From 8368ce9c7e31792c8cca624bca428fa1fe4c98ee Mon Sep 17 00:00:00 2001 From: Daiki Tsuzuku Date: Mon, 10 Jun 2024 19:52:19 +0900 Subject: [PATCH 1/4] add language identification transform module Signed-off-by: Daiki Tsuzuku --- transforms/language/language_id/Makefile | 66 ++++++ .../language/language_id/kfp_ray/Makefile | 54 +++++ .../kfp_ray/lang_id_multiple_wf.py | 220 ++++++++++++++++++ .../language_id/kfp_ray/lang_id_wf.py | 218 +++++++++++++++++ .../language/language_id/python/.dockerignore | 1 + .../language/language_id/python/Dockerfile | 56 +++++ .../language/language_id/python/Makefile | 56 +++++ .../language/language_id/python/README.md | 53 +++++ .../language_id/python/pyproject.toml | 47 ++++ .../language_id/python/src/lang_id_local.py | 45 ++++ .../python/src/lang_id_local_python.py | 54 +++++ .../python/src/lang_id_transform.py | 121 ++++++++++ .../python/src/lang_id_transform_python.py | 42 ++++ .../language_id/python/src/lang_models.py | 50 ++++ .../language/language_id/python/src/nlp.py | 43 ++++ .../python/test-data/expected/metadata.json | 86 +++++++ .../python/test-data/expected/test_01.parquet | Bin 0 -> 41379 bytes .../python/test-data/expected/test_02.parquet | Bin 0 -> 110851 bytes .../python/test-data/expected/test_03.parquet | Bin 0 -> 318602 bytes .../python/test-data/input/test_01.parquet | Bin 0 -> 39161 bytes .../python/test-data/input/test_02.parquet | Bin 0 -> 108743 bytes .../python/test-data/input/test_03.parquet | Bin 0 -> 317008 bytes .../language_id/python/test/test_lang_id.py | 87 +++++++ .../python/test/test_lang_id_python.py | 41 ++++ .../language_id/python/test/test_nlp.py | 38 +++ .../language/language_id/ray/.dockerignore | 1 + .../language/language_id/ray/.gitignore | 38 +++ .../language/language_id/ray/Dockerfile | 47 ++++ transforms/language/language_id/ray/Makefile | 51 ++++ transforms/language/language_id/ray/README.md | 42 ++++ .../language/language_id/ray/pyproject.toml | 45 ++++ .../language/language_id/ray/requirements.txt | 5 + .../language_id/ray/src/lang_id_local_ray.py | 61 +++++ .../language_id/ray/src/lang_id_s3_ray.py | 67 ++++++ .../ray/src/lang_id_transform_ray.py | 53 +++++ .../ray/test-data/expected/metadata.json | 86 +++++++ .../ray/test-data/expected/test_01.parquet | Bin 0 -> 41379 bytes .../ray/test-data/expected/test_02.parquet | Bin 0 -> 110851 bytes .../ray/test-data/expected/test_03.parquet | Bin 0 -> 318602 bytes .../ray/test-data/input/test_01.parquet | Bin 0 -> 39161 bytes .../ray/test-data/input/test_02.parquet | Bin 0 -> 108743 bytes .../ray/test-data/input/test_03.parquet | Bin 0 -> 317008 bytes .../language_id/ray/test/test_lang_id_ray.py | 50 ++++ 43 files changed, 1924 insertions(+) create mode 100644 transforms/language/language_id/Makefile create mode 100644 transforms/language/language_id/kfp_ray/Makefile create mode 100644 transforms/language/language_id/kfp_ray/lang_id_multiple_wf.py create mode 100644 transforms/language/language_id/kfp_ray/lang_id_wf.py create mode 100644 transforms/language/language_id/python/.dockerignore create mode 100644 transforms/language/language_id/python/Dockerfile create mode 100644 transforms/language/language_id/python/Makefile create mode 100644 transforms/language/language_id/python/README.md create mode 100644 transforms/language/language_id/python/pyproject.toml create mode 100644 transforms/language/language_id/python/src/lang_id_local.py create mode 100644 transforms/language/language_id/python/src/lang_id_local_python.py create mode 100644 transforms/language/language_id/python/src/lang_id_transform.py create mode 100644 transforms/language/language_id/python/src/lang_id_transform_python.py create mode 100644 transforms/language/language_id/python/src/lang_models.py create mode 100644 transforms/language/language_id/python/src/nlp.py create mode 100644 transforms/language/language_id/python/test-data/expected/metadata.json create mode 100644 transforms/language/language_id/python/test-data/expected/test_01.parquet create mode 100644 transforms/language/language_id/python/test-data/expected/test_02.parquet create mode 100644 transforms/language/language_id/python/test-data/expected/test_03.parquet create mode 100644 transforms/language/language_id/python/test-data/input/test_01.parquet create mode 100644 transforms/language/language_id/python/test-data/input/test_02.parquet create mode 100644 transforms/language/language_id/python/test-data/input/test_03.parquet create mode 100644 transforms/language/language_id/python/test/test_lang_id.py create mode 100644 transforms/language/language_id/python/test/test_lang_id_python.py create mode 100644 transforms/language/language_id/python/test/test_nlp.py create mode 100644 transforms/language/language_id/ray/.dockerignore create mode 100644 transforms/language/language_id/ray/.gitignore create mode 100644 transforms/language/language_id/ray/Dockerfile create mode 100644 transforms/language/language_id/ray/Makefile create mode 100644 transforms/language/language_id/ray/README.md create mode 100644 transforms/language/language_id/ray/pyproject.toml create mode 100644 transforms/language/language_id/ray/requirements.txt create mode 100644 transforms/language/language_id/ray/src/lang_id_local_ray.py create mode 100644 transforms/language/language_id/ray/src/lang_id_s3_ray.py create mode 100644 transforms/language/language_id/ray/src/lang_id_transform_ray.py create mode 100644 transforms/language/language_id/ray/test-data/expected/metadata.json create mode 100644 transforms/language/language_id/ray/test-data/expected/test_01.parquet create mode 100644 transforms/language/language_id/ray/test-data/expected/test_02.parquet create mode 100644 transforms/language/language_id/ray/test-data/expected/test_03.parquet create mode 100644 transforms/language/language_id/ray/test-data/input/test_01.parquet create mode 100644 transforms/language/language_id/ray/test-data/input/test_02.parquet create mode 100644 transforms/language/language_id/ray/test-data/input/test_03.parquet create mode 100644 transforms/language/language_id/ray/test/test_lang_id_ray.py diff --git a/transforms/language/language_id/Makefile b/transforms/language/language_id/Makefile new file mode 100644 index 000000000..7735c3251 --- /dev/null +++ b/transforms/language/language_id/Makefile @@ -0,0 +1,66 @@ +REPOROOT=../../.. +# Use make help, to see the available rules +include $(REPOROOT)/.make.defaults + +setup:: + @# Help: Recursively make $@ all subdirs + $(MAKE) RULE=$@ .recurse + +clean:: + @# Help: Recursively make $@ all subdirs + $(MAKE) RULE=$@ .recurse + +build:: + @# Help: Recursively make $@ in subdirs + $(MAKE) RULE=$@ .recurse +venv:: + @# Help: Recursively make $@ in subdirs + $(MAKE) RULE=$@ .recurse + +image:: + @# Help: Recursively make $@ in all subdirs + @$(MAKE) RULE=$@ .recurse + +set-versions:: + @# Help: Recursively $@ in all subdirs + @$(MAKE) RULE=$@ .recurse + +publish:: + @# Help: Recursively make $@ in all subdirs + @$(MAKE) RULE=$@ .recurse + +test-image:: + @# Help: Recursively make $@ in all subdirs + @$(MAKE) RULE=$@ .recurse + +test:: + @# Help: Recursively make $@ in all subdirs + @$(MAKE) RULE=$@ .recurse + +test-src:: + @# Help: Recursively make $@ in all subdirs + $(MAKE) RULE=$@ .recurse + +load-image:: + @# Help: Recursively make $@ in all subdirs + $(MAKE) RULE=$@ .recurse + +.PHONY: workflow-venv +workflow-venv: + $(MAKE) -C kfp_ray/v1 workflow-venv + +.PHONY: workflow-build +workflow-build: + $(MAKE) -C kfp_ray/v1 workflow-build + +.PHONY: workflow-test +workflow-test: + $(MAKE) -C kfp_ray/v1 workflow-test + +.PHONY: workflow-upload +workflow-upload: + $(MAKE) -C kfp_ray/v1 workflow-upload + +.PHONY: workflow-reconcile-requirements +workflow-reconcile-requirements: + $(MAKE) -C kfp_ray/v1 workflow-reconcile-requirements diff --git a/transforms/language/language_id/kfp_ray/Makefile b/transforms/language/language_id/kfp_ray/Makefile new file mode 100644 index 000000000..fb56f30a7 --- /dev/null +++ b/transforms/language/language_id/kfp_ray/Makefile @@ -0,0 +1,54 @@ +REPOROOT=${CURDIR}/../../../../ +WORKFLOW_VENV_ACTIVATE=${REPOROOT}/transforms/venv/bin/activate +include $(REPOROOT)/transforms/.make.workflows + +SRC_DIR=${CURDIR}/../ray/ + +PYTHON_WF := $(shell find ./ -name '*_wf.py') +YAML_WF := $(patsubst %.py, %.yaml, ${PYTHON_WF}) + +workflow-venv: .check_python_version ${WORKFLOW_VENV_ACTIVATE} + +clean:: .defaults.clean + +setup:: + +venv:: + +build:: + +test:: + +test-src:: + +test-image:: + +publish:: + +image:: + +load-image:: + +set-versions: workflow-reconcile-requirements + +.PHONY: workflow-build +workflow-build: workflow-venv + @for file in $(YAML_WF); do \ + $(MAKE) $$file; \ + done + +.PHONY: workflow-test +workflow-test: workflow-build + $(MAKE) .transforms_workflows.test-pipeline TRANSFORM_SRC=${SRC_DIR} PIPELINE_FILE=lang_id_wf.yaml + +.PHONY: workflow-upload +workflow-upload: workflow-build + @for file in $(YAML_WF); do \ + $(MAKE) .transforms_workflows.upload-pipeline PIPELINE_FILE=$$file; \ + done + +.PHONY: workflow-reconcile-requirements +workflow-reconcile-requirements: + @for file in $(PYTHON_WF); do \ + $(MAKE) .transforms_workflows.reconcile-requirements PIPELINE_FILE=$$file; \ + done diff --git a/transforms/language/language_id/kfp_ray/lang_id_multiple_wf.py b/transforms/language/language_id/kfp_ray/lang_id_multiple_wf.py new file mode 100644 index 000000000..9f7262e43 --- /dev/null +++ b/transforms/language/language_id/kfp_ray/lang_id_multiple_wf.py @@ -0,0 +1,220 @@ +# (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 workflow_support.compile_utils import ( + ONE_HOUR_SEC, + ONE_WEEK_SEC, + ComponentUtils, +) + +import kfp.compiler as compiler +import kfp.components as comp +import kfp.dsl as dsl + + +task_image = "quay.io/dataprep1/data-prep-kit/lang_id-ray:0.4.0.dev6" + +# the name of the job script +EXEC_SCRIPT_NAME: str = "lang_id_transform_ray.py" + +# components +base_kfp_image = "quay.io/dataprep1/data-prep-kit/kfp-data-processing:0.2.0.dev6" + +# path to kfp component specifications files +component_spec_path = "../../../../kfp/kfp_ray_components/" + +# compute execution parameters. Here different tranforms might need different implementations. As +# a result, instead of creating a component we are creating it in place here. +def compute_exec_params_func( + worker_options: str, + actor_options: str, + data_s3_config: str, + data_max_files: int, + data_num_samples: int, + runtime_pipeline_id: str, + runtime_job_id: str, + runtime_code_location: str, + lang_id_model_credential: str, + lang_id_model_kind: str, + lang_id_model_url: str, + lang_id_content_column_name: str, +) -> dict: + import uuid + + from workflow_support.runtime_utils import KFPUtils + + return { + "data_s3_config": data_s3_config, + "data_max_files": data_max_files, + "data_num_samples": data_num_samples, + "runtime_num_workers": KFPUtils.default_compute_execution_params(worker_options, actor_options), + "runtime_worker_options": actor_options, + "runtime_pipeline_id": runtime_pipeline_id, + "runtime_job_id": runtime_job_id, + "runtime_code_location": runtime_code_location, + "lang_id_model_credential": lang_id_model_credential, + "lang_id_model_kind": lang_id_model_kind, + "lang_id_model_url": lang_id_model_url, + "lang_id_content_column_name": lang_id_content_column_name, + } + + +# KFPv1 and KFP2 uses different