From e0d31b87f4a926fa5f1c5766e8d71c031c3fdfda Mon Sep 17 00:00:00 2001 From: "Damon P. Cortesi" Date: Thu, 11 Jul 2024 10:48:38 -0700 Subject: [PATCH] Finalize Glue catalog support for iceberg --- README.md | 3 +- faker_cli/cli.py | 5 +- faker_cli/writer.py | 4 +- faker_cli/writers/iceberg.py | 67 ++-- faker_cli/writers/parquet.py | 2 +- poetry.lock | 655 +++++++++++++++++------------------ pyproject.toml | 3 + 7 files changed, 370 insertions(+), 369 deletions(-) diff --git a/README.md b/README.md index 166da0a..67001da 100644 --- a/README.md +++ b/README.md @@ -136,9 +136,8 @@ And, of course, Iceberg tables! Currently supported are writing to a Glue or generic SQL catalog. - ```bash -fake -n 10 pyint,user_name,date_this_year -f deltalake -o glue://default.iceberg_sample +fake -n 10 pyint,user_name,date_this_year -f iceberg -C glue://default.iceberg_sample -o s3://YOUR_BUCKET/iceberg-data/ ``` ## Templates diff --git a/faker_cli/cli.py b/faker_cli/cli.py index 514f321..bf206ab 100644 --- a/faker_cli/cli.py +++ b/faker_cli/cli.py @@ -59,7 +59,7 @@ def main(num_rows, format, output, columns, template, catalog, column_types): # Parquet output requires a filename if format in ["parquet", "deltalake", "iceberg"] and output is None: - raise click.BadArgumentUsage("parquet | deltalake formats requires --output/-o filename parameter.") + raise click.BadArgumentUsage(f"{format} format requires --output/-o filename parameter.") if output is not None and format not in ["parquet", "deltalake", "iceberg"]: raise click.BadArgumentUsage("output files not supported for csv/json yet.") if catalog and format not in ['iceberg']: @@ -117,7 +117,8 @@ def main(num_rows, format, output, columns, template, catalog, column_types): format_klas = KLAS_MAPPER.get(format) if format_klas is None: raise click.ClickException(f"Format {format} not supported.") - writer = format_klas(sys.stdout, headers, output) + # Fix in a better way - maybe passing **kwargs? + writer = format_klas(sys.stdout, headers, output, catalog) for i in range(num_rows): writer.write(generate_row(fake, col_types)) writer.close() diff --git a/faker_cli/writer.py b/faker_cli/writer.py index 3407e59..a286780 100644 --- a/faker_cli/writer.py +++ b/faker_cli/writer.py @@ -17,7 +17,7 @@ def close(self): class CSVWriter(Writer): - def __init__(self, output, headers, filename): + def __init__(self, output, headers, filename, catalog_uri): super().__init__(output, headers) self.writer = csv.writer(self.output) self.write(headers) @@ -27,7 +27,7 @@ def write(self, row): class JSONWriter(Writer): - def __init__(self, output, headers, filename): + def __init__(self, output, headers, filename, catalog_uri): super().__init__(output, headers) self.writer = self.output diff --git a/faker_cli/writers/iceberg.py b/faker_cli/writers/iceberg.py index 05d4843..60ac088 100644 --- a/faker_cli/writers/iceberg.py +++ b/faker_cli/writers/iceberg.py @@ -5,19 +5,18 @@ import pyarrow as pa from pyiceberg.catalog import Catalog from pyiceberg.catalog.sql import SqlCatalog -from pyiceberg.exceptions import NoSuchNamespaceError +from pyiceberg.exceptions import NoSuchNamespaceError, NoSuchTableError -from faker_cli.writer import Writer from faker_cli.writers.parquet import ParquetWriter class CatalogManager: def __init__(self, uri: str, location: str) -> None: + [self.database, self.table] = urlparse(uri).netloc.split(".") self.catalog = self._from_uri(uri, location) - def _from_uri(self, uri: str, location:str) -> Catalog: + def _from_uri(self, uri: str, location: str) -> Catalog: u = urlparse(uri) - namespace = u.netloc.split(".")[0] if u.scheme == "glue": try: from pyiceberg.catalog.glue import GlueCatalog @@ -26,54 +25,58 @@ def _from_uri(self, uri: str, location:str) -> Catalog: "Using Iceberg writer with Glue catalog, but the 'boto3' package is not installed. " "Make sure to install faker-cli using `pip install faker-cli[iceberg,glue]`." ) - glue = GlueCatalog(namespace) + glue = GlueCatalog(self.database) try: - glue.load_namespace_properties(namespace) + glue.load_namespace_properties(self.database) + glue.load_table(u.netloc) + raise Exception("Table already exists, please delete or choose another name.") except NoSuchNamespaceError: - glue.create_namespace(namespace) + glue.create_namespace(self.database) + except NoSuchTableError: + pass + return glue elif u.scheme == "sqlite": self.temp_path = TemporaryDirectory() sql = SqlCatalog( - namespace, uri=f"sqlite:////{self.temp_path.name}/pyiceberg_catalog.db", warehouse=location + self.database, uri=f"sqlite:////{self.temp_path.name}/pyiceberg_catalog.db", warehouse=location ) - sql.create_namespace(namespace) + sql.create_namespace(self.database) return sql else: - raise Exception("Unknown catalog type") + raise Exception("Unsupported catalog type, only glue or sqllite are supported.") + + def create_table(self, schema, warehouse_path) -> pa.Table: + if self.catalog is SqlCatalog: + table = self.catalog.create_table( + f"{self.database}.{self.table}", + schema=schema, + ) + else: + # location required for GlueCatalog + table = self.catalog.create_table( + f"{self.database}.{self.table}", + schema=schema, + location=warehouse_path.rstrip("/"), + ) + return table class IcebergWriter(ParquetWriter): def __init__(self, output, headers, filename, catalog_uri): - super().__init__(output, headers, filename) + super().