diff --git a/.env.example b/.env.example new file mode 100644 index 00000000..7d607ecd --- /dev/null +++ b/.env.example @@ -0,0 +1,22 @@ +# For e2e tests: +ENGINE_CONNECTION_STRING= # Format: https://..kusto.windows.net +DM_CONNECTION_STRING= # Optional - if not set, will infer from ENGINE_CONNECTION_STRING. Format: https://ingest-..kusto.windows.net +TEST_DATABASE= + +# For credential tests: + +# app key provider: +AZURE_CLIENT_ID= +AZURE_CLIENT_SECRET= +AZURE_TENANT_ID= +# certificate provider: +CERT_THUMBPRINT= +CERT_PUBLIC_CERT_PATH= +CERT_PEM_KEY_PATH= +# managed identity provider: +MSI_OBJECT_ID= +MSI_CLIENT_ID= +# user password provider: +USER_NAME= +USER_PASS= +USER_AUTH_ID= \ No newline at end of file diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 4f86a71e..853f166b 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -14,12 +14,11 @@ on: jobs: build: runs-on: ubuntu-latest - environment: build strategy: fail-fast: false matrix: - python-version: [ '3.8', '3.9', '3.10', '3.11', '3.12', '3.13' ] + python-version: [ '3.9', '3.10', '3.11', '3.12', '3.13' ] env: PYTHON: ${{ matrix.python-version }} @@ -31,22 +30,13 @@ jobs: tenant-id: ${{ secrets.AZURE_TENANT_ID }} subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }} - uses: actions/checkout@v4 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v4 + - name: Install uv and set the python version + uses: astral-sh/setup-uv@v6 with: python-version: ${{ matrix.python-version }} - - name: Install dependencies - run: | - python -m pip install --upgrade pip --user - pip install -r dev_requirements.txt --user - pip install pytest-cov --user - pip install ./azure-kusto-data[aio,pandas] ./azure-kusto-ingest[aio,pandas] --user - pip freeze - # We have to use an old version of this plugin, as the new one assumes python 3.8 - - uses: psf/black@c8f1a5542c257491e1e093b1404481ece7f7e02c - with: - options: "--check --diff --line-length 160" - version: "23.3.0" + enable-cache: true + - name: Install Poe + run: uv tool install poethepoet - name: EtoE Test with pytest env: TEST_DATABASE: ${{ secrets.TEST_DATABASE }} @@ -54,8 +44,18 @@ jobs: ENGINE_CONNECTION_STRING: ${{ secrets.ENGINE_CONNECTION_STRING }} APPLICATION_INSIGHTS_ENGINE_CONNECTION_STRING: https://ade.applicationinsights.io/subscriptions/12534eb3-8109-4d84-83ad-576c0d5e1d06/resourcegroups/clients_e2e_test/providers/microsoft.insights/components/kusto-e2e-app-insights APPLICATION_INSIGHTS_TEST_DATABASE: kusto-e2e-app-insights - run: | - pytest -v . --junit-xml pytest.xml --cov=/home/runner/.local/lib/python${{ matrix.python-version }}/site-packages/azure/kusto --cov-report=xml:coverage2.xml + run: poe test --ci + + # todo: re-enable on a different PR + # - name: "Run Ruff Formatter" + # id: ruff-formatter + # uses: astral-sh/ruff-action@v3 + # with: + # args: "format --diff" + # + # - name: "Run Ruff Linter" + # run: ruff check --diff + - name: Upload Unit Test Results if: always() uses: actions/upload-artifact@v4 @@ -63,12 +63,6 @@ jobs: name: Unit Test Results (Python ${{ matrix.python-version }}) path: pytest*.xml - - name: Upload coverage to Codecov - uses: codecov/codecov-action@v2 - with: - env_vars: PYTHON - - publish-test-results: name: "Publish Unit Tests Results" needs: build diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 6b97034d..2358afc8 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -21,33 +21,20 @@ jobs: environment: release steps: - uses: actions/checkout@v4 - - name: Set up Python - uses: actions/setup-python@v5 + - name: Install uv and set the python version + uses: astral-sh/setup-uv@v6 with: - python-version: '3.8' - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install setuptools wheel twine - - name: Build azure-kusto-data - working-directory: ./azure-kusto-data - run: | - python setup.py sdist bdist_wheel - - name: Build azure-kusto-ingest - working-directory: ./azure-kusto-ingest - run: | - python setup.py sdist bdist_wheel - - name: Publish azure-kusto-data - uses: pypa/gh-action-pypi-publish@release/v1 + python-version: '3.9' + enable-cache: true + - name: Build + run: uv build --all-packages + - name: Publish + uses: pypa/gh-action-pypi-publish@release/v1.12 with: - packages-dir: azure-kusto-data/dist - - name: Publish azure-kusto-ingest - uses: pypa/gh-action-pypi-publish@release/v1 - with: - packages-dir: azure-kusto-ingest/dist + packages-dir: dist - name: Release uses: docker://antonyurchenko/git-release:latest env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} with: - args: azure-kusto-data/dist/*.tar.gz azure-kusto-ingest/dist/*.tar.gz azure-kusto-data/dist/*.whl azure-kusto-ingest/dist/*.whl + args: dist/*.tar.gz dist/*.whl diff --git a/.gitignore b/.gitignore index 122e7580..374c28ad 100644 --- a/.gitignore +++ b/.gitignore @@ -308,4 +308,6 @@ build/ .mypy* -*/.tox/ \ No newline at end of file +*/.tox/ + +.env \ No newline at end of file diff --git a/.pylintrc b/.pylintrc deleted file mode 100644 index 53d046a0..00000000 --- a/.pylintrc +++ /dev/null @@ -1,3 +0,0 @@ -# https://github.com/getsentry/responses/issues/74 -[TYPECHECK] -ignored-classes= responses diff --git a/CHANGELOG.md b/CHANGELOG.md index c9add9aa..96f7670e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -5,6 +5,18 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). +## Unreleased + +### Changed + +- \[BREAKING\] Minimum supported Python version is now 3.9, to align with other Azure SDKs. +- The project's infrastructure has been updated: + - `uv` is used to manage packages + - `ruff` is used for linting and formatting + - `basedpyright` is used for type checking + - `poe` is used to manage tasks + - `pdoc` is used to generate documentation + ## [5.0.5] - 2025-07-20 ### Added diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index f0b5a40c..610ace46 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -4,6 +4,8 @@ If you would like to become an active contributor to this project please follow the instructions provided in [Microsoft Azure Projects Contribution Guidelines](https://azure.github.io/azure-sdk/python_documentation.html). ## Prerequisites + +### Cluster In order to run E2E tests, you need a Kusto database you have admin rights on. A Kusto free cluster is the easiest way to acquire one. You can cerate a free Kusto cluster here: https://dataexplorer.azure.com/home @@ -11,18 +13,51 @@ You can cerate a free Kusto cluster here: https://dataexplorer.azure.com/home Make sure you set streaming ingestion to enabled in the cluster's configuration: https://learn.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming?tabs=azure-portal%2Ccsharp -You should set then following environment vars where you run E2Es (in IDE run config, shell window, computer, etc). + +### Tools + +The project uses [uv](https://docs.astral.sh/uv/) as the project manager. +You will need to install it in order to develop on this project. + +See [Installing uv](https://docs.astral.sh/uv/getting-started/installation/). + +Additionally, the project uses [poethepoet](https://poethepoet.natn.io/index.html) as the task runner. + +You can install it with uv: + +```bash +uv tool install poethepoet + +poe +``` + +Or you can use `uvx` to use it directly without installing: + +```bash +uvx poe +``` + + +### Environment Variables + +Some tests require you to set environment variables to run. + +The project supports a .env file, which you can create in the root of the project. +See [.env.example](./.env.example) for an example of a .env file. + +#### E2E Tests Environment Variables + ```shell -ENGINE_CONNECTION_STRING= -DM_CONNECTION_STRING= # Optional - if not set, will infer from ENGINE_CONNECTION_STRING +ENGINE_CONNECTION_STRING= # Format: https://..kusto.windows.net +DM_CONNECTION_STRING= # Optional - if not set, will infer from ENGINE_CONNECTION_STRING. Format: https://ingest-..kusto.windows.net TEST_DATABASE= ``` -The E2E tests authenticate with DefaultAzureCredential, and will fall back to interactive login if needed. +The E2E tests authenticate with [DefaultAzureCredential](https://learn.microsoft.com/en-us/python/api/azure-identity/azure.identity.defaultazurecredential?view=azure-python). +It is recommended to use the [azure cli](https://learn.microsoft.com/en-us/cli/azure/install-azure-cli?view=azure-cli-latest) command `az login` to authenticate with your Azure account to run the tests. -For more information on DefaultAzureCredential, see: -https://learn.microsoft.com/en-us/python/api/azure-identity/azure.identity.defaultazurecredential?view=azure-python +#### Token Provider Tests To run the optional `token_provider` tests, you will need to set the booleans at the top of the file `test_token_providers.py` and the following environment variables in addition to the previous ones: ```shell @@ -43,41 +78,61 @@ USER_PASS= USER_AUTH_ID= # optional ``` -## Requirements -In order to work on this project, we recommend using the dev requirements: +## Development + +As mentioned before, this project uses `uv` and `poe` to manage the development environment and tasks. + +To see the tasks available, you can run: + +```bash +poe +``` + +### Setup + +Setup the project by syncing `uv`: ```bash -pip install -r dev_requirements.txt +poe sync ``` -These including testing related packages as well as styling ([black](https://black.readthedocs.io/en/stable/)) +This will install the dependencies, set up the virtual environment, and install the tools needed for development. -## Building and Testing +### Testing This project uses [pytest](https://docs.pytest.org/en/latest/). +To test the project, simply run: + +```bash +poe test +``` -Since the tests use the package as a third-party, the easiest way to set it up is installing it in edit mode: +To test without E2E tests, you can run: ```bash -pip install -e ./azure-kusto-data ./azure-kusto-ingest +poe test --no-e2e ``` -After which, running tests is simple. +### Style -Just run: +This project uses [ruff](https://docs.astral.sh/ruff/) for linting and formatting. + +Before commiting your changes, make sure the code is properly formatted, or the commit will be rejected. ```bash -pytest ./azure-kusto-data ./azure-kusto-ingest + poe format # formats the code directly + poe check-format # returns a diff of what needs to be formatted ``` -## Style - -We use black, and allow for line-length of 160, so please run: +Also make sure to lint the code: ```bash -black --line-length=160 ./azure-kusto-data ./azure-kusto-ingest + poe lint + + # You can auto-fix some issues with: + poe lint --fix ``` ## PRs @@ -90,7 +145,7 @@ We welcome contributions. In order to make the PR process efficient, please foll * **Please provide any related information needed to understand the change** - docs, guidelines, use-case, best practices and so on. Opinions are accepted, but have to be backed up. * **Checks should pass** - these including linting with black and running tests. -## Code of Conduct +# Code of Conduct This project's code of conduct can be found in the [CODE_OF_CONDUCT.md file](https://github.com/Azure/azure-sdk-for-python/blob/master/CODE_OF_CONDUCT.md) (v1.4.0 of the http://contributor-covenant.org/ CoC). diff --git a/README.md b/README.md index 1e75eec2..60ec7da7 100644 --- a/README.md +++ b/README.md @@ -18,7 +18,7 @@ To install via the Python Package Index (PyPI), type: ### Option 2: Source Via Git To get the source code of the SDK via git just type: -```python +```bash git clone https://github.com/Azure/azure-kusto-python cd ./azure-kusto-python/azure-kusto-data python3 setup.py install @@ -35,7 +35,7 @@ Download a zip of the code via GitHub or PyPi. Then follow the same instructions * `pip install azure-kusto-ingest[pandas]` ## Minimum Requirements -* Python 3.5 and above +* Python 3.9 and above * See setup.py for dependencies ## Authentication methods: diff --git a/azure-kusto-data/MANIFEST.in b/azure-kusto-data/MANIFEST.in deleted file mode 100644 index 720b0c40..00000000 --- a/azure-kusto-data/MANIFEST.in +++ /dev/null @@ -1,5 +0,0 @@ -include *.rst -include azure/__init__.py -include azure/kusto/data/wellKnownKustoEndpoints.json -include azure/kusto/data/kcsb.json -recursive-exclude tests * diff --git a/azure-kusto-data/azure-kusto-data.iml b/azure-kusto-data/azure-kusto-data.iml index 8f9430b9..9e301b9e 100644 --- a/azure-kusto-data/azure-kusto-data.iml +++ b/azure-kusto-data/azure-kusto-data.iml @@ -3,17 +3,11 @@ - + + - - - - - \ No newline at end of file diff --git a/azure-kusto-data/azure/__init__.py b/azure-kusto-data/azure/__init__.py deleted file mode 100644 index cb7832e3..00000000 --- a/azure-kusto-data/azure/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License -"""Init file for azure namespace. https://github.com/Azure/azure-sdk-for-python/wiki/Azure-packaging""" -__path__ = __import__("pkgutil").extend_path(__path__, __name__) diff --git a/azure-kusto-data/azure/kusto/__init__.py b/azure-kusto-data/azure/kusto/__init__.py deleted file mode 100644 index cb7832e3..00000000 --- a/azure-kusto-data/azure/kusto/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License -"""Init file for azure namespace. https://github.com/Azure/azure-sdk-for-python/wiki/Azure-packaging""" -__path__ = __import__("pkgutil").extend_path(__path__, __name__) diff --git a/azure-kusto-data/azure/kusto/data/_version.py b/azure-kusto-data/azure/kusto/data/_version.py index 59aeaf2c..e90290c7 100644 --- a/azure-kusto-data/azure/kusto/data/_version.py +++ b/azure-kusto-data/azure/kusto/data/_version.py @@ -1,3 +1,5 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License -VERSION = "5.0.5" +import importlib.metadata + +VERSION = importlib.metadata.version("azure-kusto-data") diff --git a/azure-kusto-data/azure/kusto/data/aio/__init__.py b/azure-kusto-data/azure/kusto/data/aio/__init__.py index 5c183b47..e1bb77a5 100644 --- a/azure-kusto-data/azure/kusto/data/aio/__init__.py +++ b/azure-kusto-data/azure/kusto/data/aio/__init__.py @@ -1 +1,3 @@ from .client import KustoClient + +__all__ = ["KustoClient"] diff --git a/azure-kusto-data/pyproject.toml b/azure-kusto-data/pyproject.toml new file mode 100644 index 00000000..65b3b3ec --- /dev/null +++ b/azure-kusto-data/pyproject.toml @@ -0,0 +1,50 @@ +[project] +name = "azure-kusto-data" +version = "5.0.5" +description = "Kusto Data Client" +authors = [ + { name = "Microsoft Corporation", email = "kustalk@microsoft.com" }, +] +license = "MIT" +readme = "README.rst" +urls = { "Repository" = "https://github.com/Azure/azure-kusto-python" } + +dependencies = [ + "python-dateutil>=2.9.0", + "requests>=2.32.4", + "azure-identity>=1.24.0,<2", + "msal>=1.34.0b1,<2", + "ijson~=3.4.0", + "azure-core>=1.35.0,<2" +] +requires-python = ">= 3.9" +keywords = ["azure", "kusto", "data", "analytics"] +classifiers = [ + "Programming Language :: Python", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "License :: OSI Approved :: MIT License", +] + +[project.optional-dependencies] +pandas = [ + "pandas>=2.3.1", +] +async = [ + "aiohttp>=3.12.15", + "asgiref>=3.9.1", +] + +[tool.uv] +package = true + +[build-system] +requires = ["uv_build>=0.8.9,<0.9.0"] +build-backend = "uv_build" + +[tool.uv.build-backend] +module-name = "azure.kusto.data" +module-root = "" \ No newline at end of file diff --git a/azure-kusto-data/setup.cfg b/azure-kusto-data/setup.cfg deleted file mode 100644 index 480c5c24..00000000 --- a/azure-kusto-data/setup.cfg +++ /dev/null @@ -1,12 +0,0 @@ -[bdist_wheel] -universal=1 - -[flake8] -ignore = E226,E302,E41 -max-line-length = 160 -exclude = tests/* -max-complexity = 10 - - -[pylint] -max-line-length = 160 \ No newline at end of file diff --git a/azure-kusto-data/setup.py b/azure-kusto-data/setup.py deleted file mode 100644 index 88102d9f..00000000 --- a/azure-kusto-data/setup.py +++ /dev/null @@ -1,54 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License -import re -from os import path - -# Always prefer setuptools over distutils -from setuptools import setup, find_packages - -PACKAGE_NAME = "azure-kusto-data" - -# a-b-c => a/b/c -PACKAGE_FOLDER_PATH = PACKAGE_NAME.replace("-", path.sep) -# a-b-c => a.b.c -NAMESPACE_NAME = PACKAGE_NAME.replace("-", ".") - -with open(path.join(PACKAGE_FOLDER_PATH, "_version.py"), "r") as fd: - VERSION = re.search(r'^VERSION\s*=\s*[\'"]([^\'"]*)[\'"]', fd.read(), re.MULTILINE).group(1) - -if not VERSION: - raise RuntimeError("Cannot find version information") - - -setup( - name=PACKAGE_NAME, - version=VERSION, - description="Kusto Data Client", - long_description_content_type="text/markdown", - long_description=open("README.rst", "r").read(), - url="https://github.com/Azure/azure-kusto-python", - author="Microsoft Corporation", - author_email="kustalk@microsoft.com", - license="MIT", - classifiers=[ - # 5 - Production/Stable depends on multi-threading / aio / perf - "Development Status :: 4 - Beta", - "Intended Audience :: Developers", - "Topic :: Software Development", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3.12", - "Programming Language :: Python :: 3.13", - "License :: OSI Approved :: MIT License", - ], - namespace_packages=["azure"], - keywords="kusto wrapper client library", - packages=find_packages(exclude=["azure", "*tests*", "*tests.*"]), - package_data={"": ["wellKnownKustoEndpoints.json", "py.typed", "kcsb.json"]}, - include_package_data=True, - install_requires=["python-dateutil>=2.8.0", "requests>=2.32.3", "azure-identity>=1.21.0,<2", "msal>=1.9.0,<2", "ijson~=3.1", "azure-core>=1.33.0,<2"], - extras_require={"pandas": ["pandas"], "aio": ["aiohttp>=3.8.0,<4", "asgiref>=3.2.3,<4"]}, -) diff --git a/azure-kusto-data/tox.ini b/azure-kusto-data/tox.ini deleted file mode 100644 index 732eedd7..00000000 --- a/azure-kusto-data/tox.ini +++ /dev/null @@ -1,8 +0,0 @@ -[tox] -envlist = py27,py35,py37 - -[testenv] -deps= - pytest - pandas -commands = pytest diff --git a/azure-kusto-ingest/MANIFEST.in b/azure-kusto-ingest/MANIFEST.in deleted file mode 100644 index ae31673c..00000000 --- a/azure-kusto-ingest/MANIFEST.in +++ /dev/null @@ -1,2 +0,0 @@ -include *.rst -recursive-exclude tests * diff --git a/azure-kusto-ingest/README.rst b/azure-kusto-ingest/README.rst index a3a26522..b73e37fa 100644 --- a/azure-kusto-ingest/README.rst +++ b/azure-kusto-ingest/README.rst @@ -15,7 +15,7 @@ Microsoft Azure Kusto Ingest Library for Python blob_descriptor = BlobDescriptor("https://{path_to_blob}.csv.gz?sas", 51200) # in this example, the raw (uncompressed) size of the data is 50KB (52100 bytes) client.ingest_from_blob(blob_descriptor, ingestion_properties=ingestion_props) - + Overview -------- diff --git a/azure-kusto-ingest/azure-kusto-ingest.iml b/azure-kusto-ingest/azure-kusto-ingest.iml index 988295f6..b88e4c23 100644 --- a/azure-kusto-ingest/azure-kusto-ingest.iml +++ b/azure-kusto-ingest/azure-kusto-ingest.iml @@ -3,18 +3,11 @@ - - + - - - - \ No newline at end of file diff --git a/azure-kusto-ingest/azure/__init__.py b/azure-kusto-ingest/azure/__init__.py deleted file mode 100644 index cb7832e3..00000000 --- a/azure-kusto-ingest/azure/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License -"""Init file for azure namespace. https://github.com/Azure/azure-sdk-for-python/wiki/Azure-packaging""" -__path__ = __import__("pkgutil").extend_path(__path__, __name__) diff --git a/azure-kusto-ingest/azure/kusto/__init__.py b/azure-kusto-ingest/azure/kusto/__init__.py deleted file mode 100644 index cb7832e3..00000000 --- a/azure-kusto-ingest/azure/kusto/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License -"""Init file for azure namespace. https://github.com/Azure/azure-sdk-for-python/wiki/Azure-packaging""" -__path__ = __import__("pkgutil").extend_path(__path__, __name__) diff --git a/azure-kusto-ingest/azure/kusto/ingest/_version.py b/azure-kusto-ingest/azure/kusto/ingest/_version.py index 59aeaf2c..29f71612 100644 --- a/azure-kusto-ingest/azure/kusto/ingest/_version.py +++ b/azure-kusto-ingest/azure/kusto/ingest/_version.py @@ -1,3 +1,5 @@ # Copyright (c) Microsoft Corporation. # Licensed under the MIT License -VERSION = "5.0.5" +import importlib.metadata + +VERSION = importlib.metadata.version("azure-kusto-ingest") diff --git a/azure-kusto-ingest/pyproject.toml b/azure-kusto-ingest/pyproject.toml new file mode 100644 index 00000000..49403278 --- /dev/null +++ b/azure-kusto-ingest/pyproject.toml @@ -0,0 +1,45 @@ +[project] +name = "azure-kusto-ingest" +version = "5.0.5" +description = "Kusto Ingest Client" +authors = [ + { name = "Microsoft Corporation", email = "kustalk@microsoft.com" }, +] +dependencies = [ + "azure-kusto-data", + # TODO - this has to be locked to this version due to https://github.com/Azure/azure-sdk-for-python/issues/40041 + "azure-storage-blob==12.26.0", + "azure-storage-queue==12.13.0", + "tenacity>=9.1.2", +] +readme = "README.rst" +requires-python = ">= 3.9" +license = "MIT" +keywords = ["azure", "kusto", "ingest", "data", "analytics"] +classifiers = [ + "Programming Language :: Python", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "License :: OSI Approved :: MIT License", +] +urls = { "Repository" = "https://github.com/Azure/azure-kusto-python" } + +[project.optional-dependencies] +pandas = [ + "pandas>=2.3.1", +] +aio = [] + +[tool.uv] +package = true + +[build-system] +requires = ["uv_build>=0.8.9,<0.9.0"] +build-backend = "uv_build" + +[tool.uv.build-backend] +module-name = "azure.kusto.ingest" +module-root = "" diff --git a/azure-kusto-ingest/setup.cfg b/azure-kusto-ingest/setup.cfg deleted file mode 100644 index 3f859973..00000000 --- a/azure-kusto-ingest/setup.cfg +++ /dev/null @@ -1,11 +0,0 @@ -[bdist_wheel] -universal=1 - -[flake8] -ignore = E226,E302,E41 -max-line-length = 160 -exclude = tests/* -max-complexity = 10 - -[pylint] -max-line-length = 160 diff --git a/azure-kusto-ingest/setup.py b/azure-kusto-ingest/setup.py deleted file mode 100644 index 1b5467fe..00000000 --- a/azure-kusto-ingest/setup.py +++ /dev/null @@ -1,55 +0,0 @@ -# Copyright (c) Microsoft Corporation. -# Licensed under the MIT License - -import re -from os import path - -from setuptools import setup, find_packages - -PACKAGE_NAME = "azure-kusto-ingest" - -# a-b-c => a/b/c -PACKAGE_FOLDER_PATH = PACKAGE_NAME.replace("-", path.sep) -# a-b-c => a.b.c -NAMESPACE_NAME = PACKAGE_NAME.replace("-", ".") - -with open(path.join(PACKAGE_FOLDER_PATH, "_version.py"), "r") as fd: - VERSION = re.search(r'^VERSION\s*=\s*[\'"]([^\'"]*)[\'"]', fd.read(), re.MULTILINE).group(1) - -if not VERSION: - raise RuntimeError("Cannot find version information") - -setup( - name=PACKAGE_NAME, - version=VERSION, - description="Kusto Ingest Client", - long_description_content_type="text/markdown", - long_description=open("README.rst", "r").read(), - license="MIT", - author="Microsoft Corporation", - author_email="kustalk@microsoft.com", - url="https://github.com/Azure/azure-kusto-python", - namespace_packages=["azure"], - classifiers=[ - # 5 - Production/Stable depends on multi-threading / aio / perf - "Development Status :: 4 - Beta", - "Programming Language :: Python", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3.12", - "Programming Language :: Python :: 3.13", - "License :: OSI Approved :: MIT License", - ], - packages=find_packages(exclude=["azure", "*tests*", "*tests.*"]), - package_data={"": ["py.typed"]}, - install_requires=[ - "azure-kusto-data=={}".format(VERSION), - # TODO - this has to be locked to this version due to https://github.com/Azure/azure-sdk-for-python/issues/40041 - "azure-storage-blob==12.23.0", - "azure-storage-queue==12.12.0", - "tenacity>=8.0.0", - ], - extras_require={"pandas": ["pandas"], "aio": []}, -) diff --git a/azure-kusto-ingest/tests/__init__.py b/azure-kusto-ingest/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/azure-kusto-ingest/tests/test_managed_streaming_ingest.py b/azure-kusto-ingest/tests/test_managed_streaming_ingest.py index eb00c455..14879391 100644 --- a/azure-kusto-ingest/tests/test_managed_streaming_ingest.py +++ b/azure-kusto-ingest/tests/test_managed_streaming_ingest.py @@ -11,8 +11,8 @@ from azure.kusto.data.data_format import DataFormat from azure.kusto.data.exceptions import KustoApiError from azure.kusto.ingest import ManagedStreamingIngestClient, IngestionProperties, IngestionStatus, BlobDescriptor -from test_kusto_ingest_client import request_callback as queued_request_callback, assert_queued_upload, request_callback_throw_transient -from test_kusto_streaming_ingest_client import request_callback as streaming_request_callback, assert_managed_streaming_request_id +from .test_kusto_ingest_client import request_callback as queued_request_callback, assert_queued_upload, request_callback_throw_transient +from .test_kusto_streaming_ingest_client import request_callback as streaming_request_callback, assert_managed_streaming_request_id class TransientResponseHelper: @@ -354,27 +354,27 @@ def test_blob_ingestion(self, mock_uuid, mock_put_message_in_queue, mock_aad): def test_client_uri_from_query_endpoint(self): client = ManagedStreamingIngestClient("https://somecluster.kusto.windows.net") - assert ( - client.queued_client._connection_datasource == "https://ingest-somecluster.kusto.windows.net" - ), "Client URI was not extracted correctly from query endpoint" + assert client.queued_client._connection_datasource == "https://ingest-somecluster.kusto.windows.net", ( + "Client URI was not extracted correctly from query endpoint" + ) assert client.queued_client._resource_manager._kusto_client._kusto_cluster == "https://ingest-somecluster.kusto.windows.net/" - assert ( - client.streaming_client._kusto_client._kusto_cluster == "https://somecluster.kusto.windows.net/" - ), "Client URI was not extracted correctly from ingestion endpoint" + assert client.streaming_client._kusto_client._kusto_cluster == "https://somecluster.kusto.windows.net/", ( + "Client URI was not extracted correctly from ingestion endpoint" + ) def test_client_uri_from_ingestion_endpoint(self): client = ManagedStreamingIngestClient("https://ingest-somecluster.kusto.windows.net") - assert ( - client.queued_client._connection_datasource == "https://ingest-somecluster.kusto.windows.net" - ), "Client URI was not extracted correctly from query endpoint" + assert client.queued_client._connection_datasource == "https://ingest-somecluster.kusto.windows.net", ( + "Client URI was not extracted correctly from query endpoint" + ) assert client.queued_client._resource_manager._kusto_client._kusto_cluster == "https://ingest-somecluster.kusto.windows.net/" - assert ( - client.streaming_client._kusto_client._kusto_cluster == "https://somecluster.kusto.windows.net/" - ), "Client URI was not extracted correctly from ingestion endpoint" + assert client.streaming_client._kusto_client._kusto_cluster == "https://somecluster.kusto.windows.net/", ( + "Client URI was not extracted correctly from ingestion endpoint" + ) def test_from_ingestion_endpoint_reserved_hostname(self): client = ManagedStreamingIngestClient("https://localhost:8080") @@ -388,8 +388,8 @@ def test_from_ingestion_endpoint_reserved_hostname(self): assert client.streaming_client._kusto_client._kusto_cluster == "https://192.168.14.4/" client = ManagedStreamingIngestClient("https://onebox.dev.kusto.windows.net") - assert ( - client.queued_client._connection_datasource == "https://onebox.dev.kusto.windows.net" - ), "Client URI was not extracted correctly from query endpoint" + assert client.queued_client._connection_datasource == "https://onebox.dev.kusto.windows.net", ( + "Client URI was not extracted correctly from query endpoint" + ) assert client.queued_client._resource_manager._kusto_client._kusto_cluster == "https://onebox.dev.kusto.windows.net/" assert client.streaming_client._kusto_client._kusto_cluster == "https://onebox.dev.kusto.windows.net/" diff --git a/azure-kusto-ingest/tests/test_status_q.py b/azure-kusto-ingest/tests/test_status_q.py index f594e522..a0f91083 100644 --- a/azure-kusto-ingest/tests/test_status_q.py +++ b/azure-kusto-ingest/tests/test_status_q.py @@ -96,9 +96,11 @@ def test_isempty(self): fake_peek = fake_peek_factory( lambda queue_name, num_messages=1: [mock_message(success=True) for _ in range(0, num_messages)] if "qs" in queue_name else [] ) - with mock.patch.object(client._resource_manager, "get_successful_ingestions_queues") as mocked_get_success_qs, mock.patch.object( - client._resource_manager, "get_failed_ingestions_queues" - ) as mocked_get_failed_qs, mock.patch.object(QueueClient, "peek_messages", autospec=True, side_effect=fake_peek) as q_mock: + with ( + mock.patch.object(client._resource_manager, "get_successful_ingestions_queues") as mocked_get_success_qs, + mock.patch.object(client._resource_manager, "get_failed_ingestions_queues") as mocked_get_failed_qs, + mock.patch.object(QueueClient, "peek_messages", autospec=True, side_effect=fake_peek) as q_mock, + ): fake_failed_queue = get_resource_uri("mocked_storage_account_f1", "mocked_qf_name") fake_success_queue = get_resource_uri("mocked_storage_account2", "mocked_qs_name") @@ -123,9 +125,11 @@ def test_peek(self): ] ) - with mock.patch.object(client._resource_manager, "get_successful_ingestions_queues") as mocked_get_success_qs, mock.patch.object( - client._resource_manager, "get_failed_ingestions_queues" - ) as mocked_get_failed_qs, mock.patch.object(QueueClient, "peek_messages", autospec=True, side_effect=fake_peek) as q_mock: + with ( + mock.patch.object(client._resource_manager, "get_successful_ingestions_queues") as mocked_get_success_qs, + mock.patch.object(client._resource_manager, "get_failed_ingestions_queues") as mocked_get_failed_qs, + mock.patch.object(QueueClient, "peek_messages", autospec=True, side_effect=fake_peek) as q_mock, + ): fake_failed_queue1 = get_resource_uri("mocked_storage_account_f1", "mocked_qf_name") fake_failed_queue2 = get_resource_uri("mocked_storage_account_f2", "mocked_qf_2_name") fake_success_queue = get_resource_uri("mocked_storage_account2", "mocked_qs_name") @@ -168,16 +172,17 @@ def test_pop(self): ] ) - with mock.patch.object(client._resource_manager, "get_successful_ingestions_queues") as mocked_get_success_qs, mock.patch.object( - client._resource_manager, "get_failed_ingestions_queues" - ) as mocked_get_failed_qs, mock.patch.object( - QueueClient, - "receive_messages", - autospec=True, - side_effect=fake_receive, - ) as q_receive_mock, mock.patch.object( - QueueClient, "delete_message", return_value=None - ) as q_del_mock: + with ( + mock.patch.object(client._resource_manager, "get_successful_ingestions_queues") as mocked_get_success_qs, + mock.patch.object(client._resource_manager, "get_failed_ingestions_queues") as mocked_get_failed_qs, + mock.patch.object( + QueueClient, + "receive_messages", + autospec=True, + side_effect=fake_receive, + ) as q_receive_mock, + mock.patch.object(QueueClient, "delete_message", return_value=None) as q_del_mock, + ): fake_failed_queue1 = get_resource_uri("mocked_storage_account_f1", "mocked_qf_name") fake_failed_queue2 = get_resource_uri("mocked_storage_account_f2", "mocked_qf_2_name") fake_success_queue = get_resource_uri("mocked_storage_account2", "mocked_qs_name") @@ -220,15 +225,16 @@ def test_pop_unbalanced_queues(self): fake_receive = fake_receive_factory( lambda queue_name, messages_per_page=1: [mock_message(success=False) for _ in range(0, messages_per_page)] if "1" in queue_name else [] ) - with mock.patch.object(client._resource_manager, "get_successful_ingestions_queues"), mock.patch.object( - client._resource_manager, "get_failed_ingestions_queues" - ) as mocked_get_failed_qs, mock.patch.object( - QueueClient, - "receive_messages", - autospec=True, - side_effect=fake_receive, - ) as q_receive_mock, mock.patch.object( - QueueClient, "delete_message", return_value=None + with ( + mock.patch.object(client._resource_manager, "get_successful_ingestions_queues"), + mock.patch.object(client._resource_manager, "get_failed_ingestions_queues") as mocked_get_failed_qs, + mock.patch.object( + QueueClient, + "receive_messages", + autospec=True, + side_effect=fake_receive, + ) as q_receive_mock, + mock.patch.object(QueueClient, "delete_message", return_value=None), ): fake_failed_queue1 = get_resource_uri("mocked_storage_account_f1", "mocked_qf_1_name") fake_failed_queue2 = get_resource_uri("mocked_storage_account_f2", "mocked_qf_2_name") diff --git a/azure-kusto-ingest/tox.ini b/azure-kusto-ingest/tox.ini deleted file mode 100644 index 14a3e474..00000000 --- a/azure-kusto-ingest/tox.ini +++ /dev/null @@ -1,8 +0,0 @@ -[tox] -envlist = py27,py35,py37 - -[testenv] -deps= - pytest - pandas -commands=pytest diff --git a/azure-kusto-python.iml b/azure-kusto-python.iml new file mode 100644 index 00000000..e710e3bd --- /dev/null +++ b/azure-kusto-python.iml @@ -0,0 +1,13 @@ + + + + + + + + + + + + + \ No newline at end of file diff --git a/back_to_black.bat b/back_to_black.bat deleted file mode 100644 index 6dac338b..00000000 --- a/back_to_black.bat +++ /dev/null @@ -1,2 +0,0 @@ -pip install --upgrade black==23.3.0 -black . --line-length 160 diff --git a/build_packages.py b/build_packages.py deleted file mode 100644 index 98641185..00000000 --- a/build_packages.py +++ /dev/null @@ -1,62 +0,0 @@ -import argparse -import os -from subprocess import check_call -from pathlib import Path - - -try: - from packaging.version import parse as Version, InvalidVersion -except ImportError: # Should not happen, but at worst in most case this is the same - from pip._vendor.packaging.version import parse as Version, InvalidVersion - -DEFAULT_DESTINATION_FOLDER = os.path.join("..", "dist") -package_list = ["azure-kusto-data", "azure-kusto-ingest"] - - -def create_package(name, dest_folder=DEFAULT_DESTINATION_FOLDER): - absdirpath = os.path.abspath(name) - check_call(["python", "setup.py", "bdist_wheel", "-d", dest_folder], cwd=absdirpath) - check_call(["python", "setup.py", "sdist", "-d", dest_folder], cwd=absdirpath) - - -def travis_build_package(): - """Assumed called on Travis, to prepare a package to be deployed - This method prints on stdout for Travis. - Return is obj to pass to sys.exit() directly - """ - travis_tag = os.environ.get("TRAVIS_TAG") - if not travis_tag: - print("TRAVIS_TAG environment variable is not present") - return "TRAVIS_TAG environment variable is not present" - - try: - version = Version(travis_tag) - except InvalidVersion: - failure = "Version must be a valid PEP440 version (version is: {})".format(version) - print(failure) - return failure - - abs_dist_path = Path(os.environ["TRAVIS_BUILD_DIR"], "dist") - [create_package(package, str(abs_dist_path)) for package in package_list] - - print("Produced:\n{}".format(list(abs_dist_path.glob("*")))) - - pattern = "*{}*".format(version) - packages = list(abs_dist_path.glob(pattern)) - if not packages: - return "Package version does not match tag {}, abort".format(version) - pypi_server = os.environ.get("PYPI_SERVER", "default PyPI server") - print("Package created as expected and will be pushed to {}".format(pypi_server)) - - -if __name__ == "__main__": - parser = argparse.ArgumentParser(description="Build Azure package.") - parser.add_argument("name", help="The package name") - parser.add_argument("--dest", "-d", default=DEFAULT_DESTINATION_FOLDER, help="Destination folder. Relative to the package dir. [default: %(default)s]") - - args = parser.parse_args() - if args.name == "all": - for package in package_list: - create_package(package, args.dest) - else: - create_package(args.name, args.dest) diff --git a/dev_requirements.txt b/dev_requirements.txt deleted file mode 100644 index 57d3d059..00000000 --- a/dev_requirements.txt +++ /dev/null @@ -1,7 +0,0 @@ -pytest>=3.2.0 -responses>=0.9.0 -pandas>=0.24.0 -black;python_version >= '3.6' -aioresponses>=0.7.6 -pytest-asyncio>=0.12.0 -asgiref>=3.2.3 diff --git a/docs/data.html b/docs/data.html new file mode 100644 index 00000000..04574c0f --- /dev/null +++ b/docs/data.html @@ -0,0 +1,3786 @@ + + + + + + + data API documentation + + + + + + + + + +
+
+

+data

+ + + + + + + 
 1# Copyright (c) Microsoft Corporation.
+ 2# Licensed under the MIT License.
+ 3
+ 4from ._version import VERSION as __version__
+ 5from .client import KustoClient
+ 6from .client_request_properties import ClientRequestProperties
+ 7from .kcsb import KustoConnectionStringBuilder
+ 8from .data_format import DataFormat
+ 9
+10__all__ = [
+11    "KustoClient",
+12    "ClientRequestProperties",
+13    "KustoConnectionStringBuilder",
+14    "DataFormat",
+15]
+
+ + +
+
+ +
+ + class + KustoClient(data.client_base._KustoClientBase): + + + +
+ + 
 49class KustoClient(_KustoClientBase):
+ 50    """
+ 51    Kusto client for Python.
+ 52    The client is a wrapper around the Kusto REST API.
+ 53    To read more about it, go to https://docs.microsoft.com/en-us/azure/kusto/api/rest/
+ 54
+ 55    The primary methods are:
+ 56    `execute_query`:  executes a KQL query against the Kusto service.
+ 57    `execute_mgmt`: executes a KQL control command against the Kusto service.
+ 58    """
+ 59
+ 60    _mgmt_default_timeout = timedelta(hours=1)
+ 61    _query_default_timeout = timedelta(minutes=4)
+ 62    _streaming_ingest_default_timeout = timedelta(minutes=10)
+ 63    _client_server_delta = timedelta(seconds=30)
+ 64
+ 65    # The maximum amount of connections to be able to operate in parallel
+ 66    _max_pool_size = 100
+ 67
+ 68    def __init__(self, kcsb: Union[KustoConnectionStringBuilder, str]):
+ 69        """
+ 70        Kusto Client constructor.
+ 71        :param kcsb: The connection string to initialize KustoClient.
+ 72        :type kcsb: azure.kusto.data.KustoConnectionStringBuilder or str
+ 73        """
+ 74        super().__init__(kcsb, False)
+ 75
+ 76        # Create a session object for connection pooling
+ 77        self._session = requests.Session()
+ 78
+ 79        adapter = HTTPAdapterWithSocketOptions(
+ 80            socket_options=(HTTPConnection.default_socket_options or []) + self.compose_socket_options(), pool_maxsize=self._max_pool_size
+ 81        )
+ 82        self._session.mount("http://", adapter)
+ 83        self._session.mount("https://", adapter)
+ 84
+ 85    def close(self):
+ 86        if not self._is_closed:
+ 87            self._session.close()
+ 88            if self._aad_helper:
+ 89                self._aad_helper.close()
+ 90        super().close()
+ 91
+ 92    def __enter__(self):
+ 93        return self
+ 94
+ 95    def __exit__(self, exc_type, exc_val, exc_tb):
+ 96        self.close()
+ 97
+ 98    def set_proxy(self, proxy_url: str):
+ 99        super().set_proxy(proxy_url)
+100        self._session.proxies = {"http": proxy_url, "https": proxy_url}
+101
+102    def set_http_retries(self, max_retries: int):
+103        """
+104        Set the number of HTTP retries to attempt
+105        """
+106        adapter = HTTPAdapterWithSocketOptions(
+107            socket_options=(HTTPConnection.default_socket_options or []) + self.compose_socket_options(),
+108            pool_maxsize=self._max_pool_size,
+109            max_retries=max_retries,
+110        )
+111        self._session.mount("http://", adapter)
+112        self._session.mount("https://", adapter)
+113
+114    @staticmethod
+115    def compose_socket_options() -> List[Tuple[int, int, int]]:
+116        # Sends TCP Keep-Alive after MAX_IDLE_SECONDS seconds of idleness, once every INTERVAL_SECONDS seconds, and closes the connection after MAX_FAILED_KEEPALIVES failed pings (e.g. 20 => 1:00:30)
+117        MAX_IDLE_SECONDS = 30
+118        INTERVAL_SECONDS = 180  # Corresponds to Azure Load Balancer Service 4 minute timeout, with 1 minute of slack
+119        MAX_FAILED_KEEPALIVES = 20
+120
+121        if (
+122            sys.platform == "linux"
+123            and hasattr(socket, "SOL_SOCKET")
+124            and hasattr(socket, "SO_KEEPALIVE")
+125            and hasattr(socket, "TCP_KEEPIDLE")
+126            and hasattr(socket, "TCP_KEEPINTVL")
+127            and hasattr(socket, "TCP_KEEPCNT")
+128        ):
+129            return [
+130                (socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1),
+131                (socket.IPPROTO_TCP, socket.TCP_KEEPIDLE, MAX_IDLE_SECONDS),
+132                (socket.IPPROTO_TCP, socket.TCP_KEEPINTVL, INTERVAL_SECONDS),
+133                (socket.IPPROTO_TCP, socket.TCP_KEEPCNT, MAX_FAILED_KEEPALIVES),
+134            ]
+135        elif (
+136            sys.platform == "win32"
+137            and hasattr(socket, "SOL_SOCKET")
+138            and hasattr(socket, "SO_KEEPALIVE")
+139            and hasattr(socket, "TCP_KEEPIDLE")
+140            and hasattr(socket, "TCP_KEEPCNT")
+141        ):
+142            return [
+143                (socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1),
+144                (socket.IPPROTO_TCP, socket.TCP_KEEPIDLE, MAX_IDLE_SECONDS),
+145                (socket.IPPROTO_TCP, socket.TCP_KEEPCNT, MAX_FAILED_KEEPALIVES),
+146            ]
+147        elif sys.platform == "darwin" and hasattr(socket, "SOL_SOCKET") and hasattr(socket, "SO_KEEPALIVE") and hasattr(socket, "IPPROTO_TCP"):
+148            TCP_KEEPALIVE = 0x10
+149            return [(socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1), (socket.IPPROTO_TCP, TCP_KEEPALIVE, INTERVAL_SECONDS)]
+150        else:
+151            return []
+152
+153    def execute(self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> KustoResponseDataSet:
+154        """
+155        Executes a query or management command.
+156        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+157        :param str query: Query to be executed.
+158        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+159        :return: Kusto response data set.
+160        :rtype: azure.kusto.data.response.KustoResponseDataSet
+161        """
+162        query = query.strip()
+163        if query.startswith("."):
+164            return self.execute_mgmt(database, query, properties)
+165        return self.execute_query(database, query, properties)
+166
+167    @distributed_trace(name_of_span="KustoClient.query_cmd", kind=SpanKind.CLIENT)
+168    def execute_query(self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> KustoResponseDataSet:
+169        """
+170        Execute a KQL query.
+171        To learn more about KQL go to https://docs.microsoft.com/en-us/azure/kusto/query/
+172        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+173        :param str query: Query to be executed.
+174        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+175        :return: Kusto response data set.
+176        :rtype: azure.kusto.data.response.KustoResponseDataSet
+177        """
+178        database = self._get_database_or_default(database)
+179        Span.set_query_attributes(self._kusto_cluster, database, properties)
+180        request = ExecuteRequestParams._from_query(
+181            query,
+182            database,
+183            properties,
+184            self._request_headers,
+185            self._query_default_timeout,
+186            self._mgmt_default_timeout,
+187            self._client_server_delta,
+188            self.client_details,
+189        )
+190        return self._execute(self._query_endpoint, request, properties)
+191
+192    @distributed_trace(name_of_span="KustoClient.control_cmd", kind=SpanKind.CLIENT)
+193    def execute_mgmt(self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> KustoResponseDataSet:
+194        """
+195        Execute a KQL control command.
+196        To learn more about KQL control commands go to  https://docs.microsoft.com/en-us/azure/kusto/management/
+197        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+198        :param str query: Query to be executed.
+199        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+200        :return: Kusto response data set.
+201        :rtype: azure.kusto.data.response.KustoResponseDataSet
+202        """
+203        database = self._get_database_or_default(database)
+204        Span.set_query_attributes(self._kusto_cluster, database, properties)
+205        request = ExecuteRequestParams._from_query(
+206            query,
+207            database,
+208            properties,
+209            self._request_headers,
+210            self._mgmt_default_timeout,
+211            self._mgmt_default_timeout,
+212            self._client_server_delta,
+213            self.client_details,
+214        )
+215        return self._execute(self._mgmt_endpoint, request, properties)
+216
+217    @distributed_trace(name_of_span="KustoClient.streaming_ingest", kind=SpanKind.CLIENT)
+218    def execute_streaming_ingest(
+219        self,
+220        database: Optional[str],
+221        table: str,
+222        stream: Optional[IO[AnyStr]],
+223        blob_url: Optional[str],
+224        stream_format: Union[DataFormat, str],
+225        properties: Optional[ClientRequestProperties] = None,
+226        mapping_name: str = None,
+227    ):
+228        """
+229        Execute streaming ingest against this client
+230        If the Kusto service is not configured to allow streaming ingestion, this may raise an error
+231        To learn more about streaming ingestion go to:
+232        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming
+233        :param Optional[str] database: Target database. If not provided, will default to the "Initial Catalog" value in the connection string
+234        :param str table: Target table.
+235        :param Optional[IO[AnyStr]] stream: a stream object or which contains the data to ingest.
+236        :param Optional[str] blob_url: An url to a blob which contains the data to ingest. Provide either this or stream.
+237        :param DataFormat stream_format: Format of the data in the stream.
+238        :param ClientRequestProperties properties: additional request properties.
+239        :param str mapping_name: Pre-defined mapping of the table. Required when stream_format is json/avro.
+240        """
+241        database = self._get_database_or_default(database)
+242
+243        stream_format = stream_format.kusto_value if isinstance(stream_format, DataFormat) else DataFormat[stream_format.upper()].kusto_value
+244        endpoint = self._streaming_ingest_endpoint + database + "/" + table + "?streamFormat=" + stream_format
+245        if mapping_name is not None:
+246            endpoint = endpoint + "&mappingName=" + mapping_name
+247        if blob_url:
+248            endpoint += "&sourceKind=uri"
+249            request = ExecuteRequestParams._from_blob_url(
+250                blob_url,
+251                properties,
+252                self._request_headers,
+253                self._streaming_ingest_default_timeout,
+254                self._mgmt_default_timeout,
+255                self._client_server_delta,
+256                self.client_details,
+257            )
+258        elif stream:
+259            request = ExecuteRequestParams._from_stream(
+260                stream,
+261                properties,
+262                self._request_headers,
+263                self._streaming_ingest_default_timeout,
+264                self._mgmt_default_timeout,
+265                self._client_server_delta,
+266                self.client_details,
+267            )
+268        else:
+269            raise Exception("execute_streaming_ingest is expecting either a stream or blob url")
+270
+271        Span.set_streaming_ingest_attributes(self._kusto_cluster, database, table, properties)
+272        self._execute(endpoint, request, properties)
+273
+274    def _execute_streaming_query_parsed(
+275        self,
+276        database: Optional[str],
+277        query: str,
+278        timeout: timedelta = _KustoClientBase._query_default_timeout,
+279        properties: Optional[ClientRequestProperties] = None,
+280    ) -> StreamingDataSetEnumerator:
+281        request = ExecuteRequestParams._from_query(
+282            query, database, properties, self._request_headers, timeout, self._mgmt_default_timeout, self._client_server_delta, self.client_details
+283        )
+284        response = self._execute(self._query_endpoint, request, properties, stream_response=True)
+285        response.raw.decode_content = True
+286        return StreamingDataSetEnumerator(JsonTokenReader(response.raw))
+287
+288    @distributed_trace(name_of_span="KustoClient.streaming_query", kind=SpanKind.CLIENT)
+289    def execute_streaming_query(
+290        self,
+291        database: Optional[str],
+292        query: str,
+293        timeout: timedelta = _KustoClientBase._query_default_timeout,
+294        properties: Optional[ClientRequestProperties] = None,
+295    ) -> KustoStreamingResponseDataSet:
+296        """
+297        Execute a KQL query without reading it all to memory.
+298        The resulting KustoStreamingResponseDataSet will stream one table at a time, and the rows can be retrieved sequentially.
+299
+300        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+301        :param str query: Query to be executed.
+302        :param timedelta timeout: timeout for the query to be executed
+303        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+304        :return KustoStreamingResponseDataSet:
+305        """
+306        Span.set_query_attributes(self._kusto_cluster, database, properties)
+307
+308        return KustoStreamingResponseDataSet(self._execute_streaming_query_parsed(database, query, timeout, properties))
+309
+310    def _execute(
+311        self,
+312        endpoint: str,
+313        request: ExecuteRequestParams,
+314        properties: Optional[ClientRequestProperties] = None,
+315        stream_response: bool = False,
+316    ) -> Union[KustoResponseDataSet, Response]:
+317        """Executes given query against this client"""
+318        if self._is_closed:
+319            raise KustoClosedError()
+320        self.validate_endpoint()
+321
+322        request_headers = request.request_headers
+323        if self._aad_helper:
+324            request_headers["Authorization"] = self._aad_helper.acquire_authorization_header()
+325
+326        # trace http post call for response
+327        invoker = lambda: self._session.post(
+328            endpoint,
+329            headers=request_headers,
+330            json=request.json_payload,
+331            data=request.payload,
+332            timeout=request.timeout.seconds,
+333            stream=stream_response,
+334            allow_redirects=False,
+335        )
+336
+337        try:
+338            response = MonitoredActivity.invoke(
+339                invoker, name_of_span="KustoClient.http_post", tracing_attributes=Span.create_http_attributes("POST", endpoint, request_headers)
+340            )
+341        except Exception as e:
+342            raise KustoNetworkError(endpoint, None if properties is None else properties.client_request_id) from e
+343
+344        if stream_response:
+345            try:
+346                response.raise_for_status()
+347                if 300 <= response.status_code < 400:
+348                    raise Exception("Unexpected redirection, got status code: " + str(response.status))
+349                return response
+350            except Exception as e:
+351                raise self._handle_http_error(e, self._query_endpoint, None, response, response.status_code, response.json(), response.text)
+352
+353        response_json = None
+354        try:
+355            if 300 <= response.status_code < 400:
+356                raise Exception("Unexpected redirection, got status code: " + str(response.status))
+357            if response.text:
+358                response_json = response.json()
+359            else:
+360                raise KustoServiceError("The content of the response contains no data.", response)
+361            response.raise_for_status()
+362        except Exception as e:
+363            raise self._handle_http_error(e, endpoint, request.payload, response, response.status_code, response_json, response.text)
+364        # trace response processing
+365        return MonitoredActivity.invoke(lambda: self._kusto_parse_by_endpoint(endpoint, response_json), name_of_span="KustoClient.processing_response")
+
+ + +

Kusto client for Python. +The client is a wrapper around the Kusto REST API. +To read more about it, go to https://docs.microsoft.com/en-us/azure/kusto/api/rest/

+ +

The primary methods are: +execute_query: executes a KQL query against the Kusto service. +execute_mgmt: executes a KQL control command against the Kusto service.

+
+ + +
+ +
+ + KustoClient(kcsb: Union[KustoConnectionStringBuilder, str]) + + + +
+ + 
68    def __init__(self, kcsb: Union[KustoConnectionStringBuilder, str]):
+69        """
+70        Kusto Client constructor.
+71        :param kcsb: The connection string to initialize KustoClient.
+72        :type kcsb: azure.kusto.data.KustoConnectionStringBuilder or str
+73        """
+74        super().__init__(kcsb, False)
+75
+76        # Create a session object for connection pooling
+77        self._session = requests.Session()
+78
+79        adapter = HTTPAdapterWithSocketOptions(
+80            socket_options=(HTTPConnection.default_socket_options or []) + self.compose_socket_options(), pool_maxsize=self._max_pool_size
+81        )
+82        self._session.mount("http://", adapter)
+83        self._session.mount("https://", adapter)
+
+ + +

Kusto Client constructor.

+ +
Parameters
+ +
    +
  • kcsb: The connection string to initialize KustoClient.
    • +
+
+ + +
+
+ +
+ + def + close(self): + + + +
+ + 
85    def close(self):
+86        if not self._is_closed:
+87            self._session.close()
+88            if self._aad_helper:
+89                self._aad_helper.close()
+90        super().close()
+
+ + + + +
+
+ +
+ + def + set_proxy(self, proxy_url: str): + + + +
+ + 
 98    def set_proxy(self, proxy_url: str):
+ 99        super().set_proxy(proxy_url)
+100        self._session.proxies = {"http": proxy_url, "https": proxy_url}
+
+ + + + +
+
+ +
+ + def + set_http_retries(self, max_retries: int): + + + +
+ + 
102    def set_http_retries(self, max_retries: int):
+103        """
+104        Set the number of HTTP retries to attempt
+105        """
+106        adapter = HTTPAdapterWithSocketOptions(
+107            socket_options=(HTTPConnection.default_socket_options or []) + self.compose_socket_options(),
+108            pool_maxsize=self._max_pool_size,
+109            max_retries=max_retries,
+110        )
+111        self._session.mount("http://", adapter)
+112        self._session.mount("https://", adapter)
+
+ + +

Set the number of HTTP retries to attempt

+
+ + +
+
+ +
+
@staticmethod
+ + def + compose_socket_options() -> List[Tuple[int, int, int]]: + + + +
+ + 
114    @staticmethod
+115    def compose_socket_options() -> List[Tuple[int, int, int]]:
+116        # Sends TCP Keep-Alive after MAX_IDLE_SECONDS seconds of idleness, once every INTERVAL_SECONDS seconds, and closes the connection after MAX_FAILED_KEEPALIVES failed pings (e.g. 20 => 1:00:30)
+117        MAX_IDLE_SECONDS = 30
+118        INTERVAL_SECONDS = 180  # Corresponds to Azure Load Balancer Service 4 minute timeout, with 1 minute of slack
+119        MAX_FAILED_KEEPALIVES = 20
+120
+121        if (
+122            sys.platform == "linux"
+123            and hasattr(socket, "SOL_SOCKET")
+124            and hasattr(socket, "SO_KEEPALIVE")
+125            and hasattr(socket, "TCP_KEEPIDLE")
+126            and hasattr(socket, "TCP_KEEPINTVL")
+127            and hasattr(socket, "TCP_KEEPCNT")
+128        ):
+129            return [
+130                (socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1),
+131                (socket.IPPROTO_TCP, socket.TCP_KEEPIDLE, MAX_IDLE_SECONDS),
+132                (socket.IPPROTO_TCP, socket.TCP_KEEPINTVL, INTERVAL_SECONDS),
+133                (socket.IPPROTO_TCP, socket.TCP_KEEPCNT, MAX_FAILED_KEEPALIVES),
+134            ]
+135        elif (
+136            sys.platform == "win32"
+137            and hasattr(socket, "SOL_SOCKET")
+138            and hasattr(socket, "SO_KEEPALIVE")
+139            and hasattr(socket, "TCP_KEEPIDLE")
+140            and hasattr(socket, "TCP_KEEPCNT")
+141        ):
+142            return [
+143                (socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1),
+144                (socket.IPPROTO_TCP, socket.TCP_KEEPIDLE, MAX_IDLE_SECONDS),
+145                (socket.IPPROTO_TCP, socket.TCP_KEEPCNT, MAX_FAILED_KEEPALIVES),
+146            ]
+147        elif sys.platform == "darwin" and hasattr(socket, "SOL_SOCKET") and hasattr(socket, "SO_KEEPALIVE") and hasattr(socket, "IPPROTO_TCP"):
+148            TCP_KEEPALIVE = 0x10
+149            return [(socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1), (socket.IPPROTO_TCP, TCP_KEEPALIVE, INTERVAL_SECONDS)]
+150        else:
+151            return []
+
+ + + + +
+
+ +
+ + def + execute( self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> data.response.KustoResponseDataSet: + + + +
+ + 
153    def execute(self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> KustoResponseDataSet:
+154        """
+155        Executes a query or management command.
+156        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+157        :param str query: Query to be executed.
+158        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+159        :return: Kusto response data set.
+160        :rtype: azure.kusto.data.response.KustoResponseDataSet
+161        """
+162        query = query.strip()
+163        if query.startswith("."):
+164            return self.execute_mgmt(database, query, properties)
+165        return self.execute_query(database, query, properties)
+
+ + +

Executes a query or management command.

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+ +
+

Kusto response data set.

+
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='KustoClient.query_cmd', kind=SpanKind.CLIENT)
+ + def + execute_query( self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> data.response.KustoResponseDataSet: + + + +
+ + 
167    @distributed_trace(name_of_span="KustoClient.query_cmd", kind=SpanKind.CLIENT)
+168    def execute_query(self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> KustoResponseDataSet:
+169        """
+170        Execute a KQL query.
+171        To learn more about KQL go to https://docs.microsoft.com/en-us/azure/kusto/query/
+172        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+173        :param str query: Query to be executed.
+174        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+175        :return: Kusto response data set.
+176        :rtype: azure.kusto.data.response.KustoResponseDataSet
+177        """
+178        database = self._get_database_or_default(database)
+179        Span.set_query_attributes(self._kusto_cluster, database, properties)
+180        request = ExecuteRequestParams._from_query(
+181            query,
+182            database,
+183            properties,
+184            self._request_headers,
+185            self._query_default_timeout,
+186            self._mgmt_default_timeout,
+187            self._client_server_delta,
+188            self.client_details,
+189        )
+190        return self._execute(self._query_endpoint, request, properties)
+
+ + +

Execute a KQL query. +To learn more about KQL go to https://docs.microsoft.com/en-us/azure/kusto/query/

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+ +
+

Kusto response data set.

+
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='KustoClient.control_cmd', kind=SpanKind.CLIENT)
+ + def + execute_mgmt( self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> data.response.KustoResponseDataSet: + + + +
+ + 
192    @distributed_trace(name_of_span="KustoClient.control_cmd", kind=SpanKind.CLIENT)
+193    def execute_mgmt(self, database: Optional[str], query: str, properties: Optional[ClientRequestProperties] = None) -> KustoResponseDataSet:
+194        """
+195        Execute a KQL control command.
+196        To learn more about KQL control commands go to  https://docs.microsoft.com/en-us/azure/kusto/management/
+197        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+198        :param str query: Query to be executed.
+199        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+200        :return: Kusto response data set.
+201        :rtype: azure.kusto.data.response.KustoResponseDataSet
+202        """
+203        database = self._get_database_or_default(database)
+204        Span.set_query_attributes(self._kusto_cluster, database, properties)
+205        request = ExecuteRequestParams._from_query(
+206            query,
+207            database,
+208            properties,
+209            self._request_headers,
+210            self._mgmt_default_timeout,
+211            self._mgmt_default_timeout,
+212            self._client_server_delta,
+213            self.client_details,
+214        )
+215        return self._execute(self._mgmt_endpoint, request, properties)
+
+ + +

Execute a KQL control command. +To learn more about KQL control commands go to https://docs.microsoft.com/en-us/azure/kusto/management/

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+ +
+

Kusto response data set.

+
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='KustoClient.streaming_ingest', kind=SpanKind.CLIENT)
+ + def + execute_streaming_ingest( self, database: Optional[str], table: str, stream: Optional[IO[~AnyStr]], blob_url: Optional[str], stream_format: Union[DataFormat, str], properties: Optional[ClientRequestProperties] = None, mapping_name: str = None): + + + +
+ + 
217    @distributed_trace(name_of_span="KustoClient.streaming_ingest", kind=SpanKind.CLIENT)
+218    def execute_streaming_ingest(
+219        self,
+220        database: Optional[str],
+221        table: str,
+222        stream: Optional[IO[AnyStr]],
+223        blob_url: Optional[str],
+224        stream_format: Union[DataFormat, str],
+225        properties: Optional[ClientRequestProperties] = None,
+226        mapping_name: str = None,
+227    ):
+228        """
+229        Execute streaming ingest against this client
+230        If the Kusto service is not configured to allow streaming ingestion, this may raise an error
+231        To learn more about streaming ingestion go to:
+232        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming
+233        :param Optional[str] database: Target database. If not provided, will default to the "Initial Catalog" value in the connection string
+234        :param str table: Target table.
+235        :param Optional[IO[AnyStr]] stream: a stream object or which contains the data to ingest.
+236        :param Optional[str] blob_url: An url to a blob which contains the data to ingest. Provide either this or stream.
+237        :param DataFormat stream_format: Format of the data in the stream.
+238        :param ClientRequestProperties properties: additional request properties.
+239        :param str mapping_name: Pre-defined mapping of the table. Required when stream_format is json/avro.
+240        """
+241        database = self._get_database_or_default(database)
+242
+243        stream_format = stream_format.kusto_value if isinstance(stream_format, DataFormat) else DataFormat[stream_format.upper()].kusto_value
+244        endpoint = self._streaming_ingest_endpoint + database + "/" + table + "?streamFormat=" + stream_format
+245        if mapping_name is not None:
+246            endpoint = endpoint + "&mappingName=" + mapping_name
+247        if blob_url:
+248            endpoint += "&sourceKind=uri"
+249            request = ExecuteRequestParams._from_blob_url(
+250                blob_url,
+251                properties,
+252                self._request_headers,
+253                self._streaming_ingest_default_timeout,
+254                self._mgmt_default_timeout,
+255                self._client_server_delta,
+256                self.client_details,
+257            )
+258        elif stream:
+259            request = ExecuteRequestParams._from_stream(
+260                stream,
+261                properties,
+262                self._request_headers,
+263                self._streaming_ingest_default_timeout,
+264                self._mgmt_default_timeout,
+265                self._client_server_delta,
+266                self.client_details,
+267            )
+268        else:
+269            raise Exception("execute_streaming_ingest is expecting either a stream or blob url")
+270
+271        Span.set_streaming_ingest_attributes(self._kusto_cluster, database, table, properties)
+272        self._execute(endpoint, request, properties)
+
+ + +

Execute streaming ingest against this client +If the Kusto service is not configured to allow streaming ingestion, this may raise an error +To learn more about streaming ingestion go to: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming

+ +
Parameters
+ +
    +
  • Optional[str] database: Target database. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str table: Target table.
    • +
  • Optional[IO[AnyStr]] stream: a stream object or which contains the data to ingest.
    • +
  • Optional[str] blob_url: An url to a blob which contains the data to ingest. Provide either this or stream.
    • +
  • DataFormat stream_format: Format of the data in the stream.
    • +
  • ClientRequestProperties properties: additional request properties.
    • +
  • str mapping_name: Pre-defined mapping of the table. Required when stream_format is json/avro.
    • +
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='KustoClient.streaming_query', kind=SpanKind.CLIENT)
+ + def + execute_streaming_query( self, database: Optional[str], query: str, timeout: datetime.timedelta = datetime.timedelta(seconds=270), properties: Optional[ClientRequestProperties] = None) -> data.response.KustoStreamingResponseDataSet: + + + +
+ + 
288    @distributed_trace(name_of_span="KustoClient.streaming_query", kind=SpanKind.CLIENT)
+289    def execute_streaming_query(
+290        self,
+291        database: Optional[str],
+292        query: str,
+293        timeout: timedelta = _KustoClientBase._query_default_timeout,
+294        properties: Optional[ClientRequestProperties] = None,
+295    ) -> KustoStreamingResponseDataSet:
+296        """
+297        Execute a KQL query without reading it all to memory.
+298        The resulting KustoStreamingResponseDataSet will stream one table at a time, and the rows can be retrieved sequentially.
+299
+300        :param Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
+301        :param str query: Query to be executed.
+302        :param timedelta timeout: timeout for the query to be executed
+303        :param azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
+304        :return KustoStreamingResponseDataSet:
+305        """
+306        Span.set_query_attributes(self._kusto_cluster, database, properties)
+307
+308        return KustoStreamingResponseDataSet(self._execute_streaming_query_parsed(database, query, timeout, properties))
+
+ + +

Execute a KQL query without reading it all to memory. +The resulting KustoStreamingResponseDataSet will stream one table at a time, and the rows can be retrieved sequentially.

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • timedelta timeout: timeout for the query to be executed
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+
+ + +
+
+
+ +
+ + class + ClientRequestProperties: + + + +
+ + 
 8class ClientRequestProperties:
+ 9    """This class is a POD used by client making requests to describe specific needs from the service executing the requests.
+10    For more information please look at: https://docs.microsoft.com/en-us/azure/kusto/api/netfx/request-properties
+11    """
+12
+13    client_request_id: str
+14    application: str
+15    user: str
+16    _CLIENT_REQUEST_ID = "client_request_id"
+17
+18    results_defer_partial_query_failures_option_name = "deferpartialqueryfailures"
+19    request_timeout_option_name = "servertimeout"
+20    no_request_timeout_option_name = "norequesttimeout"
+21
+22    def __init__(self):
+23        self._options = {}
+24        self._parameters = {}
+25        self.client_request_id = None
+26        self.application = None
+27        self.user = None
+28
+29    def set_parameter(self, name: str, value: str):
+30        """Sets a parameter's value"""
+31        assert_string_is_not_empty(name)
+32        self._parameters[name] = value
+33
+34    def has_parameter(self, name: str) -> bool:
+35        """Checks if a parameter is specified."""
+36        return name in self._parameters
+37
+38    def get_parameter(self, name: str, default_value: str) -> str:
+39        """Gets a parameter's value."""
+40        return self._parameters.get(name, default_value)
+41
+42    def set_option(self, name: str, value: Any):
+43        """Sets an option's value"""
+44        assert_string_is_not_empty(name)
+45        self._options[name] = value
+46
+47    def has_option(self, name: str) -> bool:
+48        """Checks if an option is specified."""
+49        return name in self._options
+50
+51    def get_option(self, name: str, default_value: Any) -> str:
+52        """Gets an option's value."""
+53        return self._options.get(name, default_value)
+54
+55    def to_json(self) -> str:
+56        """Safe serialization to a JSON string."""
+57        return json.dumps({"Options": self._options, "Parameters": self._parameters}, default=str)
+58
+59    def get_tracing_attributes(self) -> dict:
+60        """Gets dictionary of attributes to be documented during tracing"""
+61        return {self._CLIENT_REQUEST_ID: str(self.client_request_id)}
+
+ + +

This class is a POD used by client making requests to describe specific needs from the service executing the requests. +For more information please look at: https://docs.microsoft.com/en-us/azure/kusto/api/netfx/request-properties

+
+ + +
+
+ client_request_id: str + + +
+ + + + +
+
+
+ application: str + + +
+ + + + +
+
+
+ user: str + + +
+ + + + +
+
+
+ results_defer_partial_query_failures_option_name = +'deferpartialqueryfailures' + + +
+ + + + +
+
+
+ request_timeout_option_name = +'servertimeout' + + +
+ + + + +
+
+
+ no_request_timeout_option_name = +'norequesttimeout' + + +
+ + + + +
+
+ +
+ + def + set_parameter(self, name: str, value: str): + + + +
+ + 
29    def set_parameter(self, name: str, value: str):
+30        """Sets a parameter's value"""
+31        assert_string_is_not_empty(name)
+32        self._parameters[name] = value
+
+ + +

Sets a parameter's value

+
+ + +
+
+ +
+ + def + has_parameter(self, name: str) -> bool: + + + +
+ + 
34    def has_parameter(self, name: str) -> bool:
+35        """Checks if a parameter is specified."""
+36        return name in self._parameters
+
+ + +

Checks if a parameter is specified.

+
+ + +
+
+ +
+ + def + get_parameter(self, name: str, default_value: str) -> str: + + + +
+ + 
38    def get_parameter(self, name: str, default_value: str) -> str:
+39        """Gets a parameter's value."""
+40        return self._parameters.get(name, default_value)
+
+ + +

Gets a parameter's value.