methods to create a component from a function. KFPv1 uses the +# `create_component_from_func` function, but it is deprecated by KFPv2 and so has a different import path. +# KFPv2 recommends using the `@dsl.component` decorator, which doesn't exist in KFPv1. Therefore, here we use +# this if/else statement and explicitly call the decorator. +if os.getenv("KFPv2", "0") == "1": + # In KFPv2 dsl.RUN_ID_PLACEHOLDER is deprecated and cannot be used since SDK 2.5.0. On another hand we cannot create + # a unique string in a component (at runtime) and pass it to the `clean_up_task` of `ExitHandler`, due to + # https://github.com/kubeflow/pipelines/issues/10187. Therefore, meantime we use a unique string created at + # compilation time. + import uuid + + compute_exec_params_op = dsl.component_decorator.component( + func=compute_exec_params_func, base_image=base_kfp_image + ) + print( + "WARNING: the ray cluster name can be non-unique at runtime, please do not execute simultaneous Runs of the " + + "same version of the same pipeline !!!") + run_id = uuid.uuid4().hex +else: + compute_exec_params_op = comp.create_component_from_func(func=compute_exec_params_func, base_image=base_kfp_image) + run_id = dsl.RUN_ID_PLACEHOLDER + +# create Ray cluster +create_ray_op = comp.load_component_from_file(component_spec_path + "createRayClusterComponent.yaml") +# execute job +execute_ray_jobs_op = comp.load_component_from_file(component_spec_path + "executeRayJobComponent.yaml") +# clean up Ray +cleanup_ray_op = comp.load_component_from_file(component_spec_path + "deleteRayClusterComponent.yaml") +# Task name is part of the pipeline name, the ray cluster name and the job name in DMF. +TASK_NAME: str = "lang_id" + + +@dsl.pipeline( + name=TASK_NAME + "-ray-pipeline", + description="Pipeline for multiple lang_id", +) +def lang_id( + # Ray cluster + ray_name: str = "lang_id-kfp-ray", # name of Ray cluster + ray_head_options: str = '{"cpu": 1, "memory": 4, "image_pull_secret": "", ' + '"image": "' + task_image + '", "image_pull_policy": "Always" }', + ray_worker_options: str = '{"replicas": 2, "max_replicas": 2, "min_replicas": 2, "cpu": 2, "memory": 4, ' + '"image_pull_secret": "", "image": "' + task_image + '", "image_pull_policy": "Always" }', + server_url: str = "http://kuberay-apiserver-service.kuberay.svc.cluster.local:8888", + # data access + data_s3_config: str = "[{'input_folder': 'test/lang_id/input/', 'output_folder': 'test/lang_id/output/'}]", + data_s3_access_secret: str = "s3-secret", + data_max_files: int = -1, + data_num_samples: int = -1, + # orchestrator + runtime_actor_options: str = "{'num_cpus': 0.8}", + runtime_pipeline_id: str = "pipeline_id", + runtime_code_location: str = "{'github': 'github', 'commit_hash': '12345', 'path': 'path'}", + # lang_id parameters + lang_id_model_credential: str = "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + lang_id_model_kind: str = "fasttext", + lang_id_model_url: str = "facebook/fasttext-language-identification", + lang_id_content_column_name: str = "contents", + # additional parameters + additional_params: str = '{"wait_interval": 2, "wait_cluster_ready_tmout": 400, "wait_cluster_up_tmout": 300, "wait_job_ready_tmout": 400, "wait_print_tmout": 30, "http_retries": 5}', +): + """ + Pipeline to execute Language Identification transform + :param ray_name: name of the Ray cluster + :param ray_head_options: head node options, containing the following: + cpu - number of cpus + memory - memory + image - image to use + image_pull_secret - image pull secret + :param ray_worker_options: worker node options (we here are using only 1 worker pool), containing the following: + replicas - number of replicas to create + max_replicas - max number of replicas + min_replicas - min number of replicas + cpu - number of cpus + memory - memory + image - image to use + image_pull_secret - image pull secret + :param server_url - server url + :param additional_params: additional (support) parameters, containing the following: + wait_interval - wait interval for API server, sec + wait_cluster_ready_tmout - time to wait for cluster ready, sec + wait_cluster_up_tmout - time to wait for cluster up, sec + wait_job_ready_tmout - time to wait for job ready, sec + wait_print_tmout - time between prints, sec + http_retries - http retries for API server calls + :param data_s3_access_secret - s3 access secret + :param data_s3_config - s3 configuration. Note that config here should be an array + :param data_max_files - max files to process + :param data_num_samples - num samples to process + :param runtime_actor_options - actor options + :param runtime_pipeline_id - pipeline id + :param runtime_code_location - code location + :param lang_id_model_credential - credential you use to get model + :param lang_id_model_kind - what kind of model you want to use for language identification + :param lang_id_model_url - url that model locates + :param lang_id_content_column_name - name of the column containing documents + :return: None + """ + # create clean_up task + clean_up_task = cleanup_ray_op(ray_name=ray_name, run_id=run_id, server_url=server_url) + ComponentUtils.add_settings_to_component(clean_up_task, 60) + # pipeline definition + with dsl.ExitHandler(clean_up_task): + # compute execution params + compute_exec_params = compute_exec_params_op( + worker_options=ray_worker_options, + actor_options=runtime_actor_options, + data_s3_config=data_s3_config, + data_max_files=data_max_files, + data_num_samples=data_num_samples, + runtime_pipeline_id=runtime_pipeline_id, + runtime_job_id=run_id, + runtime_code_location=runtime_code_location, + lang_id_model_credential=lang_id_model_credential, + lang_id_model_kind=lang_id_model_kind, + lang_id_model_url=lang_id_model_url, + lang_id_content_column_name=lang_id_content_column_name, + ) + ComponentUtils.add_settings_to_component(compute_exec_params, ONE_HOUR_SEC * 2) + # start Ray cluster + ray_cluster = create_ray_op( + ray_name=ray_name, + run_id=run_id, + ray_head_options=ray_head_options, + ray_worker_options=ray_worker_options, + server_url=server_url, + additional_params=additional_params, + ) + ComponentUtils.add_settings_to_component(ray_cluster, ONE_HOUR_SEC * 2) + ray_cluster.after(compute_exec_params) + # Execute job + execute_job = execute_ray_jobs_op( + ray_name=ray_name, + run_id=run_id, + additional_params=additional_params, + # note that the parameters below are specific for Language Identification transform + exec_params=compute_exec_params.output, + exec_script_name=EXEC_SCRIPT_NAME, + server_url=server_url, + ) + ComponentUtils.add_settings_to_component(execute_job, ONE_WEEK_SEC) + ComponentUtils.set_s3_env_vars_to_component(execute_job, data_s3_access_secret) + execute_job.after(ray_cluster) + + + +if __name__ == "__main__": + # Compiling the pipeline + compiler.Compiler().compile(lang_id, __file__.replace(".py", ".yaml")) diff --git a/transforms/language/language_id/kfp_ray/lang_id_wf.py b/transforms/language/language_id/kfp_ray/lang_id_wf.py new file mode 100644 index 000000000..9265b8e90 --- /dev/null +++ b/transforms/language/language_id/kfp_ray/lang_id_wf.py @@ -0,0 +1,218 @@ +# (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 workflow_support.compile_utils import ( + ONE_HOUR_SEC, + ONE_WEEK_SEC, + ComponentUtils, +) + +import kfp.compiler as compiler +import kfp.components as comp +import kfp.dsl as dsl + + +task_image = "quay.io/dataprep1/data-prep-kit/lang_id-ray:0.4.0.dev6" + +# the name of the job script +EXEC_SCRIPT_NAME: str = "lang_id_transform_ray.py" + +# components +base_kfp_image = "quay.io/dataprep1/data-prep-kit/kfp-data-processing:0.2.0.dev6" + +# path to kfp component specifications files +component_spec_path = "../../../../kfp/kfp_ray_components/" + + +# compute execution parameters. Here different tranforms might need different implementations. As +# a result, instead of creating a component we are creating it in place here. +def compute_exec_params_func( + worker_options: str, + actor_options: str, + data_s3_config: str, + data_max_files: int, + data_num_samples: int, + runtime_pipeline_id: str, + runtime_job_id: str, + runtime_code_location: str, + lang_id_model_credential: str, + lang_id_model_kind: str, + lang_id_model_url: str, + lang_id_content_column_name: str, +) -> dict: + from workflow_support.runtime_utils import KFPUtils + + return { + "data_s3_config": data_s3_config, + "data_max_files": data_max_files, + "data_num_samples": data_num_samples, + "runtime_num_workers": KFPUtils.default_compute_execution_params(worker_options, actor_options), + "runtime_worker_options": actor_options, + "runtime_pipeline_id": runtime_pipeline_id, + "runtime_job_id": runtime_job_id, + "runtime_code_location": runtime_code_location, + "lang_id_model_credential": lang_id_model_credential, + "lang_id_model_kind": lang_id_model_kind, + "lang_id_model_url": lang_id_model_url, + "lang_id_content_column_name": lang_id_content_column_name, + } + + +# KFPv1 and KFP2 uses different methods to create a component from a function. KFPv1 uses the +# `create_component_from_func` function, but it is deprecated by KFPv2 and so has a different import path. +# KFPv2 recommends using the `@dsl.component` decorator, which doesn't exist in KFPv1. Therefore, here we use +# this if/else statement and explicitly call the decorator. +if os.getenv("KFPv2", "0") == "1": + # In KFPv2 dsl.RUN_ID_PLACEHOLDER is deprecated and cannot be used since SDK 2.5.0. On another hand we cannot create + # a unique string in a component (at runtime) and pass it to the `clean_up_task` of `ExitHandler`, due to + # https://github.com/kubeflow/pipelines/issues/10187. Therefore, meantime we use a unique string created at + # compilation time. + import uuid + + compute_exec_params_op = dsl.component_decorator.component( + func=compute_exec_params_func, base_image=base_kfp_image + ) + print("WARNING: the ray cluster name can be non-unique at runtime, please do not execute simultaneous Runs of the " + + "same version of the same pipeline !!!") + run_id = uuid.uuid4().hex +else: + compute_exec_params_op = comp.create_component_from_func(func=compute_exec_params_func, base_image=base_kfp_image) + run_id = dsl.RUN_ID_PLACEHOLDER + +# create Ray cluster +create_ray_op = comp.load_component_from_file(component_spec_path + "createRayClusterComponent.yaml") +# execute job +execute_ray_jobs_op = comp.load_component_from_file(component_spec_path + "executeRayJobComponent.yaml") +# clean up Ray +cleanup_ray_op = comp.load_component_from_file(component_spec_path + "deleteRayClusterComponent.yaml") +# Task name is part of the pipeline name, the ray cluster name and the job name in DMF. +TASK_NAME: str = "lang_id" + + +@dsl.pipeline( + name=TASK_NAME + "-ray-pipeline", + description="Pipeline for multiple lang_id", +) +def lang_id( + # Ray cluster + ray_name: str = "lang_id-kfp-ray", # name of Ray cluster + ray_head_options: str = '{"cpu": 1, "memory": 4, "image_pull_secret": "", ' + '"image": "' + task_image + '", "image_pull_policy": "Always" }', + ray_worker_options: str = '{"replicas": 2, "max_replicas": 2, "min_replicas": 2, "cpu": 2, "memory": 4, ' + '"image_pull_secret": "", "image": "' + task_image + '", "image_pull_policy": "Always" }', + server_url: str = "http://kuberay-apiserver-service.kuberay.svc.cluster.local:8888", + # data access + data_s3_config: str = "{'input_folder': 'test/lang_id/input/', 'output_folder': 'test/lang_id/output/'}", + data_s3_access_secret: str = "s3-secret", + data_max_files: int = -1, + data_num_samples: int = -1, + # orchestrator + runtime_actor_options: str = "{'num_cpus': 0.8}", + runtime_pipeline_id: str = "pipeline_id", + runtime_code_location: str = "{'github': 'github', 'commit_hash': '12345', 'path': 'path'}", + # lang_id parameters + lang_id_model_credential: str = "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + lang_id_model_kind: str = "fasttext", + lang_id_model_url: str = "facebook/fasttext-language-identification", + lang_id_content_column_name: str = "contents", + # additional parameters + additional_params: str = '{"wait_interval": 2, "wait_cluster_ready_tmout": 400, "wait_cluster_up_tmout": 300, "wait_job_ready_tmout": 400, "wait_print_tmout": 30, "http_retries": 5}', +): + """ + Pipeline to execute Language Identification transform + :param ray_name: name of the Ray cluster + :param ray_head_options: head node options, containing the following: + cpu - number of cpus + memory - memory + image - image to use + image_pull_secret - image pull secret + :param ray_worker_options: worker node options (we here are using only 1 worker pool), containing the following: + replicas - number of replicas to create + max_replicas - max number of replicas + min_replicas - min number of replicas + cpu - number of cpus + memory - memory + image - image to use + image_pull_secret - image pull secret + :param server_url - server url + :param additional_params: additional (support) parameters, containing the following: + wait_interval - wait interval for API server, sec + wait_cluster_ready_tmout - time to wait for cluster ready, sec + wait_cluster_up_tmout - time to wait for cluster up, sec + wait_job_ready_tmout - time to wait for job ready, sec + wait_print_tmout - time between prints, sec + http_retries - http retries for API server calls + :param data_s3_access_secret - s3 access secret + :param data_s3_config - s3 configuration + :param data_max_files - max files to process + :param data_num_samples - num samples to process + :param runtime_actor_options - actor options + :param runtime_pipeline_id - pipeline id + :param runtime_code_location - code location + :param lang_id_model_credential - credential you use to get model + :param lang_id_model_kind - what kind of model you want to use for language identification + :param lang_id_model_url - url that model locates + :param lang_id_content_column_name - name of the column containing documents + :return: None + """ + # create clean_up task + clean_up_task = cleanup_ray_op(ray_name=ray_name, run_id=run_id, server_url=server_url) + ComponentUtils.add_settings_to_component(clean_up_task, 60) + # pipeline definition + with dsl.ExitHandler(clean_up_task): + # compute execution params + compute_exec_params = compute_exec_params_op( + worker_options=ray_worker_options, + actor_options=runtime_actor_options, + data_s3_config=data_s3_config, + data_max_files=data_max_files, + data_num_samples=data_num_samples, + runtime_pipeline_id=runtime_pipeline_id, + runtime_job_id=run_id, + runtime_code_location=runtime_code_location, + lang_id_model_credential=lang_id_model_credential, + lang_id_model_kind=lang_id_model_kind, + lang_id_model_url=lang_id_model_url, + lang_id_content_column_name=lang_id_content_column_name, + ) + ComponentUtils.add_settings_to_component(compute_exec_params, ONE_HOUR_SEC * 2) + # start Ray cluster + ray_cluster = create_ray_op( + ray_name=ray_name, + run_id=run_id, + ray_head_options=ray_head_options, + ray_worker_options=ray_worker_options, + server_url=server_url, + additional_params=additional_params, + ) + ComponentUtils.add_settings_to_component(ray_cluster, ONE_HOUR_SEC * 2) + ray_cluster.after(compute_exec_params) + # Execute job + execute_job = execute_ray_jobs_op( + ray_name=ray_name, + run_id=run_id, + additional_params=additional_params, + # note that the parameters below are specific for Language Identification transform + exec_params=compute_exec_params.output, + exec_script_name=EXEC_SCRIPT_NAME, + server_url=server_url, + ) + ComponentUtils.add_settings_to_component(execute_job, ONE_WEEK_SEC) + ComponentUtils.set_s3_env_vars_to_component(execute_job, data_s3_access_secret) + execute_job.after(ray_cluster) + + + +if __name__ == "__main__": + # Compiling the pipeline + compiler.Compiler().compile(lang_id, __file__.replace(".py", ".yaml")) diff --git a/transforms/language/language_id/python/.dockerignore b/transforms/language/language_id/python/.dockerignore new file mode 100644 index 000000000..f7275bbbd --- /dev/null +++ b/transforms/language/language_id/python/.dockerignore @@ -0,0 +1 @@ +venv/ diff --git a/transforms/language/language_id/python/Dockerfile b/transforms/language/language_id/python/Dockerfile new file mode 100644 index 000000000..ab37c815f --- /dev/null +++ b/transforms/language/language_id/python/Dockerfile @@ -0,0 +1,56 @@ +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 + +# set up environment required to install and use huggingface and fasttext +USER root +RUN apt update && apt install gcc g++ -y +RUN mkdir -p /home/dpk/.cache/huggingface/hub && chmod -R 777 /home/dpk/.cache/huggingface/hub +USER dpk + +COPY --chown=dpk:root src/ src/ +COPY --chown=dpk:root pyproject.toml pyproject.toml +RUN pip install --no-cache-dir -e . + +# clean up apt +USER root +RUN apt-get remove gcc g++ -y \ + && apt clean \ + && rm -rf /var/cache/apt/archives/* /var/lib/apt/lists/* +USER dpk + +#COPY requirements.txt requirements.txt +#RUN pip install --no-cache-dir -r requirements.txt + +# copy source data +COPY ./src/lang_id_transform.py . +COPY ./src/lang_id_transform_python.py . +COPY ./src/lang_id_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/language/language_id/python/Makefile b/transforms/language/language_id/python/Makefile new file mode 100644 index 000000000..12f42139f --- /dev/null +++ b/transforms/language/language_id/python/Makefile @@ -0,0 +1,56 @@ +# 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. + +# $(REPOROOT)/.make.versions file contains the versions + +TRANSFORM_RUNTIME=python +TRANSFORM_NAME=lang_id +DOCKER_IMAGE_VERSION=${LANG_ID_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/language/language_id/python/README.md b/transforms/language/language_id/python/README.md new file mode 100644 index 000000000..107fb6215 --- /dev/null +++ b/transforms/language/language_id/python/README.md @@ -0,0 +1,53 @@ +# Language Identification Transform +Please see the set of +[transform project conventions](../../../README.md#transform-project-conventions) +for details on general project conventions, transform configuration, +testing and IDE set up. + +## Summary +This transform will identify language of each text with confidence score with fasttext language identification model. [ref](https://huggingface.co/facebook/fasttext-language-identification) + +## Configuration and command line Options + +The set of dictionary keys holding [LangIdentificationTransform](src/lang_id_transform.py) +configuration for values are as follows: + +* _lang_id_model_credential_ - specifies the credential you use to get model. This will be huggingface token. [Guide to get huggingface token](https://huggingface.co/docs/hub/security-tokens) +* _lang_id_model_kind_ - specifies what kind of model you want to use for language identification. Currently, only `fasttext` is available. +* _lang_id_model_url_ - specifies url that model locates. For fasttext, this will be repo name of the model, like `facebook/fasttext-language-identification` +* _lang_id_content_column_name_ - specifies name of the column containing documents + +## 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 [python launcher](../../../../data-processing-lib/doc/python-launcher-options.md). +``` + --lang_id_model_credential LANG_ID_MODEL_CREDENTIAL the credential you use to get model. This will be huggingface token. + --lang_id_model_kind LANG_ID_MODEL_KIND what kind of model you want to use for language identification. Currently, only `fasttext` is available. + --lang_id_model_url LANG_ID_MODEL_URL url that model locates. For fasttext, this will be repo name of the model, like `facebook/fasttext-language-identification` + --lang_id_content_column_name LANG_ID_CONTENT_COLUMN_NAME A name of the column containing documents +``` +These correspond to the configuration keys described above. + +### Running the samples +To run the samples, use the following `make` targets + +* `run-cli-sample` - runs src/lang_id_transform.py using command line args +* `run-local-sample` - runs src/lang_id_local.py + +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/language/language_id/python/pyproject.toml b/transforms/language/language_id/python/pyproject.toml new file mode 100644 index 000000000..d5ae9e4a5 --- /dev/null +++ b/transforms/language/language_id/python/pyproject.toml @@ -0,0 +1,47 @@ +[project] +name = "dpk_lang_id_transform_python" +version = "0.4.0.dev6" +requires-python = ">=3.10" +description = "Language Identification Python Transform" +license = {text = "Apache-2.0"} +readme = {file = "README.md", content-type = "text/markdown"} +authors = [ + { name = "Daiki Tsuzuku", email = "dtsuzuku@jp.ibm.com" } +] +dependencies = [ + "data-prep-toolkit==0.2.0.dev6", + "fasttext==0.9.2", + "langcodes==3.3.0", + "huggingface-hub==0.21.4" +] + +[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/language/language_id/python/src/lang_id_local.py b/transforms/language/language_id/python/src/lang_id_local.py new file mode 100644 index 000000000..d07b0aeaa --- /dev/null +++ b/transforms/language/language_id/python/src/lang_id_local.py @@ -0,0 +1,45 @@ +# (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 lang_id_transform import ( + LangIdentificationTransform, + model_credential_key, + model_kind_key, + model_url_key, + content_column_name_key +) +from lang_models import KIND_FASTTEXT + +# create parameters +input_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "test-data", "input")) + +lang_id_params = { + model_credential_key: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + model_kind_key: KIND_FASTTEXT, + model_url_key: "facebook/fasttext-language-identification", + content_column_name_key: "text" +} +if __name__ == "__main__": + # Here we show how to run outside of the runtime + # Create and configure the transform. + transform = LangIdentificationTransform(lang_id_params) + # Use the local data access to read a parquet table. + data_access = DataAccessLocal() + table = data_access.get_table(os.path.join(input_folder, "test_01.parquet")) + print(f"input table: {table}") + # Transform the table + table_list, metadata = transform.transform(table) + print(f"\noutput table: {table_list}") + print(f"output metadata : {metadata}") diff --git a/transforms/language/language_id/python/src/lang_id_local_python.py b/transforms/language/language_id/python/src/lang_id_local_python.py new file mode 100644 index 000000000..8d8f10e48 --- /dev/null +++ b/transforms/language/language_id/python/src/lang_id_local_python.py @@ -0,0 +1,54 @@ +# (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 lang_id_transform import ( + model_credential_cli_param, + model_kind_cli_param, + model_url_cli_param, + content_column_name_cli_param +) +from lang_id_transform_python