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Signed-off-by: SHAHROKH DAIJAVAD <shahrokh@us.ibm.com>
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"id": "afd55886-5f5b-4794-838e-ef8179fb0394", | ||
"metadata": {}, | ||
"source": [ | ||
"##### **** These pip installs need to be adapted to use the appropriate release level. Alternatively, The venv running the jupyter lab could be pre-configured with a requirement file that includes the right release. Example for transform developers working from git clone:\n", | ||
"```\n", | ||
"make venv \n", | ||
"source venv/bin/activate \n", | ||
"pip install jupyterlab\n", | ||
"```" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 1, | ||
"id": "4c45c3c6-e4d7-4e61-8de6-32d61f2ce695", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"%%capture\n", | ||
"## This is here as a reference only\n", | ||
"# Users and application developers must use the right tag for the latest from pypi\n", | ||
"#!pip install data-prep-toolkit\n", | ||
"#!pip install data-prep-toolkit-transforms\n", | ||
"#!pip install data-prep-connector" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "407fd4e4-265d-4ec7-bbc9-b43158f5f1f3", | ||
"metadata": { | ||
"jp-MarkdownHeadingCollapsed": true | ||
}, | ||
"source": [ | ||
"##### **** Configure the transform parameters. The set of dictionary keys holding DocQualityTransform configuration for values are as follows: \n", | ||
"* text_lang - specifies language used in the text content. By default, \"en\" is used.\n", | ||
"* doc_content_column - specifies column name that contains document text. By default, \"contents\" is used.\n", | ||
"* bad_word_filepath - specifies a path to bad word file: local folder (file or directory) that points to bad word file. You don't have to set this parameter if you don't need to set bad words.\n", | ||
"#####" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "ebf1f782-0e61-485c-8670-81066beb734c", | ||
"metadata": {}, | ||
"source": [ | ||
"##### ***** Import required classes and modules" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "c2a12abc-9460-4e45-8961-873b48a9ab19", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import ast\n", | ||
"import os\n", | ||
"import sys\n", | ||
"\n", | ||
"from data_processing.runtime.pure_python import PythonTransformLauncher\n", | ||
"from data_processing.utils import ParamsUtils\n", | ||
"from doc_quality_transform import (bad_word_filepath_cli_param, doc_content_column_cli_param, text_lang_cli_param,)\n", | ||
"from doc_quality_transform_python import DocQualityPythonTransformConfiguration" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "7234563c-2924-4150-8a31-4aec98c1bf33", | ||
"metadata": {}, | ||
"source": [ | ||
"##### ***** Setup runtime parameters for this transform" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "e90a853e-412f-45d7-af3d-959e755aeebb", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"\n", | ||
"# create parameters\n", | ||
"input_folder = os.path.join(\"python\", \"test-data\", \"input\")\n", | ||
"output_folder = os.path.join( \"python\", \"output\")\n", | ||
"local_conf = {\n", | ||
" \"input_folder\": input_folder,\n", | ||
" \"output_folder\": output_folder,\n", | ||
"}\n", | ||
"params = {\n", | ||
" # Data access. Only required parameters are specified\n", | ||
" \"data_local_config\": ParamsUtils.convert_to_ast(local_conf),\n", | ||
" # execution info\n", | ||
" \"runtime_pipeline_id\": \"pipeline_id\",\n", | ||
" \"runtime_job_id\": \"job_id\",\n", | ||
" \"runtime_code_location\": ParamsUtils.convert_to_ast(code_location),\n", | ||
" # doc_quality params\n", | ||
" text_lang_cli_param: \"en\",\n", | ||
" doc_content_column_cli_param: \"contents\",\n", | ||
" bad_word_filepath_cli_param: os.path.join(\"python\", \"ldnoobw\", \"en\"),\n", | ||
"}" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "7949f66a-d207-45ef-9ad7-ad9406f8d42a", | ||
"metadata": {}, | ||
"source": [ | ||
"##### ***** Use python runtime to invoke the transform" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "0775e400-7469-49a6-8998-bd4772931459", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"%%capture\n", | ||
"sys.argv = ParamsUtils.dict_to_req(d=params)\n", | ||
"launcher = PythonTransformLauncher(runtime_config=DocQualityPythonTransformConfiguration())\n", | ||
"launcher.launch()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "c3df5adf-4717-4a03-864d-9151cd3f134b", | ||
"metadata": {}, | ||
"source": [ | ||
"##### **** The specified folder will include the transformed parquet files." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "7276fe84-6512-4605-ab65-747351e13a7c", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import glob\n", | ||
"glob.glob(\"python/output/*\")" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.10.8" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |