mirror of
https://github.com/GoogleCloudPlatform/vertex-ai-samples.git
synced 2026-09-26 14:42:04 +00:00
Boilerplate reduction: Notebook template (#1204)
* Reduced notebook boilerplate * Fixed lint issues * Added unique suffix note * Added unique string processor and moved tests to own folder * Fixed broken link * Added message about updating links * Fixed typo * Added missing import * Added back useful instructions * Addressed comments * Removed matching engine * Fixed comments
This commit is contained in:
@@ -38,7 +38,7 @@ from utils import NotebookProcessors, util
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# A buffer so that workers finish before the orchestrating job
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WORKER_TIMEOUT_BUFFER_IN_SECONDS: int = 60 * 60
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PYTHON_VERSION = "3.9" # Set default python version
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PYTHON_VERSION = "3.9" # Set default python version
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def format_timedelta(delta: datetime.timedelta) -> str:
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@@ -102,6 +102,7 @@ def _process_notebook(
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"VPC_NETWORK": variable_vpc_network,
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},
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)
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unique_strings_preprocessor = NotebookProcessors.UniqueStringsPreprocessor()
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# Use no-execute preprocessor
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(
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@@ -127,13 +128,15 @@ def _get_notebook_python_version(notebook_path: str) -> str:
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src = file.read()
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nb_json = json.loads(src)
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#Iterate over the cells in the ipynb
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for cell in nb_json['cells']:
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if cell['cell_type'] == 'markdown':
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markdown = str.join('', cell['source'])
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# Iterate over the cells in the ipynb
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for cell in nb_json["cells"]:
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if cell["cell_type"] == "markdown":
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markdown = str.join("", cell["source"])
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# Look for the python version specification pattern
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re_match = re.search('python version = (\d\.\d)', markdown, flags=re.IGNORECASE)
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re_match = re.search(
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"python version = (\d\.\d)", markdown, flags=re.IGNORECASE
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)
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if re_match:
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# get the version number
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python_version = re_match.group(1)
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@@ -201,7 +204,9 @@ def process_and_execute_notebook(
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operation = None
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try:
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# Get the python version for running the notebook if specified
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notebook_exec_python_version = _get_notebook_python_version(notebook_path=notebook)
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notebook_exec_python_version = _get_notebook_python_version(
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notebook_path=notebook
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)
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print(f"Running notebook with python {notebook_exec_python_version}")
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# Pre-process notebook by substituting variable names
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@@ -230,7 +235,7 @@ def process_and_execute_notebook(
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private_pool_id=private_pool_id,
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private_pool_region=variable_region,
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timeout_in_seconds=timeout_in_seconds,
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python_version=notebook_exec_python_version
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python_version=notebook_exec_python_version,
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)
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operation_metadata = BuildOperationMetadata(mapping=operation.metadata)
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@@ -443,7 +448,7 @@ def process_and_execute_notebooks(
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result.log_url,
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result.output_uri,
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result.output_uri_web,
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result.logs_bucket
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result.logs_bucket,
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]
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for result in results_sorted
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],
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@@ -454,34 +459,34 @@ def process_and_execute_notebooks(
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"log_url",
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"output_uri",
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"output_uri_web",
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"logs_bucket"
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"logs_bucket",
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],
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)
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)
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if len(notebooks) == 1:
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print("="*100)
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print("The notebook execution build log:\n")
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print("="*100)
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print("=" * 100)
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print("The notebook execution build log:\n")
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print("=" * 100)
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build_id = results_sorted[0].build_id
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logs_bucket_name = (results_sorted[0].logs_bucket).removeprefix("gs://")
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log_file_name = f"log-{build_id}.txt"
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build_id = results_sorted[0].build_id
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logs_bucket_name = (results_sorted[0].logs_bucket).removeprefix("gs://")
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log_file_name = f"log-{build_id}.txt"
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log_contents = util.download_blob_into_memory(
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bucket_name=logs_bucket_name,
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blob_name=log_file_name,
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download_as_text=True
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log_contents = util.download_blob_into_memory(
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bucket_name=logs_bucket_name,
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blob_name=log_file_name,
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download_as_text=True,
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)
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# Remove extra steps from the log
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match = re.search("starting Step #4", log_contents, flags=re.IGNORECASE)
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# Remove extra steps from the log
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match = re.search("starting Step #4", log_contents, flags=re.IGNORECASE)
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if match is not None:
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match_index = match.span()[0]
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print(log_contents[match_index:])
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else:
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print(log_contents)
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if match is not None:
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match_index = match.span()[0]
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print(log_contents[match_index:])
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else:
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print(log_contents)
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print("\n=== END RESULTS===\n")
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@@ -2,5 +2,4 @@ notebooks/official/vizier/gapic-vizier-multi-objective-optimization.ipynb
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notebooks/official/pipelines/lightweight_functions_component_io_kfp.ipynb
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notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-locally-trained-models.ipynb
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notebooks/official/custom/custom-tabular-bq-managed-dataset.ipynb
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notebooks/official/matching_engine/sdk_matching_engine_for_indexing.ipynb
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.cloud-build/tests/python_version_test.ipynb
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@@ -14,6 +14,8 @@
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# limitations under the License.
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from typing import Dict
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import random
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import string
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from nbconvert.preprocessors import Preprocessor
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@@ -63,3 +65,30 @@ class UpdateVariablesPreprocessor(Preprocessor):
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executable_cells.append(cell)
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notebook.cells = executable_cells
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return notebook, resources
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# Generate a uuid of a specifed length
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def generate_uuid(length: int = 8) -> str:
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return "".join(random.choices(string.ascii_lowercase + string.digits, k=length))
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class UniqueStringsPreprocessor(Preprocessor):
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# A preprocessor that replaces strings that end with "-unique" with a uuid.
