From e0043f616d41adaef657290c79324f979eeb88b4 Mon Sep 17 00:00:00 2001 From: David Wood Date: Tue, 4 Jun 2024 13:18:10 -0400 Subject: [PATCH 1/5] Transform conventions and documentation. Signed-off-by: David Wood --- transforms/.make.transforms | 20 +++--- transforms/README.md | 125 ++++++++++++++++++++++++++---------- transforms/fix.sh | 11 ---- 3 files changed, 101 insertions(+), 55 deletions(-) delete mode 100644 transforms/fix.sh diff --git a/transforms/.make.transforms b/transforms/.make.transforms index fb435441b..4c223fdf5 100644 --- a/transforms/.make.transforms +++ b/transforms/.make.transforms @@ -189,14 +189,14 @@ test-locals:: .transforms.test-locals .transforms-check-exists: @exists=$$(find $(CHECK_DIR) -name $(CHECK_FILE_NAME)); \ if [ -z "$$exists" ]; then \ - echo Recommend creating $(CHECK_FILE_NAME) in directory $(CHECK_DIR); \ + echo $$REQ create $(CHECK_FILE_NAME) in directory $(CHECK_DIR); \ fi .PHONY: .transforms-check-not-exists .transforms-check-not-exists: @exists=$$(find $(CHECK_DIR) -name $(CHECK_FILE_NAME)); \ if [ ! -z "$$exists" ]; then \ - echo Recommend removing file $(CHECK_FILE_NAME) from directory $(CHECK_DIR); \ + echo $REQ remove file $(CHECK_FILE_NAME) from directory $(CHECK_DIR); \ fi .PHONY: .transforms-check-target @@ -223,16 +223,16 @@ conventions: .transforms.check_required_macros @# Help: Check transform project conventions and make recommendations, if needed. @echo "Begin checking transform conventions for $(TRANSFORM_RUNTIME) runtime project. Recommendations/issues, if any, follow..." @if [ "$(TRANSFORM_RUNTIME)" = "python" ]; then \ - $(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME)_transform.py .transforms-check-exists; \ - $(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME)_local.py .transforms-check-exists; \ - $(MAKE) CHECK_DIR=test CHECK_FILE_NAME=test_$(TRANSFORM_NAME).py .transforms-check-exists; \ + $(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME)_transform.py REQ=Must .transforms-check-exists; \ + $(MAKE) CHECK_DIR=test CHECK_FILE_NAME=test_$(TRANSFORM_NAME).py REQ=Must .transforms-check-exists; \ + $(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME)_local.py REQ=Should .transforms-check-exists; \ else \ - $(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME).py .transforms-check-not-exists; \ + $(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME).py REQ=Must .transforms-check-not-exists; \ fi - @$(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME)_local_$(TRANSFORM_RUNTIME).py .transforms-check-exists - @$(MAKE) CHECK_DIR=test CHECK_FILE_NAME=test_$(TRANSFORM_NAME)_$(TRANSFORM_RUNTIME).py .transforms-check-exists - @$(MAKE) CHECK_DIR=test-data CHECK_FILE_NAME=output .transforms-check-not-exists - @$(MAKE) CHECK_DIR=. CHECK_FILE_NAME=.dockerignore .transforms-check-exists + @$(MAKE) CHECK_DIR=test CHECK_FILE_NAME=test_$(TRANSFORM_NAME)_$(TRANSFORM_RUNTIME).py REQ=Must .transforms-check-exists + @$(MAKE) CHECK_DIR=src CHECK_FILE_NAME=$(TRANSFORM_NAME)_local_$(TRANSFORM_RUNTIME).py REQ=Should .transforms-check-exists + @$(MAKE) CHECK_DIR=test-data CHECK_FILE_NAME=output REQ=Must .transforms-check-not-exists + @$(MAKE) CHECK_DIR=. CHECK_FILE_NAME=.dockerignore REQ=Should .transforms-check-exists @$(MAKE) CHECK_DIR=test-data .transforms-check-dir-size @$(MAKE) CHECK_TARGET=build .transforms-check-target @$(MAKE) CHECK_TARGET=clean .transforms-check-target diff --git a/transforms/README.md b/transforms/README.md index 159bd2c4d..52d12d9d4 100644 --- a/transforms/README.md +++ b/transforms/README.md @@ -43,50 +43,105 @@ As such they each have their own virtual environments for development. ## Transform Project Conventions -The transform projects all try to use a common set of conventions include code layout, +The transform projects all try to use a common set of conventions including code layout, build, documentation and IDE recommendations. For a transformed named `xyz`, it is -expected to have its project located under on of -`transforms/code/xyz` -`transforms/language/xyz`, OR -`transforms/universal/xyz` +expected to have its project located under one of + +`transforms/code/xyz` +`transforms/language/xyz`, OR +`transforms/universal/xyz`. + +### Makefile +The Makefile is the primary entry point for performing most functions +for the build and management of a transform. +This includes cleanup, +testing, creating the virtual environment, building +a docker image and more. +Use `make help` in any directory with a Makefile to see the available targets. +Each Makefile generally requires +the following macro definitions: + +* REPOROOT - specifies a relative path to the local directory +that is the root of the repository. +* TRANSFORM_NAME - specifies the simple name of the transform +that will be used in creating pypi artifacts and docker images. +* DOCKER_IMAGE_VERSION - sets the version of the docker image +and is usually set from one of the macros in `.make.versions` at the top +of the repository + +These are used with the project conventions outlined below to +build and manage the transform. + +### Runtime Organization + +Transforms support one or more _runtimes_ (e.,g python, Ray, Spark, KFP, etc). +Each runtime implementation is placed in a sub-directory under the transform's +primary directory, for example: + +`transforms/universal/xyz/python` +`transforms/universal/xyz/ray` +`transforms/universal/xyz/spark` +`transforms/universal/xyz/kfp` + +A transform only need implement the python runtime, and the others generally build on this. + +All runtime projects are structured as a _standard_ python project with the following: + +* `src` - directory contains all implementation code +* `test` - directory contains test code +* `test-data` - directory containing data used in the tests +* `pyproject.toml` or `requirements.txt` (the latter is being phased out) +* `Makefile`- runs most operations, try `make help` to see a list of targets. +* `Dockerfile` to build the transform and runtime into a docker image +* `output` - temporary directory capturing any test/local run output. Ignored by .gitignore. + + +A virtual environment is created for the runtime project using `make venv`. + +In general, all runtime-specific python files use an `_.py>` suffix, +and docker images use a `-` suffix in their names. For example, + +* `noop_transform_python.py` +* `test_noop_spark.py` +* `dpk-noop-transform-ray` + +Finally, the command `make conventions` run from within a runtime +directory will examine the runtime project structure and make recommendations. + +#### Python Runtime +The python runtime project contains the core transform implementation and +its configuration, along with the python-runtime classes to launch the transform. +The following organization and naming conventions are strongly recommended +and in some cases required for the Makefile to do its work. -### Project Organization 1. `src` directory contain python source for the transform with the following naming conventions/requirements. - * `xyz_transform.py` generally contains the following: - * `XYZTransform` class - * `XYXTransformConfiguration` class - * `XYZTransformRuntime` class, if needed. - * main() to start the `TransformLauncher` with the above. - * `xyz_local.py` - runs the transform on input to produce output w/o ray - * `xyz_local_ray.py` - runs the transform in ray on data in `test-data/input` directory using the `TransformLauncher` + * `xyz_transform.py` generally contains the core transform implementation: + * `XYZTransform` class implementing the transformation + * `XYXTransformConfiguration` class that defines CLI configuration for the transform + * `xyz_transform_python.py` - runs the transform on input using the python runtime + * `XYZPythonTransformConfiguration` class + * main() to start the `PythonTransformLauncher` with the above. 1. `test` directory contains pytest test sources * `test_xyz.py` - a standalone (non-ray launched) transform test. This is best for initial debugging. * Inherits from an abstract test class so that to test one needs only to provide test data. - * `test_xyz_launch.py` - runs ray via launcher. + * `test_xyz_python.py` - runs the transform via the Python launcher. * Again, inherits from an abstract test class so that to test one needs only to provide test data. - - These are expected to be run from anywhere and so need to use - `__file__` location to create absolute directory paths to the data in the `../test-data` directory. + + Tests are expected to be run from anywhere and so need to use + `__file__` location to create absolute directory paths to the data in the `../test-data` directory. From the command line, `make test` sets up the virtual environment and PYTHONPATH to include `src` From the IDE, you **must** add the `src` directory to the project's Sources Root (see below). Do **not** add `sys.path.append(...)` in the test python code. All test data should be referenced as `../test-data`. -2. `test-data` contains any data file used by your tests. Please don't put files over 5 MB here unless you really need to. -3. `requirements.txt` - used to create both the `venv` directory and docker image -4. A virtual environment (created in `venv` directory using `make venv`) is used for development and testing. -5. A generic `Dockerfile` is available that should be sufficient for most transforms. -6. `Makefile` is used for most common operations. - * Should define `TRANSFORM_NAME=xyz` (see 1 above) - allows automation to reference correct files defined above. - * Generally, defines the following targets for easy of operation. - * help - shows all targets and help text - * venv - builds the python virtual environment for CLI and IDE use - * image - creates the docker image - * test-src - sets up the virtual environment and runs test in the test directory. - * test-image - runs the tests from within the image. - * test - runs both test-src and test-image tests. - - The `Makefile` also defines a number of macros/variables that can be set, including the version of the docker image, - python executable and more. + +#### Ray/Spark Runtimes +These projects are structured in a similar way and replace the python +runtime source and test files with the following: + +`src/xyz_transform_[ray|spark].py` + * `[Ray|Spark]TransformRuntimeConfiguration` - runtime configuration class + * contains a main() that launches the runtime +`test/test_xyz_[ray|spark].py` - tests the transform running in the given runtime. ### Configuration and command line options A transform generally accepts a dictionary of configuration to @@ -107,7 +162,9 @@ The transform versions are managed in a central file named [`.make.versions`](.. This file is where the versions are automatically propagated to the Makefile rules when building and pushing the transform images. When a new transform version is created, the tag of the transform should be updated in this file. If there is no entry for the transform in the file yet, create a new one and add a reference to it in the transform Makefile, - following the format used for other transforms. More specifically, the entry should be of the following format: `_VERSION=`, for example: `FDEDUP_VERSION=0.2.77` + following the format used for other transforms. +ore specifically, the entry should be of the following format: `__VERSION=`, +for example: `FDEDUP_RAY_VERSION=0.2.77` ### Building the docker image Generally to build a docker image, one uses the `make image` command, which uses diff --git a/transforms/fix.sh b/transforms/fix.sh deleted file mode 100644 index 4f62e86ad..000000000 --- a/transforms/fix.sh +++ /dev/null @@ -1,11 +0,0 @@ -mf=$(find . -name Makefile) -dotmf=$(find . -name '*.make*) -for i in $mf $dotmf; do - cat $i | sed \ - -e "s/transforms.python-publish/transforms.publish-image-python/g" \ - -e "s/transforms.ray-publish/transforms.publish-image-ray/g" \ - -e "s/transforms.spark-publish/transforms.publish-image-spark/g" \ - > tt - mv tt $i -done - From eb70c91c8b7459fb4d7220f039d264639049eb4a Mon Sep 17 00:00:00 2001 From: David Wood Date: Tue, 4 Jun 2024 14:11:10 -0400 Subject: [PATCH 2/5] Fix typo in .make.defaults that caused pyproject.toml to be ignored. Signed-off-by: David Wood --- .make.defaults | 2 +- .../universal/filter/ray/src/filter_local.py | 58 ------- .../filter/ray/src/filter_local_pure.py | 60 ------- .../universal/filter/ray/test/test_filter.py | 147 ------------------ 4 files changed, 1 insertion(+), 266 deletions(-) delete mode 100644 transforms/universal/filter/ray/src/filter_local.py delete mode 100644 transforms/universal/filter/ray/src/filter_local_pure.py delete mode 100644 transforms/universal/filter/ray/test/test_filter.py diff --git a/.make.defaults b/.make.defaults index be3368b63..276fa35c9 100644 --- a/.make.defaults +++ b/.make.defaults @@ -388,7 +388,7 @@ __check_defined = \ if [ -e requirements.txt ]; then \ echo Install requirements from requirements.txt; \ pip install $$extra_url -r requirements.txt; \ - elif [ -e pypproject.toml ]; then \ + elif [ -e pyproject.toml ]; then \ echo Install requirements using pyproject.toml; \ pip install $$extra_url -e .; \ fi diff --git a/transforms/universal/filter/ray/src/filter_local.py b/transforms/universal/filter/ray/src/filter_local.py deleted file mode 100644 index 25ae3c2b2..000000000 --- a/transforms/universal/filter/ray/src/filter_local.py +++ /dev/null @@ -1,58 +0,0 @@ -# (C) Copyright IBM Corp. 2024. -# Licensed under the Apache License, Version 2.0 (the “License”); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# http://www.apache.org/licenses/LICENSE-2.0 -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an “AS IS” BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -################################################################################ - -import os - -from data_processing.data_access import DataAccessLocal -from filter_transform_ray import ( - FilterTransform, - filter_columns_to_drop_key, - filter_criteria_key, - filter_logical_operator_key, -) - - -# create parameters -input_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data/input")) -output_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "../output")) -local_conf = { - "input_folder": input_folder, - "output_folder": output_folder, -} - - -filter_criteria = [ - "docq_total_words > 100 AND docq_total_words < 200", - "ibmkenlm_docq_perplex_score < 230", -] -filter_logical_operator = "AND" -filter_columns_to_drop = ["extra", "cluster"] - -filter_params = { - filter_criteria_key: filter_criteria, - filter_columns_to_drop_key: filter_columns_to_drop, - filter_logical_operator_key: filter_logical_operator, -} - -if __name__ == "__main__": - # Here we show how to run outside of ray - # Filter transform needs a DataAccess to ready the domain list. - data_access = DataAccessLocal(local_conf) - # Create and configure the transform. - transform = FilterTransform(filter_params) - # Use the local data access to read a parquet table. - table = data_access.get_table(os.path.join(input_folder, "test1.parquet")) - print(f"input table has {table.num_rows} rows") - # Transform the table - table_list, metadata = transform.transform(table) - print(f"\noutput table has {table_list[0].num_rows} rows") - print(f"output metadata : {metadata}") diff --git a/transforms/universal/filter/ray/src/filter_local_pure.py b/transforms/universal/filter/ray/src/filter_local_pure.py deleted file mode 100644 index 26ab0ac47..000000000 --- a/transforms/universal/filter/ray/src/filter_local_pure.py +++ /dev/null @@ -1,60 +0,0 @@ -# (C) Copyright IBM Corp. 2024. -# Licensed under the Apache License, Version 2.0 (the “License”); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# http://www.apache.org/licenses/LICENSE-2.0 -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an “AS IS” BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -################################################################################ - -import os -import sys - -from data_processing.runtime.pure_python import PythonTransformLauncher -from data_processing.utils import ParamsUtils -from filter_transform_ray import ( - FilterTransformConfiguration, - filter_columns_to_drop_cli_param, - filter_criteria_cli_param, - filter_logical_operator_cli_param, -) - - -# create parameters -input_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "test-data", "input")) -output_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "output")) -local_conf = { - "input_folder": input_folder, - "output_folder": output_folder, -} -code_location = {"github": "github", "commit_hash": "12345", "path": "path"} -filter_criteria = [ - "docq_total_words > 100 AND docq_total_words < 200", - "ibmkenlm_docq_perplex_score < 230", -] -filter_logical_operator = "AND" -filter_columns_to_drop = ["extra", "cluster"] - -filter_params = { - filter_criteria_cli_param: filter_criteria, - filter_columns_to_drop_cli_param: filter_columns_to_drop, - filter_logical_operator_cli_param: filter_logical_operator, -} -params = { - # Data access. Only required parameters are specified - "data_local_config": ParamsUtils.convert_to_ast(local_conf), - # execution info - "runtime_pipeline_id": "pipeline_id", - "runtime_job_id": "job_id", - "runtime_code_location": ParamsUtils.convert_to_ast(code_location), -} -if __name__ == "__main__": - # Set the simulated command line args - sys.argv = ParamsUtils.dict_to_req(d=params | filter_params) - # create launcher - launcher = PythonTransformLauncher(FilterTransformConfiguration()) - # Launch the ray actor(s) to process the input - launcher.launch() diff --git a/transforms/universal/filter/ray/test/test_filter.py b/transforms/universal/filter/ray/test/test_filter.py deleted file mode 100644 index 46fa914cb..000000000 --- a/transforms/universal/filter/ray/test/test_filter.py +++ /dev/null @@ -1,147 +0,0 @@ -# (C) Copyright IBM Corp. 2024. -# Licensed under the Apache License, Version 2.0 (the “License”); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# http://www.apache.org/licenses/LICENSE-2.0 -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an “AS IS” BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -################################################################################ - -import json -import os - -import pyarrow as pa -import pyarrow.parquet as pq -from data_processing.test_support.transform import AbstractTransformTest -from data_processing.transform import get_transform_config -from filter_transform_ray import ( - FilterTransform, - FilterTransformConfiguration, - filter_columns_to_drop_cli_param, - filter_criteria_cli_param, - filter_logical_operator_cli_param, - filter_logical_operator_default, -) - - -class TestFilterTransform(AbstractTransformTest): - """ - Extends the super-class to define the test data for the tests defined there. - The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. - """ - - def create_filter_test_fixture( - self, - filter_criteria: str, - filter_logical_operator: str, - filter_columns_to_drop: str, - input_dir: str, - expected_output_dir: str, - ) -> tuple[FilterTransform, pa.Table, pa.Table, list[dict]]: - cli = [ - f"--{filter_criteria_cli_param}", - filter_criteria, - f"--{filter_logical_operator_cli_param}", - filter_logical_operator, - f"--{filter_columns_to_drop_cli_param}", - filter_columns_to_drop, - ] - ftc = FilterTransformConfiguration() - config = get_transform_config(ftc, cli) - input_df = pq.read_table(os.path.join(input_dir, "test1.parquet")) - expected_output_df = pq.read_table(os.path.join(expected_output_dir, "test1.parquet")) - with open(os.path.join(expected_output_dir, "metadata.json"), "r") as meta_file: - expected_metadata = json.load(meta_file) - expected_metadata_list = [expected_metadata, {}] - return FilterTransform(config), [input_df], [expected_output_df], expected_metadata_list - - def get_test_transform_fixtures(self) -> list[tuple]: - fixtures = [] - basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data/")) - # test AND logical operator with two numerical clauses - filter_criteria = ( - """["docq_total_words > 100 AND docq_total_words < 200", "ibmkenlm_docq_perplex_score < 230"]""" - ) - filter_logical_operator = filter_logical_operator_default - filter_columns_to_drop = """["extra", "cluster"]""" - input_dir = os.path.join(basedir, "input") - expected_output_dir = os.path.join(basedir, "expected", "test-and-local") - fixtures.append( - self.create_filter_test_fixture( - filter_criteria, - filter_logical_operator, - filter_columns_to_drop, - input_dir, - expected_output_dir, - ) - ) - - # test OR logical operator with two numerical clauses - filter_logical_operator = "OR" - expected_output_dir = os.path.join(basedir, "expected", "test-or-local") - fixtures.append( - self.create_filter_test_fixture( - filter_criteria, - filter_logical_operator, - filter_columns_to_drop, - input_dir, - expected_output_dir, - ) - ) - - # test default parameters, no filtering on rows, or columns - filter_criteria = """[]""" - filter_logical_operator = filter_logical_operator_default - filter_columns_to_drop = """[]""" - input_dir = os.path.join(basedir, "input") - expected_output_dir = os.path.join(basedir, "expected", "test-default-local") - fixtures.append( - self.create_filter_test_fixture( - filter_criteria, - filter_logical_operator, - filter_columns_to_drop, - input_dir, - expected_output_dir, - ) - ) - - # test filters on non-numeric data types: datetime and string LIKE query - filter_criteria = """["date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", "title LIKE 'https://%'"]""" - filter_logical_operator = filter_logical_operator_default - filter_columns_to_drop = """[]""" - input_dir = os.path.join(basedir, "input") - expected_output_dir = os.path.join(basedir, "expected", "test-datetime-like-local") - fixtures.append( - self.create_filter_test_fixture( - filter_criteria, - filter_logical_operator, - filter_columns_to_drop, - input_dir, - expected_output_dir, - ) - ) - - # test filters that use IN queries (p IN ('x', 'y', 'z')) - filter_criteria = """["document IN ('CC-MAIN-20190221132217-20190221154217-00305.warc.gz', 'CC-MAIN-20200528232803-20200529022803-00154.warc.gz', 'CC-MAIN-20190617103006-20190617125006-00025.warc.gz')"]""" - filter_logical_operator = filter_logical_operator_default - filter_columns_to_drop = """[]""" - input_dir = os.path.join(basedir, "input") - expected_output_dir = os.path.join(basedir, "expected", "test-in-local") - fixtures.append( - self.create_filter_test_fixture( - filter_criteria, - filter_logical_operator, - filter_columns_to_drop, - input_dir, - expected_output_dir, - ) - ) - - return fixtures - - -if __name__ == "__main__": - t = TestFilterTransform() From 5b50274abcd4c091f781753becdedc22964d7217 Mon Sep 17 00:00:00 2001 From: David Wood Date: Tue, 4 Jun 2024 14:25:37 -0400 Subject: [PATCH 3/5] Start of splitting filter. Signed-off-by: David Wood --- .../universal/filter/python/.dockerignore | 1 + transforms/universal/filter/python/.gitignore | 38 +++ transforms/universal/filter/python/Dockerfile | 42 +++ transforms/universal/filter/python/Makefile | 55 ++++ transforms/universal/filter/python/README.md | 278 ++++++++++++++++++ .../universal/filter/python/pyproject.toml | 46 +++ .../filter/python/src/filter_local.py | 58 ++++ .../filter/python/src/filter_local_python.py | 60 ++++ .../filter/python/src/filter_transform.py | 203 +++++++++++++ .../python/src/filter_transform_python.py | 31 ++ .../expected/test-and-local/metadata.json | 12 + .../expected/test-and-local/test1.parquet | Bin 0 -> 26198 bytes .../test-data/expected/test-and/metadata.json | 60 ++++ .../test-data/expected/test-and/test1.parquet | Bin 0 -> 26198 bytes .../test-datetime-like-local/metadata.json | 12 + .../test-datetime-like-local/test1.parquet | Bin 0 -> 65943 bytes .../expected/test-datetime-like/metadata.json | 60 ++++ .../expected/test-datetime-like/test1.parquet | Bin 0 -> 65943 bytes .../expected/test-default-local/metadata.json | 8 + .../expected/test-default-local/test1.parquet | Bin 0 -> 255774 bytes .../expected/test-default/metadata.json | 56 ++++ .../expected/test-default/test1.parquet | Bin 0 -> 255774 bytes .../expected/test-in-local/metadata.json | 10 + .../expected/test-in-local/test1.parquet | Bin 0 -> 28693 bytes .../test-data/expected/test-in/metadata.json | 60 ++++ .../test-data/expected/test-in/test1.parquet | Bin 0 -> 28693 bytes .../expected/test-or-local/metadata.json | 12 + .../expected/test-or-local/test1.parquet | Bin 0 -> 112604 bytes .../test-data/expected/test-or/metadata.json | 60 ++++ .../test-data/expected/test-or/test1.parquet | Bin 0 -> 112604 bytes .../python/test-data/input/test1.parquet | Bin 0 -> 166889 bytes .../filter/python/test/test_filter.py | 147 +++++++++ .../filter/python/test/test_filter_python.py | 128 ++++++++ .../filter/ray/src/filter_local_ray.py | 4 +- .../universal/filter/ray/src/filter_s3_ray.py | 4 +- .../filter/ray/src/filter_transform_ray.py | 190 +----------- .../filter/ray/test/test_filter_ray.py | 102 +------ 37 files changed, 1454 insertions(+), 283 deletions(-) create mode 100644 transforms/universal/filter/python/.dockerignore create mode 100644 transforms/universal/filter/python/.gitignore create mode 100644 transforms/universal/filter/python/Dockerfile create mode 100644 transforms/universal/filter/python/Makefile create mode 100644 transforms/universal/filter/python/README.md create mode 100644 transforms/universal/filter/python/pyproject.toml create mode 100644 transforms/universal/filter/python/src/filter_local.py create mode 100644 transforms/universal/filter/python/src/filter_local_python.py create mode 100644 transforms/universal/filter/python/src/filter_transform.py create mode 100644 transforms/universal/filter/python/src/filter_transform_python.py create mode 100644 