+
+ + +
+
+ +
+ + def + set_option(self, name: str, value: Any): + + + +
+ + 
42    def set_option(self, name: str, value: Any):
+43        """Sets an option's value"""
+44        assert_string_is_not_empty(name)
+45        self._options[name] = value
+
+ + +

Sets an option's value

+
+ + +
+
+ +
+ + def + has_option(self, name: str) -> bool: + + + +
+ + 
47    def has_option(self, name: str) -> bool:
+48        """Checks if an option is specified."""
+49        return name in self._options
+
+ + +

Checks if an option is specified.

+
+ + +
+
+ +
+ + def + get_option(self, name: str, default_value: Any) -> str: + + + +
+ + 
51    def get_option(self, name: str, default_value: Any) -> str:
+52        """Gets an option's value."""
+53        return self._options.get(name, default_value)
+
+ + +

Gets an option's value.

+
+ + +
+
+ +
+ + def + to_json(self) -> str: + + + +
+ + 
55    def to_json(self) -> str:
+56        """Safe serialization to a JSON string."""
+57        return json.dumps({"Options": self._options, "Parameters": self._parameters}, default=str)
+
+ + +

Safe serialization to a JSON string.

+
+ + +
+
+ +
+ + def + get_tracing_attributes(self) -> dict: + + + +
+ + 
59    def get_tracing_attributes(self) -> dict:
+60        """Gets dictionary of attributes to be documented during tracing"""
+61        return {self._CLIENT_REQUEST_ID: str(self.client_request_id)}
+
+ + +

Gets dictionary of attributes to be documented during tracing

+
+ + +
+
+
+ +
+ + class + KustoConnectionStringBuilder: + + + +
+ + 
116class KustoConnectionStringBuilder:
+117    """
+118    Parses Kusto connection strings.
+119    For usages, check out the sample at:
+120        https://github.com/Azure/azure-kusto-python/blob/master/azure-kusto-data/tests/sample.py
+121    """
+122
+123    DEFAULT_DATABASE_NAME = "NetDefaultDB"
+124
+125    interactive_login: bool = False
+126    az_cli_login: bool = False
+127    device_login: bool = False
+128    token_credential_login: bool = False
+129
+130    device_callback: DeviceCallbackType = None
+131    msi_authentication: bool = False
+132    msi_parameters: Optional[dict] = None
+133
+134    token_provider: Optional[Callable[[], str]] = None
+135    async_token_provider: Optional[Callable[[], Coroutine[None, None, str]]] = None
+136
+137    application_for_tracing: Optional[str] = None
+138    user_name_for_tracing: Optional[str] = None
+139
+140    azure_credential: Optional[Any] = None
+141    azure_credential_from_login_endpoint: Optional[Any] = None
+142
+143    application_public_certificate: Optional[str] = None
+144
+145    def __init__(self, connection_string: str):
+146        """
+147        Creates new KustoConnectionStringBuilder.
+148        :param str connection_string: Kusto connection string should be of the format:
+149        https://<clusterName>.kusto.windows.net;AAD User ID="user@microsoft.com";Password=P@ssWord
+150        For more information please look at:
+151        https://kusto.azurewebsites.net/docs/concepts/kusto_connection_strings.html
+152        """
+153        assert_string_is_not_empty(connection_string)
+154        self._internal_dict = {}
+155
+156        if connection_string is not None and "=" not in connection_string.partition(";")[0]:
+157            connection_string = "Data Source=" + connection_string
+158
+159        self[SupportedKeywords.AUTHORITY_ID] = "organizations"
+160
+161        for kvp_string in connection_string.split(";"):
+162            key, _, value = kvp_string.partition("=")
+163            keyword = Keyword.parse(key)
+164
+165            value_stripped = value.strip()
+166            if keyword.is_str_type():
+167                if keyword.name == SupportedKeywords.DATA_SOURCE:
+168                    self[keyword.name] = value_stripped.rstrip("/")
+169                    self._parse_data_source(self.data_source)
+170                elif keyword.name == SupportedKeywords.TRACE_USER_NAME:
+171                    self.user_name_for_tracing = value_stripped
+172                elif keyword.name == SupportedKeywords.TRACE_APP_NAME:
+173                    self.application_for_tracing = value_stripped
+174                else:
+175                    self[keyword.name] = value_stripped
+176            elif keyword.is_bool_type():
+177                if value_stripped in ["True", "true"]:
+178                    self[keyword.name] = True
+179                elif value_stripped in ["False", "false"]:
+180                    self[keyword.name] = False
+181                else:
+182                    raise KeyError("Expected aad federated security to be bool. Recieved %s" % value)
+183
+184        if self.initial_catalog is None:
+185            self.initial_catalog = self.DEFAULT_DATABASE_NAME
+186
+187    def __setitem__(self, key: "Union[SupportedKeywords, str]", value: Union[str, bool, dict]):
+188        keyword = Keyword.parse(key)
+189
+190        if value is None:
+191            raise TypeError("Value cannot be None.")
+192
+193        if keyword.is_str_type():
+194            self._internal_dict[keyword.name] = value.strip()
+195        elif keyword.is_bool_type():
+196            if not isinstance(value, bool):
+197                raise TypeError("Expected %s to be bool" % key)
+198            self._internal_dict[keyword.name] = value
+199        else:
+200            raise KeyError("KustoConnectionStringBuilder supports only bools and strings.")
+201
+202    @classmethod
+203    def with_aad_user_password_authentication(
+204        cls, connection_string: str, user_id: str, password: str, authority_id: str = "organizations"
+205    ) -> "KustoConnectionStringBuilder":
+206        """
+207        Creates a KustoConnection string builder that will authenticate with AAD user name and
+208        password.
+209        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+210        :param str user_id: AAD user ID.
+211        :param str password: Corresponding password of the AAD user.
+212        :param str authority_id: optional param. defaults to "organizations"
+213        """
+214        assert_string_is_not_empty(user_id)
+215        assert_string_is_not_empty(password)
+216
+217        kcsb = cls(connection_string)
+218        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+219        kcsb[SupportedKeywords.USER_ID] = user_id
+220        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+221        kcsb[SupportedKeywords.PASSWORD] = password
+222
+223        return kcsb
+224
+225    @classmethod
+226    def with_aad_user_token_authentication(cls, connection_string: str, user_token: str) -> "KustoConnectionStringBuilder":
+227        """
+228        Creates a KustoConnection string builder that will authenticate with AAD application and
+229        a certificate credentials.
+230        :param str connection_string: Kusto connection string should be of the format:
+231        https://<clusterName>.kusto.windows.net
+232        :param str user_token: AAD user token.
+233        """
+234        assert_string_is_not_empty(user_token)
+235
+236        kcsb = cls(connection_string)
+237        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+238        kcsb[SupportedKeywords.USER_TOKEN] = user_token
+239
+240        return kcsb
+241
+242    @classmethod
+243    def with_aad_application_key_authentication(
+244        cls, connection_string: str, aad_app_id: str, app_key: str, authority_id: str
+245    ) -> "KustoConnectionStringBuilder":
+246        """
+247        Creates a KustoConnection string builder that will authenticate with AAD application and key.
+248        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+249        :param str aad_app_id: AAD application ID.
+250        :param str app_key: Corresponding key of the AAD application.
+251        :param str authority_id: Authority id (aka Tenant id) must be provided
+252        """
+253        assert_string_is_not_empty(aad_app_id)
+254        assert_string_is_not_empty(app_key)
+255        assert_string_is_not_empty(authority_id)
+256
+257        kcsb = cls(connection_string)
+258        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+259        kcsb[SupportedKeywords.APPLICATION_CLIENT_ID] = aad_app_id
+260        kcsb[SupportedKeywords.APPLICATION_KEY] = app_key
+261        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+262
+263        return kcsb
+264
+265    @classmethod
+266    def with_aad_application_certificate_authentication(
+267        cls, connection_string: str, aad_app_id: str, certificate: str, thumbprint: str, authority_id: str
+268    ) -> "KustoConnectionStringBuilder":
+269        """
+270        Creates a KustoConnection string builder that will authenticate with AAD application using
+271        a certificate.
+272        :param str connection_string: Kusto connection string should be of the format:
+273        https://<clusterName>.kusto.windows.net
+274        :param str aad_app_id: AAD application ID.
+275        :param str certificate: A PEM encoded certificate private key.
+276        :param str thumbprint: hex encoded thumbprint of the certificate.
+277        :param str authority_id: Authority id (aka Tenant id) must be provided
+278        """
+279        assert_string_is_not_empty(aad_app_id)
+280        assert_string_is_not_empty(certificate)
+281        assert_string_is_not_empty(thumbprint)
+282        assert_string_is_not_empty(authority_id)
+283
+284        kcsb = cls(connection_string)
+285        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+286        kcsb[SupportedKeywords.APPLICATION_CLIENT_ID] = aad_app_id
+287        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_BLOB] = certificate
+288        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT] = thumbprint
+289        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+290
+291        return kcsb
+292
+293    @classmethod
+294    def with_aad_application_certificate_sni_authentication(
+295        cls, connection_string: str, aad_app_id: str, private_certificate: str, public_certificate: str, thumbprint: str, authority_id: str
+296    ) -> "KustoConnectionStringBuilder":
+297        """
+298        Creates a KustoConnection string builder that will authenticate with AAD application using
+299        a certificate Subject Name and Issuer.
+300        :param str connection_string: Kusto connection string should be of the format:
+301        https://<clusterName>.kusto.windows.net
+302        :param str aad_app_id: AAD application ID.
+303        :param str private_certificate: A PEM encoded certificate private key.
+304        :param str public_certificate: A public certificate matching the provided PEM certificate private key.
+305        :param str thumbprint: hex encoded thumbprint of the certificate.
+306        :param str authority_id: Authority id (aka Tenant id) must be provided
+307        """
+308        assert_string_is_not_empty(aad_app_id)
+309        assert_string_is_not_empty(private_certificate)
+310        assert_string_is_not_empty(public_certificate)
+311        assert_string_is_not_empty(thumbprint)
+312        assert_string_is_not_empty(authority_id)
+313
+314        kcsb = cls(connection_string)
+315        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+316        kcsb[SupportedKeywords.APPLICATION_CLIENT_ID] = aad_app_id
+317        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_BLOB] = private_certificate
+318        kcsb.application_public_certificate = public_certificate
+319        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT] = thumbprint
+320        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+321
+322        return kcsb
+323
+324    @classmethod
+325    def with_aad_application_token_authentication(cls, connection_string: str, application_token: str) -> "KustoConnectionStringBuilder":
+326        """
+327        Creates a KustoConnection string builder that will authenticate with AAD application and
+328        an application token.
+329        :param str connection_string: Kusto connection string should be of the format:
+330        https://<clusterName>.kusto.windows.net
+331        :param str application_token: AAD application token.
+332        """
+333        assert_string_is_not_empty(application_token)
+334        kcsb = cls(connection_string)
+335        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+336        kcsb[SupportedKeywords.APPLICATION_TOKEN] = application_token
+337
+338        return kcsb
+339
+340    @classmethod
+341    def with_aad_device_authentication(
+342        cls, connection_string: str, authority_id: str = "organizations", callback: DeviceCallbackType = None
+343    ) -> "KustoConnectionStringBuilder":
+344        """
+345        Creates a KustoConnection string builder that will authenticate with AAD application and
+346        password.
+347        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+348        :param str authority_id: optional param. defaults to "organizations"
+349        :param DeviceCallbackType callback: options callback function to be called when authentication is required, accepts three parameters:
+350                - ``verification_uri`` (str) the URL the user must visit
+351                - ``user_code`` (str) the code the user must enter there
+352                - ``expires_on`` (datetime.datetime) the UTC time at which the code will expire
+353        """
+354        kcsb = cls(connection_string)
+355        kcsb.device_login = True
+356        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+357        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+358        kcsb.device_callback = callback
+359
+360        return kcsb
+361
+362    @classmethod
+363    def with_az_cli_authentication(cls, connection_string: str) -> "KustoConnectionStringBuilder":
+364        """
+365        Creates a KustoConnection string builder that will use existing authenticated az cli profile
+366        password.
+367        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+368        """
+369        kcsb = cls(connection_string)
+370        kcsb.az_cli_login = True
+371        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+372
+373        return kcsb
+374
+375    @classmethod
+376    def with_aad_managed_service_identity_authentication(
+377        cls, connection_string: str, client_id: str = None, object_id: str = None, msi_res_id: str = None, timeout: int = None
+378    ) -> "KustoConnectionStringBuilder":
+379        """
+380        Creates a KustoConnection string builder that will authenticate with AAD application, using
+381        an application token obtained from a Microsoft Service Identity endpoint. An optional user
+382        assigned application ID can be added to the token.
+383
+384        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+385        :param client_id: an optional user assigned identity provided as an Azure ID of a client
+386        :param object_id: an optional user assigned identity provided as an Azure ID of an object
+387        :param msi_res_id: an optional user assigned identity provided as an Azure ID of an MSI resource
+388        :param timeout: an optional timeout (seconds) to wait for an MSI Authentication to occur
+389        """
+390
+391        kcsb = cls(connection_string)
+392        params = {}
+393        exclusive_pcount = 0
+394
+395        if timeout is not None:
+396            params["connection_timeout"] = timeout
+397
+398        if client_id is not None:
+399            params["client_id"] = client_id
+400            exclusive_pcount += 1
+401
+402        if object_id is not None:
+403            # Until we upgrade azure-identity to version 1.4.1, only client_id is excepted as a hint for user managed service identity
+404            raise ValueError("User Managed Service Identity with object_id is temporarily not supported by azure identity 1.3.1. Please use client_id instead.")
+405            # noinspection PyUnreachableCode
+406            params["object_id"] = object_id
+407            exclusive_pcount += 1
+408
+409        if msi_res_id is not None:
+410            # Until we upgrade azure-identity to version 1.4.1, only client_id is excepted as a hint for user managed service identity
+411            raise ValueError(
+412                "User Managed Service Identity with msi_res_id is temporarily not supported by azure identity 1.3.1. Please use client_id instead."
+413            )
+414            # noinspection PyUnreachableCode
+415            params["msi_res_id"] = msi_res_id
+416            exclusive_pcount += 1
+417
+418        if exclusive_pcount > 1:
+419            raise ValueError("the following parameters are mutually exclusive and can not be provided at the same time: client_uid, object_id, msi_res_id")
+420
+421        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+422        kcsb.msi_authentication = True
+423        kcsb.msi_parameters = params
+424
+425        return kcsb
+426
+427    @classmethod
+428    def with_token_provider(cls, connection_string: str, token_provider: Callable[[], str]) -> "KustoConnectionStringBuilder":
+429        """
+430        Create a KustoConnectionStringBuilder that uses a callback function to obtain a connection token
+431        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+432        :param token_provider: a parameterless function that returns a valid bearer token for the relevant kusto resource as a string
+433        """
+434
+435        assert callable(token_provider)
+436
+437        kcsb = cls(connection_string)
+438        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+439        kcsb.token_provider = token_provider
+440
+441        return kcsb
+442
+443    @classmethod
+444    def with_async_token_provider(
+445        cls,
+446        connection_string: str,
+447        async_token_provider: Callable[[], Coroutine[None, None, str]],
+448    ) -> "KustoConnectionStringBuilder":
+449        """
+450        Create a KustoConnectionStringBuilder that uses an async callback function to obtain a connection token
+451        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+452        :param async_token_provider: a parameterless function that after awaiting returns a valid bearer token for the relevant kusto resource as a string
+453        """
+454
+455        assert callable(async_token_provider)
+456
+457        kcsb = cls(connection_string)
+458        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+459        kcsb.async_token_provider = async_token_provider
+460
+461        return kcsb
+462
+463    @classmethod
+464    def with_interactive_login(
+465        cls, connection_string: str, user_id_hint: Optional[str] = None, tenant_hint: Optional[str] = None
+466    ) -> "KustoConnectionStringBuilder":
+467        kcsb = cls(connection_string)
+468        kcsb.interactive_login = True
+469        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+470        if user_id_hint is not None:
+471            kcsb[SupportedKeywords.USER_ID] = user_id_hint
+472
+473        if tenant_hint is not None:
+474            kcsb[SupportedKeywords.AUTHORITY_ID] = tenant_hint
+475
+476        return kcsb
+477
+478    @classmethod
+479    def with_azure_token_credential(
+480        cls,
+481        connection_string: str,
+482        credential: Optional[Any] = None,
+483        credential_from_login_endpoint: Optional[Callable[[str], Any]] = None,
+484    ) -> "KustoConnectionStringBuilder":
+485        """
+486        Create a KustoConnectionStringBuilder that uses an azure token credential to obtain a connection token.
+487        :param connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+488        :param credential: an optional token credential to use for authentication
+489        :param credential_from_login_endpoint: an optional function that returns a token credential for the relevant kusto resource
+490        """
+491        kcsb = cls(connection_string)
+492        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+493        kcsb.token_credential_login = True
+494        kcsb.azure_credential = credential
+495        kcsb.azure_credential_from_login_endpoint = credential_from_login_endpoint
+496
+497        return kcsb
+498
+499    @classmethod
+500    def with_no_authentication(cls, connection_string: str) -> "KustoConnectionStringBuilder":
+501        """
+502        Create a KustoConnectionStringBuilder that uses no authentication.
+503        :param connection_string: Kusto's connection string should be of the format: http://<clusterName>.kusto.windows.net
+504        """
+505        if not connection_string.startswith("http://"):
+506            raise ValueError("Connection string must start with http://")
+507        kcsb = cls(connection_string)
+508        kcsb[SupportedKeywords.FEDERATED_SECURITY] = False
+509
+510        return kcsb
+511
+512    @property
+513    def data_source(self) -> Optional[str]:
+514        """The URI specifying the Kusto service endpoint.
+515        For example, https://kuskus.kusto.windows.net or net.tcp://localhost
+516        """
+517        return self._internal_dict.get(SupportedKeywords.DATA_SOURCE)
+518
+519    @property
+520    def initial_catalog(self) -> Optional[str]:
+521        """The default database to be used for requests.
+522        By default, it is set to 'NetDefaultDB'.
+523        """
+524        return self._internal_dict.get(SupportedKeywords.INITIAL_CATALOG)
+525
+526    @initial_catalog.setter
+527    def initial_catalog(self, value: str) -> None:
+528        self._internal_dict[SupportedKeywords.INITIAL_CATALOG] = value
+529
+530    @property
+531    def aad_user_id(self) -> Optional[str]:
+532        """The username to use for AAD Federated AuthN."""
+533        return self._internal_dict.get(SupportedKeywords.USER_ID)
+534
+535    @property
+536    def application_client_id(self) -> Optional[str]:
+537        """The application client id to use for authentication when federated
+538        authentication is used.
+539        """
+540        return self._internal_dict.get(SupportedKeywords.APPLICATION_CLIENT_ID)
+541
+542    @property
+543    def application_key(self) -> Optional[str]:
+544        """The application key to use for authentication when federated authentication is used"""
+545        return self._internal_dict.get(SupportedKeywords.APPLICATION_KEY)
+546
+547    @property
+548    def application_certificate(self) -> Optional[str]:
+549        """A PEM encoded certificate private key."""
+550        return self._internal_dict.get(SupportedKeywords.APPLICATION_CERTIFICATE_BLOB)
+551
+552    @application_certificate.setter
+553    def application_certificate(self, value: str):
+554        self[SupportedKeywords.APPLICATION_CERTIFICATE_BLOB] = value
+555
+556    @property
+557    def application_certificate_thumbprint(self) -> Optional[str]:
+558        """hex encoded thumbprint of the certificate."""
+559        return self._internal_dict.get(SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT)
+560
+561    @application_certificate_thumbprint.setter
+562    def application_certificate_thumbprint(self, value: str):
+563        self[SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT] = value
+564
+565    @property
+566    def authority_id(self) -> Optional[str]:
+567        """The ID of the AAD tenant where the application is configured.
+568        (should be supplied only for non-Microsoft tenant)"""
+569        return self._internal_dict.get(SupportedKeywords.AUTHORITY_ID)
+570
+571    @authority_id.setter
+572    def authority_id(self, value: str):
+573        self[SupportedKeywords.AUTHORITY_ID] = value
+574
+575    @property
+576    def aad_federated_security(self) -> Optional[bool]:
+577        """A Boolean value that instructs the client to perform AAD federated authentication."""
+578        return self._internal_dict.get(SupportedKeywords.FEDERATED_SECURITY)
+579
+580    @property
+581    def user_token(self) -> Optional[str]:
+582        """User token."""
+583        return self._internal_dict.get(SupportedKeywords.USER_TOKEN)
+584
+585    @property
+586    def application_token(self) -> Optional[str]:
+587        """Application token."""
+588        return self._internal_dict.get(SupportedKeywords.APPLICATION_TOKEN)
+589
+590    @property
+591    def client_details(self) -> ClientDetails:
+592        return ClientDetails(self.application_for_tracing, self.user_name_for_tracing)
+593
+594    @property
+595    def login_hint(self) -> Optional[str]:
+596        return self._internal_dict.get(SupportedKeywords.USER_ID)
+597
+598    @property
+599    def domain_hint(self) -> Optional[str]:
+600        return self._internal_dict.get(SupportedKeywords.AUTHORITY_ID)
+601
+602    @property
+603    def password(self) -> Optional[str]:
+604        return self._internal_dict.get(SupportedKeywords.PASSWORD)
+605
+606    def _set_connector_details(
+607        self,
+608        name: str,
+609        version: str,
+610        app_name: Optional[str] = None,
+611        app_version: Optional[str] = None,
+612        send_user: bool = False,
+613        override_user: Optional[str] = None,
+614        additional_fields: Optional[List[Tuple[str, str]]] = None,
+615    ):
+616        """
+617        Sets the connector details for tracing purposes.
+618        :param name:  The name of the connector
+619        :param version:  The version of the connector
+620        :param send_user: Whether to send the user name
+621        :param override_user: Override the user name ( if send_user is True )
+622        :param app_name: The name of the containing application
+623        :param app_version: The version of the containing application
+624        :param additional_fields: Additional fields to add to the header
+625        """
+626        client_details = ClientDetails.set_connector_details(name, version, app_name, app_version, send_user, override_user, additional_fields)
+627
+628        self.application_for_tracing = client_details.application_for_tracing
+629        self.user_name_for_tracing = client_details.user_name_for_tracing
+630
+631    def __str__(self) -> str:
+632        dict_copy = self._internal_dict.copy()
+633        for key in dict_copy:
+634            if Keyword.lookup(key).secret:
+635                dict_copy[key] = "****"
+636        return self._build_connection_string(dict_copy)
+637
+638    def __repr__(self) -> str:
+639        return self._build_connection_string(self._internal_dict)
+640
+641    def _build_connection_string(self, kcsb_as_dict: dict) -> str:
+642        return ";".join(["{0}={1}".format(word.value, kcsb_as_dict[word]) for word in SupportedKeywords if word in kcsb_as_dict])
+643
+644    def _parse_data_source(self, url: str):
+645        url = urlparse(url)
+646        if not url.netloc:
+647            return
+648        segments = url.path.lstrip("/").split("/")
+649        if len(segments) == 1 and segments[0] and not self.initial_catalog:
+650            self.initial_catalog = segments[0]
+651            self._internal_dict[SupportedKeywords.DATA_SOURCE] = url._replace(path="").geturl()
+
+ + +

Parses Kusto connection strings. +For usages, check out the sample at: + https://github.com/Azure/azure-kusto-python/blob/master/azure-kusto-data/tests/sample.py

+
+ + +
+ +
+ + KustoConnectionStringBuilder(connection_string: str) + + + +
+ + 
145    def __init__(self, connection_string: str):
+146        """
+147        Creates new KustoConnectionStringBuilder.
+148        :param str connection_string: Kusto connection string should be of the format:
+149        https://<clusterName>.kusto.windows.net;AAD User ID="user@microsoft.com";Password=P@ssWord
+150        For more information please look at:
+151        https://kusto.azurewebsites.net/docs/concepts/kusto_connection_strings.html
+152        """
+153        assert_string_is_not_empty(connection_string)
+154        self._internal_dict = {}
+155
+156        if connection_string is not None and "=" not in connection_string.partition(";")[0]:
+157            connection_string = "Data Source=" + connection_string
+158
+159        self[SupportedKeywords.AUTHORITY_ID] = "organizations"
+160
+161        for kvp_string in connection_string.split(";"):
+162            key, _, value = kvp_string.partition("=")
+163            keyword = Keyword.parse(key)
+164
+165            value_stripped = value.strip()
+166            if keyword.is_str_type():
+167                if keyword.name == SupportedKeywords.DATA_SOURCE:
+168                    self[keyword.name] = value_stripped.rstrip("/")
+169                    self._parse_data_source(self.data_source)
+170                elif keyword.name == SupportedKeywords.TRACE_USER_NAME:
+171                    self.user_name_for_tracing = value_stripped
+172                elif keyword.name == SupportedKeywords.TRACE_APP_NAME:
+173                    self.application_for_tracing = value_stripped
+174                else:
+175                    self[keyword.name] = value_stripped
+176            elif keyword.is_bool_type():
+177                if value_stripped in ["True", "true"]:
+178                    self[keyword.name] = True
+179                elif value_stripped in ["False", "false"]:
+180                    self[keyword.name] = False
+181                else:
+182                    raise KeyError("Expected aad federated security to be bool. Recieved %s" % value)
+183
+184        if self.initial_catalog is None:
+185            self.initial_catalog = self.DEFAULT_DATABASE_NAME
+
+ + +

Creates new KustoConnectionStringBuilder.

+ +
Parameters
+ + +
+ + +
+
+
+ DEFAULT_DATABASE_NAME = +'NetDefaultDB' + + +
+ + + + +
+
+
+ interactive_login: bool = +False + + +
+ + + + +
+
+
+ az_cli_login: bool = +False + + +
+ + + + +
+
+
+ device_login: bool = +False + + +
+ + + + +
+
+
+ token_credential_login: bool = +False + + +
+ + + + +
+
+
+ device_callback: Callable[[str, str, datetime.datetime], NoneType] = +None + + +
+ + + + +
+
+
+ msi_authentication: bool = +False + + +
+ + + + +
+
+
+ msi_parameters: Optional[dict] = +None + + +
+ + + + +
+
+
+ token_provider: Optional[Callable[[], str]] = +None + + +
+ + + + +
+
+
+ async_token_provider: Optional[Callable[[], Coroutine[NoneType, NoneType, str]]] = +None + + +
+ + + + +
+
+
+ application_for_tracing: Optional[str] = +None + + +
+ + + + +
+
+
+ user_name_for_tracing: Optional[str] = +None + + +
+ + + + +
+
+
+ azure_credential: Optional[Any] = +None + + +
+ + + + +
+
+
+ azure_credential_from_login_endpoint: Optional[Any] = +None + + +
+ + + + +
+
+
+ application_public_certificate: Optional[str] = +None + + +
+ + + + +
+
+ +
+
@classmethod
+ + def + with_aad_user_password_authentication( cls, connection_string: str, user_id: str, password: str, authority_id: str = 'organizations') -> KustoConnectionStringBuilder: + + + +
+ + 
202    @classmethod
+203    def with_aad_user_password_authentication(
+204        cls, connection_string: str, user_id: str, password: str, authority_id: str = "organizations"
+205    ) -> "KustoConnectionStringBuilder":
+206        """
+207        Creates a KustoConnection string builder that will authenticate with AAD user name and
+208        password.
+209        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+210        :param str user_id: AAD user ID.
+211        :param str password: Corresponding password of the AAD user.
+212        :param str authority_id: optional param. defaults to "organizations"
+213        """
+214        assert_string_is_not_empty(user_id)
+215        assert_string_is_not_empty(password)
+216
+217        kcsb = cls(connection_string)
+218        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+219        kcsb[SupportedKeywords.USER_ID] = user_id
+220        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+221        kcsb[SupportedKeywords.PASSWORD] = password
+222
+223        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD user name and +password.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • str user_id: AAD user ID.
    • +
  • str password: Corresponding password of the AAD user.
    • +
  • str authority_id: optional param. defaults to "organizations"
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_user_token_authentication( cls, connection_string: str, user_token: str) -> KustoConnectionStringBuilder: + + + +
+ + 
225    @classmethod
+226    def with_aad_user_token_authentication(cls, connection_string: str, user_token: str) -> "KustoConnectionStringBuilder":
+227        """
+228        Creates a KustoConnection string builder that will authenticate with AAD application and
+229        a certificate credentials.
+230        :param str connection_string: Kusto connection string should be of the format:
+231        https://<clusterName>.kusto.windows.net
+232        :param str user_token: AAD user token.
+233        """
+234        assert_string_is_not_empty(user_token)
+235
+236        kcsb = cls(connection_string)
+237        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+238        kcsb[SupportedKeywords.USER_TOKEN] = user_token
+239
+240        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application and +a certificate credentials.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: +https://.kusto.windows.net
    • +
  • str user_token: AAD user token.
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_application_key_authentication( cls, connection_string: str, aad_app_id: str, app_key: str, authority_id: str) -> KustoConnectionStringBuilder: + + + +
+ + 
242    @classmethod
+243    def with_aad_application_key_authentication(
+244        cls, connection_string: str, aad_app_id: str, app_key: str, authority_id: str
+245    ) -> "KustoConnectionStringBuilder":
+246        """
+247        Creates a KustoConnection string builder that will authenticate with AAD application and key.
+248        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+249        :param str aad_app_id: AAD application ID.
+250        :param str app_key: Corresponding key of the AAD application.
+251        :param str authority_id: Authority id (aka Tenant id) must be provided
+252        """
+253        assert_string_is_not_empty(aad_app_id)
+254        assert_string_is_not_empty(app_key)
+255        assert_string_is_not_empty(authority_id)
+256
+257        kcsb = cls(connection_string)
+258        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+259        kcsb[SupportedKeywords.APPLICATION_CLIENT_ID] = aad_app_id
+260        kcsb[SupportedKeywords.APPLICATION_KEY] = app_key
+261        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+262
+263        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application and key.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • str aad_app_id: AAD application ID.
    • +
  • str app_key: Corresponding key of the AAD application.
    • +
  • str authority_id: Authority id (aka Tenant id) must be provided
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_application_certificate_authentication( cls, connection_string: str, aad_app_id: str, certificate: str, thumbprint: str, authority_id: str) -> KustoConnectionStringBuilder: + + + +
+ + 
265    @classmethod
+266    def with_aad_application_certificate_authentication(
+267        cls, connection_string: str, aad_app_id: str, certificate: str, thumbprint: str, authority_id: str
+268    ) -> "KustoConnectionStringBuilder":
+269        """
+270        Creates a KustoConnection string builder that will authenticate with AAD application using
+271        a certificate.
+272        :param str connection_string: Kusto connection string should be of the format:
+273        https://<clusterName>.kusto.windows.net
+274        :param str aad_app_id: AAD application ID.
+275        :param str certificate: A PEM encoded certificate private key.
+276        :param str thumbprint: hex encoded thumbprint of the certificate.
+277        :param str authority_id: Authority id (aka Tenant id) must be provided
+278        """
+279        assert_string_is_not_empty(aad_app_id)
+280        assert_string_is_not_empty(certificate)
+281        assert_string_is_not_empty(thumbprint)
+282        assert_string_is_not_empty(authority_id)
+283
+284        kcsb = cls(connection_string)
+285        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+286        kcsb[SupportedKeywords.APPLICATION_CLIENT_ID] = aad_app_id
+287        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_BLOB] = certificate
+288        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT] = thumbprint
+289        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+290
+291        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application using +a certificate.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: +https://.kusto.windows.net
    • +
  • str aad_app_id: AAD application ID.
    • +
  • str certificate: A PEM encoded certificate private key.
    • +
  • str thumbprint: hex encoded thumbprint of the certificate.
    • +
  • str authority_id: Authority id (aka Tenant id) must be provided
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_application_certificate_sni_authentication( cls, connection_string: str, aad_app_id: str, private_certificate: str, public_certificate: str, thumbprint: str, authority_id: str) -> KustoConnectionStringBuilder: + + + +
+ + 
293    @classmethod
+294    def with_aad_application_certificate_sni_authentication(
+295        cls, connection_string: str, aad_app_id: str, private_certificate: str, public_certificate: str, thumbprint: str, authority_id: str
+296    ) -> "KustoConnectionStringBuilder":
+297        """
+298        Creates a KustoConnection string builder that will authenticate with AAD application using
+299        a certificate Subject Name and Issuer.
+300        :param str connection_string: Kusto connection string should be of the format:
+301        https://<clusterName>.kusto.windows.net
+302        :param str aad_app_id: AAD application ID.
+303        :param str private_certificate: A PEM encoded certificate private key.
+304        :param str public_certificate: A public certificate matching the provided PEM certificate private key.
+305        :param str thumbprint: hex encoded thumbprint of the certificate.
+306        :param str authority_id: Authority id (aka Tenant id) must be provided
+307        """
+308        assert_string_is_not_empty(aad_app_id)
+309        assert_string_is_not_empty(private_certificate)
+310        assert_string_is_not_empty(public_certificate)
+311        assert_string_is_not_empty(thumbprint)
+312        assert_string_is_not_empty(authority_id)
+313
+314        kcsb = cls(connection_string)
+315        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+316        kcsb[SupportedKeywords.APPLICATION_CLIENT_ID] = aad_app_id
+317        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_BLOB] = private_certificate
+318        kcsb.application_public_certificate = public_certificate
+319        kcsb[SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT] = thumbprint
+320        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+321
+322        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application using +a certificate Subject Name and Issuer.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: +https://.kusto.windows.net
    • +
  • str aad_app_id: AAD application ID.
    • +
  • str private_certificate: A PEM encoded certificate private key.
    • +
  • str public_certificate: A public certificate matching the provided PEM certificate private key.
    • +
  • str thumbprint: hex encoded thumbprint of the certificate.
    • +
  • str authority_id: Authority id (aka Tenant id) must be provided
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_application_token_authentication( cls, connection_string: str, application_token: str) -> KustoConnectionStringBuilder: + + + +
+ + 
324    @classmethod
+325    def with_aad_application_token_authentication(cls, connection_string: str, application_token: str) -> "KustoConnectionStringBuilder":
+326        """
+327        Creates a KustoConnection string builder that will authenticate with AAD application and
+328        an application token.
+329        :param str connection_string: Kusto connection string should be of the format:
+330        https://<clusterName>.kusto.windows.net
+331        :param str application_token: AAD application token.
+332        """
+333        assert_string_is_not_empty(application_token)
+334        kcsb = cls(connection_string)
+335        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+336        kcsb[SupportedKeywords.APPLICATION_TOKEN] = application_token
+337
+338        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application and +an application token.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: +https://.kusto.windows.net
    • +
  • str application_token: AAD application token.
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_device_authentication( cls, connection_string: str, authority_id: str = 'organizations', callback: Callable[[str, str, datetime.datetime], NoneType] = None) -> KustoConnectionStringBuilder: + + + +
+ + 
340    @classmethod
+341    def with_aad_device_authentication(
+342        cls, connection_string: str, authority_id: str = "organizations", callback: DeviceCallbackType = None
+343    ) -> "KustoConnectionStringBuilder":
+344        """
+345        Creates a KustoConnection string builder that will authenticate with AAD application and
+346        password.
+347        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+348        :param str authority_id: optional param. defaults to "organizations"
+349        :param DeviceCallbackType callback: options callback function to be called when authentication is required, accepts three parameters:
+350                - ``verification_uri`` (str) the URL the user must visit
+351                - ``user_code`` (str) the code the user must enter there
+352                - ``expires_on`` (datetime.datetime) the UTC time at which the code will expire
+353        """
+354        kcsb = cls(connection_string)
+355        kcsb.device_login = True
+356        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+357        kcsb[SupportedKeywords.AUTHORITY_ID] = authority_id
+358        kcsb.device_callback = callback
+359
+360        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application and +password.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • str authority_id: optional param. defaults to "organizations"
    • +
  • DeviceCallbackType callback: options callback function to be called when authentication is required, accepts three parameters: +
      +
    • verification_uri (str) the URL the user must visit
      • +
    • user_code (str) the code the user must enter there
      • +
    • expires_on (datetime.datetime) the UTC time at which the code will expire
      • +
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_az_cli_authentication(cls, connection_string: str) -> KustoConnectionStringBuilder: + + + +
+ + 
362    @classmethod
+363    def with_az_cli_authentication(cls, connection_string: str) -> "KustoConnectionStringBuilder":
+364        """
+365        Creates a KustoConnection string builder that will use existing authenticated az cli profile
+366        password.
+367        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+368        """
+369        kcsb = cls(connection_string)
+370        kcsb.az_cli_login = True
+371        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+372
+373        return kcsb
+
+ + +

Creates a KustoConnection string builder that will use existing authenticated az cli profile +password.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_aad_managed_service_identity_authentication( cls, connection_string: str, client_id: str = None, object_id: str = None, msi_res_id: str = None, timeout: int = None) -> KustoConnectionStringBuilder: + + + +
+ + 
375    @classmethod
+376    def with_aad_managed_service_identity_authentication(
+377        cls, connection_string: str, client_id: str = None, object_id: str = None, msi_res_id: str = None, timeout: int = None
+378    ) -> "KustoConnectionStringBuilder":
+379        """
+380        Creates a KustoConnection string builder that will authenticate with AAD application, using
+381        an application token obtained from a Microsoft Service Identity endpoint. An optional user
+382        assigned application ID can be added to the token.
+383
+384        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+385        :param client_id: an optional user assigned identity provided as an Azure ID of a client
+386        :param object_id: an optional user assigned identity provided as an Azure ID of an object
+387        :param msi_res_id: an optional user assigned identity provided as an Azure ID of an MSI resource
+388        :param timeout: an optional timeout (seconds) to wait for an MSI Authentication to occur
+389        """
+390
+391        kcsb = cls(connection_string)
+392        params = {}
+393        exclusive_pcount = 0
+394
+395        if timeout is not None:
+396            params["connection_timeout"] = timeout
+397
+398        if client_id is not None:
+399            params["client_id"] = client_id
+400            exclusive_pcount += 1
+401
+402        if object_id is not None:
+403            # Until we upgrade azure-identity to version 1.4.1, only client_id is excepted as a hint for user managed service identity
+404            raise ValueError("User Managed Service Identity with object_id is temporarily not supported by azure identity 1.3.1. Please use client_id instead.")
+405            # noinspection PyUnreachableCode
+406            params["object_id"] = object_id
+407            exclusive_pcount += 1
+408
+409        if msi_res_id is not None:
+410            # Until we upgrade azure-identity to version 1.4.1, only client_id is excepted as a hint for user managed service identity
+411            raise ValueError(
+412                "User Managed Service Identity with msi_res_id is temporarily not supported by azure identity 1.3.1. Please use client_id instead."
+413            )
+414            # noinspection PyUnreachableCode
+415            params["msi_res_id"] = msi_res_id
+416            exclusive_pcount += 1
+417
+418        if exclusive_pcount > 1:
+419            raise ValueError("the following parameters are mutually exclusive and can not be provided at the same time: client_uid, object_id, msi_res_id")
+420
+421        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+422        kcsb.msi_authentication = True
+423        kcsb.msi_parameters = params
+424
+425        return kcsb
+
+ + +

Creates a KustoConnection string builder that will authenticate with AAD application, using +an application token obtained from a Microsoft Service Identity endpoint. An optional user +assigned application ID can be added to the token.

