yggdryl Python bindings
import os
from decimal import Decimal
import pyarrow as pa
from yggdryl import DataType, Field, MediaType, MimeType, Uri
price = DataType.decimal("18", 4)
clock = DataType.time("microseconds")
text = DataType(str)
field = Field("price", price, nullable=False)
field.set_table_name("bars")
field.set_parquet_field_id(17)
field.set_location("s3://warehouse/bars/data.arrow")
field.set_property("postgres", "type", "numeric(18,4)")
scalar = field.arrow_scalar(Decimal("12.5000"))
file = Uri.from_path(r"C:\data\prices.arrow")
encoded = Uri("https://example.test/prices.csv.gz")
assert str(price) == "decimal128(18,4)"
assert str(clock) == "time64(us)"
assert text == DataType("utf8")
assert field.to_arrow().name == "price"
assert field.parquet_field_id == 17
assert field["PARQUET:field_id"] == "17"
assert field.location.scheme == "s3"
assert field.get_property("postgres", "type") == "numeric(18,4)"
assert scalar == pa.scalar(Decimal("12.5000"), type=pa.decimal128(18, 4))
assert str(file) == "file:///C:/data/prices.arrow"
assert os.fspath(file) == "C:/data/prices.arrow"
assert encoded.media_type.base == MimeType("text/csv")
encoded.set_media_type(
MediaType.from_parts(MimeType("application/json"), [MimeType("application/gzip")])
)
assert encoded.file_name == "prices.json.gz"
The package provides native Python views over Yggdryl's DataType, Field,
MimeType, MediaType, Uri, Url, and Urn, plus dataclass-compatible records. Parsing,
validation, Arrow conversion, ordering, stable hashing, and path normalization
remain owned by Rust. Python 3.10 and PyArrow 18 are the minimum supported
versions; 15 supplied the generic Arrow C-stream reader boundary, and 18 is
where the run-end-encoded map and extension-type scalar paths became correct.
DataType.arrow_scalar(value, *, safe=True) builds a Scalar of the projected
physical type. Field.arrow_scalar adds top-level nullability enforcement and returns
an already matching Scalar by identity; safe=False explicitly requests
PyArrow's unsafe cast rules. Conversion from arbitrary Python objects into a
PyArrow Scalar is Python-specific; native scalar validation and materialization
are shared through the default-enabled core yggdryl::arrow runtime.
from yggdryl import Field, MediaType, MimeType
media = MediaType.from_parts(MimeType.CSV, [MimeType.GZIP, MimeType.ZSTD])
field = Field(
"payload",
"binary",
metadata={"HTTPS:Content-Type": "text/csv; charset=utf-8"},
)
field.set_media_type(media)
assert field.mime_type == MimeType.CSV
assert field.content_encoding == "gzip, zstd"
assert field.get("HTTPS:CONTENT-TYPE") == "text/csv"
MimeType exposes the complete native known vocabulary as immutable class
constants and accepts custom validated MIME names. MediaType() defaults to
octet-stream, consumes iterable encodings once, and returns a detached tuple
from encodings; it is mutable and intentionally unhashable. Field HTTP and
HTTPS input shares canonical lowercase http:* Arrow metadata. Raw header
properties retain parameters, while typed MIME/media, unsigned content length,
and absolute HTTP Location accessors validate without a binding-side parser.
Pair media updates are atomic and cache-aware.
Precise Arrow layout can stay beside the logical Python annotation. Reserved
Annotated options work as (key, value) pairs or entries in one mapping:
from decimal import Decimal
from typing import Annotated
import pyarrow as pa
from yggdryl import Field
price = Field.from_pyhint(
"price",
Annotated[
Decimal,
("arrow_type", pa.decimal128(9, 0)),
{"nullable": False, "metadata": {"unit": "EUR"}, "id": 7},
],
)
assert price.to_arrow().type == pa.decimal128(9, 0)
assert price.parquet_field_id == 7
from yggdryl import Field, fields
from yggdryl.fields import Int32Field, ListField
trade_id: Int32Field = fields.int32("trade_id", nullable=False)
tags: ListField[str] = fields.list("tags", fields.utf8("item"))
assert type(trade_id) is Field
assert tags.data_type.kind == "list"
assert trade_id.show_diff(trade_id) == "✓ equal"
The categorized yggdryl.fields package covers every native datatype variant.
Its aliases preserve kind/value information for static typing while factories
return the same generic native Field. equals(..., with_metadata=False) can
ignore metadata recursively; show_diffs returns readable UTF-8 difference
lines and show_diff joins them.
from decimal import Decimal
from yggdryl.records import record
@record
class Order:
order_id: int
price: Decimal
order = Order(42, Decimal("12.50"))
payload = order.into_toml() # UTF-8 bytes with a collision-safe envelope
assert Order.from_toml(payload) == order
yggdryl.json, yggdryl.toml, and yggdryl.yaml expose byte-first dumps/loads
plus path and typed text/binary file-object dump/load. JSON Lines and YAML
also expose document-stream dump_all/load_all; TOML is deliberately one
document. String content uses the borrowed native text path; paths and named or
explicitly formatted I/O redirect to the native reader/writer paths without
staging a whole encoded document.
A document carries shapes, never class names: a set reads back as a list and a
uuid.UUID as its text, and a class is constructed only through an explicit
target such as cls=.
import pyarrow as pa
from yggdryl import Record
Trade = Record.from_arrow_schema(
pa.schema([
pa.field("trade_id", pa.uint32(), nullable=False),
pa.field("tags", pa.list_(pa.string()), nullable=False),
]),
class_name="Trade",
module=__name__,
)
records = tuple(Trade.from_dicts([
{"trade_id": "1", "tags": ["new"]},
{"trade_id": "2", "tags": ["filled"]},
]))
batch = Trade.into_arrow_record_batch(records)
assert tuple(Trade.from_arrow_record_batch(batch)) == records
assert Trade.into_arrow_schema().field("trade_id").type == pa.uint32()
Dynamic records import Arrow Fields/Schemas through native Field and
DataType values, preserving exact physical widths and nested layout.
from_arrow lazily accepts batches, tables, readers, C-stream exporters, and
batch iterables; bounded output is available through
into_arrow_record_batches and into_arrow_record_batch_reader.
DataType.cast_arrow_array and Field.cast_arrow_array use the native Arrow
kernel plan; their cast_arrow_batch forms reconcile Struct columns by
ASCII-case-insensitive name, target order, and Field null/default policy.
yggdryl.Tabular is the open resource protocol, while the growable in-memory
ArrowTable is convenient for tests and local batch work. TabularMixin
derives RecordBatchReader, non-consuming Dataset getters, positional
append/upsert, atomic overwrite, and cached Record conveniences from a concrete
adapter's private cursor-read, snapshot, and overwrite-all hooks. See the
Python tabular guide
and the reproducible ArrowTable benchmark.
DataType(value) infers native wrappers, datatype expression strings,
PyArrow datatypes, and Python annotations such as str or list[int].
DataType.decimal(precision, scale=0) also accepts integer-like objects and
base-10 numeric strings, selecting Decimal128 through precision 38 and
Decimal256 through precision 76.
DataType.time(unit) accepts the shared native unit aliases and selects
Time32 for seconds/milliseconds or Time64 for microseconds/nanoseconds.
DataType.variant(fields) builds the canonical dense Union with sequential
native type IDs; fields.variant adds the containing Field state, while
explicit fields.union remains available for custom IDs or sparse layout.
Start with the Python guide and the records guide.
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