__init__(output, headers, filename, catalog_uri) self.warehouse_path = filename self.temp_path = TemporaryDirectory() self.table: pa.Table = None self.catalog: CatalogManager = CatalogManager(catalog_uri, filename) - # def write(self, row): - # df = pa.Table.from_pylist([dict(zip(self.headers, row))]) - # if self.table is None: - # self.table = self._init_table("test", df.schema) - - # # Kind of works, but writes a file per row - # self.table.append(df) - - def _init_table(self, name, schema): - # self.catalog.create_namespace("default") - - table = self.catalog.catalog.create_table( - f"default.{name}", - schema=schema, - ) - - return table - def close(self): - iceberg_table = self._init_table("test", self.table.schema) + iceberg_table = self.catalog.create_table(self.table.schema, self.warehouse_path) iceberg_table.overwrite(self.table) - pa.fs.copy_files(f"{self.temp_path.name}/pyiceberg_catalog.db", f"{self.warehouse_path}pyiceberg_catalog.db") - return super().close() + if self.catalog is SqlCatalog: + pa.fs.copy_files( + f"{self.temp_path.name}/pyiceberg_catalog.db", f"{self.warehouse_path}pyiceberg_catalog.db" + ) return super().close() diff --git a/faker_cli/writers/parquet.py b/faker_cli/writers/parquet.py index bbead2c..e93a76e 100644 --- a/faker_cli/writers/parquet.py +++ b/faker_cli/writers/parquet.py @@ -5,7 +5,7 @@ from faker_cli.writer import Writer class ParquetWriter(Writer): - def __init__(self, output, headers, filename): + def __init__(self, output, headers, filename, catalog_uri): super().__init__(output, headers) self.filename = filename self.table: pa.Table = None diff --git a/poetry.lock b/poetry.lock index c07171a..c7a4eff 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,31 +1,29 @@ -# This file is automatically @generated by Poetry and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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Open, modern and actively maintained alternative to Chardet." -category = "main" optional = false python-versions = ">=3.7.0" files = [ @@ -169,14 +164,13 @@ files = [ [[package]] name = "click" -version = "8.1.3" +version = "8.1.7" description = "Composable command line interface toolkit" -category = "main" optional = false python-versions = ">=3.7" files = [ - {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"}, - {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"}, + {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"}, + {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"}, ] [package.dependencies] @@ -186,7 +180,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""} name = "colorama" version = "0.4.6" description = "Cross-platform colored terminal text." -category = "main" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" files = [ @@ -198,7 +191,6 @@ files = [ name = "deltalake" version = "0.9.0" description = "Native Delta Lake Python binding based on delta-rs with Pandas integration" -category = "main" optional = false python-versions = ">=3.7" files = [ @@ -221,14 +213,13 @@ pyspark = ["delta-spark", "numpy (==1.22.2)", "pyspark"] [[package]] name = "exceptiongroup" -version = "1.1.1" +version = "1.2.1" description = "Backport of PEP 654 (exception groups)" -category = "dev" optional = false python-versions = ">=3.7" files = [ - {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"}, - {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"}, + {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"}, + {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"}, ] [package.extras] @@ -236,14 +227,13 @@ test = ["pytest (>=6)"] [[package]] name = "faker" -version = "18.10.1" +version = "18.13.0" description = "Faker is a Python package that generates fake data for you." -category = "main" optional = false python-versions = ">=3.7" files = [ - {file = "Faker-18.10.1-py3-none-any.whl", hash = "sha256:633b278caa3ec239463f9139c74da2607c8da5710e56d5d7d30fc8a7440104c4"}, - {file = "Faker-18.10.1.tar.gz", hash = "sha256:d9f363720c4a6cf9884c6c3e26e2ce26266ffe5d741a9bc7cb9256779bc62190"}, + {file = "Faker-18.13.0-py3-none-any.whl", hash = "sha256:801d1a2d71f1fc54d332de2ab19de7452454309937233ea2f7485402882d67b3"}, + {file = "Faker-18.13.0.tar.gz", hash = "sha256:84bcf92bb725dd7341336eea4685df9a364f16f2470c4d29c1d7e6c5fd5a457d"}, ] [package.dependencies] @@ -253,7 +243,6 @@ python-dateutil = ">=2.4" name = "fsspec" version = "2023.12.2" description = "File-system specification" -category = "main" optional = false python-versions = ">=3.8" files = [ @@ -289,7 +278,6 @@ tqdm = ["tqdm"] name = "greenlet" version = "3.0.3" description = "Lightweight in-process concurrent programming" -category = "main" optional = false python-versions = ">=3.7" files = [ @@ -359,21 +347,19 @@ test = ["objgraph", "psutil"] [[package]] name = "idna" -version = "3.6" +version = "3.7" description = "Internationalized Domain Names in Applications (IDNA)" -category = "main" optional = false python-versions = ">=3.5" files = [ - {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"}, - {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"}, + {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"}, + {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"}, ] [[package]] name = "iniconfig" version = "2.0.0" description = "brain-dead simple config-ini parsing" -category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -385,7 +371,6 @@ files = [ name = "jmespath" version = "1.0.1" description = "JSON Matching Expressions" -category = "main" optional = false python-versions = ">=3.7" files = [ @@ -397,7 +382,6 @@ files = [ name = "markdown-it-py" version = "3.0.0" description = "Python port of markdown-it. 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