Fast ClickHouse RowBinary format encoder/decoder
Project description
clickhouse-rowbinary
Fast, streaming encoder/decoder for ClickHouse RowBinary format. Built with Rust for maximum performance.
Installation
pip install clickhouse-rowbinary
Quick Start
from clickhouse_rowbinary import Schema, RowBinaryWriter, RowBinaryReader
# Define schema matching your ClickHouse table
schema = Schema.from_clickhouse([
("id", "UInt32"),
("name", "String"),
("score", "Nullable(Float64)"),
])
# Write rows to RowBinary format
writer = RowBinaryWriter(schema)
writer.write_row({"id": 1, "name": b"Alice", "score": 95.5})
writer.write_row({"id": 2, "name": b"Bob", "score": None})
data = writer.take()
# Read rows back
reader = RowBinaryReader(data, schema)
for row in reader:
print(f"ID: {row['id']}, Name: {row['name'].decode()}, Score: {row['score']}")
Features
- All ClickHouse types: Integers (8-256 bit), floats, strings, dates, UUIDs, IPs, decimals, enums, and composite types
- Three format variants:
RowBinary,RowBinaryWithNames,RowBinaryWithNamesAndTypes - Streaming I/O: Process large datasets without loading everything into memory
- File support: Read directly from files with
RowBinaryReader.from_file() - Type safety: Full type stubs for IDE autocomplete and type checking
- Fast: Rust-powered encoding/decoding with GIL release for multi-threaded workloads
Supported Types
from clickhouse_rowbinary import SUPPORTED_TYPES
# View all supported types and their Python equivalents
for ch_type, py_type in SUPPORTED_TYPES.items():
print(f"{ch_type}: {py_type}")
| ClickHouse Type | Python Type |
|---|---|
UInt8..UInt256, Int8..Int256 |
int |
Float32, Float64 |
float |
Bool |
bool |
String |
bytes (default) or str |
FixedString(N) |
bytes |
Date, Date32 |
datetime.date |
DateTime, DateTime64 |
datetime.datetime |
UUID |
uuid.UUID |
IPv4, IPv6 |
ipaddress.IPv4Address, ipaddress.IPv6Address |
Decimal32/64/128/256(S) |
decimal.Decimal |
Enum8, Enum16 |
str (variant name) |
Nullable(T) |
T | None |
Array(T) |
list |
Map(K, V) |
dict |
Tuple(T1, T2, ...) |
tuple |
LowCardinality(T) |
same as T |
Writing Data
from clickhouse_rowbinary import Schema, RowBinaryWriter
schema = Schema.from_clickhouse([
("id", "UInt32"),
("tags", "Array(String)"),
("metadata", "Map(String, Int32)"),
])
writer = RowBinaryWriter(schema)
# Write with dict (most readable)
writer.write_row({
"id": 1,
"tags": [b"python", b"rust"],
"metadata": {b"views": 100, b"likes": 42},
})
# Write with tuple (faster, schema order)
writer.write_row((2, [b"database"], {b"views": 50}))
# Write multiple rows from iterator
writer.write_rows(generate_rows())
# Get the encoded bytes
data = writer.take()
Reading Data
from clickhouse_rowbinary import Schema, RowBinaryReader
schema = Schema.from_clickhouse([("id", "UInt32"), ("name", "String")])
# From bytes
reader = RowBinaryReader(data, schema)
for row in reader:
print(row["id"], row["name"])
# From file
reader = RowBinaryReader.from_file("data.bin", schema)
# Read all at once (releases GIL for parallel workloads)
rows = reader.read_all()
# String mode: decode strings as UTF-8 automatically
reader = RowBinaryReader(data, schema, string_mode="str")
for row in reader:
print(row["name"]) # Returns str instead of bytes
Row Access Patterns
# Dict-style access
value = row["column_name"]
value = row.get("column_name", default_value)
# Index access
value = row[0] # First column
# Attribute access
value = row.column_name
# Convert to standard types
d = row.as_dict() # {"id": 1, "name": b"Alice"}
t = row.as_tuple() # (1, b"Alice")
# Handle UTF-8 with error control
text = row.get_str("name", errors="replace") # Replace invalid bytes
Format Variants
from clickhouse_rowbinary import Format, RowBinaryWriter
# Standard format (most compact, requires schema on read)
writer = RowBinaryWriter(schema, format=Format.RowBinary)
# With column names (useful for validation)
writer = RowBinaryWriter(schema, format=Format.RowBinaryWithNames)
writer.write_header() # Required before writing rows
# Self-describing (includes names and types)
writer = RowBinaryWriter(schema, format=Format.RowBinaryWithNamesAndTypes)
writer.write_header()
Error Handling
from clickhouse_rowbinary import (
ClickHouseRowBinaryError, # Base class
SchemaError, # Invalid type string
ValidationError, # Data doesn't match schema
EncodingError, # Failed to encode value
DecodingError, # Failed to decode data
)
try:
schema = Schema.from_clickhouse([("col", "InvalidType")])
except SchemaError as e:
print(f"Bad type: {e}")
try:
writer.write_row({"id": "not_an_int"})
except ValidationError as e:
print(f"Wrong type: {e}")
Working with ClickHouse
import httpx
from clickhouse_rowbinary import Schema, RowBinaryWriter, Format
schema = Schema.from_clickhouse([
("id", "UInt32"),
("name", "String"),
])
writer = RowBinaryWriter(schema, format=Format.RowBinaryWithNamesAndTypes)
writer.write_header()
writer.write_rows(rows)
data = writer.take()
# Insert via HTTP interface
response = httpx.post(
"http://localhost:8123/",
params={"query": "INSERT INTO my_table FORMAT RowBinaryWithNamesAndTypes"},
content=data,
)
API Reference
Classes
Schema- Defines column names and typesColumn- Single column definitionRowBinaryWriter- Encodes rows to RowBinary formatRowBinaryReader- Decodes rows from RowBinary formatRow- Decoded row with dict-like accessFormat- Enum of format variants
Exceptions
ClickHouseRowBinaryError- Base exceptionSchemaError- Invalid type definitionValidationError- Data/schema mismatchEncodingError- Encoding failureDecodingError- Decoding failure
License
MIT
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Provenance
The following attestation bundles were made for clickhouse_rowbinary-0.2.0-cp312-cp312-macosx_11_0_arm64.whl:
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release.yml on dovreshef/clickhouse-rowbinary
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File details
Details for the file clickhouse_rowbinary-0.2.0-cp312-cp312-macosx_10_12_x86_64.whl.
File metadata
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- Size: 506.1 kB
- Tags: CPython 3.12, macOS 10.12+ x86-64
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Provenance
The following attestation bundles were made for clickhouse_rowbinary-0.2.0-cp312-cp312-macosx_10_12_x86_64.whl:
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