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • client_id: an optional user assigned identity provided as an Azure ID of a client
    • +
  • object_id: an optional user assigned identity provided as an Azure ID of an object
    • +
  • msi_res_id: an optional user assigned identity provided as an Azure ID of an MSI resource
    • +
  • timeout: an optional timeout (seconds) to wait for an MSI Authentication to occur
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_token_provider( cls, connection_string: str, token_provider: Callable[[], str]) -> KustoConnectionStringBuilder: + + + +
+ + 
427    @classmethod
+428    def with_token_provider(cls, connection_string: str, token_provider: Callable[[], str]) -> "KustoConnectionStringBuilder":
+429        """
+430        Create a KustoConnectionStringBuilder that uses a callback function to obtain a connection token
+431        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+432        :param token_provider: a parameterless function that returns a valid bearer token for the relevant kusto resource as a string
+433        """
+434
+435        assert callable(token_provider)
+436
+437        kcsb = cls(connection_string)
+438        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+439        kcsb.token_provider = token_provider
+440
+441        return kcsb
+
+ + +

Create a KustoConnectionStringBuilder that uses a callback function to obtain a connection token

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • token_provider: a parameterless function that returns a valid bearer token for the relevant kusto resource as a string
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_async_token_provider( cls, connection_string: str, async_token_provider: Callable[[], Coroutine[NoneType, NoneType, str]]) -> KustoConnectionStringBuilder: + + + +
+ + 
443    @classmethod
+444    def with_async_token_provider(
+445        cls,
+446        connection_string: str,
+447        async_token_provider: Callable[[], Coroutine[None, None, str]],
+448    ) -> "KustoConnectionStringBuilder":
+449        """
+450        Create a KustoConnectionStringBuilder that uses an async callback function to obtain a connection token
+451        :param str connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+452        :param async_token_provider: a parameterless function that after awaiting returns a valid bearer token for the relevant kusto resource as a string
+453        """
+454
+455        assert callable(async_token_provider)
+456
+457        kcsb = cls(connection_string)
+458        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+459        kcsb.async_token_provider = async_token_provider
+460
+461        return kcsb
+
+ + +

Create a KustoConnectionStringBuilder that uses an async callback function to obtain a connection token

+ +
Parameters
+ +
    +
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • async_token_provider: a parameterless function that after awaiting returns a valid bearer token for the relevant kusto resource as a string
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_interactive_login( cls, connection_string: str, user_id_hint: Optional[str] = None, tenant_hint: Optional[str] = None) -> KustoConnectionStringBuilder: + + + +
+ + 
463    @classmethod
+464    def with_interactive_login(
+465        cls, connection_string: str, user_id_hint: Optional[str] = None, tenant_hint: Optional[str] = None
+466    ) -> "KustoConnectionStringBuilder":
+467        kcsb = cls(connection_string)
+468        kcsb.interactive_login = True
+469        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+470        if user_id_hint is not None:
+471            kcsb[SupportedKeywords.USER_ID] = user_id_hint
+472
+473        if tenant_hint is not None:
+474            kcsb[SupportedKeywords.AUTHORITY_ID] = tenant_hint
+475
+476        return kcsb
+
+ + + + +
+
+ +
+
@classmethod
+ + def + with_azure_token_credential( cls, connection_string: str, credential: Optional[Any] = None, credential_from_login_endpoint: Optional[Callable[[str], Any]] = None) -> KustoConnectionStringBuilder: + + + +
+ + 
478    @classmethod
+479    def with_azure_token_credential(
+480        cls,
+481        connection_string: str,
+482        credential: Optional[Any] = None,
+483        credential_from_login_endpoint: Optional[Callable[[str], Any]] = None,
+484    ) -> "KustoConnectionStringBuilder":
+485        """
+486        Create a KustoConnectionStringBuilder that uses an azure token credential to obtain a connection token.
+487        :param connection_string: Kusto connection string should be of the format: https://<clusterName>.kusto.windows.net
+488        :param credential: an optional token credential to use for authentication
+489        :param credential_from_login_endpoint: an optional function that returns a token credential for the relevant kusto resource
+490        """
+491        kcsb = cls(connection_string)
+492        kcsb[SupportedKeywords.FEDERATED_SECURITY] = True
+493        kcsb.token_credential_login = True
+494        kcsb.azure_credential = credential
+495        kcsb.azure_credential_from_login_endpoint = credential_from_login_endpoint
+496
+497        return kcsb
+
+ + +

Create a KustoConnectionStringBuilder that uses an azure token credential to obtain a connection token.

+ +
Parameters
+ +
    +
  • connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • +
  • credential: an optional token credential to use for authentication
    • +
  • credential_from_login_endpoint: an optional function that returns a token credential for the relevant kusto resource
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + with_no_authentication(cls, connection_string: str) -> KustoConnectionStringBuilder: + + + +
+ + 
499    @classmethod
+500    def with_no_authentication(cls, connection_string: str) -> "KustoConnectionStringBuilder":
+501        """
+502        Create a KustoConnectionStringBuilder that uses no authentication.
+503        :param connection_string: Kusto's connection string should be of the format: http://<clusterName>.kusto.windows.net
+504        """
+505        if not connection_string.startswith("http://"):
+506            raise ValueError("Connection string must start with http://")
+507        kcsb = cls(connection_string)
+508        kcsb[SupportedKeywords.FEDERATED_SECURITY] = False
+509
+510        return kcsb
+
+ + +

Create a KustoConnectionStringBuilder that uses no authentication.

+ +
Parameters
+ +
    +
  • connection_string: Kusto's connection string should be of the format: http: //.kusto.windows.net
    • +
+
+ + +
+
+ +
+ data_source: Optional[str] + + + +
+ + 
512    @property
+513    def data_source(self) -> Optional[str]:
+514        """The URI specifying the Kusto service endpoint.
+515        For example, https://kuskus.kusto.windows.net or net.tcp://localhost
+516        """
+517        return self._internal_dict.get(SupportedKeywords.DATA_SOURCE)
+
+ + +

The URI specifying the Kusto service endpoint. +For example, https://kuskus.kusto.windows.net or net.tcp://localhost

+
+ + +
+
+ +
+ initial_catalog: Optional[str] + + + +
+ + 
519    @property
+520    def initial_catalog(self) -> Optional[str]:
+521        """The default database to be used for requests.
+522        By default, it is set to 'NetDefaultDB'.
+523        """
+524        return self._internal_dict.get(SupportedKeywords.INITIAL_CATALOG)
+
+ + +

The default database to be used for requests. +By default, it is set to 'NetDefaultDB'.

+
+ + +
+
+ +
+ aad_user_id: Optional[str] + + + +
+ + 
530    @property
+531    def aad_user_id(self) -> Optional[str]:
+532        """The username to use for AAD Federated AuthN."""
+533        return self._internal_dict.get(SupportedKeywords.USER_ID)
+
+ + +

The username to use for AAD Federated AuthN.

+
+ + +
+
+ +
+ application_client_id: Optional[str] + + + +
+ + 
535    @property
+536    def application_client_id(self) -> Optional[str]:
+537        """The application client id to use for authentication when federated
+538        authentication is used.
+539        """
+540        return self._internal_dict.get(SupportedKeywords.APPLICATION_CLIENT_ID)
+
+ + +

The application client id to use for authentication when federated +authentication is used.

+
+ + +
+
+ +
+ application_key: Optional[str] + + + +
+ + 
542    @property
+543    def application_key(self) -> Optional[str]:
+544        """The application key to use for authentication when federated authentication is used"""
+545        return self._internal_dict.get(SupportedKeywords.APPLICATION_KEY)
+
+ + +

The application key to use for authentication when federated authentication is used

+
+ + +
+
+ +
+ application_certificate: Optional[str] + + + +
+ + 
547    @property
+548    def application_certificate(self) -> Optional[str]:
+549        """A PEM encoded certificate private key."""
+550        return self._internal_dict.get(SupportedKeywords.APPLICATION_CERTIFICATE_BLOB)
+
+ + +

A PEM encoded certificate private key.

+
+ + +
+
+ +
+ application_certificate_thumbprint: Optional[str] + + + +
+ + 
556    @property
+557    def application_certificate_thumbprint(self) -> Optional[str]:
+558        """hex encoded thumbprint of the certificate."""
+559        return self._internal_dict.get(SupportedKeywords.APPLICATION_CERTIFICATE_THUMBPRINT)
+
+ + +

hex encoded thumbprint of the certificate.

+
+ + +
+
+ +
+ authority_id: Optional[str] + + + +
+ + 
565    @property
+566    def authority_id(self) -> Optional[str]:
+567        """The ID of the AAD tenant where the application is configured.
+568        (should be supplied only for non-Microsoft tenant)"""
+569        return self._internal_dict.get(SupportedKeywords.AUTHORITY_ID)
+
+ + +

The ID of the AAD tenant where the application is configured. +(should be supplied only for non-Microsoft tenant)

+
+ + +
+
+ +
+ aad_federated_security: Optional[bool] + + + +
+ + 
575    @property
+576    def aad_federated_security(self) -> Optional[bool]:
+577        """A Boolean value that instructs the client to perform AAD federated authentication."""
+578        return self._internal_dict.get(SupportedKeywords.FEDERATED_SECURITY)
+
+ + +

A Boolean value that instructs the client to perform AAD federated authentication.

+
+ + +
+
+ +
+ user_token: Optional[str] + + + +
+ + 
580    @property
+581    def user_token(self) -> Optional[str]:
+582        """User token."""
+583        return self._internal_dict.get(SupportedKeywords.USER_TOKEN)
+
+ + +

User token.

+
+ + +
+
+ +
+ application_token: Optional[str] + + + +
+ + 
585    @property
+586    def application_token(self) -> Optional[str]:
+587        """Application token."""
+588        return self._internal_dict.get(SupportedKeywords.APPLICATION_TOKEN)
+
+ + +

Application token.

+
+ + +
+
+ +
+ client_details: data.client_details.ClientDetails + + + +
+ + 
590    @property
+591    def client_details(self) -> ClientDetails:
+592        return ClientDetails(self.application_for_tracing, self.user_name_for_tracing)
+
+ + + + +
+
+ +
+ login_hint: Optional[str] + + + +
+ + 
594    @property
+595    def login_hint(self) -> Optional[str]:
+596        return self._internal_dict.get(SupportedKeywords.USER_ID)
+
+ + + + +
+
+ +
+ domain_hint: Optional[str] + + + +
+ + 
598    @property
+599    def domain_hint(self) -> Optional[str]:
+600        return self._internal_dict.get(SupportedKeywords.AUTHORITY_ID)
+
+ + + + +
+
+ +
+ password: Optional[str] + + + +
+ + 
602    @property
+603    def password(self) -> Optional[str]:
+604        return self._internal_dict.get(SupportedKeywords.PASSWORD)
+
+ + + + +
+
+
+ +
+ + class + DataFormat(enum.Enum): + + + +
+ + 
19class DataFormat(Enum):
+20    """All data formats supported by Kusto."""
+21
+22    CSV = ("csv", IngestionMappingKind.CSV, True)
+23    TSV = ("tsv", IngestionMappingKind.CSV, True)
+24    SCSV = ("scsv", IngestionMappingKind.CSV, True)
+25    SOHSV = ("sohsv", IngestionMappingKind.CSV, True)
+26    PSV = ("psv", IngestionMappingKind.CSV, True)
+27    TXT = ("txt", IngestionMappingKind.CSV, True)
+28    TSVE = ("tsve", IngestionMappingKind.CSV, True)
+29    JSON = ("json", IngestionMappingKind.JSON, True)
+30    SINGLEJSON = ("singlejson", IngestionMappingKind.JSON, True)
+31    MULTIJSON = ("multijson", IngestionMappingKind.JSON, True)
+32    AVRO = ("avro", IngestionMappingKind.AVRO, False)
+33    APACHEAVRO = ("apacheavro", IngestionMappingKind.APACHEAVRO, False)
+34    PARQUET = ("parquet", IngestionMappingKind.PARQUET, False)
+35    SSTREAM = ("sstream", IngestionMappingKind.SSTREAM, False)
+36    ORC = ("orc", IngestionMappingKind.ORC, False)
+37    RAW = ("raw", IngestionMappingKind.CSV, True)
+38    W3CLOGFILE = ("w3clogfile", IngestionMappingKind.W3CLOGFILE, True)
+39
+40    def __init__(self, kusto_value: str, ingestion_mapping_kind: IngestionMappingKind, compressible: bool):
+41        self.kusto_value = kusto_value  # Formatted how Kusto Service expects it
+42        self.ingestion_mapping_kind = ingestion_mapping_kind
+43        self.compressible = compressible  # Binary formats should not be compressed
+
+ + +

All data formats supported by Kusto.

+
+ + +
+
+ CSV = +<DataFormat.CSV: ('csv', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ TSV = +<DataFormat.TSV: ('tsv', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ SCSV = +<DataFormat.SCSV: ('scsv', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ SOHSV = +<DataFormat.SOHSV: ('sohsv', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ PSV = +<DataFormat.PSV: ('psv', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ TXT = +<DataFormat.TXT: ('txt', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ TSVE = +<DataFormat.TSVE: ('tsve', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ JSON = +<DataFormat.JSON: ('json', <IngestionMappingKind.JSON: 'Json'>, True)> + + +
+ + + + +
+
+
+ SINGLEJSON = +<DataFormat.SINGLEJSON: ('singlejson', <IngestionMappingKind.JSON: 'Json'>, True)> + + +
+ + + + +
+
+
+ MULTIJSON = +<DataFormat.MULTIJSON: ('multijson', <IngestionMappingKind.JSON: 'Json'>, True)> + + +
+ + + + +
+
+
+ AVRO = +<DataFormat.AVRO: ('avro', <IngestionMappingKind.AVRO: 'Avro'>, False)> + + +
+ + + + +
+
+
+ APACHEAVRO = +<DataFormat.APACHEAVRO: ('apacheavro', <IngestionMappingKind.APACHEAVRO: 'ApacheAvro'>, False)> + + +
+ + + + +
+
+
+ PARQUET = +<DataFormat.PARQUET: ('parquet', <IngestionMappingKind.PARQUET: 'Parquet'>, False)> + + +
+ + + + +
+
+
+ SSTREAM = +<DataFormat.SSTREAM: ('sstream', <IngestionMappingKind.SSTREAM: 'SStream'>, False)> + + +
+ + + + +
+
+
+ ORC = +<DataFormat.ORC: ('orc', <IngestionMappingKind.ORC: 'Orc'>, False)> + + +
+ + + + +
+
+
+ RAW = +<DataFormat.RAW: ('raw', <IngestionMappingKind.CSV: 'Csv'>, True)> + + +
+ + + + +
+
+
+ W3CLOGFILE = +<DataFormat.W3CLOGFILE: ('w3clogfile', <IngestionMappingKind.W3CLOGFILE: 'W3CLogFile'>, True)> + + +
+ + + + +
+
+
+ kusto_value + + +
+ + + + +
+
+
+ ingestion_mapping_kind + + +
+ + + + +
+
+
+ compressible + + +
+ + + + +
+
+
+ + \ No newline at end of file diff --git a/docs/data/aio.html b/docs/data/aio.html new file mode 100644 index 00000000..218d2e7f --- /dev/null +++ b/docs/data/aio.html @@ -0,0 +1,830 @@ + + + + + + + data.aio API documentation + + + + + + + + + +
+
+

+data.aio

+ + + + + + + 
1from .client import KustoClient
+2
+3__all__ = ["KustoClient"]
+
+ + +
+
+ +
+
@documented_by(KustoClientSync)
+ + class + KustoClient(data.client_base._KustoClientBase): + + + +
+ + 
 27@documented_by(KustoClientSync)
+ 28class KustoClient(_KustoClientBase):
+ 29    @documented_by(KustoClientSync.__init__)
+ 30    def __init__(self, kcsb: Union[KustoConnectionStringBuilder, str]):
+ 31        super().__init__(kcsb, True)
+ 32
+ 33        self._session = ClientSession()
+ 34
+ 35    async def __aenter__(self) -> "KustoClient":
+ 36        return self
+ 37
+ 38    async def close(self):
+ 39        if not self._is_closed:
+ 40            await self._session.close()
+ 41            if self._aad_helper:
+ 42                await self._aad_helper.close_async()
+ 43        super().close()
+ 44
+ 45    async def __aexit__(self, exc_type, exc_val, exc_tb):
+ 46        await self.close()
+ 47
+ 48    @aio_documented_by(KustoClientSync.execute)
+ 49    async def execute(self, database: Optional[str], query: str, properties: ClientRequestProperties = None) -> KustoResponseDataSet:
+ 50        query = query.strip()
+ 51        if query.startswith("."):
+ 52            return await self.execute_mgmt(database, query, properties)
+ 53        return await self.execute_query(database, query, properties)
+ 54
+ 55    @distributed_trace_async(name_of_span="AioKustoClient.query_cmd", kind=SpanKind.CLIENT)
+ 56    @aio_documented_by(KustoClientSync.execute_query)
+ 57    async def execute_query(self, database: str, query: str, properties: ClientRequestProperties = None) -> KustoResponseDataSet:
+ 58        database = self._get_database_or_default(database)
+ 59        Span.set_query_attributes(self._kusto_cluster, database, properties)
+ 60        request = ExecuteRequestParams._from_query(
+ 61            query,
+ 62            database,
+ 63            properties,
+ 64            self._request_headers,
+ 65            self._query_default_timeout,
+ 66            self._mgmt_default_timeout,
+ 67            self._client_server_delta,
+ 68            self.client_details,
+ 69        )
+ 70        return await self._execute(self._query_endpoint, request, properties)
+ 71
+ 72    @distributed_trace_async(name_of_span="AioKustoClient.control_cmd", kind=SpanKind.CLIENT)
+ 73    @aio_documented_by(KustoClientSync.execute_mgmt)
+ 74    async def execute_mgmt(self, database: str, query: str, properties: ClientRequestProperties = None) -> KustoResponseDataSet:
+ 75        database = self._get_database_or_default(database)
+ 76        Span.set_query_attributes(self._kusto_cluster, database, properties)
+ 77        request = ExecuteRequestParams._from_query(
+ 78            query,
+ 79            database,
+ 80            properties,
+ 81            self._request_headers,
+ 82            self._mgmt_default_timeout,
+ 83            self._mgmt_default_timeout,
+ 84            self._client_server_delta,
+ 85            self.client_details,
+ 86        )
+ 87        return await self._execute(self._mgmt_endpoint, request, properties)
+ 88
+ 89    @distributed_trace_async(name_of_span="AioKustoClient.streaming_ingest", kind=SpanKind.CLIENT)
+ 90    @aio_documented_by(KustoClientSync.execute_streaming_ingest)
+ 91    async def execute_streaming_ingest(
+ 92        self,
+ 93        database: Optional[str],
+ 94        table: str,
+ 95        stream: Optional[io.IOBase],
+ 96        blob_url: Optional[str],
+ 97        stream_format: Union[DataFormat, str],
+ 98        properties: ClientRequestProperties = None,
+ 99        mapping_name: str = None,
+100    ):
+101        database = self._get_database_or_default(database)
+102
+103        stream_format = stream_format.kusto_value if isinstance(stream_format, DataFormat) else DataFormat[stream_format.upper()].kusto_value
+104        endpoint = self._streaming_ingest_endpoint + database + "/" + table + "?streamFormat=" + stream_format
+105        if mapping_name is not None:
+106            endpoint = endpoint + "&mappingName=" + mapping_name
+107
+108        if blob_url:
+109            endpoint += "&sourceKind=uri"
+110            request = ExecuteRequestParams._from_blob_url(
+111                blob_url,
+112                properties,
+113                self._request_headers,
+114                self._streaming_ingest_default_timeout,
+115                self._mgmt_default_timeout,
+116                self._client_server_delta,
+117                self.client_details,
+118            )
+119        elif stream:
+120            request = ExecuteRequestParams._from_stream(
+121                stream,
+122                properties,
+123                self._request_headers,
+124                self._streaming_ingest_default_timeout,
+125                self._mgmt_default_timeout,
+126                self._client_server_delta,
+127                self.client_details,
+128            )
+129        else:
+130            raise Exception("execute_streaming_ingest is expecting either a stream or blob url")
+131
+132        Span.set_streaming_ingest_attributes(self._kusto_cluster, database, table, properties)
+133        await self._execute(endpoint, request, properties)
+134
+135    @aio_documented_by(KustoClientSync._execute_streaming_query_parsed)
+136    async def _execute_streaming_query_parsed(
+137        self,
+138        database: Optional[str],
+139        query: str,
+140        timeout: timedelta = _KustoClientBase._query_default_timeout,
+141        properties: Optional[ClientRequestProperties] = None,
+142    ) -> StreamingDataSetEnumerator:
+143        request = ExecuteRequestParams._from_query(
+144            query, database, properties, self._request_headers, timeout, self._mgmt_default_timeout, self._client_server_delta, self.client_details
+145        )
+146        response = await self._execute(self._query_endpoint, request, properties, stream_response=True)
+147        return StreamingDataSetEnumerator(JsonTokenReader(response.content))
+148
+149    @distributed_trace_async(name_of_span="AioKustoClient.streaming_query", kind=SpanKind.CLIENT)
+150    @aio_documented_by(KustoClientSync.execute_streaming_query)
+151    async def execute_streaming_query(
+152        self,
+153        database: Optional[str],
+154        query: str,
+155        timeout: timedelta = _KustoClientBase._query_default_timeout,
+156        properties: Optional[ClientRequestProperties] = None,
+157    ) -> KustoStreamingResponseDataSet:
+158        database = self._get_database_or_default(database)
+159        Span.set_query_attributes(self._kusto_cluster, database, properties)
+160
+161        response = await self._execute_streaming_query_parsed(database, query, timeout, properties)
+162        return KustoStreamingResponseDataSet(response)
+163
+164    @aio_documented_by(KustoClientSync._execute)
+165    async def _execute(
+166        self,
+167        endpoint: str,
+168        request: ExecuteRequestParams,
+169        properties: Optional[ClientRequestProperties] = None,
+170        stream_response: bool = False,
+171    ) -> Union[KustoResponseDataSet, ClientResponse]:
+172        """Executes given query against this client"""
+173        if self._is_closed:
+174            raise KustoClosedError()
+175        self.validate_endpoint()
+176
+177        request_headers = request.request_headers
+178        timeout = request.timeout
+179        if self._aad_helper:
+180            request_headers["Authorization"] = await self._aad_helper.acquire_authorization_header_async()
+181
+182        invoker = lambda: self._session.post(
+183            endpoint,
+184            headers=request_headers,
+185            json=request.json_payload,
+186            data=request.payload,
+187            timeout=timeout.seconds,
+188            proxy=self._proxy_url,
+189            allow_redirects=False,
+190        )
+191
+192        try:
+193            response = await MonitoredActivity.invoke_async(
+194                invoker, name_of_span="AioKustoClient.http_post", tracing_attributes=Span.create_http_attributes("POST", endpoint, request_headers)
+195            )
+196        except Exception as e:
+197            raise KustoNetworkError(endpoint, None if properties is None else properties.client_request_id) from e
+198
+199        if stream_response:
+200            try:
+201                response.raise_for_status()
+202                if 300 <= response.status < 400:
+203                    raise Exception("Unexpected redirection, got status code: " + str(response.status))
+204                return response
+205            except Exception as e:
+206                try:
+207                    response_text = await response.text()
+208                except Exception:
+209                    response_text = None
+210                try:
+211                    response_json = await response.json()
+212                except Exception:
+213                    response_json = None
+214                raise self._handle_http_error(e, endpoint, request.payload, response, response.status, response_json, response_text)
+215
+216        async with response:
+217            response_json = None
+218            try:
+219                if 300 <= response.status < 400:
+220                    raise Exception("Unexpected redirection, got status code: " + str(response.status))
+221                response_json = await response.json()
+222                response.raise_for_status()
+223            except Exception as e:
+224                try:
+225                    response_text = await response.text()
+226                except Exception:
+227                    response_text = None
+228                raise self._handle_http_error(e, endpoint, request.payload, response, response.status, response_json, response_text)
+229            return MonitoredActivity.invoke(lambda: self._kusto_parse_by_endpoint(endpoint, response_json), name_of_span="AioKustoClient.processing_response")
+
+ + +

Kusto client for Python. +The client is a wrapper around the Kusto REST API. +To read more about it, go to https://docs.microsoft.com/en-us/azure/kusto/api/rest/

+ +

The primary methods are: +execute_query: executes a KQL query against the Kusto service. +execute_mgmt: executes a KQL control command against the Kusto service.

+
+ + +
+ +
+
@documented_by(KustoClientSync.__init__)
+ + KustoClient(kcsb: Union[data.KustoConnectionStringBuilder, str]) + + + +
+ + 
29    @documented_by(KustoClientSync.__init__)
+30    def __init__(self, kcsb: Union[KustoConnectionStringBuilder, str]):
+31        super().__init__(kcsb, True)
+32
+33        self._session = ClientSession()
+
+ + +

Kusto Client constructor.

+ +
Parameters
+ +
    +
  • kcsb: The connection string to initialize KustoClient.
    • +
+
+ + +
+
+ +
+ + async def + close(self): + + + +
+ + 
38    async def close(self):
+39        if not self._is_closed:
+40            await self._session.close()
+41            if self._aad_helper:
+42                await self._aad_helper.close_async()
+43        super().close()
+
+ + + + +
+
+ +
+
@aio_documented_by(KustoClientSync.execute)
+ + async def + execute( self, database: Optional[str], query: str, properties: data.ClientRequestProperties = None) -> data.response.KustoResponseDataSet: + + + +
+ + 
48    @aio_documented_by(KustoClientSync.execute)
+49    async def execute(self, database: Optional[str], query: str, properties: ClientRequestProperties = None) -> KustoResponseDataSet:
+50        query = query.strip()
+51        if query.startswith("."):
+52            return await self.execute_mgmt(database, query, properties)
+53        return await self.execute_query(database, query, properties)
+
+ + +

Aio function: +Executes a query or management command.

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+ +
+

Kusto response data set.

+
+
+ + +
+
+ +
+
@distributed_trace_async(name_of_span='AioKustoClient.query_cmd', kind=SpanKind.CLIENT)
+
@aio_documented_by(KustoClientSync.execute_query)
+ + async def + execute_query( self, database: str, query: str, properties: data.ClientRequestProperties = None) -> data.response.KustoResponseDataSet: + + + +
+ + 
55    @distributed_trace_async(name_of_span="AioKustoClient.query_cmd", kind=SpanKind.CLIENT)
+56    @aio_documented_by(KustoClientSync.execute_query)
+57    async def execute_query(self, database: str, query: str, properties: ClientRequestProperties = None) -> KustoResponseDataSet:
+58        database = self._get_database_or_default(database)
+59        Span.set_query_attributes(self._kusto_cluster, database, properties)
+60        request = ExecuteRequestParams._from_query(
+61            query,
+62            database,
+63            properties,
+64            self._request_headers,
+65            self._query_default_timeout,
+66            self._mgmt_default_timeout,
+67            self._client_server_delta,
+68            self.client_details,
+69        )
+70        return await self._execute(self._query_endpoint, request, properties)
+
+ + +

Aio function: +Execute a KQL query. +To learn more about KQL go to https://docs.microsoft.com/en-us/azure/kusto/query/

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+ +
+

Kusto response data set.

+
+
+ + +
+
+ +
+
@distributed_trace_async(name_of_span='AioKustoClient.control_cmd', kind=SpanKind.CLIENT)
+
@aio_documented_by(KustoClientSync.execute_mgmt)
+ + async def + execute_mgmt( self, database: str, query: str, properties: data.ClientRequestProperties = None) -> data.response.KustoResponseDataSet: + + + +
+ + 
72    @distributed_trace_async(name_of_span="AioKustoClient.control_cmd", kind=SpanKind.CLIENT)
+73    @aio_documented_by(KustoClientSync.execute_mgmt)
+74    async def execute_mgmt(self, database: str, query: str, properties: ClientRequestProperties = None) -> KustoResponseDataSet:
+75        database = self._get_database_or_default(database)
+76        Span.set_query_attributes(self._kusto_cluster, database, properties)
+77        request = ExecuteRequestParams._from_query(
+78            query,
+79            database,
+80            properties,
+81            self._request_headers,
+82            self._mgmt_default_timeout,
+83            self._mgmt_default_timeout,
+84            self._client_server_delta,
+85            self.client_details,
+86        )
+87        return await self._execute(self._mgmt_endpoint, request, properties)
+
+ + +

Aio function: +Execute a KQL control command. +To learn more about KQL control commands go to https://docs.microsoft.com/en-us/azure/kusto/management/

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+ +
+

Kusto response data set.