transforms/universal/filter/python/test-data/expected/test-and-local/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-and-local/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-and/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-and/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-datetime-like-local/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-datetime-like-local/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-datetime-like/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-datetime-like/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-default-local/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-default-local/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-default/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-default/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-in-local/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-in-local/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-in/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-in/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-or-local/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-or-local/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/expected/test-or/metadata.json create mode 100644 transforms/universal/filter/python/test-data/expected/test-or/test1.parquet create mode 100644 transforms/universal/filter/python/test-data/input/test1.parquet create mode 100644 transforms/universal/filter/python/test/test_filter.py create mode 100644 transforms/universal/filter/python/test/test_filter_python.py diff --git a/transforms/universal/filter/python/.dockerignore b/transforms/universal/filter/python/.dockerignore new file mode 100644 index 000000000..f7275bbbd --- /dev/null +++ b/transforms/universal/filter/python/.dockerignore @@ -0,0 +1 @@ +venv/ diff --git a/transforms/universal/filter/python/.gitignore b/transforms/universal/filter/python/.gitignore new file mode 100644 index 000000000..3ea7fd4ab --- /dev/null +++ b/transforms/universal/filter/python/.gitignore @@ -0,0 +1,38 @@ +test-data/output +output/* +/output/ +data-processing-lib/ + + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + + +# Distribution / packaging +bin/ +build/ +develop-eggs/ +dist/ +eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +.tox/ +htmlcov +.coverage +.cache +nosetests.xml +coverage.xml \ No newline at end of file diff --git a/transforms/universal/filter/python/Dockerfile b/transforms/universal/filter/python/Dockerfile new file mode 100644 index 000000000..684ff141a --- /dev/null +++ b/transforms/universal/filter/python/Dockerfile @@ -0,0 +1,42 @@ +FROM docker.io/python:3.10.14-slim-bullseye + +RUN pip install --upgrade pip + +# install pytest +RUN pip install --no-cache-dir pytest + +# Create a user and use it to run the transform +RUN useradd -ms /bin/bash dpk +USER dpk +WORKDIR /home/dpk + +# Copy and install data processing libraries +# These are expected to be placed in the docker context before this is run (see the make image). +COPY --chown=dpk:root data-processing-lib-python/ data-processing-lib-python/ +RUN cd data-processing-lib-python && pip install --no-cache-dir -e . + +# END OF STEPS destined for a data-prep-kit base image + +COPY --chown=dpk:root src/ src/ +COPY --chown=dpk:root pyproject.toml pyproject.toml +RUN pip install --no-cache-dir -e . + +#COPY requirements.txt requirements.txt +#RUN pip install --no-cache-dir -r requirements.txt + +# copy source data +COPY ./src/noop_transform.py . +COPY ./src/noop_local.py local/ + +# copy test +COPY test/ test/ +COPY test-data/ test-data/ + +# Set environment +ENV PYTHONPATH /home/dpk + +# Put these at the end since they seem to upset the docker cache. +ARG BUILD_DATE +ARG GIT_COMMIT +LABEL build-date=$BUILD_DATE +LABEL git-commit=$GIT_COMMIT diff --git a/transforms/universal/filter/python/Makefile b/transforms/universal/filter/python/Makefile new file mode 100644 index 000000000..717a82f39 --- /dev/null +++ b/transforms/universal/filter/python/Makefile @@ -0,0 +1,55 @@ +# Define the root of the local git clone for the common rules to be able +# know where they are running from. +REPOROOT=../../../.. +# Include a library of common .transform.* targets which most +# transforms should be able to reuse. However, feel free +# to override/redefine the rules below. + +# $(REPOROOT)/.make.versions file contains the versions + +TRANSFORM_NAME=filter +DOCKER_IMAGE_VERSION=${FILTER_PYTHON_VERSION} + +include $(REPOROOT)/transforms/.make.transforms + +venv:: .transforms.python-venv + +test:: .transforms.python-test + +clean:: .transforms.clean + +image:: .transforms.python-image + +test-src:: .transforms.test-src + +setup:: .transforms.setup + +build:: build-dist image + +publish:: publish-dist publish-image + +publish-image:: .transforms.publish-image-python + +setup:: .transforms.setup + +# distribution versions is the same as image version. +set-versions: + $(MAKE) TOML_VERSION=$(DOCKER_IMAGE_VERSION) .defaults.update-toml + +build-dist:: set-versions .defaults.build-dist + +publish-dist:: .defaults.publish-dist + +test-image:: .transforms.python-test-image + +run-cli-sample: .transforms.run-cli-python-sample + +run-local-sample: .transforms.run-local-sample + +run-local-python-sample: .transforms.run-local-python-sample + +#run-s3-ray-sample: .transforms.run-s3-ray-sample + +minio-start: .minio-start + +load-image:: .transforms.load-image diff --git a/transforms/universal/filter/python/README.md b/transforms/universal/filter/python/README.md new file mode 100644 index 000000000..8c693c573 --- /dev/null +++ b/transforms/universal/filter/python/README.md @@ -0,0 +1,278 @@ +# Filtering +Please see the set of +[transform project conventions](../../../README.md) +for details on general project conventions, transform configuration, +testing and IDE set up. + +## Summary + +Filtering cleans up data by: + * Removing the rows that do not meet a specific set of criteria. + * Dropping the columns that are no longer needed (e.g. annotation columns, used for filtering rows). + +## Configuration and command line Options + +The set of dictionary keys holding [FilterTransform](src/filter_transform_python.py) +configuration for values are as follows: + +* _filter_criteria_list_ - specifies the list of row filter criteria (in SQL WHERE clause format). Each filter criterion is a string. The default value of this parameter is `[]` (an empty list, meaning that all the rows in the input table will be kept). +* _filter_logical_operator_ - specifies the logical operator that joins filter criteria (`AND` or `OR`). The default value of this parameter is `AND`. +* _filter_columns_to_drop_ - the list with the names of the columns to drop after row filtering is complete. The default value of this parameter is `[]` (an empty list, meaning that all the columns in the input table will be kept) + +## Example +Consider a table with eight text documents, where each row has additional info about that document (date acquired, source URL, etc.), and a set of quality signals for that document. + +``` +|----------|----------|----------|----------|----------|----------|---------|----------|----------|----------|---------| +│ document | title | contents | date_acq | extra | cluster | ft_lang | ft_score | docq_tot | docq_mea | docq_pe │ +│ --- | --- | --- | uired | --- | --- | --- | --- | al_words | n_word_l | rplex_s │ +│ str | str | str | --- | struct[5 | i64 | str | f64 | --- | en | core │ +│ | | | datetime | ] | | | | i64 | --- | --- │ +│ | | | [ns] | | | | | | f64 | f64 │ +|----------|----------|----------|----------|----------|----------|---------|----------|----------|----------|---------| +│ CC-MAIN- | https:// | BACKGROU | 2023-07- | {"applic | -1 | en | 1.0 | 77 | 5.662338 | 226.5 │ +│ 20190221 | www.sema | ND | 05 | ation/ht | | | | | | │ +│ 132217-2 | nticscho | The | 05:00:00 | tp; msgt | | | | | | │ +│ 01902211 | lar.org/ | Rhinitis | | ype=resp | | | | | | │ +│ … | … | Control | | … | | | | | | │ +│ | | … | | | | | | | | │ +│ CC-MAIN- | https:// | Travel + | 2023-07- | {"applic | -1 | en | 1.0 | 321 | 5.05919 | 245.0 │ +│ 20200528 | www.torn | Leisure: | 27 | ation/ht | | | | | | │ +│ 232803-2 | osnews.g | The 5 | 05:00:00 | tp; msgt | | | | | | │ +│ 02005290 | r/en/tou | best | | ype=resp | | | | | | │ +│ … | … | res… | | … | | | | | | │ +│ CC-MAIN- | https:// | Stourbri | 2023-07- | {"applic | -1 | en | 1.0 | 646 | 5.27709 | 230.3 │ +│ 20190617 | www.stou | dge | 04 | ation/ht | | | | | | │ +│ 103006-2 | rbridgen | College | 05:00:00 | tp; msgt | | | | | | │ +│ 01906171 | ews.co.u | to close | | ype=resp | | | | | | │ +│ … | … | BMe… | | … | | | | | | │ +│ CC-MAIN- | https:// | Our | 2023-07- | {"applic | -1 | en | 1.0 | 242 | 5.557851 | 407.2 │ +│ 20180318 | www.univ | Guidance | 19 | ation/ht | | | | | | │ +│ 184945-2 | ariety.c | Philosop | 05:00:00 | tp; msgt | | | | | | │ +│ 01803182 | om/app/s | hy | | ype=resp | | | | | | │ +│ … | … | High | | … | | | | | | │ +│ | | sch… | | | | | | | | │ +│ CC-MAIN- | http://h | Hukun | 2023-07- | {"applic | -1 | en | 1.0 | 169 | 4.840237 | 240.5 │ +│ 20180120 | urur.com | Hurur | 18 | ation/ht | | | | | | │ +│ 083038-2 | /hukun-h | running | 05:00:00 | tp; msgt | | | | | | │ +│ 01801201 | urur-run | for Ward | | ype=resp | | | | | | │ +│ … | … | 1 c… | | … | | | | | | │ +│ CC-MAIN- | https:// | Life's | 2023-07- | {"applic | -1 | en | 1.0 | 61 | 4.786885 | 244.0 │ +│ 20180522 | www.chap | Reverie | 18 | ation/ht | | | | | | │ +│ 131652-2 | ters.ind | Kobo | 05:00:00 | tp; msgt | | | | | | │ +│ 01805221 | igo.ca/e | ebook | | | ype=resp | | | | | | │ +│ … | … | Sept… | | … | | | | | | │ +│ CC-MAIN- | http://w | Kamis, | 2023-07- | {"applic | 18008253 | en | 1.0 | 509 | 4.738703 | 224.6 │ +│ 20181120 | ww.onedo | 10 Maret | 05 | ation/ht | 113 | | | | | │ +│ 130743-2 | llarfoll | 2016 | 05:00:00 | tp; msgt | | | | | | │ +│ 01811201 | owers.co | Buy | | ype=resp | | | | | | │ +│ … | … | Twitter… | | … | | | | | | │ +│ CC-MAIN- | http://w | Rory | 2023-07- | {"applic | -1 | en | 1.0 | 223 | 4.829596 | 167.5 │ +│ 20171213 | ww.iron- | Fallon | 09 | ation/ht | | | | | | │ +│ 104259-2 | bru.co.u | joins | 05:00:00 | tp; msgt | | | | | | │ +│ 01712131 | k/rory-f | Bristol | | ype=resp | | | | | | │ +│ … | … | Rovers… | | … | | | | | | │ +|----------|----------|----------|----------|----------|----------|---------|----------|----------|----------|---------| +``` +#### Example 1 - two numerical filtering criteria joined by AND +To filter this table and only keep the documents that have between 100 and 500 words **and** a perplexity score less than 230, and furthermore, drop the `extra` and `cluster` columns, invoke filtering with the following parameters: +``` +filter_criteria_list = ["docq_total_words > 100 AND docq_total_words < 500", "docq_perplex_score < 230"] +filter_logical_operator = "AND" +filter_columns_to_drop = ["extra", "cluster"] +``` +This filter operation applied on the table above will return the following result: +``` +|-------------|-------------|-------------|-------------|---------|----------|-------------|-------------|-------------| +│ document | title | contents | date_acquir | ft_lang | ft_score | docq_total_ | docq_mean_w | docq_perple │ +│ --- | --- | --- | ed | --- | --- | words | ord_len | x_score │ +│ str | str | str | --- | str | f64 | --- | --- | --- │ +│ | | | datetime[ns | | | i64 | f64 | f64 │ +│ | | | ] | | | | | │ +|-------------|-------------|-------------|-------------|---------|----------|-------------|-------------|-------------| +│ CC-MAIN-201 | http://www. | Rory Fallon | 2023-07-09 | en | 1.0 | 223 | 4.829596 | 167.5 │ +│ 71213104259 | iron-bru.co | joins | 05:00:00 | | | | | │ +│ -201712131… | .uk/rory-f… | Bristol | | | | | | │ +│ | | Rovers… | | | | | | │ +|-------------|-------------|-------------|-------------|---------|----------|-------------|-------------|-------------| + +``` + +#### Example 2 - two numerical filtering criteria joined by OR +To filter this table and only keep the documents that have between 100 and 500 words **or** a perplexity score less than 230, and furthermore, drop the `extra` and `cluster` columns, invoke filtering with the following parameters: +``` +filter_criteria_list = ["docq_total_words > 100 AND docq_total_words < 500", "docq_perplex_score < 230"] +filter_logical_operator = "OR" +filter_columns_to_drop = ["extra", "cluster"] +``` +This filter operation applied on the table above will return the following result: +``` +|-------------|-------------|-------------|-------------|---------|----------|-------------|-------------|-------------| +│ document | title | contents | date_acquir | ft_lang | ft_score | docq_total_ | docq_mean_w | docq_perple | +│ --- | --- | --- | ed | --- | --- | words | ord_len | x_score │ +│ str | str | str | --- | str | f64 | --- | --- | --- │ +│ | | | datetime[ns | | | i64 | f64 | f64 │ +│ | | | ] | | | | | │ +|-------------|-------------|-------------|-------------|---------|----------|-------------|-------------|-------------| +│ CC-MAIN-201 | https://www | BACKGROUND | 2023-07-05 | en | 1.0 | 77 | 5.662338 | 226.5 │ +│ 90221132217 | .semanticsc | The | 05:00:00 | | | | | │ +│ -201902211… | holar.org/… | Rhinitis | | | | | | │ +│ | | Control … | | | | | | │ +│ CC-MAIN-201 | http://www. | Kamis, 10 | 2023-07-05 | en | 1.0 | 509 | 4.738703 | 224.6 │ +│ 81120130743 | onedollarfo | Maret 2016 | 05:00:00 | | | | | │ +│ -201811201… | llowers.co… | Buy | | | | | | │ +│ | | Twitter… | | | | | | │ +│ CC-MAIN-201 | http://www. | Rory Fallon | 2023-07-09 | en | 1.0 | 223 | 4.829596 | 167.5 │ +│ 71213104259 | iron-bru.co | joins | 05:00:00 | | | | | │ +│ -201712131… | .uk/rory-f… | Bristol | | | | | | │ +│ | | Rovers… | | | | | | │ +│ CC-MAIN-202 | https://www | Travel + | 2023-07-27 | en | 1.0 | 321 | 5.05919 | 245.0 │ +│ 00528232803 | .tornosnews | Leisure: | 05:00:00 | | | | | │ +│ -202005290… | .gr/en/tou… | The 5 best | | | | | | │ +│ | | res… | | | | | | │ +│ CC-MAIN-201 | https://www | Our | 2023-07-19 | en | 1.0 | 242 | 5.557851 | 407.2 │ +│ 80318184945 | .univariety | Guidance | 05:00:00 | | | | | │ +│ -201803182… | .com/app/s… | Philosophy | | | | | | │ +│ | | High sch… | | | | | | │ +│ CC-MAIN-201 | http://huru | Hukun Hurur | 2023-07-18 | en | 1.0 | 169 | 4.840237 | 240.5 │ +│ 80120083038 | r.com/hukun | running for | 05:00:00 | | | | | │ +│ -201801201… | -hurur-run… | Ward 1 c… | | | | | | │ +|-------------|-------------|-------------|-------------|---------|----------|-------------|-------------|-------------| +``` + +#### Example 3 - two filtering criteria based on non-numerical (datetime and string) types + +To filter this table and only keep the documents that were acquired between 2023-07-04 and 2023-07-08 and were downloaded using the `HTTPS` protocol, without dropping any columns, invoke filtering with the following parameters: +``` +filter_criteria_list = ["date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", "title LIKE 'https://%'"] +filter_logical_operator = "AND" +filter_columns_to_drop = [] +``` + +This filter operation applied on the table above will return the following result: +``` +|----------|----------|----------|----------|----------|----------|---------|----------|----------|----------|---------| +│ document | title | contents | date_acq | extra | cluster | ft_lang | ft_score | docq_tot | docq_mea | docq_pe │ +│ --- | --- | --- | uired | --- | --- | --- | --- | al_words | n_word_l | rplex_s │ +│ str | str | str | --- | struct[5 | i64 | str | f64 | --- | en | core │ +│ | | | datetime | ] | | | | i64 | --- | --- │ +│ | | | [ns] | | | | | | f64 | f64 │ +|----------|----------|----------|----------|----------|----------|---------|----------|----------|----------|---------| +│ CC-MAIN- | https:// | BACKGROU | 2023-07- | {"applic | -1 | en | 1.0 | 77 | 5.662338 | 226.5 │ +│ 20190221 | www.sema | ND | 05 | ation/ht | | | | | | │ +│ 132217-2 | nticscho | The | 05:00:00 | tp; msgt | | | | | | │ +│ 01902211 | lar.org/ | Rhinitis | | ype=resp | | | | | | │ +│ … | … | Control | | … | | | | | | │ +│ | | … | | | | | | | | │ +│ CC-MAIN- | https:// | Stourbri | 2023-07- | {"applic | -1 | en | 1.0 | 646 | 5.27709 | 230.3 │ +│ 20190617 | www.stou | dge | 04 | ation/ht | | | | | | │ +│ 103006-2 | rbridgen | College | 05:00:00 | tp; msgt | | | | | | │ +│ 01906171 | ews.co.u | to close | | ype=resp | | | | | | │ +│ … | … | BMe… | | … | | | | | | │ +|----------|----------|----------|----------|----------|---------|---------|----------|----------|----------|----------| +``` + + +## Running +You can run the [filter_local.py](src/filter_local.py) (python-only implementation) or [filter_local_ray.py](src/filter_local_ray.py) (ray-based implementation) to transform the `test1.parquet` file in [test input data](test-data/input) to an `output` directory. The directory will contain both the new annotated `test1.parquet` file and the `metadata.json` file. + +#### Running as ray-based application +``` +(venv) cma:src$ python filter_local_ray.py +12:48:01 INFO - Running locally +12:48:01 INFO - Using local configuration with: input_folder - /home/cma/de/data-prep-kit/transforms/universal/filtering/test-data/input output_folder - /home/cma/de/data-prep-kit/transforms/universal/filtering/output +12:48:01 INFO - Not using data sets, checkpointing False, max files -1 +12:48:01 INFO - number of workers 5 worker options {'num_cpus': 0.8} +12:48:01 INFO - pipeline id pipeline_id; number workers 5 +12:48:01 INFO - job details {'job category': 'preprocessing', 'job name': 'filter', 'job type': 'ray', 'job id': 'job_id'} +12:48:01 INFO - code location {'github': 'github', 'commit_hash': '12345', 'path': 'path'} +12:48:01 INFO - actor creation delay 0 +2024-03-31 12:48:03,390 INFO worker.py:1715 -- Started a local Ray instance. View the dashboard at 127.0.0.1:8265 +(orchestrate pid=308034) 12:48:04 INFO - orchestrator started at 2024-03-31 12:48:04 +(orchestrate pid=308034) 12:48:04 INFO - Number of files is 1, source profile {'max_file_size': 0.15915775299072266, 'min_file_size': 0.15915775299072266, 'total_file_size': 0.15915775299072266} +(orchestrate pid=308034) 12:48:04 INFO - Cluster resources: {'cpus': 20, 'gpus': 0, 'memory': 31.60095291212201, 'object_store': 15.800476455129683} +(orchestrate pid=308034) 12:48:04 INFO - Number of workers - 5 with {'num_cpus': 0.8} each +(orchestrate pid=308034) 12:48:04 INFO - Completed 0 files in 5.312760670979818e-06 min. Waiting for completion +(orchestrate pid=308034) 12:48:06 INFO - Completed processing in 0.022701112429300944 min +12:48:16 INFO - Completed execution in 0.24697633584340414 min, execution result 0 +``` +#### Running as pure python application +
+% make venv
+% source venv/bin/activate
+(venv) % cd src
+(venv) % python filter_local_ray.py
+input table has 100 rows
+
+output table has 11 rows
+output metadata : {'total_docs_count': 100, 'total_bytes_count': 478602, 'total_columns_count': 25, "docs_filtered_by 'docq_total_words > 100 AND docq_total_words < 200'": 78, "bytes_filtered_by 'docq_total_words > 100 AND docq_total_words < 200'": 429191, "docs_filtered_by 'docq_perplex_score < 230'": 53, "bytes_filtered_by 'docq_perplex_score < 230'": 275911, 'docs_after_filter': 11, 'bytes_after_filter': 24061, 'columns_after_filter': 23}
+(venv) % deactivate
+% ls ../output
+metadata.json	test1.parquet
+%
+
+ +#### Passing parameters through command-line-interface + +When running filtering on a local terminal, double quotes need to be escaped accordingly. For example, to find documents that are written in Java or Python programming languages, a SQL query using the `IN` keyword is needed in the `filter_criteria_list` argument. The example below shows how to properly pass this argument to the filter app: +``` +python filter_transform_ray.py --filter_criteria_list "[\"language IN ('Java', 'Python')\"]" ... +``` +When filter runs from the command line, it needs to include the entire `filter_criteria_list` parameter within double quotes (`"`), so that the command line parser can determine where the parameter begins and ends. This, however, will conflict with the internal double quotes that are used to specify the conditions inside the list (`language IN ('Java', 'Python')`). To resolve this problem, the internal double quotes need to be escaped, as in the \"language IN ('Java', 'Python')\" notation. + +### Filter Statistics +As shown in the output of the local run of filtering, the metadata contains several statistics: +* Global statistics: + * `total_docs_count`, `total_bytes_count`, `total_columns_count`: total number of documents (rows), bytes, and columns that were present in the input table, before filtering took place + * `docs_after_filter`, `bytes_after_filter`, `columns_after_filter`: total number of documents (rows), bytes, and columns that were present in the output table, after filtering took place +* Per-criteria statistics: these statistics show the impact of each filtering criteria - number of documents and bytes that it filters out, when applied by itself. We ran the local filter with two filtering criteria, and these are the stats for each of them: + * `docs_filtered_by 'docq_total_words > 100 AND docq_total_words < 200'`, `bytes_filtered_by 'docq_total_words > 100 AND docq_total_words < 200'` - the number of documents and bytes filtered out by the `docq_total_words > 100 AND docq_total_words < 200` filtering condition + * `docs_filtered_by 'docq_perplex_score < 230'`, `bytes_filtered_by 'docq_perplex_score < 230'` - the number of documents and bytes filtered out by the `docq_perplex_score < 230` filtering condition + + +## Running + +### Launched Command Line Options +When running the transform with the Ray launcher (i.e. TransformLauncher), +the following command line arguments are available in addition to +the options provided by the [ray launcher](../../../../data-processing-lib/doc/ray-launcher-options.md) +and the [python launcher](../../../../data-processing-lib/doc/python-launcher-options.md). + +``` + --filter_criteria_list FILTER_CRITERIA_LIST + list of filter criteria (in SQL WHERE clause format), for example: [ + "docq_total_words > 100 AND docq_total_words < 200", + "docq_perplex_score < 230", + "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", + "title LIKE 'https://%'", + "document_id IN ('doc-id-1', 'doc-id-2', 'doc-id-3')" + ] + --filter_columns_to_drop FILTER_COLUMNS_TO_DROP + list of columns to drop after filtering, for example: ["column1", "column2"] + --filter_logical_operator {AND,OR} + logical operator (AND or OR) that joins filter criteria + +``` + +### Running the samples +To run the samples, use the following `make` targets + +* `run-cli-sample` - runs src/filter_transform_ray.py using command line args +* `run-local-python-only-sample` - runs src/filter_local.py +* `run-local-sample` - runs src/filter_local_ray.py +* `run-s3-sample` - runs src/filter_s3_ray.py + * Requires prior invocation of `make minio-start` to load data into local minio for S3 access. + +These targets will activate the virtual environment and set up any configuration needed. +Use the `-n` option of `make` to see the detail of what is done to run the sample. + +For example, +```shell +make run-cli-sample +... +``` +Then +```shell +ls output +``` +To see results of the transform. diff --git a/transforms/universal/filter/python/pyproject.toml b/transforms/universal/filter/python/pyproject.toml new file mode 100644 index 000000000..82aaacc8a --- /dev/null +++ b/transforms/universal/filter/python/pyproject.toml @@ -0,0 +1,46 @@ +[project] +name = "dpk_filter_transform_python" +version = "0.9.0.dev6" +requires-python = ">=3.10" +description = "Filter Python Transform" +license = {text = "Apache-2.0"} +readme = {file = "README.md", content-type = "text/markdown"} +authors = [ + { name = "David Wood", email = "dawood@us.ibm.com" }, + { name = "Boris Lublinsky", email = "blublinsky@ibm.com" }, +] +dependencies = [ + "data-prep-toolkit==0.2.0.dev6", + "duckdb==0.10.1", +] + +[build-system] +requires = ["setuptools>=68.0.0", "wheel", "setuptools_scm[toml]>=7.1.0"] +build-backend = "setuptools.build_meta" + +[project.optional-dependencies] +dev = [ + "twine", + "pytest>=7.3.2", + "pytest-dotenv>=0.5.2", + "pytest-env>=1.0.0", + "pre-commit>=3.3.2", + "pytest-cov>=4.1.0", + "pytest-mock>=3.10.0", + "moto==5.0.5", + "markupsafe==2.0.1", +] + +[options] +package_dir = ["src","test"] + +[options.packages.find] +where = ["src/"] + +[tool.pytest.ini_options] +# Currently we use low coverage since we have to run tests separately (see makefile) +#addopts = "--cov --cov-report term-missing --cov-fail-under 25" +markers = ["unit: unit tests", "integration: integration tests"] + +[tool.coverage.run] +include = ["src/*"] diff --git a/transforms/universal/filter/python/src/filter_local.py b/transforms/universal/filter/python/src/filter_local.py new file mode 100644 index 000000000..074cc3031 --- /dev/null +++ b/transforms/universal/filter/python/src/filter_local.py @@ -0,0 +1,58 @@ +# (C) Copyright IBM Corp. 2024. +# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ + +import os + +from data_processing.data_access import DataAccessLocal +from filter_transform import ( + FilterTransform, + filter_columns_to_drop_key, + filter_criteria_key, + filter_logical_operator_key, +) + + +# create parameters +input_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data/input")) +output_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "../output")) +local_conf = { + "input_folder": input_folder, + "output_folder": output_folder, +} + + +filter_criteria = [ + "docq_total_words > 100 AND docq_total_words < 200", + "ibmkenlm_docq_perplex_score < 230", +] +filter_logical_operator = "AND" +filter_columns_to_drop = ["extra", "cluster"] + +filter_params = { + filter_criteria_key: filter_criteria, + filter_columns_to_drop_key: filter_columns_to_drop, + filter_logical_operator_key: filter_logical_operator, +} + +if __name__ == "__main__": + # Here we show how to run outside of ray + # Filter transform needs a DataAccess to ready the domain list. + data_access = DataAccessLocal(local_conf) + # Create and configure the transform. + transform = FilterTransform(filter_params) + # Use the local data access to read a parquet table. + table = data_access.get_table(os.path.join(input_folder, "test1.parquet")) + print(f"input table has {table.num_rows} rows") + # Transform the table + table_list, metadata = transform.transform(table) + print(f"\noutput table has {table_list[0].num_rows} rows") + print(f"output metadata : {metadata}") diff --git a/transforms/universal/filter/python/src/filter_local_python.py