rocksdict


Namerocksdict JSON
Version 0.3.25 PyPI version JSON
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SummaryRocksdb Python Binding
upload_time2024-12-14 05:11:50
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keywords rocksdb dbm dict key-value
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            # RocksDict / SpeeDict

**Key-value storage for Python & Wrapper of Rocksdb and Speedb**

![CI](https://github.com/Congyuwang/RocksDict/actions/workflows/CI.yml/badge.svg)
![PyPI](https://img.shields.io/pypi/dm/rocksdict)
![PyPI](https://img.shields.io/pypi/wheel/rocksdict)
[![Support python versions](https://img.shields.io/pypi/pyversions/rocksdict.svg)](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`.

## Easily inspect RocksDB created by C++, Java, or Other Languages

Since v0.3.24b2.

```python
from rocksdict import Rdict

# This will automatically load latest options and column families.
# Note also that this is automatically RAW MODE,
# as it knows that the db is not created by RocksDict
# (since v0.3.24b2).
db = Rdict("db_path")

# list column families
cfs = Rdict.list_cf("db_path")
print(cfs)

# use one of the column families
cf1 = db.get_column_family(cfs[1])

# iterate through all key-value pairs in cf1
for k, v in cf1.items():
    print(f"{k} -> {v}")

# iterate through all wide columns in cf1
for k, v in cf1.entities():
    print(f"{k} -> {v}")
```

## 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![CI](https://github.com/Congyuwang/RocksDict/actions/workflows/CI.yml/badge.svg)\n![PyPI](https://img.shields.io/pypi/dm/rocksdict)\n![PyPI](https://img.shields.io/pypi/wheel/rocksdict)\n[![Support python versions](https://img.shields.io/pypi/pyversions/rocksdict.svg)](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## Easily inspect RocksDB created by C++, Java, or Other Languages\n\nSince v0.3.24b2.\n\n```python\nfrom rocksdict import Rdict\n\n# This will automatically load latest options and column families.\n# Note also that this is automatically RAW MODE,\n# as it knows that the db is not created by RocksDict\n# (since v0.3.24b2).\ndb = Rdict(\"db_path\")\n\n# list column families\ncfs = Rdict.list_cf(\"db_path\")\nprint(cfs)\n\n# use one of the column families\ncf1 = db.get_column_family(cfs[1])\n\n# iterate through all key-value pairs in cf1\nfor k, v in cf1.items():\n    print(f\"{k} -> {v}\")\n\n# iterate through all wide columns in cf1\nfor k, v in cf1.entities():\n    print(f\"{k} -> {v}\")\n```\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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