+
+
+ + +
+
+ +
+
@distributed_trace_async(name_of_span='AioKustoClient.streaming_ingest', kind=SpanKind.CLIENT)
+
@aio_documented_by(KustoClientSync.execute_streaming_ingest)
+ + async def + execute_streaming_ingest( self, database: Optional[str], table: str, stream: Optional[io.IOBase], blob_url: Optional[str], stream_format: Union[data.DataFormat, str], properties: data.ClientRequestProperties = None, mapping_name: str = None): + + + +
+ + 
 89    @distributed_trace_async(name_of_span="AioKustoClient.streaming_ingest", kind=SpanKind.CLIENT)
+ 90    @aio_documented_by(KustoClientSync.execute_streaming_ingest)
+ 91    async def execute_streaming_ingest(
+ 92        self,
+ 93        database: Optional[str],
+ 94        table: str,
+ 95        stream: Optional[io.IOBase],
+ 96        blob_url: Optional[str],
+ 97        stream_format: Union[DataFormat, str],
+ 98        properties: ClientRequestProperties = None,
+ 99        mapping_name: str = None,
+100    ):
+101        database = self._get_database_or_default(database)
+102
+103        stream_format = stream_format.kusto_value if isinstance(stream_format, DataFormat) else DataFormat[stream_format.upper()].kusto_value
+104        endpoint = self._streaming_ingest_endpoint + database + "/" + table + "?streamFormat=" + stream_format
+105        if mapping_name is not None:
+106            endpoint = endpoint + "&mappingName=" + mapping_name
+107
+108        if blob_url:
+109            endpoint += "&sourceKind=uri"
+110            request = ExecuteRequestParams._from_blob_url(
+111                blob_url,
+112                properties,
+113                self._request_headers,
+114                self._streaming_ingest_default_timeout,
+115                self._mgmt_default_timeout,
+116                self._client_server_delta,
+117                self.client_details,
+118            )
+119        elif stream:
+120            request = ExecuteRequestParams._from_stream(
+121                stream,
+122                properties,
+123                self._request_headers,
+124                self._streaming_ingest_default_timeout,
+125                self._mgmt_default_timeout,
+126                self._client_server_delta,
+127                self.client_details,
+128            )
+129        else:
+130            raise Exception("execute_streaming_ingest is expecting either a stream or blob url")
+131
+132        Span.set_streaming_ingest_attributes(self._kusto_cluster, database, table, properties)
+133        await self._execute(endpoint, request, properties)
+
+ + +

Aio function: +Execute streaming ingest against this client +If the Kusto service is not configured to allow streaming ingestion, this may raise an error +To learn more about streaming ingestion go to: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming

+ +
Parameters
+ +
    +
  • Optional[str] database: Target database. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str table: Target table.
    • +
  • Optional[IO[AnyStr]] stream: a stream object or which contains the data to ingest.
    • +
  • Optional[str] blob_url: An url to a blob which contains the data to ingest. Provide either this or stream.
    • +
  • DataFormat stream_format: Format of the data in the stream.
    • +
  • ClientRequestProperties properties: additional request properties.
    • +
  • str mapping_name: Pre-defined mapping of the table. Required when stream_format is json/avro.
    • +
+
+ + +
+
+ +
+
@distributed_trace_async(name_of_span='AioKustoClient.streaming_query', kind=SpanKind.CLIENT)
+
@aio_documented_by(KustoClientSync.execute_streaming_query)
+ + async def + execute_streaming_query( self, database: Optional[str], query: str, timeout: datetime.timedelta = datetime.timedelta(seconds=270), properties: Optional[data.ClientRequestProperties] = None) -> data.aio.response.KustoStreamingResponseDataSet: + + + +
+ + 
149    @distributed_trace_async(name_of_span="AioKustoClient.streaming_query", kind=SpanKind.CLIENT)
+150    @aio_documented_by(KustoClientSync.execute_streaming_query)
+151    async def execute_streaming_query(
+152        self,
+153        database: Optional[str],
+154        query: str,
+155        timeout: timedelta = _KustoClientBase._query_default_timeout,
+156        properties: Optional[ClientRequestProperties] = None,
+157    ) -> KustoStreamingResponseDataSet:
+158        database = self._get_database_or_default(database)
+159        Span.set_query_attributes(self._kusto_cluster, database, properties)
+160
+161        response = await self._execute_streaming_query_parsed(database, query, timeout, properties)
+162        return KustoStreamingResponseDataSet(response)
+
+ + +

Aio function: +Execute a KQL query without reading it all to memory. +The resulting KustoStreamingResponseDataSet will stream one table at a time, and the rows can be retrieved sequentially.

+ +
Parameters
+ +
    +
  • Optional[str] database: Database against query will be executed. If not provided, will default to the "Initial Catalog" value in the connection string
    • +
  • str query: Query to be executed.
    • +
  • timedelta timeout: timeout for the query to be executed
    • +
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • +
+ +
Returns
+
+ + +
+
+
+ + \ No newline at end of file diff --git a/docs/index.html b/docs/index.html new file mode 100644 index 00000000..db72ebe9 --- /dev/null +++ b/docs/index.html @@ -0,0 +1,218 @@ + + + + + + + Module List – pdoc 15.0.4 + + + + + + + + + + +
+ + pdoc + + +
+
+ + \ No newline at end of file diff --git a/docs/ingest.html b/docs/ingest.html new file mode 100644 index 00000000..2cdb4f62 --- /dev/null +++ b/docs/ingest.html @@ -0,0 +1,4986 @@ + + + + + + + ingest API documentation + + + + + + + + + +
+
+

+ingest

+ + + + + + + 
 1# Copyright (c) Microsoft Corporation.
+ 2# Licensed under the MIT License
+ 3from ._version import VERSION as __version__
+ 4from .base_ingest_client import IngestionResult, IngestionStatus
+ 5from .descriptors import BlobDescriptor, FileDescriptor, StreamDescriptor
+ 6from .exceptions import KustoMissingMappingError, KustoMappingError, KustoQueueError, KustoDuplicateMappingError, KustoInvalidEndpointError, KustoClientError
+ 7from .ingest_client import QueuedIngestClient
+ 8from .ingestion_properties import (
+ 9    ValidationPolicy,
+10    ValidationImplications,
+11    ValidationOptions,
+12    ReportLevel,
+13    ReportMethod,
+14    IngestionProperties,
+15    IngestionMappingKind,
+16    ColumnMapping,
+17    TransformationMethod,
+18)
+19from .managed_streaming_ingest_client import ManagedStreamingIngestClient
+20from .streaming_ingest_client import KustoStreamingIngestClient
+21from .base_ingest_client import BaseIngestClient
+22
+23__all__ = [
+24    "IngestionResult",
+25    "IngestionStatus",
+26    "BlobDescriptor",
+27    "FileDescriptor",
+28    "StreamDescriptor",
+29    "KustoMissingMappingError",
+30    "KustoMappingError",
+31    "KustoQueueError",
+32    "KustoDuplicateMappingError",
+33    "KustoInvalidEndpointError",
+34    "KustoClientError",
+35    "QueuedIngestClient",
+36    "ValidationPolicy",
+37    "ValidationImplications",
+38    "ValidationOptions",
+39    "ReportLevel",
+40    "ReportMethod",
+41    "IngestionProperties",
+42    "IngestionMappingKind",
+43    "ColumnMapping",
+44    "TransformationMethod",
+45    "ManagedStreamingIngestClient",
+46    "KustoStreamingIngestClient",
+47    "BaseIngestClient",
+48]
+
+ + +
+
+ +
+ + class + IngestionResult: + + + +
+ + 
38class IngestionResult:
+39    """
+40    The result of an ingestion.
+41    """
+42
+43    status: IngestionStatus
+44    "Will be `Queued` if the ingestion is queued, or `Success` if the ingestion is streaming and successful."
+45
+46    database: str
+47    "The name of the database where the ingestion was performed."
+48
+49    table: str
+50    "The name of the table where the ingestion was performed."
+51
+52    source_id: uuid.UUID
+53    "The source id of the ingestion."
+54
+55    blob_uri: Optional[str]
+56    "The blob uri of the ingestion, if exists."
+57
+58    def __init__(self, status: IngestionStatus, database: str, table: str, source_id: uuid.UUID, blob_uri: Optional[str] = None):
+59        self.status = status
+60        self.database = database
+61        self.table = table
+62        self.source_id = source_id
+63        self.blob_uri = blob_uri
+64
+65    def __repr__(self):
+66        # Remove query parameters from blob_uri, if exists
+67        obfuscated_path = None
+68        if isinstance(self.blob_uri, str):
+69            obfuscated_path = self.blob_uri.split("?")[0].split(";")[0]
+70        blob_uri = f", obfuscated_blob_uri={obfuscated_path}" if obfuscated_path else ""
+71        return f"IngestionResult(status={self.status}, database={self.database}, table={self.table}, source_id={self.source_id}{blob_uri})"
+
+ + +

The result of an ingestion.

+
+ + +
+ +
+ + IngestionResult( status: IngestionStatus, database: str, table: str, source_id: uuid.UUID, blob_uri: Optional[str] = None) + + + +
+ + 
58    def __init__(self, status: IngestionStatus, database: str, table: str, source_id: uuid.UUID, blob_uri: Optional[str] = None):
+59        self.status = status
+60        self.database = database
+61        self.table = table
+62        self.source_id = source_id
+63        self.blob_uri = blob_uri
+
+ + + + +
+
+
+ status: IngestionStatus + + +
+ + +

Will be Queued if the ingestion is queued, or Success if the ingestion is streaming and successful.

+
+ + +
+
+
+ database: str + + +
+ + +

The name of the database where the ingestion was performed.

+
+ + +
+
+
+ table: str + + +
+ + +

The name of the table where the ingestion was performed.

+
+ + +
+
+
+ source_id: uuid.UUID + + +
+ + +

The source id of the ingestion.

+
+ + +
+
+
+ blob_uri: Optional[str] + + +
+ + +

The blob uri of the ingestion, if exists.

+
+ + +
+
+
+ +
+ + class + IngestionStatus(enum.Enum): + + + +
+ + 
26class IngestionStatus(Enum):
+27    """
+28    The ingestion was queued.
+29    """
+30
+31    QUEUED = "QUEUED"
+32    """
+33    The ingestion was successfully streamed
+34    """
+35    SUCCESS = "SUCCESS"
+
+ + +

The ingestion was queued.

+
+ + +
+
+ QUEUED = +<IngestionStatus.QUEUED: 'QUEUED'> + + +
+ + +

The ingestion was successfully streamed

+
+ + +
+
+
+ SUCCESS = +<IngestionStatus.SUCCESS: 'SUCCESS'> + + +
+ + + + +
+
+
+ +
+ + class + BlobDescriptor(ingest.descriptors.DescriptorBase): + + + +
+ + 
132class BlobDescriptor(DescriptorBase):
+133    """BlobDescriptor is used to describe a blob that will be used as an ingestion source"""
+134
+135    _BLOB_URI = "blob_uri"
+136
+137    def __init__(self, path: str, size: Optional[int] = None, source_id: OptionalUUID = None):
+138        """
+139        :param path: blob uri.
+140        :type path: str.
+141        :param size: estimated size of file if known.
+142        :type size: Optional[int].
+143        :param source_id: a v4 uuid to serve as the source's id.
+144        :type source_id: OptionalUUID
+145        """
+146        self.path: str = path
+147        self.size: Optional[int] = size
+148        self.source_id: uuid.UUID = ensure_uuid(source_id)
+149
+150    def get_tracing_attributes(self) -> dict:
+151        # Remove query parameters from self.path, if exists
+152        if self.path:
+153            obfuscated_path = self.path.split("?")[0].split(";")[0]
+154        return {self._BLOB_URI: obfuscated_path, self._SOURCE_ID: str(self.source_id)}
+155
+156    def fill_size(self):
+157        if not self.size:
+158            self.size = BlobClient.from_blob_url(self.path).get_blob_properties().size
+
+ + +

BlobDescriptor is used to describe a blob that will be used as an ingestion source

+
+ + +
+ +
+ + BlobDescriptor( path: str, size: Optional[int] = None, source_id: Union[str, uuid.UUID, NoneType] = None) + + + +
+ + 
137    def __init__(self, path: str, size: Optional[int] = None, source_id: OptionalUUID = None):
+138        """
+139        :param path: blob uri.
+140        :type path: str.
+141        :param size: estimated size of file if known.
+142        :type size: Optional[int].
+143        :param source_id: a v4 uuid to serve as the source's id.
+144        :type source_id: OptionalUUID
+145        """
+146        self.path: str = path
+147        self.size: Optional[int] = size
+148        self.source_id: uuid.UUID = ensure_uuid(source_id)
+
+ + +
Parameters
+ +
    +
  • path: blob uri.
    • +
  • size: estimated size of file if known.
    • +
  • source_id: a v4 uuid to serve as the source's id.
    • +
+
+ + +
+
+
+ path: str + + +
+ + + + +
+
+
+ size: Optional[int] + + +
+ + + + +
+
+
+ source_id: uuid.UUID + + +
+ + + + +
+
+ +
+ + def + get_tracing_attributes(self) -> dict: + + + +
+ + 
150    def get_tracing_attributes(self) -> dict:
+151        # Remove query parameters from self.path, if exists
+152        if self.path:
+153            obfuscated_path = self.path.split("?")[0].split(";")[0]
+154        return {self._BLOB_URI: obfuscated_path, self._SOURCE_ID: str(self.source_id)}
+
+ + +

Gets dictionary of attributes to be documented during tracing

+
+ + +
+
+ +
+ + def + fill_size(self): + + + +
+ + 
156    def fill_size(self):
+157        if not self.size:
+158            self.size = BlobClient.from_blob_url(self.path).get_blob_properties().size
+
+ + + + +
+
+
+ +
+ + class + FileDescriptor(ingest.descriptors.DescriptorBase): + + + +
+ + 
 42class FileDescriptor(DescriptorBase):
+ 43    """FileDescriptor is used to describe a file that will be used as an ingestion source."""
+ 44
+ 45    # Gzip keeps the decompressed stream size as a UINT32 in the last 4 bytes of the stream, however this poses a limit to the expressed size which is 4GB
+ 46    # The standard says that when the size is bigger than 4GB, the UINT rolls over.
+ 47    # The below constant expresses the maximal size of a compressed stream that will not cause the UINT32 to rollover given a maximal compression ratio of 1:40
+ 48    GZIP_MAX_DISK_SIZE_FOR_DETECTION = int(4 * 1024 * 1024 * 1024 / 40)
+ 49    DEFAULT_COMPRESSION_RATIO = 11
+ 50    _FILE_PATH = "file_path"
+ 51
+ 52    def __init__(self, path: str, size: Optional[int] = None, source_id: OptionalUUID = None):
+ 53        """
+ 54        :param path: file path.
+ 55        :type path: str.
+ 56        :param size: estimated size of file if known. if None or 0 will try to guess.
+ 57        :type size: Optional[int].
+ 58        :param source_id: a v4 uuid to serve as the source's id.
+ 59        :type source_id: OptionalUUID
+ 60        """
+ 61        self.path: str = path
+ 62        self._size: Optional[int] = size
+ 63        self._detect_size_once: bool = not size
+ 64
+ 65        self.source_id: uuid.UUID = ensure_uuid(source_id)
+ 66        self.stream_name: str = os.path.basename(self.path)
+ 67
+ 68    @property
+ 69    def size(self) -> int:
+ 70        if self._detect_size_once:
+ 71            self._detect_size()
+ 72            self._detect_size_once = False
+ 73
+ 74        return self._size
+ 75
+ 76    @size.setter
+ 77    def size(self, size: int):
+ 78        if size:
+ 79            self._size = size
+ 80            self._detect_size_once = False
+ 81
+ 82    def _detect_size(self):
+ 83        uncompressed_size = 0
+ 84        if self.path.endswith(".gz"):
+ 85            # This logic follow after the C# implementation
+ 86            # See IngstionHelpers.cs for an explanation as to what stands behind it
+ 87            with open(self.path, "rb") as f:
+ 88                disk_size = f.seek(-4, SEEK_END)
+ 89                uncompressed_size = struct.unpack("I", f.read(4))[0]
+ 90                if (disk_size >= uncompressed_size) or (disk_size >= self.GZIP_MAX_DISK_SIZE_FOR_DETECTION):
+ 91                    uncompressed_size = disk_size * self.DEFAULT_COMPRESSION_RATIO
+ 92
+ 93        elif self.path.endswith(".zip"):
+ 94            with ZipFile(self.path) as zip_archive:
+ 95                for f in zip_archive.infolist():
+ 96                    uncompressed_size += f.file_size
+ 97
+ 98        else:
+ 99            uncompressed_size = os.path.getsize(self.path)
+100
+101        self._size = uncompressed_size
+102
+103    @property
+104    def is_compressed(self) -> bool:
+105        return self.path.endswith(".gz") or self.path.endswith(".zip")
+106
+107    def open(self, should_compress: bool) -> BytesIO:
+108        if should_compress:
+109            file_stream = self.compress_stream()
+110        else:
+111            file_stream = open(self.path, "rb")
+112        return file_stream
+113
+114    def compress_stream(self) -> BytesIO:
+115        self.stream_name += ".gz"
+116        file_stream = BytesIO()
+117        with open(self.path, "rb") as f_in, GzipFile(filename="data", fileobj=file_stream, mode="wb") as f_out:
+118            shutil.copyfileobj(f_in, f_out)
+119        file_stream.seek(0)
+120        return file_stream
+121
+122    def get_tracing_attributes(self) -> dict:
+123        return {self._FILE_PATH: self.stream_name, self._SOURCE_ID: str(self.source_id)}
+124
+125    @classmethod
+126    def get_instance(cls, file_descriptor: Union["FileDescriptor", str]) -> "FileDescriptor":
+127        if not isinstance(file_descriptor, cls):
+128            return cls(file_descriptor)
+129        return file_descriptor
+
+ + +

FileDescriptor is used to describe a file that will be used as an ingestion source.

+
+ + +
+ +
+ + FileDescriptor( path: str, size: Optional[int] = None, source_id: Union[str, uuid.UUID, NoneType] = None) + + + +
+ + 
52    def __init__(self, path: str, size: Optional[int] = None, source_id: OptionalUUID = None):
+53        """
+54        :param path: file path.
+55        :type path: str.
+56        :param size: estimated size of file if known. if None or 0 will try to guess.
+57        :type size: Optional[int].
+58        :param source_id: a v4 uuid to serve as the source's id.
+59        :type source_id: OptionalUUID
+60        """
+61        self.path: str = path
+62        self._size: Optional[int] = size
+63        self._detect_size_once: bool = not size
+64
+65        self.source_id: uuid.UUID = ensure_uuid(source_id)
+66        self.stream_name: str = os.path.basename(self.path)
+
+ + +
Parameters
+ +
    +
  • path: file path.
    • +
  • size: estimated size of file if known. if None or 0 will try to guess.
    • +
  • source_id: a v4 uuid to serve as the source's id.
    • +
+
+ + +
+
+
+ GZIP_MAX_DISK_SIZE_FOR_DETECTION = +107374182 + + +
+ + + + +
+
+
+ DEFAULT_COMPRESSION_RATIO = +11 + + +
+ + + + +
+
+
+ path: str + + +
+ + + + +
+
+
+ source_id: uuid.UUID + + +
+ + + + +
+
+
+ stream_name: str + + +
+ + + + +
+
+ +
+ size: int + + + +
+ + 
68    @property
+69    def size(self) -> int:
+70        if self._detect_size_once:
+71            self._detect_size()
+72            self._detect_size_once = False
+73
+74        return self._size
+
+ + + + +
+
+ +
+ is_compressed: bool + + + +
+ + 
103    @property
+104    def is_compressed(self) -> bool:
+105        return self.path.endswith(".gz") or self.path.endswith(".zip")
+
+ + + + +
+
+ +
+ + def + open(self, should_compress: bool) -> _io.BytesIO: + + + +
+ + 
107    def open(self, should_compress: bool) -> BytesIO:
+108        if should_compress:
+109            file_stream = self.compress_stream()
+110        else:
+111            file_stream = open(self.path, "rb")
+112        return file_stream
+
+ + + + +
+
+ +
+ + def + compress_stream(self) -> _io.BytesIO: + + + +
+ + 
114    def compress_stream(self) -> BytesIO:
+115        self.stream_name += ".gz"
+116        file_stream = BytesIO()
+117        with open(self.path, "rb") as f_in, GzipFile(filename="data", fileobj=file_stream, mode="wb") as f_out:
+118            shutil.copyfileobj(f_in, f_out)
+119        file_stream.seek(0)
+120        return file_stream
+
+ + + + +
+
+ +
+ + def + get_tracing_attributes(self) -> dict: + + + +
+ + 
122    def get_tracing_attributes(self) -> dict:
+123        return {self._FILE_PATH: self.stream_name, self._SOURCE_ID: str(self.source_id)}
+
+ + +

Gets dictionary of attributes to be documented during tracing

+
+ + +
+
+ +
+
@classmethod
+ + def + get_instance( cls, file_descriptor: Union[FileDescriptor, str]) -> FileDescriptor: + + + +
+ + 
125    @classmethod
+126    def get_instance(cls, file_descriptor: Union["FileDescriptor", str]) -> "FileDescriptor":
+127        if not isinstance(file_descriptor, cls):
+128            return cls(file_descriptor)
+129        return file_descriptor
+
+ + + + +
+
+
+ +
+ + class + StreamDescriptor(ingest.descriptors.DescriptorBase): + + + +
+ + 
161class StreamDescriptor(DescriptorBase):
+162    """StreamDescriptor is used to describe a stream that will be used as ingestion source"""
+163
+164    _STREAM_NAME = "stream_name"
+165
+166    # TODO: currently we always assume that streams are gz compressed (will get compressed before sending), should we expand that?
+167    def __init__(
+168        self, stream: IO[AnyStr], source_id: OptionalUUID = None, is_compressed: bool = False, stream_name: Optional[str] = None, size: Optional[int] = None
+169    ):
+170        """
+171        :param stream: in-memory stream object.
+172        :type stream: io.BaseIO
+173        :param source_id: a v4 uuid to serve as the sources id.
+174        :type source_id: OptionalUUID
+175        :param is_compressed: specify if the provided stream is compressed
+176        :type is_compressed: boolean
+177        """
+178        self.stream: IO[AnyStr] = stream
+179        self.source_id: uuid.UUID = ensure_uuid(source_id)
+180        self.is_compressed: bool = is_compressed
+181        self.stream_name: str = stream_name
+182        if self.stream_name is None:
+183            self.stream_name = "stream"
+184            if is_compressed:
+185                self.stream_name += ".gz"
+186        self.size: Optional[int] = size
+187
+188    def compress_stream(self) -> None:
+189        stream = self.stream
+190        zipped_stream = BytesIO()
+191        stream_buffer = stream.read()
+192        with GzipFile(filename="data", fileobj=zipped_stream, mode="wb") as f_out:
+193            if isinstance(stream_buffer, str):
+194                data = bytes(stream_buffer, "utf-8")
+195                f_out.write(data)
+196            else:
+197                f_out.write(stream_buffer)
+198        zipped_stream.seek(0)
+199        self.is_compressed = True
+200        self.stream_name += ".gz"
+201        self.stream = zipped_stream
+202
+203    @staticmethod
+204    def from_file_descriptor(file_descriptor: Union[FileDescriptor, str]) -> "StreamDescriptor":
+205        """
+206        Transforms FileDescriptor instance into StreamDescriptor instance. Note that stream is open when instance is returned
+207        :param Union[FileDescriptor, str] file_descriptor: File Descriptor instance
+208        :return new StreamDescriptor instance
+209        """
+210        descriptor = FileDescriptor.get_instance(file_descriptor)
+211        stream = open(descriptor.path, "rb")
+212        is_compressed = descriptor.path.endswith(".gz") or descriptor.path.endswith(".zip")
+213        stream_descriptor = StreamDescriptor(stream, descriptor.source_id, is_compressed, descriptor.stream_name, descriptor.size)
+214        return stream_descriptor
+215
+216    @classmethod
+217    def get_instance(cls, stream_descriptor: Union["StreamDescriptor", IO[AnyStr]]) -> "StreamDescriptor":
+218        if not isinstance(stream_descriptor, cls):
+219            descriptor = cls(stream_descriptor)
+220        else:
+221            descriptor = copy(stream_descriptor)
+222        return descriptor
+223
+224    def get_tracing_attributes(self) -> dict:
+225        return {self._STREAM_NAME: self.stream_name, self._SOURCE_ID: str(self.source_id)}
+
+ + +

StreamDescriptor is used to describe a stream that will be used as ingestion source

+
+ + +
+ +
+ + StreamDescriptor( stream: IO[~AnyStr], source_id: Union[str, uuid.UUID, NoneType] = None, is_compressed: bool = False, stream_name: Optional[str] = None, size: Optional[int] = None) + + + +
+ + 
167    def __init__(
+168        self, stream: IO[AnyStr], source_id: OptionalUUID = None, is_compressed: bool = False, stream_name: Optional[str] = None, size: Optional[int] = None
+169    ):
+170        """
+171        :param stream: in-memory stream object.
+172        :type stream: io.BaseIO
+173        :param source_id: a v4 uuid to serve as the sources id.
+174        :type source_id: OptionalUUID
+175        :param is_compressed: specify if the provided stream is compressed
+176        :type is_compressed: boolean
+177        """
+178        self.stream: IO[AnyStr] = stream
+179        self.source_id: uuid.UUID = ensure_uuid(source_id)
+180        self.is_compressed: bool = is_compressed
+181        self.stream_name: str = stream_name
+182        if self.stream_name is None:
+183            self.stream_name = "stream"
+184            if is_compressed:
+185                self.stream_name += ".gz"
+186        self.size: Optional[int] = size
+
+ + +
Parameters
+ +
    +
  • stream: in-memory stream object.
    • +
  • source_id: a v4 uuid to serve as the sources id.
    • +
  • is_compressed: specify if the provided stream is compressed
    • +
+
+ + +
+
+
+ stream: IO[~AnyStr] + + +
+ + + + +
+
+
+ source_id: uuid.UUID + + +
+ + + + +
+
+
+ is_compressed: bool + + +
+ + + + +
+
+
+ stream_name: str + + +
+ + + + +
+
+
+ size: Optional[int] + + +
+ + + + +
+
+ +
+ + def + compress_stream(self) -> None: + + + +
+ + 
188    def compress_stream(self) -> None:
+189        stream = self.stream
+190        zipped_stream = BytesIO()
+191        stream_buffer = stream.read()
+192        with GzipFile(filename="data", fileobj=zipped_stream, mode="wb") as f_out:
+193            if isinstance(stream_buffer, str):
+194                data = bytes(stream_buffer, "utf-8")
+195                f_out.write(data)
+196            else:
+197                f_out.write(stream_buffer)
+198        zipped_stream.seek(0)
+199        self.is_compressed = True
+200        self.stream_name += ".gz"
+201        self.stream = zipped_stream
+
+ + + + +
+
+ +
+
@staticmethod
+ + def + from_file_descriptor( file_descriptor: Union[FileDescriptor, str]) -> StreamDescriptor: + + + +
+ + 
203    @staticmethod
+204    def from_file_descriptor(file_descriptor: Union[FileDescriptor, str]) -> "StreamDescriptor":
+205        """
+206        Transforms FileDescriptor instance into StreamDescriptor instance. Note that stream is open when instance is returned
+207        :param Union[FileDescriptor, str] file_descriptor: File Descriptor instance
+208        :return new StreamDescriptor instance
+209        """
+210        descriptor = FileDescriptor.get_instance(file_descriptor)
+211        stream = open(descriptor.path, "rb")
+212        is_compressed = descriptor.path.endswith(".gz") or descriptor.path.endswith(".zip")
+213        stream_descriptor = StreamDescriptor(stream, descriptor.source_id, is_compressed, descriptor.stream_name, descriptor.size)
+214        return stream_descriptor
+
+ + +

Transforms FileDescriptor instance into StreamDescriptor instance. Note that stream is open when instance is returned

+ +
Parameters
+ +
    +
  • Union[FileDescriptor, str] file_descriptor: File Descriptor instance +:return new StreamDescriptor instance
    • +
+
+ + +
+
+ +
+
@classmethod
+ + def + get_instance( cls, stream_descriptor: Union[StreamDescriptor, IO[~AnyStr]]) -> StreamDescriptor: + + + +
+ + 
216    @classmethod
+217    def get_instance(cls, stream_descriptor: Union["StreamDescriptor", IO[AnyStr]]) -> "StreamDescriptor":
+218        if not isinstance(stream_descriptor, cls):
+219            descriptor = cls(stream_descriptor)
+220        else:
+221            descriptor = copy(stream_descriptor)
+222        return descriptor
+
+ + + + +
+
+ +
+ + def + get_tracing_attributes(self) -> dict: + + + +
+ + 
224    def get_tracing_attributes(self) -> dict:
+225        return {self._STREAM_NAME: self.stream_name, self._SOURCE_ID: str(self.source_id)}
+
+ + +

Gets dictionary of attributes to be documented during tracing

+
+ + +
+
+
+ +
+ + class + KustoMissingMappingError(ingest.KustoClientError): + + + +
+ + 
24class KustoMissingMappingError(KustoClientError):
+25    """
+26    Raised when provided a mapping kind without a mapping reference or column mapping.
+27    """
+
+ + +

Raised when provided a mapping kind without a mapping reference or column mapping.

+
+ + +
+
+ +
+ + class + KustoMappingError(ingest.KustoClientError): + + + +
+ + 
 7class KustoMappingError(KustoClientError):
+ 8    """
+ 9    Raised when the provided mapping arguments are invalid.
+10    """
+
+ + +

Raised when the provided mapping arguments are invalid.

+
+ + +
+
+ +
+ + class + KustoQueueError(ingest.KustoClientError): + + + +
+ + 
40class KustoQueueError(KustoClientError):
+41
+42    """Raised when not succeeding to upload message to queue in all retries"""
+43
+44    def __init__(self):
+45        message = "Failed to upload message to queues in all reties."
+46        super(KustoQueueError, self).__init__(message)
+
+ + +

Raised when not succeeding to upload message to queue in all retries

+
+ + +
+
+ +
+ + class + KustoDuplicateMappingError(ingest.KustoClientError): + + + +
+ + 
13class KustoDuplicateMappingError(KustoClientError):
+14    """
+15    Raised when ingestion properties include both
+16    column mappings and a mapping reference
+17    """
+18
+19    def __init__(self):
+20        message = "Ingestion properties can't contain both an explicit mapping and a mapping reference."
+21        super(KustoDuplicateMappingError, self).__init__(message)
+
+ + +

Raised when ingestion properties include both +column mappings and a mapping reference

+
+ + +
+
+ +
+ + class + KustoInvalidEndpointError(ingest.KustoClientError): + + + +
+ + 
30class KustoInvalidEndpointError(KustoClientError):
+31    """Raised when trying to ingest to invalid cluster type."""
+32
+33    def __init__(self, expected_service_type, actual_service_type, suggested_endpoint_url=None):
+34        message = f"You are using '{expected_service_type}' client type, but the provided endpoint is of ServiceType '{actual_service_type}'. Initialize the client with the appropriate endpoint URI"
+35        if suggested_endpoint_url:
+36            message = message + ": '" + suggested_endpoint_url + "'"
+37        super(KustoInvalidEndpointError, self).__init__(message)
+
+ + +

Raised when trying to ingest to invalid cluster type.

+
+ + +
+ +
+ + KustoInvalidEndpointError( expected_service_type, actual_service_type, suggested_endpoint_url=None) + + + +
+ + 
33    def __init__(self, expected_service_type, actual_service_type, suggested_endpoint_url=None):
+34        message = f"You are using '{expected_service_type}' client type, but the provided endpoint is of ServiceType '{actual_service_type}'. Initialize the client with the appropriate endpoint URI"
+35        if suggested_endpoint_url:
+36            message = message + ": '" + suggested_endpoint_url + "'"
+37        super(KustoInvalidEndpointError, self).__init__(message)
+
+ + + + +
+
+
+ +
+ + class + KustoClientError(azure.kusto.data.exceptions.KustoError): + + + +
+ + 
147class KustoClientError(KustoError):
+148    """Raised when a Kusto client is unable to send or complete a request."""
+
+ + +

Raised when a Kusto client is unable to send or complete a request.