b/transforms/universal/filter/python/src/filter_local_python.py new file mode 100644 index 000000000..86de7a3fa --- /dev/null +++ b/transforms/universal/filter/python/src/filter_local_python.py @@ -0,0 +1,60 @@ +# (C) Copyright IBM Corp. 2024. +# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ + +import os +import sys + +from data_processing.runtime.pure_python import PythonTransformLauncher +from data_processing.utils import ParamsUtils +from filter_transform import ( + FilterTransformConfiguration, + filter_columns_to_drop_cli_param, + filter_criteria_cli_param, + filter_logical_operator_cli_param, +) + + +# create parameters +input_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "test-data", "input")) +output_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "output")) +local_conf = { + "input_folder": input_folder, + "output_folder": output_folder, +} +code_location = {"github": "github", "commit_hash": "12345", "path": "path"} +filter_criteria = [ + "docq_total_words > 100 AND docq_total_words < 200", + "ibmkenlm_docq_perplex_score < 230", +] +filter_logical_operator = "AND" +filter_columns_to_drop = ["extra", "cluster"] + +filter_params = { + filter_criteria_cli_param: filter_criteria, + filter_columns_to_drop_cli_param: filter_columns_to_drop, + filter_logical_operator_cli_param: filter_logical_operator, +} +params = { + # Data access. Only required parameters are specified + "data_local_config": ParamsUtils.convert_to_ast(local_conf), + # execution info + "runtime_pipeline_id": "pipeline_id", + "runtime_job_id": "job_id", + "runtime_code_location": ParamsUtils.convert_to_ast(code_location), +} +if __name__ == "__main__": + # Set the simulated command line args + sys.argv = ParamsUtils.dict_to_req(d=params | filter_params) + # create launcher + launcher = PythonTransformLauncher(FilterTransformConfiguration()) + # Launch the ray actor(s) to process the input + launcher.launch() diff --git a/transforms/universal/filter/python/src/filter_transform.py b/transforms/universal/filter/python/src/filter_transform.py new file mode 100644 index 000000000..89b4b237a --- /dev/null +++ b/transforms/universal/filter/python/src/filter_transform.py @@ -0,0 +1,203 @@ +# (C) Copyright IBM Corp. 2024. +# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ + +import argparse +import ast +import json + +import duckdb +import pyarrow as pa +from data_processing.runtime.pure_python.runtime_configuration import ( + PythonTransformRuntimeConfiguration, +) +from data_processing.transform import AbstractTableTransform, TransformConfiguration +from data_processing.utils import CLIArgumentProvider, get_logger + + +logger = get_logger(__name__) + + +short_name = "filter" +cli_prefix = short_name + "_" + +filter_criteria_key = "criteria_list" +""" AST Key holds the list of filter criteria (in SQL WHERE clause format)""" +filter_logical_operator_key = "logical_operator" +""" Key holds the logical operator that joins filter criteria (AND or OR)""" +filter_columns_to_drop_key = "columns_to_drop" +""" AST Key holds the list of columns to drop after filtering""" + +filter_criteria_cli_param = f"{cli_prefix}{filter_criteria_key}" +""" AST Key holds the list of filter criteria (in SQL WHERE clause format)""" +filter_logical_operator_cli_param = f"{cli_prefix}{filter_logical_operator_key}" +""" Key holds the logical operator that joins filter criteria (AND or OR)""" +filter_columns_to_drop_cli_param = f"{cli_prefix}{filter_columns_to_drop_key}" +""" AST Key holds the list of columns to drop after filtering""" + +captured_arg_keys = [filter_criteria_key, filter_columns_to_drop_key] +""" The set of keys captured from the command line """ + +# defaults +filter_criteria_default = ast.literal_eval("[]") +""" The default list of filter criteria (in SQL WHERE clause format)""" +filter_logical_operator_default = "AND" +filter_columns_to_drop_default = ast.literal_eval("[]") +""" The default list of columns to drop""" + + +class FilterTransform(AbstractTableTransform): + """ + Implements filtering - select from a pyarrow.Table a set of rows that + satisfy a set of filtering criteria + """ + + def __init__(self, config: dict): + """ + Initialize based on the dictionary of configuration information. + This is generally called with configuration parsed from the CLI arguments defined + by the companion runtime, FilterTransformRuntime. If running from the Ray orchestrator, + these will be provided by that class with help from the RayMutatingDriver. + """ + + super().__init__(config) + self.filter_criteria = config.get(filter_criteria_key, filter_criteria_default) + self.logical_operator = config.get(filter_logical_operator_key, filter_logical_operator_default) + self.columns_to_drop = config.get(filter_columns_to_drop_key, filter_columns_to_drop_default) + + def transform(self, table: pa.Table) -> tuple[list[pa.Table], dict]: + """ + This implementation filters the input table using a SQL statement and + returns the filtered table and execution stats + :param table: input table + :return: list of output tables and custom statistics + """ + + # move table under a different name, to avoid SQL query parsing error + input_table = table + total_docs = input_table.num_rows + total_columns = input_table.num_columns + total_bytes = input_table.nbytes + + # initialize the metadata dictionary + metadata = { + "total_docs_count": total_docs, + "total_bytes_count": total_bytes, + "total_columns_count": total_columns, + } + + # initialize the SQL statement used for filtering + sql_statement = "SELECT * FROM input_table" + if len(self.filter_criteria) > 0: + # populate metadata with filtering stats for each filter criterion + for filter_criterion in self.filter_criteria: + criterion_sql = f"{sql_statement} WHERE {filter_criterion}" + filter_table = duckdb.execute(criterion_sql).arrow() + docs_filtered = total_docs - filter_table.num_rows + bytes_filtered = total_bytes - filter_table.nbytes + metadata[f"docs_filtered_out_by '{filter_criterion}'"] = docs_filtered + metadata[f"bytes_filtered_out_by '{filter_criterion}'"] = bytes_filtered + + # use filtering criteria to build the SQL query for filtering + filter_clauses = [f"({x})" for x in self.filter_criteria] + where_clause = f" {self.logical_operator} ".join(filter_clauses) + sql_statement = f"{sql_statement} WHERE {where_clause}" + + # filter using SQL statement + try: + filtered_table = duckdb.execute(sql_statement).arrow() + except Exception as ex: + logger.error(f"FilterTransform::transform failed: {ex}") + raise ex + else: + filtered_table = table + + # drop any columns requested from the final result + if len(self.columns_to_drop) > 0: + filtered_table_cols_dropped = filtered_table.drop_columns(self.columns_to_drop) + else: + filtered_table_cols_dropped = filtered_table + + # add global filter stats to metadata + metadata["docs_after_filter"] = filtered_table.num_rows + metadata["columns_after_filter"] = filtered_table_cols_dropped.num_columns + metadata["bytes_after_filter"] = filtered_table.nbytes + + return [filtered_table_cols_dropped], metadata + + +class FilterTransformConfiguration(TransformConfiguration): + """ + Provides support for configuring and using the associated Transform class include + configuration with CLI args and combining of metadata. + """ + + def __init__(self): + super().__init__( + name=short_name, + transform_class=FilterTransform, + ) + + def add_input_params(self, parser: argparse.ArgumentParser) -> None: + """ + Add Transform-specific arguments to the given parser. + This will be included in a dictionary used to initialize the FilterTransform. + By convention a common prefix should be used for all mutator-specific CLI args + (e.g, noop_, pii_, etc.) + """ + + sample_sql = [ + "docq_total_words > 100 AND docq_total_words < 200", + "docq_perplex_score < 230", + "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", + "title LIKE 'https://%%'", + "document_id IN ('doc-id-1', 'doc-id-2', 'doc-id-3')", + ] + columns_to_drop_example = ["column1", "column2"] + + parser.add_argument( + f"--{filter_criteria_cli_param}", + type=ast.literal_eval, + required=True, + default=ast.literal_eval("[]"), + help=f"list of filter criteria (in SQL WHERE clause format), for example: {json.dumps(sample_sql, indent=2, default=str)}", + ) + parser.add_argument( + f"--{filter_columns_to_drop_cli_param}", + type=ast.literal_eval, + required=False, + default=ast.literal_eval("[]"), + help=f"list of columns to drop after filtering, for example: {json.dumps(columns_to_drop_example)}", + ) + parser.add_argument( + f"--{filter_logical_operator_cli_param}", + type=str, + required=False, + default="AND", + choices=["AND", "OR"], + help="logical operator (AND or OR) that joins filter criteria", + ) + + def apply_input_params(self, args: argparse.Namespace) -> bool: + """ + Validate and apply the arguments that have been parsed + :param args: user defined arguments. + :return: True, if validate pass or False otherwise + """ + # Capture the args that are specific to this transform + captured = CLIArgumentProvider.capture_parameters(args, cli_prefix, False) + self.params = self.params | captured + return True + + +class FilterPythonTransformConfiguration(PythonTransformRuntimeConfiguration): + def __init__(self): + super().__init__(transform_config=FilterTransformConfiguration()) diff --git a/transforms/universal/filter/python/src/filter_transform_python.py b/transforms/universal/filter/python/src/filter_transform_python.py new file mode 100644 index 000000000..ff8a246bd --- /dev/null +++ b/transforms/universal/filter/python/src/filter_transform_python.py @@ -0,0 +1,31 @@ +# (C) Copyright IBM Corp. 2024. +# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ +from data_processing.runtime.pure_python import PythonTransformLauncher +from data_processing.runtime.pure_python.runtime_configuration import ( + PythonTransformRuntimeConfiguration, +) +from data_processing.utils import get_logger +from filter_transform import FilterTransformConfiguration + + +logger = get_logger(__name__) + + +class FilterPythonTransformConfiguration(PythonTransformRuntimeConfiguration): + def __init__(self): + super().__init__(transform_config=FilterTransformConfiguration()) + + +if __name__ == "__main__": + launcher = PythonTransformLauncher(FilterPythonTransformConfiguration()) + logger.info("Launching filtering") + launcher.launch() diff --git a/transforms/universal/filter/python/test-data/expected/test-and-local/metadata.json b/transforms/universal/filter/python/test-data/expected/test-and-local/metadata.json new file mode 100644 index 000000000..1a5e1f0bf --- /dev/null +++ b/transforms/universal/filter/python/test-data/expected/test-and-local/metadata.json @@ -0,0 +1,12 @@ +{ + "total_docs_count": 100, + "total_bytes_count": 478602, + "total_columns_count": 25, + "docs_filtered_out_by 'docq_total_words > 100 AND docq_total_words < 200'": 78, + "bytes_filtered_out_by 'docq_total_words > 100 AND docq_total_words < 200'": 429191, + "docs_filtered_out_by 'ibmkenlm_docq_perplex_score < 230'": 53, + "bytes_filtered_out_by 'ibmkenlm_docq_perplex_score < 230'": 275911, + "docs_after_filter": 11, + "bytes_after_filter": 24061, + "columns_after_filter": 23 +} diff --git a/transforms/universal/filter/python/test-data/expected/test-and-local/test1.parquet b/transforms/universal/filter/python/test-data/expected/test-and-local/test1.parquet new file mode 100644 index 0000000000000000000000000000000000000000..21e0ac434ac6b57a088813b49fe899d93d86a89a GIT binary patch literal 26198 zcmeHv3!EEex%bSH)JZlwn@u-qcDsd1?S?IGvbkTd&`o!