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@staticmethod
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def update_unique_strings(content: str):
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# Replace strings that end with "-unique" with a uuid.
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return content.replace('-unique"', f'-{generate_uuid()}"')
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def preprocess(self, notebook, resources=None):
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executable_cells = []
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for cell in notebook.cells:
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if cell.cell_type == "code":
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cell.source = self.update_unique_strings(
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content=cell.source,
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)
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executable_cells.append(cell)
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notebook.cells = executable_cells
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return notebook, resources
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@@ -40,65 +40,3 @@ def get_updated_value(content: str, variable_name: str, variable_value: str) ->
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content,
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flags=re.M,
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)
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def test_update_value():
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new_content = get_updated_value(
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content='asdf\nPROJECT_ID = "[your-project-id]" #@param {type:"string"} \nasdf',
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variable_name="PROJECT_ID",
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variable_value="sample-project",
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)
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assert (
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new_content
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== 'asdf\nPROJECT_ID = "sample-project" #@param {type:"string"} \nasdf'
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)
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def test_update_value_single_quotes():
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new_content = get_updated_value(
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content="PROJECT_ID = '[your-project-id]'",
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variable_name="PROJECT_ID",
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variable_value="sample-project",
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)
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assert new_content == "PROJECT_ID = 'sample-project'"
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def test_update_value_avoidance():
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new_content = get_updated_value(
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content="PROJECT_ID = shell_output[0] ",
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variable_name="PROJECT_ID",
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variable_value="sample-project",
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)
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assert new_content == "PROJECT_ID = shell_output[0] "
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def test_region():
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new_content = get_updated_value(
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content='REGION = "[your-region]" # @param {type:"string"}',
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variable_name="REGION",
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variable_value="us-central1",
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)
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assert new_content == 'REGION = "us-central1" # @param {type:"string"}'
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def test_region_equal_equals_ignore():
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# Tests that == is ignored
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new_content = get_updated_value(
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content='REGION == "[your-region]" # @param {type:"string"}',
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variable_name="REGION",
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variable_value="us-central1",
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)
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assert new_content == 'REGION == "[your-region]" # @param {type:"string"}'
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def test_service_account():
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# Tests that == is ignored
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new_content = get_updated_value(
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content='SERVICE_ACCOUNT = "[your-service-account]" # @param {type:"string"}',
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variable_name="SERVICE_ACCOUNT",
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variable_value="12345-compute@developer.gserviceaccount.com",
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)
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assert (
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new_content
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== 'SERVICE_ACCOUNT = "12345-compute@developer.gserviceaccount.com" # @param {type:"string"}'
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)
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@@ -0,0 +1,14 @@
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from utils import NotebookProcessors
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def test_update_value():
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# Test that the content was updated
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preprocessor = NotebookProcessors.UniqueStringsPreprocessor()
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content = 'PROJECT_ID = "your-project-id-unique"'
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new_content = preprocessor.update_unique_strings(content)
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assert new_content != content
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assert new_content.startswith('PROJECT_ID = "your-project-id-')
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assert new_content.endswith('"')
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@@ -0,0 +1,63 @@
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from utils import UpdateNotebookVariables
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def test_update_value():
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new_content = UpdateNotebookVariables.get_updated_value(
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content='asdf\nPROJECT_ID = "[your-project-id]" #@param {type:"string"} \nasdf',
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variable_name="PROJECT_ID",
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variable_value="sample-project",
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)
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assert (
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new_content
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== 'asdf\nPROJECT_ID = "sample-project" #@param {type:"string"} \nasdf'
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)
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def test_update_value_single_quotes():
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new_content = UpdateNotebookVariables.get_updated_value(
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content="PROJECT_ID = '[your-project-id]'",
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variable_name="PROJECT_ID",
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variable_value="sample-project",
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)
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assert new_content == "PROJECT_ID = 'sample-project'"
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def test_update_value_avoidance():
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new_content = UpdateNotebookVariables.get_updated_value(
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content="PROJECT_ID = shell_output[0] ",
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variable_name="PROJECT_ID",
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variable_value="sample-project",
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)
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assert new_content == "PROJECT_ID = shell_output[0] "
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def test_region():
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new_content = UpdateNotebookVariables.get_updated_value(
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content='REGION = "[your-region]" # @param {type:"string"}',
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variable_name="REGION",
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variable_value="us-central1",
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)
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assert new_content == 'REGION = "us-central1" # @param {type:"string"}'
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def test_region_equal_equals_ignore():
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# Tests that == is ignored
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new_content = UpdateNotebookVariables.get_updated_value(
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content='REGION == "[your-region]" # @param {type:"string"}',
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variable_name="REGION",
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variable_value="us-central1",
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)
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assert new_content == 'REGION == "[your-region]" # @param {type:"string"}'
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def test_service_account():
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# Tests that == is ignored
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new_content = UpdateNotebookVariables.get_updated_value(
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content='SERVICE_ACCOUNT = "[your-service-account]" # @param {type:"string"}',
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variable_name="SERVICE_ACCOUNT",
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variable_value="12345-compute@developer.gserviceaccount.com",
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)
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assert (
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new_content
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== 'SERVICE_ACCOUNT = "12345-compute@developer.gserviceaccount.com" # @param {type:"string"}'
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)
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