+
+ + +
+
+ +
+ + class + QueuedIngestClient(ingest.BaseIngestClient): + + + +
+ + 
 28class QueuedIngestClient(BaseIngestClient):
+ 29    """
+ 30    Queued ingest client provides methods to allow queued ingestion into kusto (ADX).
+ 31    To learn more about the different types of ingestions and when to use each, visit:
+ 32    https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+ 33    """
+ 34
+ 35    _INGEST_PREFIX = "ingest-"
+ 36    _SERVICE_CLIENT_TIMEOUT_SECONDS = 10 * 60
+ 37    _MAX_RETRIES = 3
+ 38
+ 39    def __init__(self, kcsb: Union[str, KustoConnectionStringBuilder], auto_correct_endpoint: bool = True):
+ 40        """Kusto Ingest Client constructor.
+ 41        :param kcsb: The connection string to initialize KustoClient.
+ 42        """
+ 43        super().__init__()
+ 44        if not isinstance(kcsb, KustoConnectionStringBuilder):
+ 45            kcsb = KustoConnectionStringBuilder(kcsb)
+ 46
+ 47        if auto_correct_endpoint:
+ 48            kcsb["Data Source"] = BaseIngestClient.get_ingestion_endpoint(kcsb.data_source)
+ 49
+ 50        self._proxy_dict: Optional[Dict[str, str]] = None
+ 51        self._connection_datasource = kcsb.data_source
+ 52        self._resource_manager = _ResourceManager(KustoClient(kcsb))
+ 53        self._endpoint_service_type = None
+ 54        self._suggested_endpoint_uri = None
+ 55        self.application_for_tracing = kcsb.client_details.application_for_tracing
+ 56        self.client_version_for_tracing = kcsb.client_details.version_for_tracing
+ 57
+ 58    def close(self) -> None:
+ 59        self._resource_manager.close()
+ 60        super().close()
+ 61
+ 62    def set_proxy(self, proxy_url: str):
+ 63        self._resource_manager.set_proxy(proxy_url)
+ 64        self._proxy_dict = {"http": proxy_url, "https": proxy_url}
+ 65
+ 66    @distributed_trace(name_of_span="QueuedIngestClient.ingest_from_file", kind=SpanKind.CLIENT)
+ 67    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 68        """Enqueue an ingest command from local files.
+ 69        To learn more about ingestion methods go to:
+ 70        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+ 71        :param file_descriptor: a FileDescriptor to be ingested.
+ 72        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+ 73        """
+ 74        file_descriptor = FileDescriptor.get_instance(file_descriptor)
+ 75        IngestTracingAttributes.set_ingest_descriptor_attributes(file_descriptor, ingestion_properties)
+ 76
+ 77        super().ingest_from_file(file_descriptor, ingestion_properties)
+ 78
+ 79        containers = self._get_containers()
+ 80
+ 81        file_descriptor, should_compress = BaseIngestClient._prepare_file(file_descriptor, ingestion_properties)
+ 82        with file_descriptor.open(should_compress) as stream:
+ 83            blob_descriptor = self.upload_blob(
+ 84                containers,
+ 85                file_descriptor,
+ 86                ingestion_properties.database,
+ 87                ingestion_properties.table,
+ 88                stream,
+ 89                self._proxy_dict,
+ 90                self._SERVICE_CLIENT_TIMEOUT_SECONDS,
+ 91                self._MAX_RETRIES,
+ 92            )
+ 93        return self.ingest_from_blob(blob_descriptor, ingestion_properties=ingestion_properties)
+ 94
+ 95    @distributed_trace(name_of_span="QueuedIngestClient.ingest_from_stream", kind=SpanKind.CLIENT)
+ 96    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 97        """Ingest from io streams.
+ 98        :param stream_descriptor: An object that contains a description of the stream to be ingested.
+ 99        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+100        """
+101        stream_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+102        IngestTracingAttributes.set_ingest_descriptor_attributes(stream_descriptor, ingestion_properties)
+103
+104        super().ingest_from_stream(stream_descriptor, ingestion_properties)
+105
+106        containers = self._get_containers()
+107
+108        stream_descriptor = BaseIngestClient._prepare_stream(stream_descriptor, ingestion_properties)
+109        blob_descriptor = self.upload_blob(
+110            containers,
+111            stream_descriptor,
+112            ingestion_properties.database,
+113            ingestion_properties.table,
+114            stream_descriptor.stream,
+115            self._proxy_dict,
+116            self._SERVICE_CLIENT_TIMEOUT_SECONDS,
+117            self._MAX_RETRIES,
+118        )
+119        return self.ingest_from_blob(blob_descriptor, ingestion_properties=ingestion_properties)
+120
+121    @distributed_trace(name_of_span="QueuedIngestClient.ingest_from_blob", kind=SpanKind.CLIENT)
+122    def ingest_from_blob(self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties) -> IngestionResult:
+123        """Enqueue an ingest command from azure blobs.
+124        To learn more about ingestion methods go to:
+125        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+126        :param azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
+127        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+128        """
+129        IngestTracingAttributes.set_ingest_descriptor_attributes(blob_descriptor, ingestion_properties)
+130
+131        if self._is_closed:
+132            raise KustoClosedError()
+133
+134        queues = self._resource_manager.get_ingestion_queues()
+135
+136        authorization_context = self._resource_manager.get_authorization_context()
+137        ingestion_blob_info = IngestionBlobInfo(
+138            blob_descriptor,
+139            ingestion_properties=ingestion_properties,
+140            auth_context=authorization_context,
+141            application_for_tracing=self.application_for_tracing,
+142            client_version_for_tracing=self.client_version_for_tracing,
+143        )
+144        ingestion_blob_info_json = ingestion_blob_info.to_json()
+145        retries_left = min(self._MAX_RETRIES, len(queues))
+146        for queue in queues:
+147            try:
+148                with QueueServiceClient(queue.account_uri, proxies=self._proxy_dict) as queue_service:
+149                    with queue_service.get_queue_client(queue=queue.object_name, message_encode_policy=TextBase64EncodePolicy()) as queue_client:
+150                        # trace enqueuing of blob for ingestion
+151                        invoker = lambda: queue_client.send_message(content=ingestion_blob_info_json, timeout=self._SERVICE_CLIENT_TIMEOUT_SECONDS)
+152                        enqueue_trace_attributes = IngestTracingAttributes.create_enqueue_request_attributes(queue_client.queue_name, blob_descriptor.source_id)
+153                        MonitoredActivity.invoke(invoker, name_of_span="QueuedIngestClient.enqueue_request", tracing_attributes=enqueue_trace_attributes)
+154
+155                self._resource_manager.report_resource_usage_result(queue.storage_account_name, True)
+156                return IngestionResult(
+157                    IngestionStatus.QUEUED, ingestion_properties.database, ingestion_properties.table, blob_descriptor.source_id, blob_descriptor.path
+158                )
+159            except Exception as e:
+160                retries_left = retries_left - 1
+161                # TODO: log the retry once we have a proper logging system
+162                self._resource_manager.report_resource_usage_result(queue.storage_account_name, False)
+163                if retries_left == 0:
+164                    raise KustoQueueError() from e
+165
+166    def _get_containers(self) -> List[_ResourceUri]:
+167        return self._resource_manager.get_containers()
+168
+169    def upload_blob(
+170        self,
+171        containers: List[_ResourceUri],
+172        descriptor: Union[FileDescriptor, "StreamDescriptor"],
+173        database: str,
+174        table: str,
+175        stream: IO[AnyStr],
+176        proxy_dict: Optional[Dict[str, str]],
+177        timeout: int,
+178        max_retries: int,
+179    ) -> "BlobDescriptor":
+180        """
+181        Uploads and transforms FileDescriptor or StreamDescriptor into a BlobDescriptor instance
+182        :param List[_ResourceUri] containers: blob containers
+183        :param Union[FileDescriptor, "StreamDescriptor"] descriptor:
+184        :param string database: database to be ingested to
+185        :param string table: table to be ingested to
+186        :param IO[AnyStr] stream: stream to be ingested from
+187        :param Optional[Dict[str, str]] proxy_dict: proxy urls
+188        :param int timeout: Azure service call timeout in seconds
+189        :return new BlobDescriptor instance
+190        """
+191        blob_name = "{db}__{table}__{guid}__{file}".format(db=database, table=table, guid=descriptor.source_id, file=descriptor.stream_name)
+192
+193        retries_left = min(max_retries, len(containers))
+194        for container in containers:
+195            try:
+196                blob_service = BlobServiceClient(container.account_uri, proxies=proxy_dict)
+197                blob_client = blob_service.get_blob_client(container=container.object_name, blob=blob_name)
+198                blob_client.upload_blob(data=stream, timeout=timeout)
+199                self._resource_manager.report_resource_usage_result(container.storage_account_name, True)
+200                return BlobDescriptor(blob_client.url, descriptor.size, descriptor.source_id)
+201            except Exception as e:
+202                retries_left = retries_left - 1
+203                # TODO: log the retry once we have a proper logging system
+204                self._resource_manager.report_resource_usage_result(container.storage_account_name, False)
+205                if retries_left == 0:
+206                    raise KustoBlobError(e)
+
+ + +

Queued ingest client provides methods to allow queued ingestion into kusto (ADX). +To learn more about the different types of ingestions and when to use each, visit: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

+
+ + +
+ +
+ + QueuedIngestClient( kcsb: Union[str, azure.kusto.data.kcsb.KustoConnectionStringBuilder], auto_correct_endpoint: bool = True) + + + +
+ + 
39    def __init__(self, kcsb: Union[str, KustoConnectionStringBuilder], auto_correct_endpoint: bool = True):
+40        """Kusto Ingest Client constructor.
+41        :param kcsb: The connection string to initialize KustoClient.
+42        """
+43        super().__init__()
+44        if not isinstance(kcsb, KustoConnectionStringBuilder):
+45            kcsb = KustoConnectionStringBuilder(kcsb)
+46
+47        if auto_correct_endpoint:
+48            kcsb["Data Source"] = BaseIngestClient.get_ingestion_endpoint(kcsb.data_source)
+49
+50        self._proxy_dict: Optional[Dict[str, str]] = None
+51        self._connection_datasource = kcsb.data_source
+52        self._resource_manager = _ResourceManager(KustoClient(kcsb))
+53        self._endpoint_service_type = None
+54        self._suggested_endpoint_uri = None
+55        self.application_for_tracing = kcsb.client_details.application_for_tracing
+56        self.client_version_for_tracing = kcsb.client_details.version_for_tracing
+
+ + +

Kusto Ingest Client constructor.

+ +
Parameters
+ +
    +
  • kcsb: The connection string to initialize KustoClient.
    • +
+
+ + +
+
+
+ application_for_tracing + + +
+ + + + +
+
+
+ client_version_for_tracing + + +
+ + + + +
+
+ +
+ + def + close(self) -> None: + + + +
+ + 
58    def close(self) -> None:
+59        self._resource_manager.close()
+60        super().close()
+
+ + + + +
+
+ +
+ + def + set_proxy(self, proxy_url: str): + + + +
+ + 
62    def set_proxy(self, proxy_url: str):
+63        self._resource_manager.set_proxy(proxy_url)
+64        self._proxy_dict = {"http": proxy_url, "https": proxy_url}
+
+ + +

Set proxy for the ingestion client.

+ +
Parameters
+ +
    +
  • str proxy_url: proxy url.
    • +
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='QueuedIngestClient.ingest_from_file', kind=SpanKind.CLIENT)
+ + def + ingest_from_file( self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
66    @distributed_trace(name_of_span="QueuedIngestClient.ingest_from_file", kind=SpanKind.CLIENT)
+67    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+68        """Enqueue an ingest command from local files.
+69        To learn more about ingestion methods go to:
+70        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+71        :param file_descriptor: a FileDescriptor to be ingested.
+72        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+73        """
+74        file_descriptor = FileDescriptor.get_instance(file_descriptor)
+75        IngestTracingAttributes.set_ingest_descriptor_attributes(file_descriptor, ingestion_properties)
+76
+77        super().ingest_from_file(file_descriptor, ingestion_properties)
+78
+79        containers = self._get_containers()
+80
+81        file_descriptor, should_compress = BaseIngestClient._prepare_file(file_descriptor, ingestion_properties)
+82        with file_descriptor.open(should_compress) as stream:
+83            blob_descriptor = self.upload_blob(
+84                containers,
+85                file_descriptor,
+86                ingestion_properties.database,
+87                ingestion_properties.table,
+88                stream,
+89                self._proxy_dict,
+90                self._SERVICE_CLIENT_TIMEOUT_SECONDS,
+91                self._MAX_RETRIES,
+92            )
+93        return self.ingest_from_blob(blob_descriptor, ingestion_properties=ingestion_properties)
+
+ + +

Enqueue an ingest command from local files. +To learn more about ingestion methods go to: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

+ +
Parameters
+ +
    +
  • file_descriptor: a FileDescriptor to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='QueuedIngestClient.ingest_from_stream', kind=SpanKind.CLIENT)
+ + def + ingest_from_stream( self, stream_descriptor: Union[StreamDescriptor, IO[~AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
 95    @distributed_trace(name_of_span="QueuedIngestClient.ingest_from_stream", kind=SpanKind.CLIENT)
+ 96    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 97        """Ingest from io streams.
+ 98        :param stream_descriptor: An object that contains a description of the stream to be ingested.
+ 99        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+100        """
+101        stream_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+102        IngestTracingAttributes.set_ingest_descriptor_attributes(stream_descriptor, ingestion_properties)
+103
+104        super().ingest_from_stream(stream_descriptor, ingestion_properties)
+105
+106        containers = self._get_containers()
+107
+108        stream_descriptor = BaseIngestClient._prepare_stream(stream_descriptor, ingestion_properties)
+109        blob_descriptor = self.upload_blob(
+110            containers,
+111            stream_descriptor,
+112            ingestion_properties.database,
+113            ingestion_properties.table,
+114            stream_descriptor.stream,
+115            self._proxy_dict,
+116            self._SERVICE_CLIENT_TIMEOUT_SECONDS,
+117            self._MAX_RETRIES,
+118        )
+119        return self.ingest_from_blob(blob_descriptor, ingestion_properties=ingestion_properties)
+
+ + +

Ingest from io streams.

+ +
Parameters
+ +
    +
  • stream_descriptor: An object that contains a description of the stream to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@distributed_trace(name_of_span='QueuedIngestClient.ingest_from_blob', kind=SpanKind.CLIENT)
+ + def + ingest_from_blob( self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
121    @distributed_trace(name_of_span="QueuedIngestClient.ingest_from_blob", kind=SpanKind.CLIENT)
+122    def ingest_from_blob(self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties) -> IngestionResult:
+123        """Enqueue an ingest command from azure blobs.
+124        To learn more about ingestion methods go to:
+125        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+126        :param azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
+127        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+128        """
+129        IngestTracingAttributes.set_ingest_descriptor_attributes(blob_descriptor, ingestion_properties)
+130
+131        if self._is_closed:
+132            raise KustoClosedError()
+133
+134        queues = self._resource_manager.get_ingestion_queues()
+135
+136        authorization_context = self._resource_manager.get_authorization_context()
+137        ingestion_blob_info = IngestionBlobInfo(
+138            blob_descriptor,
+139            ingestion_properties=ingestion_properties,
+140            auth_context=authorization_context,
+141            application_for_tracing=self.application_for_tracing,
+142            client_version_for_tracing=self.client_version_for_tracing,
+143        )
+144        ingestion_blob_info_json = ingestion_blob_info.to_json()
+145        retries_left = min(self._MAX_RETRIES, len(queues))
+146        for queue in queues:
+147            try:
+148                with QueueServiceClient(queue.account_uri, proxies=self._proxy_dict) as queue_service:
+149                    with queue_service.get_queue_client(queue=queue.object_name, message_encode_policy=TextBase64EncodePolicy()) as queue_client:
+150                        # trace enqueuing of blob for ingestion
+151                        invoker = lambda: queue_client.send_message(content=ingestion_blob_info_json, timeout=self._SERVICE_CLIENT_TIMEOUT_SECONDS)
+152                        enqueue_trace_attributes = IngestTracingAttributes.create_enqueue_request_attributes(queue_client.queue_name, blob_descriptor.source_id)
+153                        MonitoredActivity.invoke(invoker, name_of_span="QueuedIngestClient.enqueue_request", tracing_attributes=enqueue_trace_attributes)
+154
+155                self._resource_manager.report_resource_usage_result(queue.storage_account_name, True)
+156                return IngestionResult(
+157                    IngestionStatus.QUEUED, ingestion_properties.database, ingestion_properties.table, blob_descriptor.source_id, blob_descriptor.path
+158                )
+159            except Exception as e:
+160                retries_left = retries_left - 1
+161                # TODO: log the retry once we have a proper logging system
+162                self._resource_manager.report_resource_usage_result(queue.storage_account_name, False)
+163                if retries_left == 0:
+164                    raise KustoQueueError() from e
+
+ + +

Enqueue an ingest command from azure blobs. +To learn more about ingestion methods go to: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

+ +
Parameters
+ +
    +
  • azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+ + def + upload_blob( self, containers: List[ingest._resource_manager._ResourceUri], descriptor: Union[FileDescriptor, StreamDescriptor], database: str, table: str, stream: IO[~AnyStr], proxy_dict: Optional[Dict[str, str]], timeout: int, max_retries: int) -> BlobDescriptor: + + + +
+ + 
169    def upload_blob(
+170        self,
+171        containers: List[_ResourceUri],
+172        descriptor: Union[FileDescriptor, "StreamDescriptor"],
+173        database: str,
+174        table: str,
+175        stream: IO[AnyStr],
+176        proxy_dict: Optional[Dict[str, str]],
+177        timeout: int,
+178        max_retries: int,
+179    ) -> "BlobDescriptor":
+180        """
+181        Uploads and transforms FileDescriptor or StreamDescriptor into a BlobDescriptor instance
+182        :param List[_ResourceUri] containers: blob containers
+183        :param Union[FileDescriptor, "StreamDescriptor"] descriptor:
+184        :param string database: database to be ingested to
+185        :param string table: table to be ingested to
+186        :param IO[AnyStr] stream: stream to be ingested from
+187        :param Optional[Dict[str, str]] proxy_dict: proxy urls
+188        :param int timeout: Azure service call timeout in seconds
+189        :return new BlobDescriptor instance
+190        """
+191        blob_name = "{db}__{table}__{guid}__{file}".format(db=database, table=table, guid=descriptor.source_id, file=descriptor.stream_name)
+192
+193        retries_left = min(max_retries, len(containers))
+194        for container in containers:
+195            try:
+196                blob_service = BlobServiceClient(container.account_uri, proxies=proxy_dict)
+197                blob_client = blob_service.get_blob_client(container=container.object_name, blob=blob_name)
+198                blob_client.upload_blob(data=stream, timeout=timeout)
+199                self._resource_manager.report_resource_usage_result(container.storage_account_name, True)
+200                return BlobDescriptor(blob_client.url, descriptor.size, descriptor.source_id)
+201            except Exception as e:
+202                retries_left = retries_left - 1
+203                # TODO: log the retry once we have a proper logging system
+204                self._resource_manager.report_resource_usage_result(container.storage_account_name, False)
+205                if retries_left == 0:
+206                    raise KustoBlobError(e)
+
+ + +

Uploads and transforms FileDescriptor or StreamDescriptor into a BlobDescriptor instance

+ +
Parameters
+ +
    +
  • List[_ResourceUri] containers: blob containers
    • +
  • Union[FileDescriptor, "StreamDescriptor"] descriptor:
    • +
  • string database: database to be ingested to
    • +
  • string table: table to be ingested to
    • +
  • IO[AnyStr] stream: stream to be ingested from
    • +
  • Optional[Dict[str, str]] proxy_dict: proxy urls
    • +
  • int timeout: Azure service call timeout in seconds +:return new BlobDescriptor instance
    • +
+
+ + +
+
+
+ +
+ + class + ValidationPolicy: + + + +
+ + 
26class ValidationPolicy:
+27    """Validation policy to ingest command."""
+28
+29    def __init__(self, validation_options=ValidationOptions.DoNotValidate, validation_implications=ValidationImplications.BestEffort):
+30        self.ValidationOptions = validation_options
+31        self.ValidationImplications = validation_implications
+
+ + +

Validation policy to ingest command.

+
+ + +
+ +
+ + ValidationPolicy( validation_options=<ValidationOptions.DoNotValidate: 0>, validation_implications=<ValidationImplications.BestEffort: 1>) + + + +
+ + 
29    def __init__(self, validation_options=ValidationOptions.DoNotValidate, validation_implications=ValidationImplications.BestEffort):
+30        self.ValidationOptions = validation_options
+31        self.ValidationImplications = validation_implications
+
+ + + + +
+
+
+ ValidationOptions + + +
+ + + + +
+
+
+ ValidationImplications + + +
+ + + + +
+
+
+ +
+ + class + ValidationImplications(enum.IntEnum): + + + +
+ + 
19class ValidationImplications(IntEnum):
+20    """Validation implications to ingest command."""
+21
+22    Fail = 0
+23    BestEffort = 1
+
+ + +

Validation implications to ingest command.

+
+ + +
+
+ Fail = +<ValidationImplications.Fail: 0> + + +
+ + + + +
+
+
+ BestEffort = +<ValidationImplications.BestEffort: 1> + + +
+ + + + +
+
+
+ +
+ + class + ValidationOptions(enum.IntEnum): + + + +
+ + 
11class ValidationOptions(IntEnum):
+12    """Validation options to ingest command."""
+13
+14    DoNotValidate = 0
+15    ValidateCsvInputConstantColumns = 1
+16    ValidateCsvInputColumnLevelOnly = 2
+
+ + +

Validation options to ingest command.

+
+ + +
+
+ DoNotValidate = +<ValidationOptions.DoNotValidate: 0> + + +
+ + + + +
+
+
+ ValidateCsvInputConstantColumns = +<ValidationOptions.ValidateCsvInputConstantColumns: 1> + + +
+ + + + +
+
+
+ ValidateCsvInputColumnLevelOnly = +<ValidationOptions.ValidateCsvInputColumnLevelOnly: 2> + + +
+ + + + +
+
+
+ +
+ + class + ReportLevel(enum.IntEnum): + + + +
+ + 
34class ReportLevel(IntEnum):
+35    """Report level to ingest command."""
+36
+37    FailuresOnly = 0
+38    DoNotReport = 1
+39    FailuresAndSuccesses = 2
+
+ + +

Report level to ingest command.

+
+ + +
+
+ FailuresOnly = +<ReportLevel.FailuresOnly: 0> + + +
+ + + + +
+
+
+ DoNotReport = +<ReportLevel.DoNotReport: 1> + + +
+ + + + +
+
+
+ FailuresAndSuccesses = +<ReportLevel.FailuresAndSuccesses: 2> + + +
+ + + + +
+
+
+ +
+ + class + ReportMethod(enum.IntEnum): + + + +
+ + 
42class ReportMethod(IntEnum):
+43    """Report method to ingest command."""
+44
+45    Queue = 0
+
+ + +

Report method to ingest command.

+
+ + +
+
+ Queue = +<ReportMethod.Queue: 0> + + +
+ + + + +
+
+
+ +
+ + class + IngestionProperties: + + + +
+ + 
150class IngestionProperties:
+151    """
+152    Class to represent ingestion properties.
+153    For more information check out https://docs.microsoft.com/en-us/azure/data-explorer/ingestion-properties
+154    """
+155
+156    _DATABASE = "database"
+157    _TABLE = "table"
+158
+159    def __init__(
+160        self,
+161        database: str,
+162        table: str,
+163        data_format: DataFormat = DataFormat.CSV,
+164        column_mappings: Optional[List[ColumnMapping]] = None,
+165        ingestion_mapping_kind: Optional[IngestionMappingKind] = None,
+166        ingestion_mapping_reference: Optional[str] = None,
+167        ingest_if_not_exists: Optional[List[str]] = None,
+168        ingest_by_tags: Optional[List[str]] = None,
+169        drop_by_tags: Optional[List[str]] = None,
+170        additional_tags: Optional[List[str]] = None,
+171        flush_immediately: bool = False,
+172        ignore_first_record: bool = False,
+173        report_level: ReportLevel = ReportLevel.DoNotReport,
+174        report_method: ReportMethod = ReportMethod.Queue,
+175        validation_policy: Optional[ValidationPolicy] = None,
+176        additional_properties: Optional[dict] = None,
+177    ):
+178        if ingestion_mapping_reference is None and column_mappings is None:
+179            if ingestion_mapping_kind is not None:
+180                raise KustoMissingMappingError(f"When ingestion mapping kind is set ('{ingestion_mapping_kind.value}'), a mapping must be provided.")
+181        else:  # A mapping is provided
+182            if ingestion_mapping_kind is not None:
+183                if data_format.ingestion_mapping_kind != ingestion_mapping_kind:
+184                    raise KustoMappingError(
+185                        f"Wrong ingestion mapping for format '{data_format.kusto_value}'; mapping kind should be '{data_format.ingestion_mapping_kind.value}', "
+186                        f"but was '{ingestion_mapping_kind.value}'. "
+187                    )
+188            else:
+189                ingestion_mapping_kind = data_format.ingestion_mapping_kind
+190
+191            if column_mappings is not None:
+192                if ingestion_mapping_reference is not None:
+193                    raise KustoDuplicateMappingError()
+194
+195                validation_errors = []
+196
+197                for mapping in column_mappings:
+198                    (valid, mapping_errors) = mapping.is_valid(ingestion_mapping_kind)
+199                    if not valid:
+200                        validation_errors.extend(f"Column mapping '{mapping.column}' is invalid - '{e}'" for e in mapping_errors)
+201
+202                if validation_errors:
+203                    errors = "\n".join(validation_errors)
+204                    raise KustoMappingError(f"Failed with validation errors:\n{errors}")
+205
+206        self.database = database
+207        self.table = table
+208        self.format = data_format
+209        self.ingestion_mapping = column_mappings
+210        self.ingestion_mapping_type = ingestion_mapping_kind
+211        self.ingestion_mapping_reference = ingestion_mapping_reference
+212        self.additional_tags = additional_tags
+213        self.ingest_if_not_exists = ingest_if_not_exists
+214        self.ingest_by_tags = ingest_by_tags
+215        self.drop_by_tags = drop_by_tags
+216        self.flush_immediately = flush_immediately
+217        self.ignore_first_record = ignore_first_record
+218        self.report_level = report_level
+219        self.report_method = report_method
+220        self.validation_policy = validation_policy
+221        self.additional_properties = additional_properties
+222
+223    def get_tracing_attributes(self) -> dict:
+224        """Gets dictionary of attributes to be documented during tracing"""
+225        return {self._DATABASE: self.database, self._TABLE: self.table}
+
+ + +

Class to represent ingestion properties. +For more information check out https://docs.microsoft.com/en-us/azure/data-explorer/ingestion-properties

+
+ + +
+ +
+ + IngestionProperties( database: str, table: str, data_format: azure.kusto.data.data_format.DataFormat = <DataFormat.CSV: ('csv', <IngestionMappingKind.CSV: 'Csv'>, True)>, column_mappings: Optional[List[ColumnMapping]] = None, ingestion_mapping_kind: Optional[azure.kusto.data.data_format.IngestionMappingKind] = None, ingestion_mapping_reference: Optional[str] = None, ingest_if_not_exists: Optional[List[str]] = None, ingest_by_tags: Optional[List[str]] = None, drop_by_tags: Optional[List[str]] = None, additional_tags: Optional[List[str]] = None, flush_immediately: bool = False, ignore_first_record: bool = False, report_level: ReportLevel = <ReportLevel.DoNotReport: 1>, report_method: ReportMethod = <ReportMethod.Queue: 0>, validation_policy: Optional[ValidationPolicy] = None, additional_properties: Optional[dict] = None) + + + +
+ + 
159    def __init__(
+160        self,
+161        database: str,
+162        table: str,
+163        data_format: DataFormat = DataFormat.CSV,
+164        column_mappings: Optional[List[ColumnMapping]] = None,
+165        ingestion_mapping_kind: Optional[IngestionMappingKind] = None,
+166        ingestion_mapping_reference: Optional[str] = None,
+167        ingest_if_not_exists: Optional[List[str]] = None,
+168        ingest_by_tags: Optional[List[str]] = None,
+169        drop_by_tags: Optional[List[str]] = None,
+170        additional_tags: Optional[List[str]] = None,
+171        flush_immediately: bool = False,
+172        ignore_first_record: bool = False,
+173        report_level: ReportLevel = ReportLevel.DoNotReport,
+174        report_method: ReportMethod = ReportMethod.Queue,
+175        validation_policy: Optional[ValidationPolicy] = None,
+176        additional_properties: Optional[dict] = None,
+177    ):
+178        if ingestion_mapping_reference is None and column_mappings is None:
+179            if ingestion_mapping_kind is not None:
+180                raise KustoMissingMappingError(f"When ingestion mapping kind is set ('{ingestion_mapping_kind.value}'), a mapping must be provided.")
+181        else:  # A mapping is provided
+182            if ingestion_mapping_kind is not None:
+183                if data_format.ingestion_mapping_kind != ingestion_mapping_kind:
+184                    raise KustoMappingError(
+185                        f"Wrong ingestion mapping for format '{data_format.kusto_value}'; mapping kind should be '{data_format.ingestion_mapping_kind.value}', "
+186                        f"but was '{ingestion_mapping_kind.value}'. "
+187                    )
+188            else:
+189                ingestion_mapping_kind = data_format.ingestion_mapping_kind
+190
+191            if column_mappings is not None:
+192                if ingestion_mapping_reference is not None:
+193                    raise KustoDuplicateMappingError()
+194
+195                validation_errors = []
+196
+197                for mapping in column_mappings:
+198                    (valid, mapping_errors) = mapping.is_valid(ingestion_mapping_kind)
+199                    if not valid:
+200                        validation_errors.extend(f"Column mapping '{mapping.column}' is invalid - '{e}'" for e in mapping_errors)
+201
+202                if validation_errors:
+203                    errors = "\n".join(validation_errors)
+204                    raise KustoMappingError(f"Failed with validation errors:\n{errors}")
+205
+206        self.database = database
+207        self.table = table
+208        self.format = data_format
+209        self.ingestion_mapping = column_mappings
+210        self.ingestion_mapping_type = ingestion_mapping_kind
+211        self.ingestion_mapping_reference = ingestion_mapping_reference
+212        self.additional_tags = additional_tags
+213        self.ingest_if_not_exists = ingest_if_not_exists
+214        self.ingest_by_tags = ingest_by_tags
+215        self.drop_by_tags = drop_by_tags
+216        self.flush_immediately = flush_immediately
+217        self.ignore_first_record = ignore_first_record
+218        self.report_level = report_level
+219        self.report_method = report_method
+220        self.validation_policy = validation_policy
+221        self.additional_properties = additional_properties
+
+ + + + +
+
+
+ database + + +
+ + + + +
+
+
+ table + + +
+ + + + +
+
+
+ format + + +
+ + + + +
+
+
+ ingestion_mapping + + +
+ + + + +
+
+
+ ingestion_mapping_type + + +
+ + + + +
+
+
+ ingestion_mapping_reference + + +
+ + + + +
+
+
+ additional_tags + + +
+ + + + +
+
+
+ ingest_if_not_exists + + +
+ + + + +
+
+
+ ingest_by_tags + + +
+ + + + +
+
+
+ drop_by_tags + + +
+ + + + +
+
+
+ flush_immediately + + +
+ + + + +
+
+
+ ignore_first_record + + +
+ + + + +
+
+
+ report_level + + +
+ + + + +
+
+
+ report_method + + +
+ + + + +
+
+
+ validation_policy + + +
+ + + + +
+
+
+ additional_properties + + +
+ + + + +
+
+ +
+ + def + get_tracing_attributes(self) -> dict: + + + +
+ + 
223    def get_tracing_attributes(self) -> dict:
+224        """Gets dictionary of attributes to be documented during tracing"""
+225        return {self._DATABASE: self.database, self._TABLE: self.table}
+
+ + +

Gets dictionary of attributes to be documented during tracing

+
+ + +
+
+
+ +
+ + class + IngestionMappingKind(enum.Enum): + + + +
+ + 
 7class IngestionMappingKind(Enum):
+ 8    CSV = "Csv"
+ 9    JSON = "Json"
+10    AVRO = "Avro"
+11    APACHEAVRO = "ApacheAvro"
+12    PARQUET = "Parquet"
+13    SSTREAM = "SStream"
+14    ORC = "Orc"
+15    W3CLOGFILE = "W3CLogFile"
+16    UNKNOWN = "Unknown"
+
+ + + + +
+
+ CSV = +<IngestionMappingKind.CSV: 'Csv'> + + +
+ + + + +
+
+
+ JSON = +<IngestionMappingKind.JSON: 'Json'> + + +
+ + + + +
+
+
+ AVRO = +<IngestionMappingKind.AVRO: 'Avro'> + + +
+ + + + +
+
+
+ APACHEAVRO = +<IngestionMappingKind.APACHEAVRO: 'ApacheAvro'> + + +
+ + + + +
+
+
+ PARQUET = +<IngestionMappingKind.PARQUET: 'Parquet'> + + +
+ + + + +
+
+
+ SSTREAM = +<IngestionMappingKind.SSTREAM: 'SStream'> + + +
+ + + + +
+
+
+ ORC = +<IngestionMappingKind.ORC: 'Orc'> + + +
+ + + + +
+
+
+ W3CLOGFILE = +<IngestionMappingKind.W3CLOGFILE: 'W3CLogFile'> + + +
+ + + + +
+
+
+ UNKNOWN = +<IngestionMappingKind.UNKNOWN: 'Unknown'> + + +
+ + + + +
+
+
+ +
+ + class + ColumnMapping: + + + +
+ + 
 64class ColumnMapping:
+ 65    """Use this class to create mappings for IngestionProperties.ingestionMappings and utilize mappings that were not
+ 66    pre-created (it is recommended to create the mappings in advance and use ingestionMappingReference).
+ 67    To read more about mappings look here: https://docs.microsoft.com/en-us/azure/kusto/management/mappings"""
+ 68
+ 69    PATH = "Path"
+ 70    TRANSFORMATION_METHOD = "Transform"
+ 71    ORDINAL = "Ordinal"
+ 72    CONST_VALUE = "ConstValue"
+ 73    FIELD_NAME = "Field"
+ 74
+ 75    NEEDED_PROPERTIES: Dict[IngestionMappingKind, List[str]] = {
+ 76        IngestionMappingKind.CSV: [ORDINAL, CONST_VALUE],
+ 77        IngestionMappingKind.JSON: [PATH, CONST_VALUE, TRANSFORMATION_METHOD],
+ 78        IngestionMappingKind.AVRO: [PATH, CONST_VALUE, FIELD_NAME, TRANSFORMATION_METHOD],
+ 79        IngestionMappingKind.APACHEAVRO: [PATH, CONST_VALUE, FIELD_NAME, TRANSFORMATION_METHOD],
+ 80        IngestionMappingKind.SSTREAM: [PATH, CONST_VALUE, FIELD_NAME, TRANSFORMATION_METHOD],
+ 81        IngestionMappingKind.PARQUET: [PATH, CONST_VALUE, FIELD_NAME, TRANSFORMATION_METHOD],
+ 82        IngestionMappingKind.ORC: [PATH, CONST_VALUE, FIELD_NAME, TRANSFORMATION_METHOD],
+ 83        IngestionMappingKind.W3CLOGFILE: [CONST_VALUE, FIELD_NAME, TRANSFORMATION_METHOD],
+ 84    }
+ 85
+ 86    CONSTANT_TRANSFORMATION_METHODS = [TransformationMethod.SOURCE_LOCATION.value, TransformationMethod.SOURCE_LINE_NUMBER.value]
+ 87
+ 88    # TODO - add safe and convenient ctors, like in node
+ 89    def __init__(
+ 90        self,
+ 91        column_name: str,
+ 92        column_type: str,
+ 93        path: str = None,
+ 94        transform: TransformationMethod = TransformationMethod.NONE,
+ 95        ordinal: int = None,
+ 96        const_value: str = None,
+ 97        field=None,
+ 98        columns=None,
+ 99        storage_data_type=None,
+100    ):
+101        """
+102        :param columns: Deprecated. Columns is not used anymore.
+103        :param storage_data_type: Deprecated. StorageDataType is not used anymore.
+104        """
+105        self.column = column_name
+106        self.datatype = column_type
+107        self.properties = {}
+108        if path:
+109            self.properties[self.PATH] = path
+110        if transform != TransformationMethod.NONE:
+111            self.properties[self.TRANSFORMATION_METHOD] = transform.value
+112        if ordinal is not None:
+113            self.properties[self.ORDINAL] = str(ordinal)
+114        if const_value:
+115            self.properties[self.CONST_VALUE] = const_value
+116        if field:
+117            self.properties[self.FIELD_NAME] = field
+118
+119    def is_valid(self, kind: IngestionMappingKind) -> (bool, List[str]):
+120        if not self.column:
+121            return False, ["Column name is required"]
+122
+123        results = []
+124
+125        needed_props = self.NEEDED_PROPERTIES[kind]
+126
+127        if all(prop not in self.properties for prop in needed_props):
+128            results.append(f"{kind} needs at least one of the required properties: {needed_props}")
+129
+130        if self.properties.get(self.TRANSFORMATION_METHOD):
+131            if (self.properties.get(self.PATH) or self.properties.get(self.FIELD_NAME)) and self.properties.get(
+132                self.TRANSFORMATION_METHOD
+133            ) in self.CONSTANT_TRANSFORMATION_METHODS:
+134                results.append(
+135                    f"When specifying {self.PATH} or {self.FIELD_NAME}, {self.TRANSFORMATION_METHOD} must not be one of "
+136                    f"{','.join(str(x) for x in self.CONSTANT_TRANSFORMATION_METHODS)}, not {self.properties.get(self.TRANSFORMATION_METHOD)}."
+137                )
+138
+139            if (not self.properties.get(self.PATH) and not self.properties.get(self.FIELD_NAME)) and self.properties.get(
+140                self.TRANSFORMATION_METHOD
+141            ) not in self.CONSTANT_TRANSFORMATION_METHODS:
+142                results.append(
+143                    f"When not specifying {self.PATH} or {self.FIELD_NAME}, {self.TRANSFORMATION_METHOD} must be one of"
+144                    f" {','.join(str(x) for x in self.CONSTANT_TRANSFORMATION_METHODS)}, not {self.properties.get(self.TRANSFORMATION_METHOD)}."
+145                )
+146
+147        return not bool(results), results
+
+ + +