@H`~(tO|iT)^G-5tk_nk) 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+# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ + +import json +import os + +import pyarrow as pa +import pyarrow.parquet as pq +from data_processing.test_support.transform import AbstractTransformTest +from data_processing.transform import get_transform_config +from filter_transform import ( + FilterTransform, + FilterTransformConfiguration, + filter_columns_to_drop_cli_param, + filter_criteria_cli_param, + filter_logical_operator_cli_param, + filter_logical_operator_default, +) + + +class TestFilterTransform(AbstractTransformTest): + """ + Extends the super-class to define the test data for the tests defined there. + The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. + """ + + def create_filter_test_fixture( + self, + filter_criteria: str, + filter_logical_operator: str, + filter_columns_to_drop: str, + input_dir: str, + expected_output_dir: str, + ) -> tuple[FilterTransform, pa.Table, pa.Table, list[dict]]: + cli = [ + f"--{filter_criteria_cli_param}", + filter_criteria, + f"--{filter_logical_operator_cli_param}", + filter_logical_operator, + f"--{filter_columns_to_drop_cli_param}", + filter_columns_to_drop, + ] + ftc = FilterTransformConfiguration() + config = get_transform_config(ftc, cli) + input_df = pq.read_table(os.path.join(input_dir, "test1.parquet")) + expected_output_df = pq.read_table(os.path.join(expected_output_dir, "test1.parquet")) + with open(os.path.join(expected_output_dir, "metadata.json"), "r") as meta_file: + expected_metadata = json.load(meta_file) + expected_metadata_list = [expected_metadata, {}] + return FilterTransform(config), [input_df], [expected_output_df], expected_metadata_list + + def get_test_transform_fixtures(self) -> list[tuple]: + fixtures = [] + basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data/")) + # test AND logical operator with two numerical clauses + filter_criteria = ( + """["docq_total_words > 100 AND docq_total_words < 200", "ibmkenlm_docq_perplex_score < 230"]""" + ) + filter_logical_operator = filter_logical_operator_default + filter_columns_to_drop = """["extra", "cluster"]""" + input_dir = os.path.join(basedir, "input") + expected_output_dir = os.path.join(basedir, "expected", "test-and-local") + fixtures.append( + self.create_filter_test_fixture( + filter_criteria, + filter_logical_operator, + filter_columns_to_drop, + input_dir, + expected_output_dir, + ) + ) + + # test OR logical operator with two numerical clauses + filter_logical_operator = "OR" + expected_output_dir = os.path.join(basedir, "expected", "test-or-local") + fixtures.append( + self.create_filter_test_fixture( + filter_criteria, + filter_logical_operator, + filter_columns_to_drop, + input_dir, + expected_output_dir, + ) + ) + + # test default parameters, no filtering on rows, or columns + filter_criteria = """[]""" + filter_logical_operator = filter_logical_operator_default + filter_columns_to_drop = """[]""" + input_dir = os.path.join(basedir, "input") + expected_output_dir = os.path.join(basedir, "expected", "test-default-local") + fixtures.append( + self.create_filter_test_fixture( + filter_criteria, + filter_logical_operator, + filter_columns_to_drop, + input_dir, + expected_output_dir, + ) + ) + + # test filters on non-numeric data types: datetime and string LIKE query + filter_criteria = """["date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", "title LIKE 'https://%'"]""" + filter_logical_operator = filter_logical_operator_default + filter_columns_to_drop = """[]""" + input_dir = os.path.join(basedir, "input") + expected_output_dir = os.path.join(basedir, "expected", "test-datetime-like-local") + fixtures.append( + self.create_filter_test_fixture( + filter_criteria, + filter_logical_operator, + filter_columns_to_drop, + input_dir, + expected_output_dir, + ) + ) + + # test filters that use IN queries (p IN ('x', 'y', 'z')) + filter_criteria = """["document IN ('CC-MAIN-20190221132217-20190221154217-00305.warc.gz', 'CC-MAIN-20200528232803-20200529022803-00154.warc.gz', 'CC-MAIN-20190617103006-20190617125006-00025.warc.gz')"]""" + filter_logical_operator = filter_logical_operator_default + filter_columns_to_drop = """[]""" + input_dir = os.path.join(basedir, "input") + expected_output_dir = os.path.join(basedir, "expected", "test-in-local") + fixtures.append( + self.create_filter_test_fixture( + filter_criteria, + filter_logical_operator, + filter_columns_to_drop, + input_dir, + expected_output_dir, + ) + ) + + return fixtures + + +if __name__ == "__main__": + t = TestFilterTransform() diff --git a/transforms/universal/filter/python/test/test_filter_python.py b/transforms/universal/filter/python/test/test_filter_python.py new file mode 100644 index 000000000..643f09c77 --- /dev/null +++ b/transforms/universal/filter/python/test/test_filter_python.py @@ -0,0 +1,128 @@ +# (C) Copyright IBM Corp. 2024. +# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ + +import os + +from data_processing.runtime import AbstractTransformLauncher +from data_processing.runtime.pure_python import PythonTransformLauncher +from data_processing.test_support.launch.transform_test import ( + AbstractTransformLauncherTest, +) +from filter_transform import ( + FilterPythonTransformConfiguration, + filter_columns_to_drop_cli_param, + filter_criteria_cli_param, + filter_logical_operator_cli_param, + filter_logical_operator_default, +) + + +class TestPythonFilterTransform(AbstractTransformLauncherTest): + """ + Extends the super-class to define the test data for the tests defined there. + The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. + """ + + def _get_launcher(self) -> AbstractTransformLauncher: + """ + Allow other runtimes to override with a different Launcher but share the test fixtures. + Returns: + """ + return PythonTransformLauncher(FilterPythonTransformConfiguration()) + + def get_test_transform_fixtures(self) -> list[tuple]: + fixtures = [] + basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data")) + + fixtures.append( + ( + self._get_launcher(), + { + "run_locally": True, + filter_criteria_cli_param: [ + "docq_total_words > 100 AND docq_total_words < 200", + "ibmkenlm_docq_perplex_score < 230", + ], + filter_logical_operator_cli_param: filter_logical_operator_default, + filter_columns_to_drop_cli_param: ["extra", "cluster"], + }, + os.path.join(basedir, "input"), + os.path.join(basedir, "expected", "test-and"), + ) + ) + + fixtures.append( + ( + self._get_launcher(), + { + "run_locally": True, + filter_criteria_cli_param: [ + "docq_total_words > 100 AND docq_total_words < 200", + "ibmkenlm_docq_perplex_score < 230", + ], + filter_logical_operator_cli_param: "OR", + filter_columns_to_drop_cli_param: ["extra", "cluster"], + }, + os.path.join(basedir, "input"), + os.path.join(basedir, "expected", "test-or"), + ) + ) + + # These test are also done in the python-only tests, so no real need to duplicate here. They slow down ci/cd builds. + # fixtures.append( + # ( + # RayTransformLauncher(FilterRayTransformConfiguration()), + # { + # "run_locally": True, + # filter_criteria_cli_param: [], + # filter_logical_operator_cli_param: filter_logical_operator_default, + # filter_columns_to_drop_cli_param: [], + # }, + # os.path.join(basedir, "input"), + # os.path.join(basedir, "expected", "test-default"), + # ) + # ) + # + # fixtures.append( + # ( + # RayTransformLauncher(FilterRayTransformConfiguration()), + # { + # "run_locally": True, + # filter_criteria_cli_param: [ + # "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", + # "title LIKE 'https://%'", + # ], + # filter_logical_operator_cli_param: filter_logical_operator_default, + # filter_columns_to_drop_cli_param: [], + # }, + # os.path.join(basedir, "input"), + # os.path.join(basedir, "expected", "test-datetime-like"), + # ) + # ) + # + # fixtures.append( + # ( + # RayTransformLauncher(FilterRayTransformConfiguration()), + # { + # "run_locally": True, + # filter_criteria_cli_param: [ + # "document IN ('CC-MAIN-20190221132217-20190221154217-00305.warc.gz', 'CC-MAIN-20200528232803-20200529022803-00154.warc.gz', 'CC-MAIN-20190617103006-20190617125006-00025.warc.gz')", + # ], + # filter_logical_operator_cli_param: filter_logical_operator_default, + # filter_columns_to_drop_cli_param: [], + # }, + # os.path.join(basedir, "input"), + # os.path.join(basedir, "expected", "test-in"), + # ) + # ) + + return fixtures diff --git a/transforms/universal/filter/ray/src/filter_local_ray.py b/transforms/universal/filter/ray/src/filter_local_ray.py index b013b366f..7d07bec93 100644 --- a/transforms/universal/filter/ray/src/filter_local_ray.py +++ b/transforms/universal/filter/ray/src/filter_local_ray.py @@ -15,12 +15,12 @@ from data_processing.utils import ParamsUtils from data_processing_ray.runtime.ray import RayTransformLauncher -from filter_transform_ray import ( - FilterRayTransformConfiguration, +from filter_transform import ( filter_columns_to_drop_cli_param, filter_criteria_cli_param, filter_logical_operator_cli_param, ) +from filter_transform_ray import FilterRayTransformConfiguration # create parameters diff --git a/transforms/universal/filter/ray/src/filter_s3_ray.py b/transforms/universal/filter/ray/src/filter_s3_ray.py index bc1e42281..d14582b21 100644 --- a/transforms/universal/filter/ray/src/filter_s3_ray.py +++ b/transforms/universal/filter/ray/src/filter_s3_ray.py @@ -14,12 +14,12 @@ from data_processing.utils import ParamsUtils from data_processing_ray.runtime.ray import RayTransformLauncher -from filter_transform_ray import ( - FilterRayTransformConfiguration, +from filter_transform import ( filter_columns_to_drop_cli_param, filter_criteria_cli_param, filter_logical_operator_cli_param, ) +from filter_transform_ray import FilterRayTransformConfiguration # create parameters diff --git a/transforms/universal/filter/ray/src/filter_transform_ray.py b/transforms/universal/filter/ray/src/filter_transform_ray.py index 7468bcdb4..6a84fad1c 100644 --- a/transforms/universal/filter/ray/src/filter_transform_ray.py +++ b/transforms/universal/filter/ray/src/filter_transform_ray.py @@ -10,203 +10,17 @@ # limitations under the License. ################################################################################ -import argparse -import ast -import json - -import duckdb -import pyarrow as pa -from data_processing.runtime.pure_python.runtime_configuration import ( - PythonTransformRuntimeConfiguration, -) -from data_processing.transform import AbstractTableTransform, TransformConfiguration -from data_processing.utils import CLIArgumentProvider, get_logger +from data_processing.utils import get_logger from data_processing_ray.runtime.ray import RayTransformLauncher from data_processing_ray.runtime.ray.runtime_configuration import ( RayTransformRuntimeConfiguration, ) +from filter_transform import FilterTransformConfiguration logger = get_logger(__name__) -short_name = "filter" -cli_prefix = short_name + "_" - -filter_criteria_key = "criteria_list" -""" AST Key holds the list of filter criteria (in SQL WHERE clause format)""" -filter_logical_operator_key = "logical_operator" -""" Key holds the logical operator that joins filter criteria (AND or OR)""" -filter_columns_to_drop_key = "columns_to_drop" -""" AST Key holds the list of columns to drop after filtering""" - -filter_criteria_cli_param = f"{cli_prefix}{filter_criteria_key}" -""" AST Key holds the list of filter criteria (in SQL WHERE clause format)""" -filter_logical_operator_cli_param = f"{cli_prefix}{filter_logical_operator_key}" -""" Key holds the logical operator that joins filter criteria (AND or OR)""" -filter_columns_to_drop_cli_param = f"{cli_prefix}{filter_columns_to_drop_key}" -""" AST Key holds the list of columns to drop after filtering""" - -captured_arg_keys = [filter_criteria_key, filter_columns_to_drop_key] -""" The set of keys captured from the command line """ - -# defaults -filter_criteria_default = ast.literal_eval("[]") -""" The default list of filter criteria (in SQL WHERE clause format)""" -filter_logical_operator_default = "AND" -filter_columns_to_drop_default = ast.literal_eval("[]") -""" The default list of columns to drop""" - - -class FilterTransform(AbstractTableTransform): - """ - Implements filtering - select from a pyarrow.Table a set of rows that - satisfy a set of filtering criteria - """ - - def __init__(self, config: dict): - """ - Initialize based on the dictionary of configuration information. - This is generally called with configuration parsed from the CLI arguments defined - by the companion runtime, FilterTransformRuntime. If running from the Ray orchestrator, - these will be provided by that class with help from the RayMutatingDriver. - """ - - super().__init__(config) - self.filter_criteria = config.get(filter_criteria_key, filter_criteria_default) - self.logical_operator = config.get(filter_logical_operator_key, filter_logical_operator_default) - self.columns_to_drop = config.get(filter_columns_to_drop_key, filter_columns_to_drop_default) - - def transform(self, table: pa.Table) -> tuple[list[pa.Table], dict]: - """ - This implementation filters the input table using a SQL statement and - returns the filtered table and execution stats - :param table: input table - :return: list of output tables and custom statistics - """ - - # move table under a different name, to avoid SQL query parsing error - input_table = table - total_docs = input_table.num_rows - total_columns = input_table.num_columns - total_bytes = input_table.nbytes - - # initialize the metadata dictionary - metadata = { - "total_docs_count": total_docs, - "total_bytes_count": total_bytes, - "total_columns_count": total_columns, - } - - # initialize the SQL statement used for filtering - sql_statement = "SELECT * FROM input_table" - if len(self.filter_criteria) > 0: - # populate metadata with filtering stats for each filter criterion - for filter_criterion in self.filter_criteria: - criterion_sql = f"{sql_statement} WHERE {filter_criterion}" - filter_table = duckdb.execute(criterion_sql).arrow() - docs_filtered = total_docs - filter_table.num_rows - bytes_filtered = total_bytes - filter_table.nbytes - metadata[f"docs_filtered_out_by '{filter_criterion}'"] = docs_filtered - metadata[f"bytes_filtered_out_by '{filter_criterion}'"] = bytes_filtered - - # use filtering criteria to build the SQL query for filtering - filter_clauses = [f"({x})" for x in self.filter_criteria] - where_clause = f" {self.logical_operator} ".join(filter_clauses) - sql_statement = f"{sql_statement} WHERE {where_clause}" - - # filter using SQL statement - try: - filtered_table = duckdb.execute(sql_statement).arrow() - except Exception as ex: - logger.error(f"FilterTransform::transform failed: {ex}") - raise ex - else: - filtered_table = table - - # drop any columns requested from the final result - if len(self.columns_to_drop) > 0: - filtered_table_cols_dropped = filtered_table.drop_columns(self.columns_to_drop) - else: - filtered_table_cols_dropped = filtered_table - - # add global filter stats to metadata - metadata["docs_after_filter"] = filtered_table.num_rows - metadata["columns_after_filter"] = filtered_table_cols_dropped.num_columns - metadata["bytes_after_filter"] = filtered_table.nbytes - - return [filtered_table_cols_dropped], metadata - - -class FilterTransformConfiguration(TransformConfiguration): - """ - Provides support for configuring and using the associated Transform class include - configuration with CLI args and combining of metadata. - """ - - def __init__(self): - super().