import LangIdentificationPythonTransformConfiguration +from lang_models import KIND_FASTTEXT + +# 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"} +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), + # lang_id params + model_credential_cli_param: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + model_kind_cli_param: KIND_FASTTEXT, + model_url_cli_param: "facebook/fasttext-language-identification", + content_column_name_cli_param: "text", +} +if __name__ == "__main__": + # Set the simulated command line args + sys.argv = ParamsUtils.dict_to_req(d=params) + # create launcher + launcher = PythonTransformLauncher(runtime_config=LangIdentificationPythonTransformConfiguration()) + # Launch the ray actor(s) to process the input + launcher.launch() diff --git a/transforms/language/language_id/python/src/lang_id_transform.py b/transforms/language/language_id/python/src/lang_id_transform.py new file mode 100644 index 000000000..f48a08ce5 --- /dev/null +++ b/transforms/language/language_id/python/src/lang_id_transform.py @@ -0,0 +1,121 @@ +# (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 argparse import ArgumentParser, Namespace +from typing import Any + +import pyarrow as pa +from data_processing.transform import AbstractTableTransform, TransformConfiguration +from data_processing.utils import CLIArgumentProvider, TransformUtils, get_logger +from lang_models import LangModelFactory +from nlp import get_lang_ds_pa + + +logger = get_logger(__name__) + +short_name = "lang_id" +cli_prefix = f"{short_name}_" +model_credential_key = "model_credential" +model_kind_key = "model_kind" +model_url_key = "model_url" +content_column_name_key = "content_column_name" +model_credential_cli_param = f"{cli_prefix}{model_credential_key}" +model_kind_cli_param = f"{cli_prefix}{model_kind_key}" +model_url_cli_param = f"{cli_prefix}{model_url_key}" +content_column_name_cli_param = f"{cli_prefix}{content_column_name_key}" + +class LangIdentificationTransform(AbstractTableTransform): + """ + Implements a simple copy of a pyarrow Table. + """ + + def __init__(self, config: dict[str, Any]): + """ + Initialize based on the dictionary of configuration information. + This is generally called with configuration parsed from the CLI arguments defined + by the companion runtime, LangIdentificationTransformRuntime. If running inside the RayMutatingDriver, + these will be provided by that class with help from the RayMutatingDriver. + """ + # Make sure that the param name corresponds to the name used in apply_input_params method + # of LangIdentificationTransformConfiguration class + super().__init__(config) + self.nlp_langid = LangModelFactory.create_model( + config.get(model_kind_key), config.get(model_url_key), config.get(model_credential_key) + ) + self.column_name = config.get(content_column_name_key) + + def transform(self, table: pa.Table) -> tuple[list[pa.Table], dict[str, Any]]: + """ + Put Transform-specific to convert one Table to 0 or more tables. It also returns + a dictionary of execution statistics - arbitrary dictionary + This implementation makes no modifications so effectively implements a copy of the + input parquet to the output folder, without modification. + """ + if TransformUtils.validate_columns(table, ["ft_lang", "ft_score"]): + return [], {} + logger.debug(f"Transforming one table with {len(table)} rows") + table, stats = get_lang_ds_pa(table, self.nlp_langid, self.column_name) + if table is None: + return [], {} + logger.debug(f"Transformed one table with {len(table)} rows") + return [table], stats + +class LangIdentificationTransformConfiguration(TransformConfiguration): + + """ + Provides support for configuring and using the associated Transform class include + configuration with CLI args. + """ + def __init__(self): + super().__init__( + name=short_name, + transform_class=LangIdentificationTransform, + ) + + def add_input_params(self, parser: ArgumentParser) -> None: + """ + Add Transform-specific arguments to the given parser. + This will be included in a dictionary used to initialize the LangIdentificationTransform. + By convention a common prefix should be used for all transform-specific CLI args + (e.g, noop_, pii_, etc.) + """ + parser.add_argument( + f"--{model_credential_cli_param}", + required=True, + help="Credential to access model for language detection placed in url", + ) + parser.add_argument( + f"--{model_kind_cli_param}", + required=True, + help="Kind of model for language detection" + ) + parser.add_argument( + f"--{model_url_cli_param}", + required=True, + help="Url to model for language detection" + ) + parser.add_argument( + f"--{content_column_name_cli_param}", + default="contents", + help="Column name to get content" + ) + + def apply_input_params(self, args: Namespace) -> bool: + """ + Validate and apply the arguments that have been parsed + :param args: user defined arguments. + :return: True, if validate pass or False otherwise + """ + captured = CLIArgumentProvider.capture_parameters(args, cli_prefix, False) + self.params = self.params | captured + logger.info(f"lang_id parameters are : {self.params}") + return True diff --git a/transforms/language/language_id/python/src/lang_id_transform_python.py b/transforms/language/language_id/python/src/lang_id_transform_python.py new file mode 100644 index 000000000..9d1e37029 --- /dev/null +++ b/transforms/language/language_id/python/src/lang_id_transform_python.py @@ -0,0 +1,42 @@ +# (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 lang_id_transform import LangIdentificationTransformConfiguration + + +logger = get_logger(__name__) + + +class LangIdentificationPythonTransformConfiguration(PythonTransformRuntimeConfiguration): + """ + Implements the PythonTransformConfiguration for Language Identification as required by the PythonTransformLauncher. + Language Identification does not use a RayRuntime class so the superclass only needs the base + python-only configuration. + """ + + def __init__(self): + """ + Initialization + :param base_configuration - base configuration class + """ + super().__init__(transform_config=LangIdentificationTransformConfiguration()) + + +if __name__ == "__main__": + launcher = PythonTransformLauncher(LangIdentificationPythonTransformConfiguration()) + logger.info("Launching lang_id transform") + launcher.launch() diff --git a/transforms/language/language_id/python/src/lang_models.py b/transforms/language/language_id/python/src/lang_models.py new file mode 100644 index 000000000..0233a26e8 --- /dev/null +++ b/transforms/language/language_id/python/src/lang_models.py @@ -0,0 +1,50 @@ +# (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 math +from abc import ABCMeta, abstractmethod + +import fasttext +from huggingface_hub import hf_hub_download +from langcodes import standardize_tag + +KIND_FASTTEXT = "fasttext" + +class LangModel(metaclass=ABCMeta): + @abstractmethod + def detect_lang(self, text: str) -> tuple[str, float]: + pass + + +class NoopModel(metaclass=ABCMeta): + def detect_lang(self, text: str) -> tuple[str, float]: + return "en", 0.0 + + +class FastTextModel(LangModel): + def __init__(self, url, credential): + model_path = hf_hub_download(repo_id=url, filename="model.bin", token=credential) + self.nlp = fasttext.load_model(model_path) + + def detect_lang(self, text: str) -> tuple[str, float]: + label, score = self.nlp.predict( + text.replace("\n", " "), 1 + ) # replace newline to avoid ERROR: predict processes one line at a time (remove '\n') skipping the file + return standardize_tag(label[0].replace("__label__", "")), math.floor(score[0] * 1000) / 1000 + + +class LangModelFactory: + def create_model(kind: str, url: str, credential: str) -> LangModel: + if kind == KIND_FASTTEXT: + return FastTextModel(url, credential) + else: + return NoopModel() \ No newline at end of file diff --git a/transforms/language/language_id/python/src/nlp.py b/transforms/language/language_id/python/src/nlp.py new file mode 100644 index 000000000..7b955feae --- /dev/null +++ b/transforms/language/language_id/python/src/nlp.py @@ -0,0 +1,43 @@ +# (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 typing import Any + +import pyarrow as pa +from data_processing.utils import TransformUtils, get_logger +from lang_models import LangModel + + +logger = get_logger(__name__) + +def get_lang_ds_pa(table: pa.table, nlp: LangModel, col_name: str = "contents") -> tuple[pa.table, dict[str, Any]]: + try: + detected_language = pa.Table.from_pylist( + list( + map( + lambda r: {"lang": r[0], "score": r[1]}, + map(lambda x: nlp.detect_lang(x), table[col_name].to_pylist()), + ) + ) + ) + except Exception as e: + logger.warning("ERROR: %s, skipping the file", e) + return None, None + stats = pa.table([detected_language["lang"]], names=["lang"]).group_by("lang").aggregate([("lang", "count")]) + stats_dict = {} + for batch in stats.to_batches(): + d = batch.to_pydict() + for lang, count in zip(d["lang"], d["lang_count"]): + stats_dict[lang] = count + result = TransformUtils.add_column(table=table, name="ft_lang", content=detected_language["lang"]) + result = TransformUtils.add_column(table=result, name="ft_score", content=detected_language["score"]) + return result, stats_dict \ No newline at end of file diff --git a/transforms/language/language_id/python/test-data/expected/metadata.json b/transforms/language/language_id/python/test-data/expected/metadata.json new file mode 100644 index 000000000..168fd089c --- /dev/null +++ b/transforms/language/language_id/python/test-data/expected/metadata.json @@ -0,0 +1,86 @@ +{ + "pipeline": "pipeline_id", + "job details": { + "job category": "preprocessing", + "job name": "LangIdentification", + "job type": "ray", + "job id": "job_id", + "start_time": "2024-05-28 18:53:20", + "end_time": "2024-05-28 18:53:23", + "status": "success" + }, + "code": null, + "job_input_params": { + "lang_id_model_kind": "fasttext", + "lang_id_model_url": "facebook/fasttext-language-identification", + "lang_id_content_column_name": "text", + "checkpointing": false, + "max_files": -1, + "random_samples": -1, + "files_to_use": [ + ".parquet" + ], + "number of workers": 1, + "worker options": { + "num_cpus": 0.8 + }, + "actor creation delay": 0 + }, + "execution_stats": { + "cpus": 4, + "gpus": 0, + "memory": 3.495941162109375, + "object_store": 1.7479705810546875 + }, + "job_output_stats": { + "source_files": 3, + "source_size": 464912, + "result_files": 3, + "result_size": 470832, + "processing_time": 0.44434642791748047, + "en": 357, + "de": 38, + "vi": 16, + "ko-Hang": 49, + "lb": 2, + "ca": 5, + "rm": 2, + "lt": 1, + "yue-Hant": 58, + "hu": 1, + "sv": 3, + "it": 2, + "vec-Latn": 2, + "azb-Arab": 7, + "tr": 1, + "fr": 4, + "ro": 4, + "pl": 12, + "cs": 7, + "es": 3, + "ast-Latn": 4, + "eo": 2, + "oc-Latn": 3, + "lmo-Latn": 1, + "da": 1, + 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zu@x5G3CacnEF#u}{E_ukI3oP;n`0yEhXo3dh*4GQu{=4r>9kyDy$;KI<2a=+GIe!O z0reNwtCYzhsQA@ list[tuple]: + config = { + "model_credential": "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + "model_kind": KIND_FASTTEXT, + "model_url": "facebook/fasttext-language-identification", + "content_column_name": "contents" + } + table = pa.Table.from_arrays( + [ + pa.array( + [ + "Der Tell Sabi Abyad („Hügel des weißen Jungen“) ist eine historische " + "Siedlungsstätte im Belich-Tal in Nordsyrien nahe bei dem modernen Dorf Hammam et-Turkman, ", + "Mu2 Gruis (36 Gruis) é uma estrela na direção da constelação de Grus. Possui uma ascensão " + "reta de 22h 16m 26.57s e uma declinação de −41° 37′ 37.9″. Sua magnitude aparente é igual a 5.11. ", + "タッチダウンオフィスは、LANと電源を用意して他のオフィスからやってきた利用者が作業できる環境を整えた場所。 " "生産性の向上を目的に通常オフィスの内部に設けられる。", + "Raneem El Weleily, née le à Alexandrie, est une joueuse professionnelle de squash représentant l'Égypte. " + "Elle atteint, en septembre 2015, la première place mondiale sur le circuit international, ", + "En la mitología griega, Amarinceo (en griego Ἀμαρυγκεύς) era un caudillo de los eleos. " + "Su padre es llamado Aléctor o Acetor o bien un tal Onesímaco,nombre dudoso. Su madre era Diogenía, " + "hija de Forbante y nieta de Lápites. ", + ] + ) + ], + names=["contents"], + ) + expected_table = pa.Table.from_arrays( + [ + pa.array( + [ + "Der Tell Sabi Abyad („Hügel des weißen Jungen“) ist eine historische " + "Siedlungsstätte im Belich-Tal in Nordsyrien nahe bei dem modernen Dorf Hammam et-Turkman, ", + "Mu2 Gruis (36 Gruis) é uma estrela na direção da constelação de Grus. Possui uma ascensão " + "reta de 22h 16m 26.57s e uma declinação de −41° 37′ 37.9″. Sua magnitude aparente é igual a 5.11. ", + "タッチダウンオフィスは、LANと電源を用意して他のオフィスからやってきた利用者が作業できる環境を整えた場所。 " "生産性の向上を目的に通常オフィスの内部に設けられる。", + "Raneem El Weleily, née le à Alexandrie, est une joueuse professionnelle de squash représentant l'Égypte. " + "Elle atteint, en septembre 2015, la première place mondiale sur le circuit international, ", + "En la mitología griega, Amarinceo (en griego Ἀμαρυγκεύς) era un caudillo de los eleos. " + "Su padre es llamado Aléctor o Acetor o bien un tal Onesímaco,nombre dudoso. Su madre era Diogenía, " + "hija de Forbante y nieta de Lápites. ", + ] + ), + pa.array(["de", "pt", "ja", "fr", "es"]), + pa.array( + [ + 0.998, + 1.000, + 0.930, + 0.998, + 0.998, + ] + ), + ], + names=["contents", "ft_lang", "ft_score"], + ) + return [ + ( + LangIdentificationTransform(config), + [table], + [expected_table], + [{"de": 1, "es": 1, "fr": 1, "ja": 1, "pt": 1}, {}], + ) + ] diff --git a/transforms/language/language_id/python/test/test_lang_id_python.py b/transforms/language/language_id/python/test/test_lang_id_python.py new file mode 100644 index 000000000..8a2366ad4 --- /dev/null +++ b/transforms/language/language_id/python/test/test_lang_id_python.py @@ -0,0 +1,41 @@ +# (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.pure_python import PythonTransformLauncher +from data_processing.test_support.launch.transform_test import ( + AbstractTransformLauncherTest, +) +from lang_id_transform_python import LangIdentificationPythonTransformConfiguration +from lang_models import KIND_FASTTEXT + + +class TestPythonLangIdentificationTransform(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_test_transform_fixtures(self) -> list[tuple]: + cli_params = { + "lang_id_model_credential": "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + "lang_id_model_kind": KIND_FASTTEXT, + "lang_id_model_url": "facebook/fasttext-language-identification", + "lang_id_content_column_name": "text" + } + basedir = "../test-data" + basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), basedir)) + fixtures = [] + launcher = PythonTransformLauncher(LangIdentificationPythonTransformConfiguration()) + fixtures.append((launcher, cli_params, basedir + "/input", basedir + "/expected")) + return fixtures diff --git a/transforms/language/language_id/python/test/test_nlp.py b/transforms/language/language_id/python/test/test_nlp.py new file mode 100644 index 000000000..a678ddd86 --- /dev/null +++ b/transforms/language/language_id/python/test/test_nlp.py @@ -0,0 +1,38 @@ +# (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 pyarrow as pa +from lang_models import KIND_FASTTEXT, LangModelFactory +from nlp import get_lang_ds_pa + + +def test_language_identification(): + nlp_langid = LangModelFactory.create_model( + KIND_FASTTEXT, "facebook/fasttext-language-identification", "YOUR HUGGING FACE ACCOUNT TOKEN" + ) + documents = pa.array( + [ + "Der Tell Sabi Abyad („Hügel des weißen Jungen“) ist eine historische " + "Siedlungsstätte im Belich-Tal in Nordsyrien nahe bei dem modernen Dorf Hammam et-Turkman, ", + "Mu2 Gruis (36 Gruis) é uma estrela na direção da constelação de Grus. Possui uma ascensão " + "reta de 22h 16m 26.57s e uma declinação de −41° 37′ 37.9″. Sua magnitude aparente é igual a 5.11. ", + "タッチダウンオフィスは、LANと電源を用意して他のオフィスからやってきた利用者が作業できる環境を整えた場所。 " "生産性の向上を目的に通常オフィスの内部に設けられる。", + "Raneem El Weleily, née le à Alexandrie, est une joueuse professionnelle de squash représentant l'Égypte. " + "Elle atteint, en septembre 2015, la première place mondiale sur le circuit international, ", + "En la mitología griega, Amarinceo (en griego Ἀμαρυγκεύς) era un caudillo de los eleos. " + "Su padre es llamado Aléctor o Acetor o bien un tal Onesímaco,nombre dudoso. Su madre era Diogenía, " + "hija de Forbante y nieta de Lápites. ", + ] + ) + table = pa.Table.from_arrays([documents], names=["contents"]) + table, stats = get_lang_ds_pa(table, nlp_langid, col_name="contents") + assert table["ft_lang"].to_pylist() == ["de", "pt", "ja", "fr", "es"] \ No newline at end of file diff --git a/transforms/language/language_id/ray/.dockerignore b/transforms/language/language_id/ray/.dockerignore new file mode 100644 index 000000000..f7275bbbd --- /dev/null +++ b/transforms/language/language_id/ray/.dockerignore @@ -0,0 +1 @@ +venv/ diff --git a/transforms/language/language_id/ray/.gitignore b/transforms/language/language_id/ray/.gitignore new file mode 100644 index 000000000..3ea7fd4ab --- /dev/null +++ b/transforms/language/language_id/ray/.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/language/language_id/ray/Dockerfile b/transforms/language/language_id/ray/Dockerfile new file mode 100644 index 000000000..cd0d078aa --- /dev/null +++ b/transforms/language/language_id/ray/Dockerfile @@ -0,0 +1,47 @@ +FROM docker.io/rayproject/ray:2.9.3-py310 + +# install pytest +RUN pip install --no-cache-dir pytest + +# set up environment required to install and use huggingface and fasttext +USER root +RUN sudo apt update && sudo apt install gcc g++ -y +RUN mkdir -p /home/ray/.cache/huggingface/hub && chmod -R 777 /home/ray/.cache/huggingface/hub +USER ray + +# 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=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 --chown=ray:users src/ src/ +COPY --chown=ray:users pyproject.toml pyproject.toml +RUN pip install --no-cache-dir -e . + +# clean up apt +USER root +RUN sudo apt remove gcc g++ -y \ + && sudo apt clean \ + && sudo rm -rf /var/cache/apt/archives/* /var/lib/apt/lists/* +USER ray + +# copy source data +COPY ./src/lang_id_transform_ray.py . +COPY ./src/lang_id_local_ray.py local/ + +# copy test +COPY test/ test/ +COPY test-data/ test-data/ + +# Set environment +ENV PYTHONPATH /home/ray + +# 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/language/language_id/ray/Makefile b/transforms/language/language_id/ray/Makefile new file mode 100644 index 000000000..286ea29a9 --- /dev/null +++ b/transforms/language/language_id/ray/Makefile @@ -0,0 +1,51 @@ +# 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. +include $(REPOROOT)/transforms/.make.transforms + +TRANSFORM_NAME=lang_id +# $(REPOROOT)/.make.versions file contains the versions +DOCKER_IMAGE_VERSION=${LANG_ID_VERSION} + +venv:: .transforms.ray-venv + +test:: .transforms.ray-test + +clean:: .transforms.clean + +image:: .transforms.ray-image + +test-src:: .transforms.test-src + +setup:: .transforms.setup + +test-image:: .transforms.ray-test-image + +build:: build-dist image + +publish:: publish-dist publish-image + +publish-image:: .transforms.publish-image-ray + +setup:: .transforms.setup + +# set the version of python transform that this depends on. +set-versions: + $(MAKE) TRANSFORM_PYTHON_VERSION=$(NOOP_PYTHON_VERSION) .transforms.set-versions + +build-dist:: set-versions .defaults.build-dist + +publish-dist:: .defaults.publish-dist + +run-cli-sample: .transforms.run-cli-ray-sample + +run-local-sample: .transforms.run-local-ray-sample + +run-s3-sample: .transforms.run-s3-ray-sample + +minio-start: .minio-start + +load-image:: .transforms.load-image diff --git a/transforms/language/language_id/ray/README.md b/transforms/language/language_id/ray/README.md new file mode 100644 index 000000000..0891b8b1a --- /dev/null +++ b/transforms/language/language_id/ray/README.md @@ -0,0 +1,42 @@ +# Language Identification Ray Transform +Please see the set of +[transform project conventions](../../../README.md#transform-project-conventions) +for details on general project conventions, transform configuration, +testing and IDE set up. + +## Summary +This project wraps the [language identification transform](../python) with a Ray runtime. + +## Configuration and command line Options + +Language Identification configuration and command line options are the same as for the base python transform. + +## Running + +### Launched Command Line Options +When running the transform with the Ray launcher (i.e. TransformLauncher), +In addition to those available to the transform as defined in [here](../python/README.md), +the set of +[ray launcher](../../../../data-processing-lib/doc/ray-launcher-options.md) are available. + +### Running the samples +To run the samples, use the following `make` targets + +* `run-cli-sample` - runs src/lang_id_transform.py using command line args +* `run-local-sample` - runs src/lang_id_local_ray.py +* `run-s3-sample` - runs src/lang_id_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/language/language_id/ray/pyproject.toml b/transforms/language/language_id/ray/pyproject.toml new file mode 100644 index 000000000..f230d193c --- /dev/null +++ b/transforms/language/language_id/ray/pyproject.toml @@ -0,0 +1,45 @@ +[project] +name = "dpk_lang_id_transform_ray" +version = "0.4.0.dev6" +requires-python = ">=3.10" +description = "Language Identification Ray Transform" +license = {text = "Apache-2.0"} +readme = {file = "README.md", content-type = "text/markdown"} +authors = [ + { name = "Daiki Tsuzuku", email = "dtsuzuku@jp.ibm.com" } +] +dependencies = [ + "dpk-lang_id-transform-python==0.4.0.