Use this class to create mappings for IngestionProperties.ingestionMappings and utilize mappings that were not +pre-created (it is recommended to create the mappings in advance and use ingestionMappingReference). +To read more about mappings look here: https://docs.microsoft.com/en-us/azure/kusto/management/mappings

+
+ + +
+ +
+ + ColumnMapping( column_name: str, column_type: str, path: str = None, transform: TransformationMethod = <TransformationMethod.NONE: 'None'>, ordinal: int = None, const_value: str = None, field=None, columns=None, storage_data_type=None) + + + +
+ + 
 89    def __init__(
+ 90        self,
+ 91        column_name: str,
+ 92        column_type: str,
+ 93        path: str = None,
+ 94        transform: TransformationMethod = TransformationMethod.NONE,
+ 95        ordinal: int = None,
+ 96        const_value: str = None,
+ 97        field=None,
+ 98        columns=None,
+ 99        storage_data_type=None,
+100    ):
+101        """
+102        :param columns: Deprecated. Columns is not used anymore.
+103        :param storage_data_type: Deprecated. StorageDataType is not used anymore.
+104        """
+105        self.column = column_name
+106        self.datatype = column_type
+107        self.properties = {}
+108        if path:
+109            self.properties[self.PATH] = path
+110        if transform != TransformationMethod.NONE:
+111            self.properties[self.TRANSFORMATION_METHOD] = transform.value
+112        if ordinal is not None:
+113            self.properties[self.ORDINAL] = str(ordinal)
+114        if const_value:
+115            self.properties[self.CONST_VALUE] = const_value
+116        if field:
+117            self.properties[self.FIELD_NAME] = field
+
+ + +
Parameters
+ +
    +
  • columns: Deprecated. Columns is not used anymore.
    • +
  • storage_data_type: Deprecated. StorageDataType is not used anymore.
    • +
+
+ + +
+
+
+ PATH = +'Path' + + +
+ + + + +
+
+
+ TRANSFORMATION_METHOD = +'Transform' + + +
+ + + + +
+
+
+ ORDINAL = +'Ordinal' + + +
+ + + + +
+
+
+ CONST_VALUE = +'ConstValue' + + +
+ + + + +
+
+
+ FIELD_NAME = +'Field' + + +
+ + + + +
+
+
+ NEEDED_PROPERTIES: Dict[azure.kusto.data.data_format.IngestionMappingKind, List[str]] = + + {<IngestionMappingKind.CSV: 'Csv'>: ['Ordinal', 'ConstValue'], <IngestionMappingKind.JSON: 'Json'>: ['Path', 'ConstValue', 'Transform'], <IngestionMappingKind.AVRO: 'Avro'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.APACHEAVRO: 'ApacheAvro'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.SSTREAM: 'SStream'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.PARQUET: 'Parquet'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.ORC: 'Orc'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.W3CLOGFILE: 'W3CLogFile'>: ['ConstValue', 'Field', 'Transform']} + + +
+ + + + +
+
+
+ CONSTANT_TRANSFORMATION_METHODS = +['SourceLocation', 'SourceLineNumber'] + + +
+ + + + +
+
+
+ column + + +
+ + + + +
+
+
+ datatype + + +
+ + + + +
+
+
+ properties + + +
+ + + + +
+
+ +
+ + def + is_valid( self, kind: azure.kusto.data.data_format.IngestionMappingKind) -> (<class 'bool'>, typing.List[str]): + + + +
+ + 
119    def is_valid(self, kind: IngestionMappingKind) -> (bool, List[str]):
+120        if not self.column:
+121            return False, ["Column name is required"]
+122
+123        results = []
+124
+125        needed_props = self.NEEDED_PROPERTIES[kind]
+126
+127        if all(prop not in self.properties for prop in needed_props):
+128            results.append(f"{kind} needs at least one of the required properties: {needed_props}")
+129
+130        if self.properties.get(self.TRANSFORMATION_METHOD):
+131            if (self.properties.get(self.PATH) or self.properties.get(self.FIELD_NAME)) and self.properties.get(
+132                self.TRANSFORMATION_METHOD
+133            ) in self.CONSTANT_TRANSFORMATION_METHODS:
+134                results.append(
+135                    f"When specifying {self.PATH} or {self.FIELD_NAME}, {self.TRANSFORMATION_METHOD} must not be one of "
+136                    f"{','.join(str(x) for x in self.CONSTANT_TRANSFORMATION_METHODS)}, not {self.properties.get(self.TRANSFORMATION_METHOD)}."
+137                )
+138
+139            if (not self.properties.get(self.PATH) and not self.properties.get(self.FIELD_NAME)) and self.properties.get(
+140                self.TRANSFORMATION_METHOD
+141            ) not in self.CONSTANT_TRANSFORMATION_METHODS:
+142                results.append(
+143                    f"When not specifying {self.PATH} or {self.FIELD_NAME}, {self.TRANSFORMATION_METHOD} must be one of"
+144                    f" {','.join(str(x) for x in self.CONSTANT_TRANSFORMATION_METHODS)}, not {self.properties.get(self.TRANSFORMATION_METHOD)}."
+145                )
+146
+147        return not bool(results), results
+
+ + + + +
+
+
+ +
+ + class + TransformationMethod(enum.Enum): + + + +
+ + 
48class TransformationMethod(Enum):
+49    """Transformations to configure over json column mapping
+50    To read more about mapping transformations look here: https://docs.microsoft.com/en-us/azure/kusto/management/mappings#mapping-transformations"""
+51
+52    NONE = "None"
+53    PROPERTY_BAG_ARRAY_TO_DICTIONARY = ("PropertyBagArrayToDictionary",)
+54    SOURCE_LOCATION = "SourceLocation"
+55    SOURCE_LINE_NUMBER = "SourceLineNumber"
+56    GET_PATH_ELEMENT = "GetPathElement"
+57    UNKNOWN_ERROR = "UnknownMethod"
+58    DATE_TIME_FROM_UNIX_SECONDS = "DateTimeFromUnixSeconds"
+59    DATE_TIME_FROM_UNIX_MILLISECONDS = "DateTimeFromUnixMilliseconds"
+60    DATE_TIME_FROM_UNIX_MICROSECONDS = "DateTimeFromUnixMicroseconds"
+61    DATE_TIME_FROM_UNIX_NANOSECONDS = "DateTimeFromUnixNanoseconds"
+
+ + +

Transformations to configure over json column mapping +To read more about mapping transformations look here: https://docs.microsoft.com/en-us/azure/kusto/management/mappings#mapping-transformations

+
+ + +
+
+ NONE = +<TransformationMethod.NONE: 'None'> + + +
+ + + + +
+
+
+ PROPERTY_BAG_ARRAY_TO_DICTIONARY = +<TransformationMethod.PROPERTY_BAG_ARRAY_TO_DICTIONARY: ('PropertyBagArrayToDictionary',)> + + +
+ + + + +
+
+
+ SOURCE_LOCATION = +<TransformationMethod.SOURCE_LOCATION: 'SourceLocation'> + + +
+ + + + +
+
+
+ SOURCE_LINE_NUMBER = +<TransformationMethod.SOURCE_LINE_NUMBER: 'SourceLineNumber'> + + +
+ + + + +
+
+
+ GET_PATH_ELEMENT = +<TransformationMethod.GET_PATH_ELEMENT: 'GetPathElement'> + + +
+ + + + +
+
+
+ UNKNOWN_ERROR = +<TransformationMethod.UNKNOWN_ERROR: 'UnknownMethod'> + + +
+ + + + +
+
+
+ DATE_TIME_FROM_UNIX_SECONDS = +<TransformationMethod.DATE_TIME_FROM_UNIX_SECONDS: 'DateTimeFromUnixSeconds'> + + +
+ + + + +
+
+
+ DATE_TIME_FROM_UNIX_MILLISECONDS = +<TransformationMethod.DATE_TIME_FROM_UNIX_MILLISECONDS: 'DateTimeFromUnixMilliseconds'> + + +
+ + + + +
+
+
+ DATE_TIME_FROM_UNIX_MICROSECONDS = +<TransformationMethod.DATE_TIME_FROM_UNIX_MICROSECONDS: 'DateTimeFromUnixMicroseconds'> + + +
+ + + + +
+
+
+ DATE_TIME_FROM_UNIX_NANOSECONDS = +<TransformationMethod.DATE_TIME_FROM_UNIX_NANOSECONDS: 'DateTimeFromUnixNanoseconds'> + + +
+ + + + +
+
+
+ +
+ + class + ManagedStreamingIngestClient(ingest.BaseIngestClient): + + + +
+ + 
 27class ManagedStreamingIngestClient(BaseIngestClient):
+ 28    """
+ 29    Managed Streaming Ingestion Client.
+ 30    Will try to ingest with streaming, but if it fails, will fall back to queued ingestion.
+ 31    Each transient failure will be retried with exponential backoff.
+ 32
+ 33    Managed streaming ingest client will fall back to queued if:
+ 34        - Multiple transient errors were encountered when trying to do streaming ingestion
+ 35        - The ingestion is too large for streaming ingestion (over 4MB)
+ 36        - The ingestion is directly from a blob
+ 37    """
+ 38
+ 39    MAX_STREAMING_SIZE_IN_BYTES = 4 * 1024 * 1024
+ 40
+ 41    def __init__(
+ 42        self,
+ 43        engine_kcsb: Union[KustoConnectionStringBuilder, str],
+ 44        dm_kcsb: Union[KustoConnectionStringBuilder, str, None] = None,
+ 45        auto_correct_endpoint: bool = True,
+ 46    ):
+ 47        super().__init__()
+ 48        self.queued_client = QueuedIngestClient(dm_kcsb if dm_kcsb is not None else engine_kcsb, auto_correct_endpoint)
+ 49        self.streaming_client = KustoStreamingIngestClient(engine_kcsb, auto_correct_endpoint)
+ 50        self._set_retry_settings()
+ 51
+ 52    def close(self) -> None:
+ 53        if not self._is_closed:
+ 54            self.queued_client.close()
+ 55            self.streaming_client.close()
+ 56        super().close()
+ 57
+ 58    def _set_retry_settings(self, max_seconds_per_retry: float = _utils.MAX_WAIT, num_of_attempts: int = 3):
+ 59        self._num_of_attempts = num_of_attempts
+ 60        self._max_seconds_per_retry = max_seconds_per_retry
+ 61
+ 62    def set_proxy(self, proxy_url: str):
+ 63        self.queued_client.set_proxy(proxy_url)
+ 64        self.streaming_client.set_proxy(proxy_url)
+ 65
+ 66    @distributed_trace(kind=SpanKind.CLIENT)
+ 67    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 68        file_descriptor = FileDescriptor.get_instance(file_descriptor)
+ 69        IngestTracingAttributes.set_ingest_descriptor_attributes(file_descriptor, ingestion_properties)
+ 70
+ 71        super().ingest_from_file(file_descriptor, ingestion_properties)
+ 72
+ 73        stream_descriptor = StreamDescriptor.from_file_descriptor(file_descriptor)
+ 74
+ 75        with stream_descriptor.stream:
+ 76            return self.ingest_from_stream(stream_descriptor, ingestion_properties)
+ 77
+ 78    @distributed_trace(kind=SpanKind.CLIENT)
+ 79    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 80        stream_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+ 81        IngestTracingAttributes.set_ingest_descriptor_attributes(stream_descriptor, ingestion_properties)
+ 82
+ 83        super().ingest_from_stream(stream_descriptor, ingestion_properties)
+ 84
+ 85        stream_descriptor = BaseIngestClient._prepare_stream(stream_descriptor, ingestion_properties)
+ 86        stream = stream_descriptor.stream
+ 87
+ 88        buffered_stream = read_until_size_or_end(stream, self.MAX_STREAMING_SIZE_IN_BYTES + 1)
+ 89        length = len(buffered_stream.getbuffer())
+ 90
+ 91        stream_descriptor.stream = buffered_stream
+ 92
+ 93        try:
+ 94            res = self._stream_with_retries(length, stream_descriptor, ingestion_properties)
+ 95            if res:
+ 96                return res
+ 97            stream_descriptor.stream = chain_streams([buffered_stream, stream])
+ 98        except KustoApiError as ex:
+ 99            error = ex.get_api_error()
+100            if error.permanent:
+101                raise
+102            buffered_stream.seek(0, SEEK_SET)
+103
+104        return self.queued_client.ingest_from_stream(stream_descriptor, ingestion_properties)
+105
+106    @distributed_trace(kind=SpanKind.CLIENT)
+107    def ingest_from_blob(self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties):
+108        """
+109        Enqueue an ingest command from azure blobs.
+110
+111        For ManagedStreamingIngestClient, this method always uses Queued Ingest, since it would be easier and faster to ingest blobs.
+112
+113        To learn more about ingestion methods go to:
+114        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+115        :param azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
+116        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+117        """
+118        IngestTracingAttributes.set_ingest_descriptor_attributes(blob_descriptor, ingestion_properties)
+119
+120        if self._is_closed:
+121            raise KustoClosedError()
+122        blob_descriptor.fill_size()
+123        try:
+124            res = self._stream_with_retries(blob_descriptor.size, blob_descriptor, ingestion_properties)
+125            if res:
+126                return res
+127        except KustoApiError as ex:
+128            error = ex.get_api_error()
+129            if error.permanent:
+130                raise
+131
+132        return self.queued_client.ingest_from_blob(blob_descriptor, ingestion_properties)
+133
+134    def _stream_with_retries(
+135        self,
+136        length: int,
+137        descriptor: DescriptorBase,
+138        props: IngestionProperties,
+139    ) -> Optional[IngestionResult]:
+140        from_stream = isinstance(descriptor, StreamDescriptor)
+141        if length > self.MAX_STREAMING_SIZE_IN_BYTES:
+142            return None
+143        for attempt in Retrying(stop=stop_after_attempt(self._num_of_attempts), wait=wait_random_exponential(max=self._max_seconds_per_retry), reraise=True):
+144            with attempt:
+145                client_request_id = ManagedStreamingIngestClient._get_request_id(descriptor.source_id, attempt.retry_state.attempt_number - 1)
+146                # trace attempt to ingest from stream
+147                if from_stream:
+148                    descriptor.stream.seek(0, SEEK_SET)
+149                    invoker = lambda: self.streaming_client._ingest_from_stream_with_client_request_id(descriptor, props, client_request_id)
+150                else:
+151                    invoker = lambda: self.streaming_client.ingest_from_blob(descriptor, props, client_request_id)
+152                return MonitoredActivity.invoke(
+153                    invoker,
+154                    name_of_span="ManagedStreamingIngestClient.ingest_from_stream_attempt",
+155                    tracing_attributes={"attemptNumber": attempt, "sourceIsStream": from_stream},
+156                )
+157
+158    @staticmethod
+159    def _get_request_id(source_id: uuid.UUID, attempt: int):
+160        return f"KPC.executeManagedStreamingIngest;{source_id};{attempt}"
+
+ + +

Managed Streaming Ingestion Client. +Will try to ingest with streaming, but if it fails, will fall back to queued ingestion. +Each transient failure will be retried with exponential backoff.

+ +

Managed streaming ingest client will fall back to queued if: + - Multiple transient errors were encountered when trying to do streaming ingestion + - The ingestion is too large for streaming ingestion (over 4MB) + - The ingestion is directly from a blob

+
+ + +
+ +
+ + ManagedStreamingIngestClient( engine_kcsb: Union[azure.kusto.data.kcsb.KustoConnectionStringBuilder, str], dm_kcsb: Union[azure.kusto.data.kcsb.KustoConnectionStringBuilder, str, NoneType] = None, auto_correct_endpoint: bool = True) + + + +
+ + 
41    def __init__(
+42        self,
+43        engine_kcsb: Union[KustoConnectionStringBuilder, str],
+44        dm_kcsb: Union[KustoConnectionStringBuilder, str, None] = None,
+45        auto_correct_endpoint: bool = True,
+46    ):
+47        super().__init__()
+48        self.queued_client = QueuedIngestClient(dm_kcsb if dm_kcsb is not None else engine_kcsb, auto_correct_endpoint)
+49        self.streaming_client = KustoStreamingIngestClient(engine_kcsb, auto_correct_endpoint)
+50        self._set_retry_settings()
+
+ + + + +
+
+
+ MAX_STREAMING_SIZE_IN_BYTES = +4194304 + + +
+ + + + +
+
+
+ queued_client + + +
+ + + + +
+
+
+ streaming_client + + +
+ + + + +
+
+ +
+ + def + close(self) -> None: + + + +
+ + 
52    def close(self) -> None:
+53        if not self._is_closed:
+54            self.queued_client.close()
+55            self.streaming_client.close()
+56        super().close()
+
+ + + + +
+
+ +
+ + def + set_proxy(self, proxy_url: str): + + + +
+ + 
62    def set_proxy(self, proxy_url: str):
+63        self.queued_client.set_proxy(proxy_url)
+64        self.streaming_client.set_proxy(proxy_url)
+
+ + +

Set proxy for the ingestion client.

+ +
Parameters
+ +
    +
  • str proxy_url: proxy url.
    • +
+
+ + +
+
+ +
+
@distributed_trace(kind=SpanKind.CLIENT)
+ + def + ingest_from_file( self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
66    @distributed_trace(kind=SpanKind.CLIENT)
+67    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+68        file_descriptor = FileDescriptor.get_instance(file_descriptor)
+69        IngestTracingAttributes.set_ingest_descriptor_attributes(file_descriptor, ingestion_properties)
+70
+71        super().ingest_from_file(file_descriptor, ingestion_properties)
+72
+73        stream_descriptor = StreamDescriptor.from_file_descriptor(file_descriptor)
+74
+75        with stream_descriptor.stream:
+76            return self.ingest_from_stream(stream_descriptor, ingestion_properties)
+
+ + +

Ingest from local files.

+ +
Parameters
+ +
    +
  • file_descriptor: a FileDescriptor to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@distributed_trace(kind=SpanKind.CLIENT)
+ + def + ingest_from_stream( self, stream_descriptor: Union[StreamDescriptor, IO[~AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
 78    @distributed_trace(kind=SpanKind.CLIENT)
+ 79    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 80        stream_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+ 81        IngestTracingAttributes.set_ingest_descriptor_attributes(stream_descriptor, ingestion_properties)
+ 82
+ 83        super().ingest_from_stream(stream_descriptor, ingestion_properties)
+ 84
+ 85        stream_descriptor = BaseIngestClient._prepare_stream(stream_descriptor, ingestion_properties)
+ 86        stream = stream_descriptor.stream
+ 87
+ 88        buffered_stream = read_until_size_or_end(stream, self.MAX_STREAMING_SIZE_IN_BYTES + 1)
+ 89        length = len(buffered_stream.getbuffer())
+ 90
+ 91        stream_descriptor.stream = buffered_stream
+ 92
+ 93        try:
+ 94            res = self._stream_with_retries(length, stream_descriptor, ingestion_properties)
+ 95            if res:
+ 96                return res
+ 97            stream_descriptor.stream = chain_streams([buffered_stream, stream])
+ 98        except KustoApiError as ex:
+ 99            error = ex.get_api_error()
+100            if error.permanent:
+101                raise
+102            buffered_stream.seek(0, SEEK_SET)
+103
+104        return self.queued_client.ingest_from_stream(stream_descriptor, ingestion_properties)
+
+ + +

Ingest from io streams.

+ +
Parameters
+ +
    +
  • stream_descriptor: An object that contains a description of the stream to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@distributed_trace(kind=SpanKind.CLIENT)
+ + def + ingest_from_blob( self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties): + + + +
+ + 
106    @distributed_trace(kind=SpanKind.CLIENT)
+107    def ingest_from_blob(self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties):
+108        """
+109        Enqueue an ingest command from azure blobs.
+110
+111        For ManagedStreamingIngestClient, this method always uses Queued Ingest, since it would be easier and faster to ingest blobs.
+112
+113        To learn more about ingestion methods go to:
+114        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+115        :param azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
+116        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+117        """
+118        IngestTracingAttributes.set_ingest_descriptor_attributes(blob_descriptor, ingestion_properties)
+119
+120        if self._is_closed:
+121            raise KustoClosedError()
+122        blob_descriptor.fill_size()
+123        try:
+124            res = self._stream_with_retries(blob_descriptor.size, blob_descriptor, ingestion_properties)
+125            if res:
+126                return res
+127        except KustoApiError as ex:
+128            error = ex.get_api_error()
+129            if error.permanent:
+130                raise
+131
+132        return self.queued_client.ingest_from_blob(blob_descriptor, ingestion_properties)
+
+ + +

Enqueue an ingest command from azure blobs.

+ +

For ManagedStreamingIngestClient, this method always uses Queued Ingest, since it would be easier and faster to ingest blobs.

+ +

To learn more about ingestion methods go to: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

+ +
Parameters
+ +
    +
  • azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+
+ +
+ + class + KustoStreamingIngestClient(ingest.BaseIngestClient): + + + +
+ + 
 18class KustoStreamingIngestClient(BaseIngestClient):
+ 19    """Kusto streaming ingest client for Python.
+ 20    KustoStreamingIngestClient works with both 2.x and 3.x flavors of Python.
+ 21    All primitive types are supported.
+ 22    Tests are run using pytest.
+ 23    """
+ 24
+ 25    def __init__(self, kcsb: Union[KustoConnectionStringBuilder, str], auto_correct_endpoint: bool = True):
+ 26        """Kusto Streaming Ingest Client constructor.
+ 27        :param KustoConnectionStringBuilder kcsb: The connection string to initialize KustoClient.
+ 28        """
+ 29        super().__init__()
+ 30
+ 31        if isinstance(kcsb, str):
+ 32            kcsb = KustoConnectionStringBuilder(kcsb)
+ 33
+ 34        if auto_correct_endpoint:
+ 35            kcsb["Data Source"] = BaseIngestClient.get_query_endpoint(kcsb.data_source)
+ 36        self._kusto_client = KustoClient(kcsb)
+ 37
+ 38    def close(self):
+ 39        if not self._is_closed:
+ 40            self._kusto_client.close()
+ 41        super().close()
+ 42
+ 43    def set_proxy(self, proxy_url: str):
+ 44        self._kusto_client.set_proxy(proxy_url)
+ 45
+ 46    @distributed_trace(kind=SpanKind.CLIENT)
+ 47    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 48        """Ingest from local files.
+ 49        :param file_descriptor: a FileDescriptor to be ingested.
+ 50        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+ 51        """
+ 52        file_descriptor = FileDescriptor.get_instance(file_descriptor)
+ 53        IngestTracingAttributes.set_ingest_descriptor_attributes(file_descriptor, ingestion_properties)
+ 54
+ 55        super().ingest_from_file(file_descriptor, ingestion_properties)
+ 56
+ 57        stream_descriptor = StreamDescriptor.from_file_descriptor(file_descriptor)
+ 58
+ 59        with stream_descriptor.stream:
+ 60            return self.ingest_from_stream(stream_descriptor, ingestion_properties)
+ 61
+ 62    @distributed_trace(kind=SpanKind.CLIENT)
+ 63    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 64        """Ingest from io streams.
+ 65        :param azure.kusto.ingest.StreamDescriptor stream_descriptor: An object that contains a description of the stream to
+ 66               be ingested.
+ 67        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+ 68        """
+ 69        stream_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+ 70        IngestTracingAttributes.set_ingest_descriptor_attributes(stream_descriptor, ingestion_properties)
+ 71
+ 72        super().ingest_from_stream(stream_descriptor, ingestion_properties)
+ 73
+ 74        return self._ingest_from_stream_with_client_request_id(stream_descriptor, ingestion_properties, None)
+ 75
+ 76    def _ingest_from_stream_with_client_request_id(
+ 77        self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties, client_request_id: Optional[str]
+ 78    ) -> IngestionResult:
+ 79        stream_descriptor = BaseIngestClient._prepare_stream(stream_descriptor, ingestion_properties)
+ 80        additional_properties = None
+ 81        if client_request_id:
+ 82            additional_properties = ClientRequestProperties()
+ 83            additional_properties.client_request_id = client_request_id
+ 84
+ 85        self._kusto_client.execute_streaming_ingest(
+ 86            ingestion_properties.database,
+ 87            ingestion_properties.table,
+ 88            stream_descriptor.stream,
+ 89            None,
+ 90            ingestion_properties.format.name,
+ 91            additional_properties,
+ 92            mapping_name=ingestion_properties.ingestion_mapping_reference,
+ 93        )
+ 94
+ 95        return IngestionResult(IngestionStatus.SUCCESS, ingestion_properties.database, ingestion_properties.table, stream_descriptor.source_id)
+ 96
+ 97    def ingest_from_blob(
+ 98        self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties, client_request_id: Optional[str] = None
+ 99    ) -> IngestionResult:
+100        IngestTracingAttributes.set_ingest_descriptor_attributes(blob_descriptor, ingestion_properties)
+101        additional_properties = None
+102        if client_request_id:
+103            additional_properties = ClientRequestProperties()
+104            additional_properties.client_request_id = client_request_id
+105
+106        self._kusto_client.execute_streaming_ingest(
+107            ingestion_properties.database,
+108            ingestion_properties.table,
+109            None,
+110            blob_descriptor.path,
+111            ingestion_properties.format.name,
+112            additional_properties,
+113            mapping_name=ingestion_properties.ingestion_mapping_reference,
+114        )
+115        return IngestionResult(IngestionStatus.SUCCESS, ingestion_properties.database, ingestion_properties.table, blob_descriptor.source_id)
+
+ + +

Kusto streaming ingest client for Python. +KustoStreamingIngestClient works with both 2.x and 3.x flavors of Python. +All primitive types are supported. +Tests are run using pytest.

+
+ + +
+ +
+ + KustoStreamingIngestClient( kcsb: Union[azure.kusto.data.kcsb.KustoConnectionStringBuilder, str], auto_correct_endpoint: bool = True) + + + +
+ + 
25    def __init__(self, kcsb: Union[KustoConnectionStringBuilder, str], auto_correct_endpoint: bool = True):
+26        """Kusto Streaming Ingest Client constructor.
+27        :param KustoConnectionStringBuilder kcsb: The connection string to initialize KustoClient.
+28        """
+29        super().__init__()
+30
+31        if isinstance(kcsb, str):
+32            kcsb = KustoConnectionStringBuilder(kcsb)
+33
+34        if auto_correct_endpoint:
+35            kcsb["Data Source"] = BaseIngestClient.get_query_endpoint(kcsb.data_source)
+36        self._kusto_client = KustoClient(kcsb)
+
+ + +

Kusto Streaming Ingest Client constructor.

+ +
Parameters
+ +
    +
  • KustoConnectionStringBuilder kcsb: The connection string to initialize KustoClient.
    • +
+
+ + +
+
+ +
+ + def + close(self): + + + +
+ + 
38    def close(self):
+39        if not self._is_closed:
+40            self._kusto_client.close()
+41        super().close()
+
+ + + + +
+
+ +
+ + def + set_proxy(self, proxy_url: str): + + + +
+ + 
43    def set_proxy(self, proxy_url: str):
+44        self._kusto_client.set_proxy(proxy_url)
+
+ + +

Set proxy for the ingestion client.

+ +
Parameters
+ +
    +
  • str proxy_url: proxy url.
    • +
+
+ + +
+
+ +
+
@distributed_trace(kind=SpanKind.CLIENT)
+ + def + ingest_from_file( self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
46    @distributed_trace(kind=SpanKind.CLIENT)
+47    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+48        """Ingest from local files.
+49        :param file_descriptor: a FileDescriptor to be ingested.
+50        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+51        """
+52        file_descriptor = FileDescriptor.get_instance(file_descriptor)
+53        IngestTracingAttributes.set_ingest_descriptor_attributes(file_descriptor, ingestion_properties)
+54
+55        super().ingest_from_file(file_descriptor, ingestion_properties)
+56
+57        stream_descriptor = StreamDescriptor.from_file_descriptor(file_descriptor)
+58
+59        with stream_descriptor.stream:
+60            return self.ingest_from_stream(stream_descriptor, ingestion_properties)
+
+ + +

Ingest from local files.

+ +
Parameters
+ +
    +
  • file_descriptor: a FileDescriptor to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@distributed_trace(kind=SpanKind.CLIENT)
+ + def + ingest_from_stream( self, stream_descriptor: Union[StreamDescriptor, IO[~AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
62    @distributed_trace(kind=SpanKind.CLIENT)
+63    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+64        """Ingest from io streams.
+65        :param azure.kusto.ingest.StreamDescriptor stream_descriptor: An object that contains a description of the stream to
+66               be ingested.
+67        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+68        """
+69        stream_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+70        IngestTracingAttributes.set_ingest_descriptor_attributes(stream_descriptor, ingestion_properties)
+71
+72        super().ingest_from_stream(stream_descriptor, ingestion_properties)
+73
+74        return self._ingest_from_stream_with_client_request_id(stream_descriptor, ingestion_properties, None)
+
+ + +

Ingest from io streams.

+ +
Parameters
+ +
    +
  • azure.kusto.ingest.StreamDescriptor stream_descriptor: An object that contains a description of the stream to +be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+ + def + ingest_from_blob( self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties, client_request_id: Optional[str] = None) -> IngestionResult: + + + +
+ + 
 97    def ingest_from_blob(
+ 98        self, blob_descriptor: BlobDescriptor, ingestion_properties: IngestionProperties, client_request_id: Optional[str] = None
+ 99    ) -> IngestionResult:
+100        IngestTracingAttributes.set_ingest_descriptor_attributes(blob_descriptor, ingestion_properties)
+101        additional_properties = None
+102        if client_request_id:
+103            additional_properties = ClientRequestProperties()
+104            additional_properties.client_request_id = client_request_id
+105
+106        self._kusto_client.execute_streaming_ingest(
+107            ingestion_properties.database,
+108            ingestion_properties.table,
+109            None,
+110            blob_descriptor.path,
+111            ingestion_properties.format.name,
+112            additional_properties,
+113            mapping_name=ingestion_properties.ingestion_mapping_reference,
+114        )
+115        return IngestionResult(IngestionStatus.SUCCESS, ingestion_properties.database, ingestion_properties.table, blob_descriptor.source_id)
+
+ + + + +
+
+
+ +
+ + class + BaseIngestClient: + + + +
+ + 
 74class BaseIngestClient(metaclass=ABCMeta):
+ 75    def __init__(self):
+ 76        self._is_closed: bool = False
+ 77
+ 78    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 79        """Ingest from local files.
+ 80        :param file_descriptor: a FileDescriptor to be ingested.
+ 81        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+ 82        """
+ 83        if self._is_closed:
+ 84            raise KustoClosedError()
+ 85
+ 86    @abstractmethod
+ 87    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+ 88        """Ingest from io streams.
+ 89        :param stream_descriptor: An object that contains a description of the stream to be ingested.
+ 90        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+ 91        """
+ 92        if self._is_closed:
+ 93            raise KustoClosedError()
+ 94
+ 95    @abstractmethod
+ 96    def set_proxy(self, proxy_url: str):
+ 97        """Set proxy for the ingestion client.
+ 98        :param str proxy_url: proxy url.
+ 99        """
+100        if self._is_closed:
+101            raise KustoClosedError()
+102
+103    def ingest_from_dataframe(
+104        self, df: "pandas.DataFrame", ingestion_properties: IngestionProperties, data_format: Optional[DataFormat] = None
+105    ) -> IngestionResult:
+106        """Enqueue an ingest command from local files.
+107        To learn more about ingestion methods go to:
+108        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+109        :param pandas.DataFrame df: input dataframe to ingest.
+110        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+111        :param DataFormat data_format: Format to convert the dataframe to - Can be DataFormat.CSV, DataFormat.JSON or None. If not specified, it will try to infer it from the mapping, if not found, it will default to JSON.
+112        """
+113
+114        if self._is_closed:
+115            raise KustoClosedError()
+116
+117        from pandas import DataFrame
+118
+119        if not isinstance(df, DataFrame):
+120            raise ValueError("Expected DataFrame instance, found {}".format(type(df)))
+121
+122        is_json = True
+123
+124        # If we are given CSV mapping, or the mapping format is explicitly set to CSV, we should use CSV
+125        if not data_format:
+126            if ingestion_properties is not None and (ingestion_properties.ingestion_mapping_type == IngestionMappingKind.CSV):
+127                is_json = False
+128        elif data_format == DataFormat.CSV:
+129            is_json = False
+130        elif data_format == DataFormat.JSON:
+131            is_json = True
+132        else:
+133            raise ValueError("Unsupported format: {}. Supported formats are: CSV, JSON, None".format(data_format))
+134
+135        file_name = "df_{id}_{timestamp}_{uid}.{ext}.gz".format(id=id(df), timestamp=int(time.time()), uid=uuid.uuid4(), ext="json" if is_json else "csv")
+136        temp_file_path = os.path.join(tempfile.gettempdir(), file_name)
+137        with gzip.open(temp_file_path, "wb") as temp_file:
+138            if is_json:
+139                df.to_json(temp_file, orient="records", date_format="iso", lines=True)
+140                ingestion_properties.format = DataFormat.JSON
+141            else:
+142                df.to_csv(temp_file, index=False, encoding="utf-8", header=False)
+143                ingestion_properties.ignore_first_record = False
+144                ingestion_properties.format = DataFormat.CSV
+145
+146        try:
+147            return self.ingest_from_file(temp_file_path, ingestion_properties)
+148        finally:
+149            os.unlink(temp_file_path)
+150
+151    @staticmethod
+152    def _prepare_stream(stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> StreamDescriptor:
+153        """
+154        Prepares a StreamDescriptor instance for ingest operation based on ingestion properties
+155        :param StreamDescriptor stream_descriptor: Stream descriptor instance
+156        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+157        :return prepared stream descriptor
+158        """
+159        new_descriptor = StreamDescriptor.get_instance(stream_descriptor)
+160
+161        if isinstance(new_descriptor.stream, TextIOWrapper):
+162            new_descriptor.stream = new_descriptor.stream.buffer
+163
+164        should_compress = BaseIngestClient._should_compress(new_descriptor, ingestion_properties)
+165        if should_compress:
+166            new_descriptor.compress_stream()
+167
+168        return new_descriptor
+169
+170    @staticmethod
+171    def _prepare_file(file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> Tuple[FileDescriptor, bool]:
+172        """
+173        Prepares a FileDescriptor instance for ingest operation based on ingestion properties
+174        :param FileDescriptor file_descriptor: File descriptor instance
+175        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+176        :return prepared file descriptor
+177        """
+178        descriptor = FileDescriptor.get_instance(file_descriptor)
+179
+180        should_compress = BaseIngestClient._should_compress(descriptor, ingestion_properties)
+181        return descriptor, should_compress
+182
+183    @staticmethod
+184    def _should_compress(new_descriptor: Union[FileDescriptor, StreamDescriptor], ingestion_properties: IngestionProperties) -> bool:
+185        """
+186        Checks if descriptor should be compressed based on ingestion properties and current format
+187        """
+188        return not new_descriptor.is_compressed and ingestion_properties.format.compressible
+189
+190    def close(self) -> None:
+191        self._is_closed = True
+192
+193    def __enter__(self):
+194        return self
+195
+196    def __exit__(self, exc_type, exc_val, exc_tb):
+197        self.close()
+198
+199    @staticmethod
+200    def get_ingestion_endpoint(cluster_url: str) -> str:
+201        if INGEST_PREFIX in cluster_url or not cluster_url or BaseIngestClient.is_reserved_hostname(cluster_url):
+202            return cluster_url
+203        else:
+204            return cluster_url.replace(PROTOCOL_SUFFIX, PROTOCOL_SUFFIX + INGEST_PREFIX, 1)
+205
+206    @staticmethod
+207    def get_query_endpoint(cluster_url: str) -> str:
+208        if INGEST_PREFIX in cluster_url:
+209            return cluster_url.replace(INGEST_PREFIX, "", 1)
+210        else:
+211            return cluster_url
+212
+213    @staticmethod
+214    def is_reserved_hostname(raw_uri: str) -> bool:
+215        url = urlparse(raw_uri)
+216        if not url.netloc:
+217            return True
+218        authority = url.netloc.split(":")[0]  # removes port if exists
+219        try:
+220            is_ip = ipaddress.ip_address(authority)
+221        except ValueError:
+222            is_ip = False
+223        is_localhost = "localhost" in authority
+224        return is_localhost or is_ip or authority.lower() == "onebox.dev.kusto.windows.net"
+
+ + + + +
+ +
+ + def + ingest_from_file( self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
78    def ingest_from_file(self, file_descriptor: Union[FileDescriptor, str], ingestion_properties: IngestionProperties) -> IngestionResult:
+79        """Ingest from local files.
+80        :param file_descriptor: a FileDescriptor to be ingested.
+81        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+82        """
+83        if self._is_closed:
+84            raise KustoClosedError()
+
+ + +

Ingest from local files.