__init__( - name=short_name, - transform_class=FilterTransform, - ) - - def add_input_params(self, parser: argparse.ArgumentParser) -> None: - """ - Add Transform-specific arguments to the given parser. - This will be included in a dictionary used to initialize the FilterTransform. - By convention a common prefix should be used for all mutator-specific CLI args - (e.g, noop_, pii_, etc.) - """ - - sample_sql = [ - "docq_total_words > 100 AND docq_total_words < 200", - "docq_perplex_score < 230", - "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", - "title LIKE 'https://%%'", - "document_id IN ('doc-id-1', 'doc-id-2', 'doc-id-3')", - ] - columns_to_drop_example = ["column1", "column2"] - - parser.add_argument( - f"--{filter_criteria_cli_param}", - type=ast.literal_eval, - required=True, - default=ast.literal_eval("[]"), - help=f"list of filter criteria (in SQL WHERE clause format), for example: {json.dumps(sample_sql, indent=2, default=str)}", - ) - parser.add_argument( - f"--{filter_columns_to_drop_cli_param}", - type=ast.literal_eval, - required=False, - default=ast.literal_eval("[]"), - help=f"list of columns to drop after filtering, for example: {json.dumps(columns_to_drop_example)}", - ) - parser.add_argument( - f"--{filter_logical_operator_cli_param}", - type=str, - required=False, - default="AND", - choices=["AND", "OR"], - help="logical operator (AND or OR) that joins filter criteria", - ) - - def apply_input_params(self, args: argparse.Namespace) -> bool: - """ - Validate and apply the arguments that have been parsed - :param args: user defined arguments. - :return: True, if validate pass or False otherwise - """ - # Capture the args that are specific to this transform - captured = CLIArgumentProvider.capture_parameters(args, cli_prefix, False) - self.params = self.params | captured - return True - - -class FilterPythonTransformConfiguration(PythonTransformRuntimeConfiguration): - def __init__(self): - super().__init__(transform_config=FilterTransformConfiguration()) - - class FilterRayTransformConfiguration(RayTransformRuntimeConfiguration): def __init__(self): super().__init__(transform_config=FilterTransformConfiguration()) diff --git a/transforms/universal/filter/ray/test/test_filter_ray.py b/transforms/universal/filter/ray/test/test_filter_ray.py index 3c8062fa4..b5b980adc 100644 --- a/transforms/universal/filter/ray/test/test_filter_ray.py +++ b/transforms/universal/filter/ray/test/test_filter_ray.py @@ -12,109 +12,29 @@ import os +from data_processing.runtime import AbstractTransformLauncher from data_processing.test_support.launch.transform_test import ( AbstractTransformLauncherTest, ) from data_processing_ray.runtime.ray import RayTransformLauncher -from filter_transform_ray import ( - FilterRayTransformConfiguration, +from filter_transform import ( filter_columns_to_drop_cli_param, filter_criteria_cli_param, filter_logical_operator_cli_param, filter_logical_operator_default, ) +from filter_transform_ray import FilterRayTransformConfiguration + +from transforms.universal.filter.python.test.test_filter_python import ( + TestPythonFilterTransform, +) -class TestRayFilterTransform(AbstractTransformLauncherTest): +class TestRayFilterTransform(TestPythonFilterTransform): """ - Extends the super-class to define the test data for the tests defined there. + Extends the Python super-class to redefine the launcher as a RayTransformLauncher. The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. """ - def get_test_transform_fixtures(self) -> list[tuple]: - fixtures = [] - basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data")) - - fixtures.append( - ( - RayTransformLauncher(FilterRayTransformConfiguration()), - { - "run_locally": True, - filter_criteria_cli_param: [ - "docq_total_words > 100 AND docq_total_words < 200", - "ibmkenlm_docq_perplex_score < 230", - ], - filter_logical_operator_cli_param: filter_logical_operator_default, - filter_columns_to_drop_cli_param: ["extra", "cluster"], - }, - os.path.join(basedir, "input"), - os.path.join(basedir, "expected", "test-and"), - ) - ) - - fixtures.append( - ( - RayTransformLauncher(FilterRayTransformConfiguration()), - { - "run_locally": True, - filter_criteria_cli_param: [ - "docq_total_words > 100 AND docq_total_words < 200", - "ibmkenlm_docq_perplex_score < 230", - ], - filter_logical_operator_cli_param: "OR", - filter_columns_to_drop_cli_param: ["extra", "cluster"], - }, - os.path.join(basedir, "input"), - os.path.join(basedir, "expected", "test-or"), - ) - ) - - # These test are also done in the python-only tests, so no real need to duplicate here. They slow down ci/cd builds. - # fixtures.append( - # ( - # RayTransformLauncher(FilterRayTransformConfiguration()), - # { - # "run_locally": True, - # filter_criteria_cli_param: [], - # filter_logical_operator_cli_param: filter_logical_operator_default, - # filter_columns_to_drop_cli_param: [], - # }, - # os.path.join(basedir, "input"), - # os.path.join(basedir, "expected", "test-default"), - # ) - # ) - # - # fixtures.append( - # ( - # RayTransformLauncher(FilterRayTransformConfiguration()), - # { - # "run_locally": True, - # filter_criteria_cli_param: [ - # "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", - # "title LIKE 'https://%'", - # ], - # filter_logical_operator_cli_param: filter_logical_operator_default, - # filter_columns_to_drop_cli_param: [], - # }, - # os.path.join(basedir, "input"), - # os.path.join(basedir, "expected", "test-datetime-like"), - # ) - # ) - # - # fixtures.append( - # ( - # RayTransformLauncher(FilterRayTransformConfiguration()), - # { - # "run_locally": True, - # filter_criteria_cli_param: [ - # "document IN ('CC-MAIN-20190221132217-20190221154217-00305.warc.gz', 'CC-MAIN-20200528232803-20200529022803-00154.warc.gz', 'CC-MAIN-20190617103006-20190617125006-00025.warc.gz')", - # ], - # filter_logical_operator_cli_param: filter_logical_operator_default, - # filter_columns_to_drop_cli_param: [], - # }, - # os.path.join(basedir, "input"), - # os.path.join(basedir, "expected", "test-in"), - # ) - # ) - - return fixtures + def _get_launcher(self) -> AbstractTransformLauncher: + return RayTransformLauncher(FilterRayTransformConfiguration()) From 2e55adfbba7888f430d11902b7d61f675e832179 Mon Sep 17 00:00:00 2001 From: David Wood Date: Tue, 4 Jun 2024 15:30:37 -0400 Subject: [PATCH 4/5] Filter splitting, more makefile fixes Signed-off-by: David Wood --- .make.defaults | 4 + .make.versions | 2 + transforms/.make.transforms | 9 +- transforms/universal/filter/python/Dockerfile | 5 +- .../filter/python/src/filter_test_support.py | 135 ++++++++++++++++++ .../filter/python/test/test_filter_python.py | 118 +-------------- transforms/universal/filter/ray/Dockerfile | 2 + .../universal/filter/ray/pyproject.toml | 46 ++++++ .../universal/filter/ray/requirements.txt | 4 - .../filter/ray/test/test_filter_ray.py | 24 ++-- transforms/universal/noop/python/Dockerfile | 1 + 11 files changed, 209 insertions(+), 141 deletions(-) create mode 100644 transforms/universal/filter/python/src/filter_test_support.py create mode 100644 transforms/universal/filter/ray/pyproject.toml delete mode 100644 transforms/universal/filter/ray/requirements.txt diff --git a/.make.defaults b/.make.defaults index 276fa35c9..38e9606e2 100644 --- a/.make.defaults +++ b/.make.defaults @@ -275,6 +275,7 @@ __check_defined = \ .defaults.ray-lib-src-venv:: .defaults.create-venv .defaults.install-ray-lib-src-venv .defaults.install-local-requirements-venv # Install all source from the repo for a ray runtime transform into an existing venv +# And if there is an adjacent python dir (as for transforms), then also install that source .PHONY: .defaults.install-ray-lib-src-venv .defaults.install-ray-lib-src-venv:: @# Help: Install Ray and Python data processing library source into existing venv @@ -285,6 +286,9 @@ __check_defined = \ pip uninstall -y data-prep-toolkit-ray; \ $(MAKE) PYTHON_PROJECT_DIR=$(DPK_PYTHON_LIB_DIR) .defaults.install-src-venv; \ $(MAKE) PYTHON_PROJECT_DIR=$(DPK_RAY_LIB_DIR) .defaults.install-src-venv; \ + if [ -d ../python ]; then \ + $(MAKE) PYTHON_PROJECT_DIR=../python .defaults.install-src-venv; \ + fi echo Installed source from Ray data processing library for `which $(PYTHON)` # Install local requirements last as it generally includes our lib source diff --git a/.make.versions b/.make.versions index 08ce283f0..85dfe5428 100644 --- a/.make.versions +++ b/.make.versions @@ -20,6 +20,8 @@ DOC_ID_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) DOC_ID_SPARK_VERSION=0.2.0$(RELEASE_VERSION_SUFFIX) EDEDUP_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) FDEDUP_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) +FILTER_PYTHON_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) +FILTER_RAY_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) FILTER_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) FILTER_SPARK_VERSION=0.2.0$(RELEASE_VERSION_SUFFIX) NOOP_PYTHON_VERSION=0.9.0$(RELEASE_VERSION_SUFFIX) diff --git a/transforms/.make.transforms b/transforms/.make.transforms index 4c223fdf5..2b9db348d 100644 --- a/transforms/.make.transforms +++ b/transforms/.make.transforms @@ -100,9 +100,6 @@ extra-help: .PHONY: .transforms.ray-venv .transforms.ray-venv:: .defaults.ray-lib-src-venv - if [ -d ../python ]; then \ - $(MAKE) PYTHON_PROJECT_DIR=../python .defaults.install-src-venv; \ - fi # For now we do NOT install ../python source as we do for ray, since for now # spark implementations do not use the pure python transform. If/when @@ -153,13 +150,13 @@ extra-help: @# Help: Run the transform's tests and any '*local' .py files .PHONY: .transforms.python-test-image -.transforms.python-test-image:: .transforms.python-image .defaults.test-image-pytest +.transforms.python-test-image:: .transforms.python-image .transforms.test-image-help .defaults.test-image-pytest .PHONY: .transforms.ray-test-image -.transforms.ray-test-image:: .transforms.ray-image .defaults.test-image-pytest +.transforms.ray-test-image:: .transforms.ray-image .transforms.test-image-help .defaults.test-image-pytest .PHONY: .transforms.spark-test-image -.transforms.spark-test-image:: .transforms.spark-image .defaults.test-image-pytest +.transforms.spark-test-image:: .transforms.spark-image .transforms.test-image-help .defaults.test-image-pytest .PHONY: .transforms.test-image-pytest .transforms.test-image-pytest:: .defaults.test-image-pytest diff --git a/transforms/universal/filter/python/Dockerfile b/transforms/universal/filter/python/Dockerfile index 684ff141a..5d8a00f7e 100644 --- a/transforms/universal/filter/python/Dockerfile +++ b/transforms/universal/filter/python/Dockerfile @@ -25,8 +25,9 @@ RUN pip install --no-cache-dir -e . #RUN pip install --no-cache-dir -r requirements.txt # copy source data -COPY ./src/noop_transform.py . -COPY ./src/noop_local.py local/ +COPY ./src/filter_transform.py . +COPY ./src/filter_transform_python.py . +COPY ./src/filter_local.py local/ # copy test COPY test/ test/ diff --git a/transforms/universal/filter/python/src/filter_test_support.py b/transforms/universal/filter/python/src/filter_test_support.py new file mode 100644 index 000000000..19ba34a5e --- /dev/null +++ b/transforms/universal/filter/python/src/filter_test_support.py @@ -0,0 +1,135 @@ +# (C) Copyright IBM Corp. 2024. +# Licensed under the Apache License, Version 2.0 (the “License”); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an “AS IS” BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +################################################################################ + +import os + +from data_processing.runtime import AbstractTransformLauncher +from data_processing.runtime.pure_python import PythonTransformLauncher +from data_processing.test_support.launch.transform_test import ( + AbstractTransformLauncherTest, +) +from filter_transform import ( + FilterPythonTransformConfiguration, + filter_columns_to_drop_cli_param, + filter_criteria_cli_param, + filter_logical_operator_cli_param, + filter_logical_operator_default, +) + + +class AbstractPythonFilterTransformTest(AbstractTransformLauncherTest): + """ + Extends the super-class to define the test data for