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/language/language_id/ray/requirements.txt b/transforms/language/language_id/ray/requirements.txt new file mode 100644 index 000000000..1de869f56 --- /dev/null +++ b/transforms/language/language_id/ray/requirements.txt @@ -0,0 +1,5 @@ +# transform runtime +#data-prep-kit==0.1.2 +fasttext==0.9.2 +langcodes==3.3.0 +huggingface-hub==0.21.4 \ No newline at end of file diff --git a/transforms/language/language_id/ray/src/lang_id_local_ray.py b/transforms/language/language_id/ray/src/lang_id_local_ray.py new file mode 100644 index 000000000..a2f7535c5 --- /dev/null +++ b/transforms/language/language_id/ray/src/lang_id_local_ray.py @@ -0,0 +1,61 @@ +# (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.utils import ParamsUtils +from data_processing_ray.runtime.ray import RayTransformLauncher +from lang_id_transform_ray import ( + LangIdentificationRayTransformConfiguration, + model_credential_cli_param, + model_kind_cli_param, + model_url_cli_param, + content_column_name_cli_param +) +from lang_models import KIND_FASTTEXT + + +# 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, +} +worker_options = {"num_cpus": 0.8} +code_location = {"github": "github", "commit_hash": "12345", "path": "path"} +params = { + # where to run + "run_locally": True, + # Data access. Only required parameters are specified + "data_local_config": ParamsUtils.convert_to_ast(local_conf), + # orchestrator + "runtime_worker_options": ParamsUtils.convert_to_ast(worker_options), + "runtime_num_workers": 3, + "runtime_pipeline_id": "pipeline_id", + "runtime_job_id": "job_id", + "runtime_creation_delay": 0, + "runtime_code_location": ParamsUtils.convert_to_ast(code_location), + # lang_id params + model_credential_cli_param: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + model_kind_cli_param: KIND_FASTTEXT, + model_url_cli_param: "facebook/fasttext-language-identification", + content_column_name_cli_param: "contents" +} +if __name__ == "__main__": + # Set the simulated command line args + sys.argv = ParamsUtils.dict_to_req(d=params) + # create launcher + launcher = RayTransformLauncher(LangIdentificationRayTransformConfiguration()) + # Launch the ray actor(s) to process the input + launcher.launch() diff --git a/transforms/language/language_id/ray/src/lang_id_s3_ray.py b/transforms/language/language_id/ray/src/lang_id_s3_ray.py new file mode 100644 index 000000000..2f0f7851b --- /dev/null +++ b/transforms/language/language_id/ray/src/lang_id_s3_ray.py @@ -0,0 +1,67 @@ +# (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.utils import ParamsUtils +from data_processing_ray.runtime.ray import RayTransformLauncher +from lang_id_transform_ray import ( + LangIdentificationRayTransformConfiguration, + model_credential_cli_param, + model_kind_cli_param, + model_url_cli_param, + content_column_name_cli_param +) +from lang_models import KIND_FASTTEXT + + +print(os.environ) +# create launcher +launcher = RayTransformLauncher(LangIdentificationRayTransformConfiguration()) +# create parameters +s3_cred = { + "access_key": "localminioaccesskey", + "secret_key": "localminiosecretkey", + "url": "http://localhost:9000", +} +s3_conf = { + "input_folder": "test/lang_id/input", + "output_folder": "test/lang_id/output", +} +worker_options = {"num_cpus": 0.8} +code_location = {"github": "github", "commit_hash": "12345", "path": "path"} +params = { + # where to run + "run_locally": True, + # Data access. Only required parameters are specified + "data_s3_cred": ParamsUtils.convert_to_ast(s3_cred), + "data_s3_config": ParamsUtils.convert_to_ast(s3_conf), + # orchestrator + "runtime_worker_options": ParamsUtils.convert_to_ast(worker_options), + "runtime_num_workers": 3, + "runtime_pipeline_id": "pipeline_id", + "runtime_job_id": "job_id", + "runtime_creation_delay": 0, + "runtime_code_location": ParamsUtils.convert_to_ast(code_location), + # lang_id params + model_credential_cli_param: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + model_kind_cli_param: KIND_FASTTEXT, + model_url_cli_param: "facebook/fasttext-language-identification", + content_column_name_cli_param: "contents", +} +sys.argv = ParamsUtils.dict_to_req(d=params) +# for arg in sys.argv: +# print(arg) + +# launch +launcher.launch() diff --git a/transforms/language/language_id/ray/src/lang_id_transform_ray.py b/transforms/language/language_id/ray/src/lang_id_transform_ray.py new file mode 100644 index 000000000..b9f71dffd --- /dev/null +++ b/transforms/language/language_id/ray/src/lang_id_transform_ray.py @@ -0,0 +1,53 @@ +# (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 pyarrow as pa +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 lang_id_transform import LangIdentificationTransformConfiguration + + +logger = get_logger(__name__) + +short_name = "lang_id" +cli_prefix = f"{short_name}_" +model_credential_key = "model_credential" +model_kind_key = "model_kind" +model_url_key = "model_url" +content_column_name_key = "content_column_name" +model_credential_cli_param = f"{cli_prefix}{model_credential_key}" +model_kind_cli_param = f"{cli_prefix}{model_kind_key}" +model_url_cli_param = f"{cli_prefix}{model_url_key}" +content_column_name_cli_param = f"{cli_prefix}{content_column_name_key}" + + +class LangIdentificationRayTransformConfiguration(RayTransformRuntimeConfiguration): + """ + Implements the RayTransformConfiguration for Language Identification as required by the RayTransformLauncher. + Language Identification does not use a RayRuntime class so the superclass only needs the base + python-only configuration. + """ + + def __init__(self): + """ + Initialization + :param base_configuration - base configuration class + """ + super().__init__(transform_config=LangIdentificationTransformConfiguration()) + +if __name__ == "__main__": + launcher = RayTransformLauncher(LangIdentificationRayTransformConfiguration()) + logger.info("Launching lang_id transform") + launcher.launch() \ No newline at end of file diff --git a/transforms/language/language_id/ray/test-data/expected/metadata.json b/transforms/language/language_id/ray/test-data/expected/metadata.json new file mode 100644 index 000000000..168fd089c --- /dev/null +++ b/transforms/language/language_id/ray/test-data/expected/metadata.json @@ -0,0 +1,86 @@ +{ + "pipeline": "pipeline_id", + "job details": { + "job category": "preprocessing", + "job name": "LangIdentification", + "job type": "ray", + "job id": "job_id", + "start_time": "2024-05-28 18:53:20", + "end_time": "2024-05-28 18:53:23", + "status": "success" + }, + "code": null, + "job_input_params": { + "lang_id_model_kind": "fasttext", + "lang_id_model_url": 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zu@x5G3CacnEF#u}{E_ukI3oP;n`0yEhXo3dh*4GQu{=4r>9kyDy$;KI<2a=+GIe!O z0reNwtCYzhsQA@ list[tuple]: + basedir = "../test-data" + basedir = os.path.abspath(os.path.join(os.path.dirname(__file__), basedir)) + config = { + model_credential_cli_param: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", + model_kind_cli_param: KIND_FASTTEXT, + model_url_cli_param: "facebook/fasttext-language-identification", + content_column_name_cli_param: "text", + "run_locally": True + } + return [ + ( + RayTransformLauncher(LangIdentificationRayTransformConfiguration()), + config, + basedir + "/input", basedir + "/expected" + ) + ] + From 4b75e31a45810dbbbccae86d600e1e96b13d0771 Mon Sep 17 00:00:00 2001 From: Daiki Tsuzuku Date: Mon, 10 Jun 2024 19:58:14 +0900 Subject: [PATCH 2/4] add troubleshooting guide in installing with make command Signed-off-by: Daiki Tsuzuku --- transforms/language/language_id/python/README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/transforms/language/language_id/python/README.md b/transforms/language/language_id/python/README.md index 107fb6215..f9f64ae41 100644 --- a/transforms/language/language_id/python/README.md +++ b/transforms/language/language_id/python/README.md @@ -51,3 +51,7 @@ Then ls output ``` To see results of the transform. + +## Troubleshooting guide + +For M1 Mac user, if you see following error during make command, `error: command '/usr/bin/clang' failed with exit code 1`, you may better follow [this step](https://freeman.vc/notes/installing-fasttext-on-an-m1-mac) \ No newline at end of file From a6b733075b7e4bbc908b17d527eab87b2cebaee3 Mon Sep 17 00:00:00 2001 From: Daiki Tsuzuku Date: Tue, 11 Jun 2024 10:06:51 +0900 Subject: [PATCH 3/4] change directory language_id -> lang_id. make run*** command available. updated mc commands to put input files. change the name of version vars Signed-off-by: Daiki Tsuzuku --- .make.versions | 3 ++- data-processing-lib/doc/transform-s3-testing.md | 2 +- kind/hack/populate_minio.sh | 2 ++ .../language/{language_id => lang_id}/Makefile | 0 transforms/language/lang_id/README.md | 12 ++++++++++++ .../{language_id => lang_id}/kfp_ray/Makefile | 0 .../kfp_ray/lang_id_multiple_wf.py | 0 .../{language_id => lang_id}/kfp_ray/lang_id_wf.py | 0 .../{language_id => lang_id}/python/.dockerignore | 0 .../{language_id => lang_id}/python/Dockerfile | 0 .../{language_id => lang_id}/python/Makefile | 11 +++++++++-- .../{language_id => lang_id}/python/README.md | 0 .../{language_id => lang_id}/python/pyproject.toml | 0 .../python/src/lang_id_local.py | 0 .../python/src/lang_id_local_python.py | 0 .../python/src/lang_id_transform.py | 0 .../python/src/lang_id_transform_python.py | 0 .../python/src/lang_models.py | 0 .../{language_id => lang_id}/python/src/nlp.py | 0 .../python/test-data/expected/metadata.json | 0 .../python/test-data/expected/test_01.parquet | Bin .../python/test-data/expected/test_02.parquet | Bin .../python/test-data/expected/test_03.parquet | Bin .../python/test-data/input/test_01.parquet | Bin .../python/test-data/input/test_02.parquet | Bin .../python/test-data/input/test_03.parquet | Bin .../python/test/test_lang_id.py | 0 .../python/test/test_lang_id_python.py | 0 .../python/test/test_nlp.py | 0 .../{language_id => lang_id}/ray/.dockerignore | 0 .../{language_id => lang_id}/ray/.gitignore | 0 .../{language_id => lang_id}/ray/Dockerfile | 0 .../language/{language_id => lang_id}/ray/Makefile | 13 ++++++++++--- .../{language_id => lang_id}/ray/README.md | 0 .../{language_id => lang_id}/ray/pyproject.toml | 0 .../ray/src/lang_id_local_ray.py | 2 +- .../ray/src/lang_id_s3_ray.py | 2 +- .../ray/src/lang_id_transform_ray.py | 0 .../ray/test-data/expected/metadata.json | 0 .../ray/test-data/expected/test_01.parquet | Bin .../ray/test-data/expected/test_02.parquet | Bin .../ray/test-data/expected/test_03.parquet | Bin .../ray/test-data/input/test_01.parquet | Bin .../ray/test-data/input/test_02.parquet | Bin .../ray/test-data/input/test_03.parquet | Bin .../ray/test/test_lang_id_ray.py | 0 .../language/language_id/ray/requirements.txt | 5 ----- 47 files changed, 38 insertions(+), 14 deletions(-) rename transforms/language/{language_id => lang_id}/Makefile (100%) create mode 100644 transforms/language/lang_id/README.md rename transforms/language/{language_id => lang_id}/kfp_ray/Makefile (100%) rename transforms/language/{language_id => lang_id}/kfp_ray/lang_id_multiple_wf.py (100%) rename transforms/language/{language_id => lang_id}/kfp_ray/lang_id_wf.py (100%) rename transforms/language/{language_id => lang_id}/python/.dockerignore (100%) rename transforms/language/{language_id => lang_id}/python/Dockerfile (100%) rename transforms/language/{language_id => lang_id}/python/Makefile (71%) rename transforms/language/{language_id => lang_id}/python/README.md (100%) rename transforms/language/{language_id => lang_id}/python/pyproject.toml (100%) rename transforms/language/{language_id => lang_id}/python/src/lang_id_local.py (100%) rename transforms/language/{language_id => lang_id}/python/src/lang_id_local_python.py (100%) rename transforms/language/{language_id => lang_id}/python/src/lang_id_transform.py (100%) rename transforms/language/{language_id => lang_id}/python/src/lang_id_transform_python.py (100%) rename transforms/language/{language_id => lang_id}/python/src/lang_models.py (100%) rename transforms/language/{language_id => lang_id}/python/src/nlp.py (100%) rename transforms/language/{language_id => lang_id}/python/test-data/expected/metadata.json (100%) rename transforms/language/{language_id => lang_id}/python/test-data/expected/test_01.parquet (100%) rename transforms/language/{language_id => lang_id}/python/test-data/expected/test_02.parquet (100%) rename transforms/language/{language_id => lang_id}/python/test-data/expected/test_03.parquet (100%) rename transforms/language/{language_id => lang_id}/python/test-data/input/test_01.parquet (100%) rename transforms/language/{language_id => lang_id}/python/test-data/input/test_02.parquet (100%) rename transforms/language/{language_id => lang_id}/python/test-data/input/test_03.parquet (100%) rename transforms/language/{language_id => lang_id}/python/test/test_lang_id.py (100%) rename transforms/language/{language_id => lang_id}/python/test/test_lang_id_python.py (100%) rename transforms/language/{language_id => lang_id}/python/test/test_nlp.py (100%) rename transforms/language/{language_id => lang_id}/ray/.dockerignore (100%) rename transforms/language/{language_id => lang_id}/ray/.gitignore (100%) rename transforms/language/{language_id => lang_id}/ray/Dockerfile (100%) rename transforms/language/{language_id => lang_id}/ray/Makefile (64%) rename transforms/language/{language_id => lang_id}/ray/README.md (100%) rename transforms/language/{language_id => lang_id}/ray/pyproject.toml (100%) rename transforms/language/{language_id => lang_id}/ray/src/lang_id_local_ray.py (98%) rename transforms/language/{language_id => lang_id}/ray/src/lang_id_s3_ray.py (98%) rename transforms/language/{language_id => lang_id}/ray/src/lang_id_transform_ray.py (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/expected/metadata.json (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/expected/test_01.parquet (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/expected/test_02.parquet (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/expected/test_03.parquet (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/input/test_01.parquet (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/input/test_02.parquet (100%) rename transforms/language/{language_id => lang_id}/ray/test-data/input/test_03.parquet (100%) rename transforms/language/{language_id => lang_id}/ray/test/test_lang_id_ray.py (100%) delete mode 100644 transforms/language/language_id/ray/requirements.txt diff --git a/.make.versions b/.make.versions index 7f6d88128..d095bf977 100644 --- a/.make.versions +++ b/.make.versions @@ -29,7 +29,8 @@ NOOP_PYTHON_VERSION=0.9.0$(RELEASE_VERSION_SUFFIX) NOOP_RAY_VERSION=0.9.0$(RELEASE_VERSION_SUFFIX) NOOP_SPARK_VERSION=0.2.0$(RELEASE_VERSION_SUFFIX) RESIZE_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) -LANG_ID_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) +LANG_ID_PYTHON_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) +LANG_ID_RAY_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) TOKENIZATION_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) MALWARE_VERSION=0.5.0$(RELEASE_VERSION_SUFFIX) PROGLANG_SELECT_VERSION=0.4.0$(RELEASE_VERSION_SUFFIX) diff --git a/data-processing-lib/doc/transform-s3-testing.md b/data-processing-lib/doc/transform-s3-testing.md index 5ea30049b..51e8a8688 100644 --- a/data-processing-lib/doc/transform-s3-testing.md +++ b/data-processing-lib/doc/transform-s3-testing.md @@ -63,7 +63,7 @@ mc cp --recursive code/proglang_select/test-data/languages/ local/test/proglang_ mc cp --recursive code/malware/test-data/input/ local/test/malware/input mc cp --recursive language/doc_quality/test-data/input/ local/test/doc_quality/input -mc cp --recursive language/language_id/test-data/input/ local/test/language_id/input +mc cp --recursive language/lang_id/ray/test-data/input/ local/test/lang_id/input mc cp --recursive universal/blocklist/test-data/input/ local/test/blocklist/input mc cp --recursive universal/blocklist/test-data/domains/ local/test/blocklist/domains diff --git a/kind/hack/populate_minio.sh b/kind/hack/populate_minio.sh index 9531503f0..c30ebea54 100755 --- a/kind/hack/populate_minio.sh +++ b/kind/hack/populate_minio.sh @@ -17,6 +17,8 @@ mc cp --recursive ${ROOT_DIR}/../transforms/code/ingest2parquet/ray/test-data/la mc cp --recursive ${ROOT_DIR}/../transforms/code/proglang_select/ray/test-data/input/ kfp/test/proglang_select/input mc cp --recursive ${ROOT_DIR}/../transforms/code/proglang_select/ray/test-data/languages/ kfp/test/proglang_select/languages mc cp --recursive ${ROOT_DIR}/../transforms/code/malware/ray/test-data/input/ kfp/test/malware/input +# language +mc cp --recursive ${ROOT_DIR}/../transforms/language/lang_id/ray/test-data/input/ kfp/test/lang_id/input # universal mc cp --recursive ${ROOT_DIR}/../transforms/universal/doc_id/ray/test-data/input/ kfp/test/doc_id/input mc cp --recursive ${ROOT_DIR}/../transforms/universal/ededup/ray/test-data/input/ kfp/test/ededup/input diff --git a/transforms/language/language_id/Makefile b/transforms/language/lang_id/Makefile similarity index 100% rename from transforms/language/language_id/Makefile rename to transforms/language/lang_id/Makefile diff --git a/transforms/language/lang_id/README.md b/transforms/language/lang_id/README.md new file mode 100644 index 000000000..e1705be8e --- /dev/null +++ b/transforms/language/lang_id/README.md @@ -0,0 +1,12 @@ +# Language Identification Transform +The Language Identification transforms serves as a simple exemplar to demonstrate the development +of a simple 1:1 transform. Per the set of +[transform project conventions](../../README.md#transform-project-conventions) +the following runtimes are available: + +* [python](python/README.md) - provides the base python-based transformation +implementation. +* [ray](ray/README.md) - enables the running of the base python transformation +in a Ray runtime +* [kfp](kfp_ray/README.md) - enables running the ray docker image for +noop in a kubernetes cluster using a generated `yaml` file. diff --git a/transforms/language/language_id/kfp_ray/Makefile b/transforms/language/lang_id/kfp_ray/Makefile similarity index 100% rename from transforms/language/language_id/kfp_ray/Makefile rename to transforms/language/lang_id/kfp_ray/Makefile diff --git a/transforms/language/language_id/kfp_ray/lang_id_multiple_wf.py b/transforms/language/lang_id/kfp_ray/lang_id_multiple_wf.py similarity index 100% rename from transforms/language/language_id/kfp_ray/lang_id_multiple_wf.py rename to transforms/language/lang_id/kfp_ray/lang_id_multiple_wf.py diff --git a/transforms/language/language_id/kfp_ray/lang_id_wf.py b/transforms/language/lang_id/kfp_ray/lang_id_wf.py similarity index 100% rename from transforms/language/language_id/kfp_ray/lang_id_wf.py rename to transforms/language/lang_id/kfp_ray/lang_id_wf.py diff --git a/transforms/language/language_id/python/.dockerignore b/transforms/language/lang_id/python/.dockerignore similarity index 100% rename from transforms/language/language_id/python/.dockerignore rename to transforms/language/lang_id/python/.dockerignore diff --git a/transforms/language/language_id/python/Dockerfile b/transforms/language/lang_id/python/Dockerfile similarity index 100% rename from transforms/language/language_id/python/Dockerfile rename to transforms/language/lang_id/python/Dockerfile diff --git a/transforms/language/language_id/python/Makefile b/transforms/language/lang_id/python/Makefile similarity index 71% rename from transforms/language/language_id/python/Makefile rename to transforms/language/lang_id/python/Makefile index 12f42139f..c7d147a25 100644 --- a/transforms/language/language_id/python/Makefile +++ b/transforms/language/lang_id/python/Makefile @@ -9,7 +9,7 @@ REPOROOT=../../../.. TRANSFORM_RUNTIME=python TRANSFORM_NAME=lang_id -DOCKER_IMAGE_VERSION=${LANG_ID_VERSION} +DOCKER_IMAGE_VERSION=${LANG_ID_PYTHON_VERSION} include $(REPOROOT)/transforms/.make.transforms @@ -43,7 +43,14 @@ publish-dist:: .defaults.publish-dist test-image:: .transforms.python-test-image -run-cli-sample: .transforms.run-cli-python-sample +run-cli-sample: + $(MAKE) RUN_FILE=$(TRANSFORM_NAME)_transform_python.py \ + RUN_ARGS=" --data_local_config \"{ 'input_folder' : '../test-data/input', 'output_folder' : '../output'}\" \ + --lang_id_model_credential \"ANY CREDENTIAL\" \ + --lang_id_model_kind \"fasttext\" \ + --lang_id_model_url \"facebook/fasttext-language-identification\" \ + --lang_id_content_column_name \"text\" " \ + .transforms.run-src-file run-local-sample: .transforms.run-local-sample diff --git a/transforms/language/language_id/python/README.md b/transforms/language/lang_id/python/README.md similarity index 100% rename from transforms/language/language_id/python/README.md rename to transforms/language/lang_id/python/README.md diff --git a/transforms/language/language_id/python/pyproject.toml b/transforms/language/lang_id/python/pyproject.toml similarity index 100% rename from transforms/language/language_id/python/pyproject.toml rename to transforms/language/lang_id/python/pyproject.toml diff --git a/transforms/language/language_id/python/src/lang_id_local.py b/transforms/language/lang_id/python/src/lang_id_local.py similarity index 100% rename from transforms/language/language_id/python/src/lang_id_local.py rename to transforms/language/lang_id/python/src/lang_id_local.py diff --git a/transforms/language/language_id/python/src/lang_id_local_python.py b/transforms/language/lang_id/python/src/lang_id_local_python.py similarity index 100% rename from transforms/language/language_id/python/src/lang_id_local_python.py rename to transforms/language/lang_id/python/src/lang_id_local_python.py diff --git a/transforms/language/language_id/python/src/lang_id_transform.py b/transforms/language/lang_id/python/src/lang_id_transform.py similarity index 100% rename from transforms/language/language_id/python/src/lang_id_transform.py rename to transforms/language/lang_id/python/src/lang_id_transform.py diff --git a/transforms/language/language_id/python/src/lang_id_transform_python.py b/transforms/language/lang_id/python/src/lang_id_transform_python.py similarity index 100% rename from transforms/language/language_id/python/src/lang_id_transform_python.py rename to transforms/language/lang_id/python/src/lang_id_transform_python.py diff --git a/transforms/language/language_id/python/src/lang_models.py b/transforms/language/lang_id/python/src/lang_models.py similarity index 100% rename from transforms/language/language_id/python/src/lang_models.py rename to transforms/language/lang_id/python/src/lang_models.py diff --git a/transforms/language/language_id/python/src/nlp.py b/transforms/language/lang_id/python/src/nlp.py similarity index 100% rename from transforms/language/language_id/python/src/nlp.py rename to transforms/language/lang_id/python/src/nlp.py diff --git a/transforms/language/language_id/python/test-data/expected/metadata.json b/transforms/language/lang_id/python/test-data/expected/metadata.json similarity index 100% rename from transforms/language/language_id/python/test-data/expected/metadata.json rename to transforms/language/lang_id/python/test-data/expected/metadata.json diff --git a/transforms/language/language_id/python/test-data/expected/test_01.parquet b/transforms/language/lang_id/python/test-data/expected/test_01.parquet similarity index 100% rename from transforms/language/language_id/python/test-data/expected/test_01.parquet rename to transforms/language/lang_id/python/test-data/expected/test_01.parquet diff --git a/transforms/language/language_id/python/test-data/expected/test_02.parquet b/transforms/language/lang_id/python/test-data/expected/test_02.parquet similarity index 100% rename from transforms/language/language_id/python/test-data/expected/test_02.parquet rename to