation](https://congyuwang.github.io/RocksDict/rocksdict.html).\n\n",
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