the tests defined there. + The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. + """ + + def _get_launcher(self) -> (AbstractTransformLauncher, dict): + """ + Allow other runtimes to override with a different Launcher but share the test fixtures. + Returns: the launcher and any additional command line/configuration included in the + list of args given as the 2nd element of the fixtures. + """ + return (PythonTransformLauncher(FilterPythonTransformConfiguration()), {}) + + def _get_test_file_directory(self) -> str: + raise NotImplemented + + def get_test_transform_fixtures(self) -> list[tuple]: + fixtures = [] + basedir = self._get_test_file_directory() + basedir = os.path.abspath(os.path.join(basedir, "../test-data")) + + launcher, args = self._get_launcher() + fixtures.append( + ( + launcher, + args + | { + filter_criteria_cli_param: [ + "docq_total_words > 100 AND docq_total_words < 200", + "ibmkenlm_docq_perplex_score < 230", + ], + filter_logical_operator_cli_param: filter_logical_operator_default, + filter_columns_to_drop_cli_param: ["extra", "cluster"], + }, + os.path.join(basedir, "input"), + os.path.join(basedir, "expected", "test-and"), + ) + ) + + launcher, args = self._get_launcher() + fixtures.append( + ( + launcher, + args + | { + filter_criteria_cli_param: [ + "docq_total_words > 100 AND docq_total_words < 200", + "ibmkenlm_docq_perplex_score < 230", + ], + filter_logical_operator_cli_param: "OR", + filter_columns_to_drop_cli_param: ["extra", "cluster"], + }, + os.path.join(basedir, "input"), + os.path.join(basedir, "expected", "test-or"), + ) + ) + + # These test are also done in the python-only tests, so no real need to duplicate here. They slow down ci/cd builds. + # fixtures.append( + # ( + # RayTransformLauncher(FilterRayTransformConfiguration()), + # { + # "run_locally": True, + # filter_criteria_cli_param: [], + # filter_logical_operator_cli_param: filter_logical_operator_default, + # filter_columns_to_drop_cli_param: [], + # }, + # os.path.join(basedir, "input"), + # os.path.join(basedir, "expected", "test-default"), + # ) + # ) + # + # fixtures.append( + # ( + # RayTransformLauncher(FilterRayTransformConfiguration()), + # { + # "run_locally": True, + # filter_criteria_cli_param: [ + # "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", + # "title LIKE 'https://%'", + # ], + # filter_logical_operator_cli_param: filter_logical_operator_default, + # filter_columns_to_drop_cli_param: [], + # }, + # os.path.join(basedir, "input"), + # os.path.join(basedir, "expected", "test-datetime-like"), + # ) + # ) + # + # fixtures.append( + # ( + # RayTransformLauncher(FilterRayTransformConfiguration()), + # { + # "run_locally": True, + # filter_criteria_cli_param: [ + # "document IN ('CC-MAIN-20190221132217-20190221154217-00305.warc.gz', 'CC-MAIN-20200528232803-20200529022803-00154.warc.gz', 'CC-MAIN-20190617103006-20190617125006-00025.warc.gz')", + # ], + # filter_logical_operator_cli_param: filter_logical_operator_default, + # filter_columns_to_drop_cli_param: [], + # }, + # os.path.join(basedir, "input"), + # os.path.join(basedir, "expected", "test-in"), + # ) + # ) + + return fixtures diff --git a/transforms/universal/filter/python/test/test_filter_python.py b/transforms/universal/filter/python/test/test_filter_python.py index 643f09c77..c87234cba 100644 --- a/transforms/universal/filter/python/test/test_filter_python.py +++ b/transforms/universal/filter/python/test/test_filter_python.py @@ -9,120 +9,12 @@ # See the License for the specific language governing permissions and # limitations under the License. ################################################################################ - import os -from data_processing.runtime import AbstractTransformLauncher -from data_processing.runtime.pure_python import PythonTransformLauncher -from data_processing.test_support.launch.transform_test import ( - AbstractTransformLauncherTest, -) -from filter_transform import ( - FilterPythonTransformConfiguration, - filter_columns_to_drop_cli_param, - filter_criteria_cli_param, - filter_logical_operator_cli_param, - filter_logical_operator_default, -) - - -class TestPythonFilterTransform(AbstractTransformLauncherTest): - """ - Extends the super-class to define the test data for the tests defined there. - The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. - """ - - def _get_launcher(self) -> AbstractTransformLauncher: - """ - Allow other runtimes to override with a different Launcher but share the test fixtures. - Returns: - """ - return PythonTransformLauncher(FilterPythonTransformConfiguration()) - - def get_test_transform_fixtures(self) -> list[tuple]: - fixtures = [] - basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../test-data")) - - fixtures.append( - ( - self._get_launcher(), - { - "run_locally": True, - filter_criteria_cli_param: [ - "docq_total_words > 100 AND docq_total_words < 200", - "ibmkenlm_docq_perplex_score < 230", - ], - filter_logical_operator_cli_param: filter_logical_operator_default, - filter_columns_to_drop_cli_param: ["extra", "cluster"], - }, - os.path.join(basedir, "input"), - os.path.join(basedir, "expected", "test-and"), - ) - ) - - fixtures.append( - ( - self._get_launcher(), - { - "run_locally": True, - filter_criteria_cli_param: [ - "docq_total_words > 100 AND docq_total_words < 200", - "ibmkenlm_docq_perplex_score < 230", - ], - filter_logical_operator_cli_param: "OR", - filter_columns_to_drop_cli_param: ["extra", "cluster"], - }, - os.path.join(basedir, "input"), - os.path.join(basedir, "expected", "test-or"), - ) - ) +from filter_test_support import AbstractPythonFilterTransformTest - # These test are also done in the python-only tests, so no real need to duplicate here. They slow down ci/cd builds. - # fixtures.append( - # ( - # RayTransformLauncher(FilterRayTransformConfiguration()), - # { - # "run_locally": True, - # filter_criteria_cli_param: [], - # filter_logical_operator_cli_param: filter_logical_operator_default, - # filter_columns_to_drop_cli_param: [], - # }, - # os.path.join(basedir, "input"), - # os.path.join(basedir, "expected", "test-default"), - # ) - # ) - # - # fixtures.append( - # ( - # RayTransformLauncher(FilterRayTransformConfiguration()), - # { - # "run_locally": True, - # filter_criteria_cli_param: [ - # "date_acquired BETWEEN '2023-07-04' AND '2023-07-08'", - # "title LIKE 'https://%'", - # ], - # filter_logical_operator_cli_param: filter_logical_operator_default, - # filter_columns_to_drop_cli_param: [], - # }, - # os.path.join(basedir, "input"), - # os.path.join(basedir, "expected", "test-datetime-like"), - # ) - # ) - # - # fixtures.append( - # ( - # RayTransformLauncher(FilterRayTransformConfiguration()), - # { - # "run_locally": True, - # filter_criteria_cli_param: [ - # "document IN ('CC-MAIN-20190221132217-20190221154217-00305.warc.gz', 'CC-MAIN-20200528232803-20200529022803-00154.warc.gz', 'CC-MAIN-20190617103006-20190617125006-00025.warc.gz')", - # ], - # filter_logical_operator_cli_param: filter_logical_operator_default, - # filter_columns_to_drop_cli_param: [], - # }, - # os.path.join(basedir, "input"), - # os.path.join(basedir, "expected", "test-in"), - # ) - # ) - return fixtures +class TestPythonFilterTransform(AbstractPythonFilterTransformTest): + def _get_test_file_directory(self) -> str: + dir = os.path.abspath(os.path.dirname(__file__)) + return dir diff --git a/transforms/universal/filter/ray/Dockerfile b/transforms/universal/filter/ray/Dockerfile index 606777485..42499e908 100644 --- a/transforms/universal/filter/ray/Dockerfile +++ b/transforms/universal/filter/ray/Dockerfile @@ -9,6 +9,8 @@ COPY --chown=ray:users data-processing-lib-python/ data-processing-lib-python/ RUN cd data-processing-lib-python && pip install --no-cache-dir -e . COPY --chown=ray:users data-processing-lib-ray/ data-processing-lib-ray/ RUN cd data-processing-lib-ray && pip install --no-cache-dir -e . +COPY --chown=ray:users python-transform/ python-transform +RUN cd python-transform && pip install --no-cache-dir -e . COPY requirements.txt requirements.txt RUN pip install --no-cache-dir -r requirements.txt diff --git a/transforms/universal/filter/ray/pyproject.toml b/transforms/universal/filter/ray/pyproject.toml new file mode 100644 index 000000000..7e26492a6 --- /dev/null +++ b/transforms/universal/filter/ray/pyproject.toml @@ -0,0 +1,46 @@ +[project] +name = "dpk_filter_transform_ray" +version = "0.4.0.dev6" +requires-python = ">=3.10" +description = "Filter Ray Transform" +license = {text = "Apache-2.0"} +readme = {file = "README.md", content-type = "text/markdown"} +authors = [ + { name = "David Wood", email = "dawood@us.ibm.com" }, + { name = "Boris Lublinsky", email = "blublinsky@ibm.com" }, +] +dependencies = [ + "dpk-filter-transform-python==0.9.0.dev6", + "data-prep-toolkit-ray==0.2.0.dev6", +] + +[build-system] +requires = ["setuptools>=68.0.0", "wheel", "setuptools_scm[toml]>=7.1.0"] +build-backend = "setuptools.build_meta" + +[project.optional-dependencies] +dev = [ + "twine", + "pytest>=7.3.2", + "pytest-dotenv>=0.5.2", + "pytest-env>=1.0.0", + "pre-commit>=3.3.2", + "pytest-cov>=4.1.0", + "pytest-mock>=3.10.0", + "moto==5.0.5", + "markupsafe==2.0.1", +] + +[options] +package_dir = ["src","test"] + +[options.packages.find] +where = ["src/"] + +[tool.pytest.ini_options] +# Currently we use low coverage since we have to run tests separately (see makefile) +#addopts = "--cov --cov-report term-missing --cov-fail-under 25" +markers = ["unit: unit tests", "integration: integration tests"] + +[tool.coverage.run] +include = ["src/*"] diff --git a/transforms/universal/filter/ray/requirements.txt b/transforms/universal/filter/ray/requirements.txt deleted file mode 100644 index e0566390e..000000000 --- a/transforms/universal/filter/ray/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -# transform runtime -#data-prep-kit==0.1.2 -# filter -duckdb==0.10.1 diff --git a/transforms/universal/filter/ray/test/test_filter_ray.py b/transforms/universal/filter/ray/test/test_filter_ray.py index b5b980adc..1bba524b5 100644 --- a/transforms/universal/filter/ray/test/test_filter_ray.py +++ b/transforms/universal/filter/ray/test/test_filter_ray.py @@ -13,28 +13,20 @@ import os from data_processing.runtime import AbstractTransformLauncher -from data_processing.test_support.launch.transform_test import ( - AbstractTransformLauncherTest, -) from data_processing_ray.runtime.ray import RayTransformLauncher -from filter_transform import ( - filter_columns_to_drop_cli_param, - filter_criteria_cli_param, - filter_logical_operator_cli_param, - filter_logical_operator_default, -) +from filter_test_support import AbstractPythonFilterTransformTest from filter_transform_ray import FilterRayTransformConfiguration -from transforms.universal.filter.python.test.test_filter_python import ( - TestPythonFilterTransform, -) - -class TestRayFilterTransform(TestPythonFilterTransform): +class TestPythonFilterTransform(AbstractPythonFilterTransformTest): """ Extends the Python super-class to redefine the launcher as a RayTransformLauncher. The name of this class MUST begin with the word Test so that pytest recognizes it as a test class. """ - def _get_launcher(self) -> AbstractTransformLauncher: - return RayTransformLauncher(FilterRayTransformConfiguration()) + def _get_test_file_directory(self) -> str: + dir = os.path.abspath(os.path.dirname(__file__)) + return dir + + def _get_launcher(self) -> (AbstractTransformLauncher, dict): + return (RayTransformLauncher(FilterRayTransformConfiguration()), {"run_locally": True}) diff --git a/transforms/universal/noop/python/Dockerfile b/transforms/universal/noop/python/Dockerfile index 684ff141a..13a0e42f5 100644 --- a/transforms/universal/noop/python/Dockerfile +++ b/transforms/universal/noop/python/Dockerfile @@ -26,6 +26,7 @@ RUN pip install --no-cache-dir -e . # copy source data COPY ./src/noop_transform.py . +COPY ./src/noop_transform_python.py . COPY ./src/noop_local.py local/ # copy test From 798457ff911cd513ea0811bcb1e6c516d3442eea Mon Sep 17 00:00:00 2001 From: David Wood Date: Tue, 4 Jun 2024 16:52:52 -0400 Subject: [PATCH 5/5] Fix filter Dockerfile to use pyproject.toml instead of requirements.txt Signed-off-by: David Wood --- transforms/universal/filter/ray/Dockerfile | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/transforms/universal/filter/ray/Dockerfile b/transforms/universal/filter/ray/Dockerfile index 42499e908..587dc56aa 100644 --- a/transforms/universal/filter/ray/Dockerfile +++ b/transforms/universal/filter/ray/Dockerfile @@ -12,8 +12,12 @@ RUN cd data-processing-lib-ray && pip install --no-cache-dir -e . COPY --chown=ray:users python-transform/ python-transform RUN cd python-transform && pip install --no-cache-dir -e . -COPY requirements.txt requirements.txt -RUN pip install --no-cache-dir -r requirements.txt +#COPY requirements.txt requirements.txt +#RUN pip install --no-cache-dir -r requirements.txt + +COPY --chown=ray:users src/ src/ +COPY --chown=ray:users pyproject.toml pyproject.toml +RUN pip install --no-cache-dir -e . # copy source data COPY ./src/filter_transform_ray.py .