transforms/language/lang_id/python/test-data/expected/test_02.parquet diff --git a/transforms/language/language_id/python/test-data/expected/test_03.parquet b/transforms/language/lang_id/python/test-data/expected/test_03.parquet similarity index 100% rename from transforms/language/language_id/python/test-data/expected/test_03.parquet rename to transforms/language/lang_id/python/test-data/expected/test_03.parquet diff --git a/transforms/language/language_id/python/test-data/input/test_01.parquet b/transforms/language/lang_id/python/test-data/input/test_01.parquet similarity index 100% rename from transforms/language/language_id/python/test-data/input/test_01.parquet rename to transforms/language/lang_id/python/test-data/input/test_01.parquet diff --git a/transforms/language/language_id/python/test-data/input/test_02.parquet b/transforms/language/lang_id/python/test-data/input/test_02.parquet similarity index 100% rename from transforms/language/language_id/python/test-data/input/test_02.parquet rename to transforms/language/lang_id/python/test-data/input/test_02.parquet diff --git a/transforms/language/language_id/python/test-data/input/test_03.parquet b/transforms/language/lang_id/python/test-data/input/test_03.parquet similarity index 100% rename from transforms/language/language_id/python/test-data/input/test_03.parquet rename to transforms/language/lang_id/python/test-data/input/test_03.parquet diff --git a/transforms/language/language_id/python/test/test_lang_id.py b/transforms/language/lang_id/python/test/test_lang_id.py similarity index 100% rename from transforms/language/language_id/python/test/test_lang_id.py rename to transforms/language/lang_id/python/test/test_lang_id.py diff --git a/transforms/language/language_id/python/test/test_lang_id_python.py b/transforms/language/lang_id/python/test/test_lang_id_python.py similarity index 100% rename from transforms/language/language_id/python/test/test_lang_id_python.py rename to transforms/language/lang_id/python/test/test_lang_id_python.py diff --git a/transforms/language/language_id/python/test/test_nlp.py b/transforms/language/lang_id/python/test/test_nlp.py similarity index 100% rename from transforms/language/language_id/python/test/test_nlp.py rename to transforms/language/lang_id/python/test/test_nlp.py diff --git a/transforms/language/language_id/ray/.dockerignore b/transforms/language/lang_id/ray/.dockerignore similarity index 100% rename from transforms/language/language_id/ray/.dockerignore rename to transforms/language/lang_id/ray/.dockerignore diff --git a/transforms/language/language_id/ray/.gitignore b/transforms/language/lang_id/ray/.gitignore similarity index 100% rename from transforms/language/language_id/ray/.gitignore rename to transforms/language/lang_id/ray/.gitignore diff --git a/transforms/language/language_id/ray/Dockerfile b/transforms/language/lang_id/ray/Dockerfile similarity index 100% rename from transforms/language/language_id/ray/Dockerfile rename to transforms/language/lang_id/ray/Dockerfile diff --git a/transforms/language/language_id/ray/Makefile b/transforms/language/lang_id/ray/Makefile similarity index 64% rename from transforms/language/language_id/ray/Makefile rename to transforms/language/lang_id/ray/Makefile index 286ea29a9..5e009a92b 100644 --- a/transforms/language/language_id/ray/Makefile +++ b/transforms/language/lang_id/ray/Makefile @@ -8,7 +8,7 @@ include $(REPOROOT)/transforms/.make.transforms TRANSFORM_NAME=lang_id # $(REPOROOT)/.make.versions file contains the versions -DOCKER_IMAGE_VERSION=${LANG_ID_VERSION} +DOCKER_IMAGE_VERSION=${LANG_ID_RAY_VERSION} venv:: .transforms.ray-venv @@ -34,13 +34,20 @@ setup:: .transforms.setup # set the version of python transform that this depends on. set-versions: - $(MAKE) TRANSFORM_PYTHON_VERSION=$(NOOP_PYTHON_VERSION) .transforms.set-versions + $(MAKE) TRANSFORM_PYTHON_VERSION=$(LANG_ID_PYTHON_VERSION) .transforms.set-versions build-dist:: set-versions .defaults.build-dist publish-dist:: .defaults.publish-dist -run-cli-sample: .transforms.run-cli-ray-sample +run-cli-sample: + $(MAKE) RUN_FILE=$(TRANSFORM_NAME)_transform_ray.py \ + RUN_ARGS=" --run_locally True --data_local_config \"{ 'input_folder' : '../test-data/input', 'output_folder' : '../output'}\" \ + --lang_id_model_credential \"ANY CREDENTIAL\" \ + --lang_id_model_kind \"fasttext\" \ + --lang_id_model_url \"facebook/fasttext-language-identification\" \ + --lang_id_content_column_name \"text\" " \ + .transforms.run-src-file run-local-sample: .transforms.run-local-ray-sample diff --git a/transforms/language/language_id/ray/README.md b/transforms/language/lang_id/ray/README.md similarity index 100% rename from transforms/language/language_id/ray/README.md rename to transforms/language/lang_id/ray/README.md diff --git a/transforms/language/language_id/ray/pyproject.toml b/transforms/language/lang_id/ray/pyproject.toml similarity index 100% rename from transforms/language/language_id/ray/pyproject.toml rename to transforms/language/lang_id/ray/pyproject.toml diff --git a/transforms/language/language_id/ray/src/lang_id_local_ray.py b/transforms/language/lang_id/ray/src/lang_id_local_ray.py similarity index 98% rename from transforms/language/language_id/ray/src/lang_id_local_ray.py rename to transforms/language/lang_id/ray/src/lang_id_local_ray.py index a2f7535c5..9c3af4c3b 100644 --- a/transforms/language/language_id/ray/src/lang_id_local_ray.py +++ b/transforms/language/lang_id/ray/src/lang_id_local_ray.py @@ -50,7 +50,7 @@ model_credential_cli_param: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", model_kind_cli_param: KIND_FASTTEXT, model_url_cli_param: "facebook/fasttext-language-identification", - content_column_name_cli_param: "contents" + content_column_name_cli_param: "text" } if __name__ == "__main__": # Set the simulated command line args diff --git a/transforms/language/language_id/ray/src/lang_id_s3_ray.py b/transforms/language/lang_id/ray/src/lang_id_s3_ray.py similarity index 98% rename from transforms/language/language_id/ray/src/lang_id_s3_ray.py rename to transforms/language/lang_id/ray/src/lang_id_s3_ray.py index 2f0f7851b..9c69dd660 100644 --- a/transforms/language/language_id/ray/src/lang_id_s3_ray.py +++ b/transforms/language/lang_id/ray/src/lang_id_s3_ray.py @@ -57,7 +57,7 @@ model_credential_cli_param: "PUT YOUR OWN HUGGINGFACE CREDENTIAL", model_kind_cli_param: KIND_FASTTEXT, model_url_cli_param: "facebook/fasttext-language-identification", - content_column_name_cli_param: "contents", + content_column_name_cli_param: "text", } sys.argv = ParamsUtils.dict_to_req(d=params) # for arg in sys.argv: diff --git a/transforms/language/language_id/ray/src/lang_id_transform_ray.py b/transforms/language/lang_id/ray/src/lang_id_transform_ray.py similarity index 100% rename from transforms/language/language_id/ray/src/lang_id_transform_ray.py rename to transforms/language/lang_id/ray/src/lang_id_transform_ray.py diff --git a/transforms/language/language_id/ray/test-data/expected/metadata.json b/transforms/language/lang_id/ray/test-data/expected/metadata.json similarity index 100% rename from transforms/language/language_id/ray/test-data/expected/metadata.json rename to transforms/language/lang_id/ray/test-data/expected/metadata.json diff --git a/transforms/language/language_id/ray/test-data/expected/test_01.parquet b/transforms/language/lang_id/ray/test-data/expected/test_01.parquet similarity index 100% rename from transforms/language/language_id/ray/test-data/expected/test_01.parquet rename to transforms/language/lang_id/ray/test-data/expected/test_01.parquet diff --git a/transforms/language/language_id/ray/test-data/expected/test_02.parquet b/transforms/language/lang_id/ray/test-data/expected/test_02.parquet similarity index 100% rename from transforms/language/language_id/ray/test-data/expected/test_02.parquet rename to transforms/language/lang_id/ray/test-data/expected/test_02.parquet diff --git a/transforms/language/language_id/ray/test-data/expected/test_03.parquet b/transforms/language/lang_id/ray/test-data/expected/test_03.parquet similarity index 100% rename from transforms/language/language_id/ray/test-data/expected/test_03.parquet rename to transforms/language/lang_id/ray/test-data/expected/test_03.parquet diff --git a/transforms/language/language_id/ray/test-data/input/test_01.parquet b/transforms/language/lang_id/ray/test-data/input/test_01.parquet similarity index 100% rename from transforms/language/language_id/ray/test-data/input/test_01.parquet rename to transforms/language/lang_id/ray/test-data/input/test_01.parquet diff --git a/transforms/language/language_id/ray/test-data/input/test_02.parquet b/transforms/language/lang_id/ray/test-data/input/test_02.parquet similarity index 100% rename from transforms/language/language_id/ray/test-data/input/test_02.parquet rename to transforms/language/lang_id/ray/test-data/input/test_02.parquet diff --git a/transforms/language/language_id/ray/test-data/input/test_03.parquet b/transforms/language/lang_id/ray/test-data/input/test_03.parquet similarity index 100% rename from transforms/language/language_id/ray/test-data/input/test_03.parquet rename to transforms/language/lang_id/ray/test-data/input/test_03.parquet diff --git a/transforms/language/language_id/ray/test/test_lang_id_ray.py b/transforms/language/lang_id/ray/test/test_lang_id_ray.py similarity index 100% rename from transforms/language/language_id/ray/test/test_lang_id_ray.py rename to transforms/language/lang_id/ray/test/test_lang_id_ray.py diff --git a/transforms/language/language_id/ray/requirements.txt b/transforms/language/language_id/ray/requirements.txt deleted file mode 100644 index 1de869f56..000000000 --- a/transforms/language/language_id/ray/requirements.txt +++ /dev/null @@ -1,5 +0,0 @@ -# transform runtime -#data-prep-kit==0.1.2 -fasttext==0.9.2 -langcodes==3.3.0 -huggingface-hub==0.21.4 \ No newline at end of file From 50349d5f50ecf5f437c05be809ae88688e1d4d41 Mon Sep 17 00:00:00 2001 From: Daiki Tsuzuku Date: Tue, 11 Jun 2024 10:24:51 +0900 Subject: [PATCH 4/4] change version var to use. remove unnecessary src file from docker Signed-off-by: Daiki Tsuzuku --- transforms/language/lang_id/python/Dockerfile | 1 - transforms/language/lang_id/ray/Makefile | 2 +- 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/transforms/language/lang_id/python/Dockerfile b/transforms/language/lang_id/python/Dockerfile index ab37c815f..a67ac0fe6 100644 --- a/transforms/language/lang_id/python/Dockerfile +++ b/transforms/language/lang_id/python/Dockerfile @@ -38,7 +38,6 @@ USER dpk #RUN pip install --no-cache-dir -r requirements.txt # copy source data -COPY ./src/lang_id_transform.py . COPY ./src/lang_id_transform_python.py . COPY ./src/lang_id_local.py local/ diff --git a/transforms/language/lang_id/ray/Makefile b/transforms/language/lang_id/ray/Makefile index 5e009a92b..37f1c54eb 100644 --- a/transforms/language/lang_id/ray/Makefile +++ b/transforms/language/lang_id/ray/Makefile @@ -34,7 +34,7 @@ setup:: .transforms.setup # set the version of python transform that this depends on. set-versions: - $(MAKE) TRANSFORM_PYTHON_VERSION=$(LANG_ID_PYTHON_VERSION) .transforms.set-versions + $(MAKE) TRANSFORM_PYTHON_VERSION=$(LANG_ID_RAY_VERSION) .transforms.set-versions build-dist:: set-versions .defaults.build-dist

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