+ +
Parameters
+ +
    +
  • file_descriptor: a FileDescriptor to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@abstractmethod
+ + def + ingest_from_stream( self, stream_descriptor: Union[StreamDescriptor, IO[~AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult: + + + +
+ + 
86    @abstractmethod
+87    def ingest_from_stream(self, stream_descriptor: Union[StreamDescriptor, IO[AnyStr]], ingestion_properties: IngestionProperties) -> IngestionResult:
+88        """Ingest from io streams.
+89        :param stream_descriptor: An object that contains a description of the stream to be ingested.
+90        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+91        """
+92        if self._is_closed:
+93            raise KustoClosedError()
+
+ + +

Ingest from io streams.

+ +
Parameters
+ +
    +
  • stream_descriptor: An object that contains a description of the stream to be ingested.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
+
+ + +
+
+ +
+
@abstractmethod
+ + def + set_proxy(self, proxy_url: str): + + + +
+ + 
 95    @abstractmethod
+ 96    def set_proxy(self, proxy_url: str):
+ 97        """Set proxy for the ingestion client.
+ 98        :param str proxy_url: proxy url.
+ 99        """
+100        if self._is_closed:
+101            raise KustoClosedError()
+
+ + +

Set proxy for the ingestion client.

+ +
Parameters
+ +
    +
  • str proxy_url: proxy url.
    • +
+
+ + +
+
+ +
+ + def + ingest_from_dataframe( self, df: pandas.core.frame.DataFrame, ingestion_properties: IngestionProperties, data_format: Optional[azure.kusto.data.data_format.DataFormat] = None) -> IngestionResult: + + + +
+ + 
103    def ingest_from_dataframe(
+104        self, df: "pandas.DataFrame", ingestion_properties: IngestionProperties, data_format: Optional[DataFormat] = None
+105    ) -> IngestionResult:
+106        """Enqueue an ingest command from local files.
+107        To learn more about ingestion methods go to:
+108        https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods
+109        :param pandas.DataFrame df: input dataframe to ingest.
+110        :param azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
+111        :param DataFormat data_format: Format to convert the dataframe to - Can be DataFormat.CSV, DataFormat.JSON or None. If not specified, it will try to infer it from the mapping, if not found, it will default to JSON.
+112        """
+113
+114        if self._is_closed:
+115            raise KustoClosedError()
+116
+117        from pandas import DataFrame
+118
+119        if not isinstance(df, DataFrame):
+120            raise ValueError("Expected DataFrame instance, found {}".format(type(df)))
+121
+122        is_json = True
+123
+124        # If we are given CSV mapping, or the mapping format is explicitly set to CSV, we should use CSV
+125        if not data_format:
+126            if ingestion_properties is not None and (ingestion_properties.ingestion_mapping_type == IngestionMappingKind.CSV):
+127                is_json = False
+128        elif data_format == DataFormat.CSV:
+129            is_json = False
+130        elif data_format == DataFormat.JSON:
+131            is_json = True
+132        else:
+133            raise ValueError("Unsupported format: {}. Supported formats are: CSV, JSON, None".format(data_format))
+134
+135        file_name = "df_{id}_{timestamp}_{uid}.{ext}.gz".format(id=id(df), timestamp=int(time.time()), uid=uuid.uuid4(), ext="json" if is_json else "csv")
+136        temp_file_path = os.path.join(tempfile.gettempdir(), file_name)
+137        with gzip.open(temp_file_path, "wb") as temp_file:
+138            if is_json:
+139                df.to_json(temp_file, orient="records", date_format="iso", lines=True)
+140                ingestion_properties.format = DataFormat.JSON
+141            else:
+142                df.to_csv(temp_file, index=False, encoding="utf-8", header=False)
+143                ingestion_properties.ignore_first_record = False
+144                ingestion_properties.format = DataFormat.CSV
+145
+146        try:
+147            return self.ingest_from_file(temp_file_path, ingestion_properties)
+148        finally:
+149            os.unlink(temp_file_path)
+
+ + +

Enqueue an ingest command from local files. +To learn more about ingestion methods go to: +https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

+ +
Parameters
+ +
    +
  • pandas.DataFrame df: input dataframe to ingest.
    • +
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • +
  • DataFormat data_format: Format to convert the dataframe to - Can be DataFormat.CSV, DataFormat.JSON or None. If not specified, it will try to infer it from the mapping, if not found, it will default to JSON.
    • +
+
+ + +
+
+ +
+ + def + close(self) -> None: + + + +
+ + 
190    def close(self) -> None:
+191        self._is_closed = True
+
+ + + + +
+
+ +
+
@staticmethod
+ + def + get_ingestion_endpoint(cluster_url: str) -> str: + + + +
+ + 
199    @staticmethod
+200    def get_ingestion_endpoint(cluster_url: str) -> str:
+201        if INGEST_PREFIX in cluster_url or not cluster_url or BaseIngestClient.is_reserved_hostname(cluster_url):
+202            return cluster_url
+203        else:
+204            return cluster_url.replace(PROTOCOL_SUFFIX, PROTOCOL_SUFFIX + INGEST_PREFIX, 1)
+
+ + + + +
+
+ +
+
@staticmethod
+ + def + get_query_endpoint(cluster_url: str) -> str: + + + +
+ + 
206    @staticmethod
+207    def get_query_endpoint(cluster_url: str) -> str:
+208        if INGEST_PREFIX in cluster_url:
+209            return cluster_url.replace(INGEST_PREFIX, "", 1)
+210        else:
+211            return cluster_url
+
+ + + + +
+
+ +
+
@staticmethod
+ + def + is_reserved_hostname(raw_uri: str) -> bool: + + + +
+ + 
213    @staticmethod
+214    def is_reserved_hostname(raw_uri: str) -> bool:
+215        url = urlparse(raw_uri)
+216        if not url.netloc:
+217            return True
+218        authority = url.netloc.split(":")[0]  # removes port if exists
+219        try:
+220            is_ip = ipaddress.ip_address(authority)
+221        except ValueError:
+222            is_ip = False
+223        is_localhost = "localhost" in authority
+224        return is_localhost or is_ip or authority.lower() == "onebox.dev.kusto.windows.net"
+
+ + + + +
+
+
+ + \ No newline at end of file diff --git a/docs/search.js b/docs/search.js new file mode 100644 index 00000000..2fe0729d --- /dev/null +++ b/docs/search.js @@ -0,0 +1,46 @@ +window.pdocSearch = (function(){ +/** elasticlunr - http://weixsong.github.io * Copyright (C) 2017 Oliver Nightingale * Copyright (C) 2017 Wei Song * MIT Licensed */!function(){function e(e){if(null===e||"object"!=typeof e)return e;var t=e.constructor();for(var n in e)e.hasOwnProperty(n)&&(t[n]=e[n]);return t}var t=function(e){var n=new t.Index;return n.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),e&&e.call(n,n),n};t.version="0.9.5",lunr=t,t.utils={},t.utils.warn=function(e){return function(t){e.console&&console.warn&&console.warn(t)}}(this),t.utils.toString=function(e){return void 0===e||null===e?"":e.toString()},t.EventEmitter=function(){this.events={}},t.EventEmitter.prototype.addListener=function(){var e=Array.prototype.slice.call(arguments),t=e.pop(),n=e;if("function"!=typeof t)throw new TypeError("last argument must be a function");n.forEach(function(e){this.hasHandler(e)||(this.events[e]=[]),this.events[e].push(t)},this)},t.EventEmitter.prototype.removeListener=function(e,t){if(this.hasHandler(e)){var n=this.events[e].indexOf(t);-1!==n&&(this.events[e].splice(n,1),0==this.events[e].length&&delete this.events[e])}},t.EventEmitter.prototype.emit=function(e){if(this.hasHandler(e)){var t=Array.prototype.slice.call(arguments,1);this.events[e].forEach(function(e){e.apply(void 0,t)},this)}},t.EventEmitter.prototype.hasHandler=function(e){return e in this.events},t.tokenizer=function(e){if(!arguments.length||null===e||void 0===e)return[];if(Array.isArray(e)){var n=e.filter(function(e){return null===e||void 0===e?!1:!0});n=n.map(function(e){return t.utils.toString(e).toLowerCase()});var i=[];return n.forEach(function(e){var n=e.split(t.tokenizer.seperator);i=i.concat(n)},this),i}return e.toString().trim().toLowerCase().split(t.tokenizer.seperator)},t.tokenizer.defaultSeperator=/[\s\-]+/,t.tokenizer.seperator=t.tokenizer.defaultSeperator,t.tokenizer.setSeperator=function(e){null!==e&&void 0!==e&&"object"==typeof e&&(t.tokenizer.seperator=e)},t.tokenizer.resetSeperator=function(){t.tokenizer.seperator=t.tokenizer.defaultSeperator},t.tokenizer.getSeperator=function(){return t.tokenizer.seperator},t.Pipeline=function(){this._queue=[]},t.Pipeline.registeredFunctions={},t.Pipeline.registerFunction=function(e,n){n in t.Pipeline.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+n),e.label=n,t.Pipeline.registeredFunctions[n]=e},t.Pipeline.getRegisteredFunction=function(e){return e in t.Pipeline.registeredFunctions!=!0?null:t.Pipeline.registeredFunctions[e]},t.Pipeline.warnIfFunctionNotRegistered=function(e){var n=e.label&&e.label in this.registeredFunctions;n||t.utils.warn("Function is not registered with pipeline. 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\n"}, "data.KustoClient": {"fullname": "data.KustoClient", "modulename": "data", "qualname": "KustoClient", "kind": "class", "doc": "

Kusto client for Python.\nThe client is a wrapper around the Kusto REST API.\nTo read more about it, go to https://docs.microsoft.com/en-us/azure/kusto/api/rest/

\n\n

The primary methods are:\nexecute_query: executes a KQL query against the Kusto service.\nexecute_mgmt: executes a KQL control command against the Kusto service.

\n", "bases": "data.client_base._KustoClientBase"}, "data.KustoClient.__init__": {"fullname": "data.KustoClient.__init__", "modulename": "data", "qualname": "KustoClient.__init__", "kind": "function", "doc": "

Kusto Client constructor.

\n\n
Parameters
\n\n
    \n
  • kcsb: The connection string to initialize KustoClient.
    • \n
\n", "signature": "(kcsb: Union[data.kcsb.KustoConnectionStringBuilder, str])"}, "data.KustoClient.close": {"fullname": "data.KustoClient.close", "modulename": "data", "qualname": "KustoClient.close", "kind": "function", "doc": "

\n", "signature": "(self):", "funcdef": "def"}, "data.KustoClient.set_proxy": {"fullname": "data.KustoClient.set_proxy", "modulename": "data", "qualname": "KustoClient.set_proxy", "kind": "function", "doc": "

\n", "signature": "(self, proxy_url: str):", "funcdef": "def"}, "data.KustoClient.set_http_retries": {"fullname": "data.KustoClient.set_http_retries", "modulename": "data", "qualname": "KustoClient.set_http_retries", "kind": "function", "doc": "

Set the number of HTTP retries to attempt

\n", "signature": "(self, max_retries: int):", "funcdef": "def"}, "data.KustoClient.compose_socket_options": {"fullname": "data.KustoClient.compose_socket_options", "modulename": "data", "qualname": "KustoClient.compose_socket_options", "kind": "function", "doc": "

\n", "signature": "() -> List[Tuple[int, int, int]]:", "funcdef": "def"}, "data.KustoClient.execute": {"fullname": "data.KustoClient.execute", "modulename": "data", "qualname": "KustoClient.execute", "kind": "function", "doc": "

Executes a query or management command.

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n\n
\n

Kusto response data set.

\n
\n", "signature": "(\tself,\tdatabase: Optional[str],\tquery: str,\tproperties: Optional[data.client_request_properties.ClientRequestProperties] = None) -> data.response.KustoResponseDataSet:", "funcdef": "def"}, "data.KustoClient.execute_query": {"fullname": "data.KustoClient.execute_query", "modulename": "data", "qualname": "KustoClient.execute_query", "kind": "function", "doc": "

Execute a KQL query.\nTo learn more about KQL go to https://docs.microsoft.com/en-us/azure/kusto/query/

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n\n
\n

Kusto response data set.

\n
\n", "signature": "(\tself,\tdatabase: Optional[str],\tquery: str,\tproperties: Optional[data.client_request_properties.ClientRequestProperties] = None) -> data.response.KustoResponseDataSet:", "funcdef": "def"}, "data.KustoClient.execute_mgmt": {"fullname": "data.KustoClient.execute_mgmt", "modulename": "data", "qualname": "KustoClient.execute_mgmt", "kind": "function", "doc": "

Execute a KQL control command.\nTo learn more about KQL control commands go to https://docs.microsoft.com/en-us/azure/kusto/management/

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n\n
\n

Kusto response data set.

\n
\n", "signature": "(\tself,\tdatabase: Optional[str],\tquery: str,\tproperties: Optional[data.client_request_properties.ClientRequestProperties] = None) -> data.response.KustoResponseDataSet:", "funcdef": "def"}, "data.KustoClient.execute_streaming_ingest": {"fullname": "data.KustoClient.execute_streaming_ingest", "modulename": "data", "qualname": "KustoClient.execute_streaming_ingest", "kind": "function", "doc": "

Execute streaming ingest against this client\nIf the Kusto service is not configured to allow streaming ingestion, this may raise an error\nTo learn more about streaming ingestion go to:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Target database. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str table: Target table.
    • \n
  • Optional[IO[AnyStr]] stream: a stream object or which contains the data to ingest.
    • \n
  • Optional[str] blob_url: An url to a blob which contains the data to ingest. Provide either this or stream.
    • \n
  • DataFormat stream_format: Format of the data in the stream.
    • \n
  • ClientRequestProperties properties: additional request properties.
    • \n
  • str mapping_name: Pre-defined mapping of the table. Required when stream_format is json/avro.
    • \n
\n", "signature": "(\tself,\tdatabase: Optional[str],\ttable: str,\tstream: Optional[IO[~AnyStr]],\tblob_url: Optional[str],\tstream_format: Union[data.data_format.DataFormat, str],\tproperties: Optional[data.client_request_properties.ClientRequestProperties] = None,\tmapping_name: str = None):", "funcdef": "def"}, "data.KustoClient.execute_streaming_query": {"fullname": "data.KustoClient.execute_streaming_query", "modulename": "data", "qualname": "KustoClient.execute_streaming_query", "kind": "function", "doc": "

Execute a KQL query without reading it all to memory.\nThe resulting KustoStreamingResponseDataSet will stream one table at a time, and the rows can be retrieved sequentially.

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • timedelta timeout: timeout for the query to be executed
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n", "signature": "(\tself,\tdatabase: Optional[str],\tquery: str,\ttimeout: datetime.timedelta = datetime.timedelta(seconds=270),\tproperties: Optional[data.client_request_properties.ClientRequestProperties] = None) -> data.response.KustoStreamingResponseDataSet:", "funcdef": "def"}, "data.ClientRequestProperties": {"fullname": "data.ClientRequestProperties", "modulename": "data", "qualname": "ClientRequestProperties", "kind": "class", "doc": "

This class is a POD used by client making requests to describe specific needs from the service executing the requests.\nFor more information please look at: https://docs.microsoft.com/en-us/azure/kusto/api/netfx/request-properties

\n"}, "data.ClientRequestProperties.client_request_id": {"fullname": "data.ClientRequestProperties.client_request_id", "modulename": "data", "qualname": "ClientRequestProperties.client_request_id", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "data.ClientRequestProperties.application": {"fullname": "data.ClientRequestProperties.application", "modulename": "data", "qualname": "ClientRequestProperties.application", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "data.ClientRequestProperties.user": {"fullname": "data.ClientRequestProperties.user", "modulename": "data", "qualname": "ClientRequestProperties.user", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "data.ClientRequestProperties.results_defer_partial_query_failures_option_name": {"fullname": "data.ClientRequestProperties.results_defer_partial_query_failures_option_name", "modulename": "data", "qualname": "ClientRequestProperties.results_defer_partial_query_failures_option_name", "kind": "variable", "doc": "

\n", "default_value": "'deferpartialqueryfailures'"}, "data.ClientRequestProperties.request_timeout_option_name": {"fullname": "data.ClientRequestProperties.request_timeout_option_name", "modulename": "data", "qualname": "ClientRequestProperties.request_timeout_option_name", "kind": "variable", "doc": "

\n", "default_value": "'servertimeout'"}, "data.ClientRequestProperties.no_request_timeout_option_name": {"fullname": "data.ClientRequestProperties.no_request_timeout_option_name", "modulename": "data", "qualname": "ClientRequestProperties.no_request_timeout_option_name", "kind": "variable", "doc": "

\n", "default_value": "'norequesttimeout'"}, "data.ClientRequestProperties.set_parameter": {"fullname": "data.ClientRequestProperties.set_parameter", "modulename": "data", "qualname": "ClientRequestProperties.set_parameter", "kind": "function", "doc": "

Sets a parameter's value

\n", "signature": "(self, name: str, value: str):", "funcdef": "def"}, "data.ClientRequestProperties.has_parameter": {"fullname": "data.ClientRequestProperties.has_parameter", "modulename": "data", "qualname": "ClientRequestProperties.has_parameter", "kind": "function", "doc": "

Checks if a parameter is specified.

\n", "signature": "(self, name: str) -> bool:", "funcdef": "def"}, "data.ClientRequestProperties.get_parameter": {"fullname": "data.ClientRequestProperties.get_parameter", "modulename": "data", "qualname": "ClientRequestProperties.get_parameter", "kind": "function", "doc": "

Gets a parameter's value.

\n", "signature": "(self, name: str, default_value: str) -> str:", "funcdef": "def"}, "data.ClientRequestProperties.set_option": {"fullname": "data.ClientRequestProperties.set_option", "modulename": "data", "qualname": "ClientRequestProperties.set_option", "kind": "function", "doc": "

Sets an option's value

\n", "signature": "(self, name: str, value: Any):", "funcdef": "def"}, "data.ClientRequestProperties.has_option": {"fullname": "data.ClientRequestProperties.has_option", "modulename": "data", "qualname": "ClientRequestProperties.has_option", "kind": "function", "doc": "

Checks if an option is specified.

\n", "signature": "(self, name: str) -> bool:", "funcdef": "def"}, "data.ClientRequestProperties.get_option": {"fullname": "data.ClientRequestProperties.get_option", "modulename": "data", "qualname": "ClientRequestProperties.get_option", "kind": "function", "doc": "

Gets an option's value.

\n", "signature": "(self, name: str, default_value: Any) -> str:", "funcdef": "def"}, "data.ClientRequestProperties.to_json": {"fullname": "data.ClientRequestProperties.to_json", "modulename": "data", "qualname": "ClientRequestProperties.to_json", "kind": "function", "doc": "

Safe serialization to a JSON string.

\n", "signature": "(self) -> str:", "funcdef": "def"}, "data.ClientRequestProperties.get_tracing_attributes": {"fullname": "data.ClientRequestProperties.get_tracing_attributes", "modulename": "data", "qualname": "ClientRequestProperties.get_tracing_attributes", "kind": "function", "doc": "

Gets dictionary of attributes to be documented during tracing

\n", "signature": "(self) -> dict:", "funcdef": "def"}, "data.KustoConnectionStringBuilder": {"fullname": "data.KustoConnectionStringBuilder", "modulename": "data", "qualname": "KustoConnectionStringBuilder", "kind": "class", "doc": "

Parses Kusto connection strings.\nFor usages, check out the sample at:\n https://github.com/Azure/azure-kusto-python/blob/master/azure-kusto-data/tests/sample.py

\n"}, "data.KustoConnectionStringBuilder.__init__": {"fullname": "data.KustoConnectionStringBuilder.__init__", "modulename": "data", "qualname": "KustoConnectionStringBuilder.__init__", "kind": "function", "doc": "

Creates new KustoConnectionStringBuilder.

\n\n
Parameters
\n\n\n", "signature": "(connection_string: str)"}, "data.KustoConnectionStringBuilder.DEFAULT_DATABASE_NAME": {"fullname": "data.KustoConnectionStringBuilder.DEFAULT_DATABASE_NAME", "modulename": "data", "qualname": "KustoConnectionStringBuilder.DEFAULT_DATABASE_NAME", "kind": "variable", "doc": "

\n", "default_value": "'NetDefaultDB'"}, "data.KustoConnectionStringBuilder.interactive_login": {"fullname": "data.KustoConnectionStringBuilder.interactive_login", "modulename": "data", "qualname": "KustoConnectionStringBuilder.interactive_login", "kind": "variable", "doc": "

\n", "annotation": ": bool", "default_value": "False"}, "data.KustoConnectionStringBuilder.az_cli_login": {"fullname": "data.KustoConnectionStringBuilder.az_cli_login", "modulename": "data", "qualname": "KustoConnectionStringBuilder.az_cli_login", "kind": "variable", "doc": "

\n", "annotation": ": bool", "default_value": "False"}, "data.KustoConnectionStringBuilder.device_login": {"fullname": "data.KustoConnectionStringBuilder.device_login", "modulename": "data", "qualname": "KustoConnectionStringBuilder.device_login", "kind": "variable", "doc": "

\n", "annotation": ": bool", "default_value": "False"}, "data.KustoConnectionStringBuilder.token_credential_login": {"fullname": "data.KustoConnectionStringBuilder.token_credential_login", "modulename": "data", "qualname": "KustoConnectionStringBuilder.token_credential_login", "kind": "variable", "doc": "

\n", "annotation": ": bool", "default_value": "False"}, "data.KustoConnectionStringBuilder.device_callback": {"fullname": "data.KustoConnectionStringBuilder.device_callback", "modulename": "data", "qualname": "KustoConnectionStringBuilder.device_callback", "kind": "variable", "doc": "

\n", "annotation": ": Callable[[str, str, datetime.datetime], NoneType]", "default_value": "None"}, "data.KustoConnectionStringBuilder.msi_authentication": {"fullname": "data.KustoConnectionStringBuilder.msi_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.msi_authentication", "kind": "variable", "doc": "

\n", "annotation": ": bool", "default_value": "False"}, "data.KustoConnectionStringBuilder.msi_parameters": {"fullname": "data.KustoConnectionStringBuilder.msi_parameters", "modulename": "data", "qualname": "KustoConnectionStringBuilder.msi_parameters", "kind": "variable", "doc": "

\n", "annotation": ": Optional[dict]", "default_value": "None"}, "data.KustoConnectionStringBuilder.token_provider": {"fullname": "data.KustoConnectionStringBuilder.token_provider", "modulename": "data", "qualname": "KustoConnectionStringBuilder.token_provider", "kind": "variable", "doc": "

\n", "annotation": ": Optional[Callable[[], str]]", "default_value": "None"}, "data.KustoConnectionStringBuilder.async_token_provider": {"fullname": "data.KustoConnectionStringBuilder.async_token_provider", "modulename": "data", "qualname": "KustoConnectionStringBuilder.async_token_provider", "kind": "variable", "doc": "

\n", "annotation": ": Optional[Callable[[], Coroutine[NoneType, NoneType, str]]]", "default_value": "None"}, "data.KustoConnectionStringBuilder.application_for_tracing": {"fullname": "data.KustoConnectionStringBuilder.application_for_tracing", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_for_tracing", "kind": "variable", "doc": "

\n", "annotation": ": Optional[str]", "default_value": "None"}, "data.KustoConnectionStringBuilder.user_name_for_tracing": {"fullname": "data.KustoConnectionStringBuilder.user_name_for_tracing", "modulename": "data", "qualname": "KustoConnectionStringBuilder.user_name_for_tracing", "kind": "variable", "doc": "

\n", "annotation": ": Optional[str]", "default_value": "None"}, "data.KustoConnectionStringBuilder.azure_credential": {"fullname": "data.KustoConnectionStringBuilder.azure_credential", "modulename": "data", "qualname": "KustoConnectionStringBuilder.azure_credential", "kind": "variable", "doc": "

\n", "annotation": ": Optional[Any]", "default_value": "None"}, "data.KustoConnectionStringBuilder.azure_credential_from_login_endpoint": {"fullname": "data.KustoConnectionStringBuilder.azure_credential_from_login_endpoint", "modulename": "data", "qualname": "KustoConnectionStringBuilder.azure_credential_from_login_endpoint", "kind": "variable", "doc": "

\n", "annotation": ": Optional[Any]", "default_value": "None"}, "data.KustoConnectionStringBuilder.application_public_certificate": {"fullname": "data.KustoConnectionStringBuilder.application_public_certificate", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_public_certificate", "kind": "variable", "doc": "

\n", "annotation": ": Optional[str]", "default_value": "None"}, "data.KustoConnectionStringBuilder.with_aad_user_password_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_user_password_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_user_password_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD user name and\npassword.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • str user_id: AAD user ID.
    • \n
  • str password: Corresponding password of the AAD user.
    • \n
  • str authority_id: optional param. defaults to \"organizations\"
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tuser_id: str,\tpassword: str,\tauthority_id: str = 'organizations') -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_user_token_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_user_token_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_user_token_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application and\na certificate credentials.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: \nhttps://.kusto.windows.net
    • \n
  • str user_token: AAD user token.
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tuser_token: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_application_key_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_application_key_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_application_key_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application and key.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • str aad_app_id: AAD application ID.
    • \n
  • str app_key: Corresponding key of the AAD application.
    • \n
  • str authority_id: Authority id (aka Tenant id) must be provided
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\taad_app_id: str,\tapp_key: str,\tauthority_id: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_application_certificate_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_application_certificate_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_application_certificate_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application using\na certificate.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: \nhttps://.kusto.windows.net
    • \n
  • str aad_app_id: AAD application ID.
    • \n
  • str certificate: A PEM encoded certificate private key.
    • \n
  • str thumbprint: hex encoded thumbprint of the certificate.
    • \n
  • str authority_id: Authority id (aka Tenant id) must be provided
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\taad_app_id: str,\tcertificate: str,\tthumbprint: str,\tauthority_id: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_application_certificate_sni_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_application_certificate_sni_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_application_certificate_sni_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application using\na certificate Subject Name and Issuer.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: \nhttps://.kusto.windows.net
    • \n
  • str aad_app_id: AAD application ID.
    • \n
  • str private_certificate: A PEM encoded certificate private key.
    • \n
  • str public_certificate: A public certificate matching the provided PEM certificate private key.
    • \n
  • str thumbprint: hex encoded thumbprint of the certificate.
    • \n
  • str authority_id: Authority id (aka Tenant id) must be provided
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\taad_app_id: str,\tprivate_certificate: str,\tpublic_certificate: str,\tthumbprint: str,\tauthority_id: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_application_token_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_application_token_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_application_token_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application and\nan application token.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: \nhttps://.kusto.windows.net
    • \n
  • str application_token: AAD application token.
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tapplication_token: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_device_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_device_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_device_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application and\npassword.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • str authority_id: optional param. defaults to \"organizations\"
    • \n
  • DeviceCallbackType callback: options callback function to be called when authentication is required, accepts three parameters: \n
      \n
    • verification_uri (str) the URL the user must visit
      • \n
    • user_code (str) the code the user must enter there
      • \n
    • expires_on (datetime.datetime) the UTC time at which the code will expire
      • \n
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tauthority_id: str = 'organizations',\tcallback: Callable[[str, str, datetime.datetime], NoneType] = None) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_az_cli_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_az_cli_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_az_cli_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will use existing authenticated az cli profile\npassword.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
\n", "signature": "(cls, connection_string: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_aad_managed_service_identity_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_aad_managed_service_identity_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_aad_managed_service_identity_authentication", "kind": "function", "doc": "

Creates a KustoConnection string builder that will authenticate with AAD application, using\nan application token obtained from a Microsoft Service Identity endpoint. An optional user\nassigned application ID can be added to the token.

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • client_id: an optional user assigned identity provided as an Azure ID of a client
    • \n
  • object_id: an optional user assigned identity provided as an Azure ID of an object
    • \n
  • msi_res_id: an optional user assigned identity provided as an Azure ID of an MSI resource
    • \n
  • timeout: an optional timeout (seconds) to wait for an MSI Authentication to occur
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tclient_id: str = None,\tobject_id: str = None,\tmsi_res_id: str = None,\ttimeout: int = None) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_token_provider": {"fullname": "data.KustoConnectionStringBuilder.with_token_provider", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_token_provider", "kind": "function", "doc": "

Create a KustoConnectionStringBuilder that uses a callback function to obtain a connection token

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • token_provider: a parameterless function that returns a valid bearer token for the relevant kusto resource as a string
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\ttoken_provider: Callable[[], str]) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_async_token_provider": {"fullname": "data.KustoConnectionStringBuilder.with_async_token_provider", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_async_token_provider", "kind": "function", "doc": "

Create a KustoConnectionStringBuilder that uses an async callback function to obtain a connection token

\n\n
Parameters
\n\n
    \n
  • str connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • async_token_provider: a parameterless function that after awaiting returns a valid bearer token for the relevant kusto resource as a string
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tasync_token_provider: Callable[[], Coroutine[NoneType, NoneType, str]]) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_interactive_login": {"fullname": "data.KustoConnectionStringBuilder.with_interactive_login", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_interactive_login", "kind": "function", "doc": "

\n", "signature": "(\tcls,\tconnection_string: str,\tuser_id_hint: Optional[str] = None,\ttenant_hint: Optional[str] = None) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_azure_token_credential": {"fullname": "data.KustoConnectionStringBuilder.with_azure_token_credential", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_azure_token_credential", "kind": "function", "doc": "

Create a KustoConnectionStringBuilder that uses an azure token credential to obtain a connection token.

\n\n
Parameters
\n\n
    \n
  • connection_string: Kusto connection string should be of the format: https: //.kusto.windows.net
    • \n
  • credential: an optional token credential to use for authentication
    • \n
  • credential_from_login_endpoint: an optional function that returns a token credential for the relevant kusto resource
    • \n
\n", "signature": "(\tcls,\tconnection_string: str,\tcredential: Optional[Any] = None,\tcredential_from_login_endpoint: Optional[Callable[[str], Any]] = None) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.with_no_authentication": {"fullname": "data.KustoConnectionStringBuilder.with_no_authentication", "modulename": "data", "qualname": "KustoConnectionStringBuilder.with_no_authentication", "kind": "function", "doc": "

Create a KustoConnectionStringBuilder that uses no authentication.

\n\n
Parameters
\n\n
    \n
  • connection_string: Kusto's connection string should be of the format: http: //.kusto.windows.net
    • \n
\n", "signature": "(cls, connection_string: str) -> data.kcsb.KustoConnectionStringBuilder:", "funcdef": "def"}, "data.KustoConnectionStringBuilder.data_source": {"fullname": "data.KustoConnectionStringBuilder.data_source", "modulename": "data", "qualname": "KustoConnectionStringBuilder.data_source", "kind": "variable", "doc": "

The URI specifying the Kusto service endpoint.\nFor example, https://kuskus.kusto.windows.net or net.tcp://localhost

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.initial_catalog": {"fullname": "data.KustoConnectionStringBuilder.initial_catalog", "modulename": "data", "qualname": "KustoConnectionStringBuilder.initial_catalog", "kind": "variable", "doc": "

The default database to be used for requests.\nBy default, it is set to 'NetDefaultDB'.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.aad_user_id": {"fullname": "data.KustoConnectionStringBuilder.aad_user_id", "modulename": "data", "qualname": "KustoConnectionStringBuilder.aad_user_id", "kind": "variable", "doc": "

The username to use for AAD Federated AuthN.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.application_client_id": {"fullname": "data.KustoConnectionStringBuilder.application_client_id", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_client_id", "kind": "variable", "doc": "

The application client id to use for authentication when federated\nauthentication is used.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.application_key": {"fullname": "data.KustoConnectionStringBuilder.application_key", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_key", "kind": "variable", "doc": "

The application key to use for authentication when federated authentication is used

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.application_certificate": {"fullname": "data.KustoConnectionStringBuilder.application_certificate", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_certificate", "kind": "variable", "doc": "

A PEM encoded certificate private key.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.application_certificate_thumbprint": {"fullname": "data.KustoConnectionStringBuilder.application_certificate_thumbprint", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_certificate_thumbprint", "kind": "variable", "doc": "

hex encoded thumbprint of the certificate.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.authority_id": {"fullname": "data.KustoConnectionStringBuilder.authority_id", "modulename": "data", "qualname": "KustoConnectionStringBuilder.authority_id", "kind": "variable", "doc": "

The ID of the AAD tenant where the application is configured.\n(should be supplied only for non-Microsoft tenant)

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.aad_federated_security": {"fullname": "data.KustoConnectionStringBuilder.aad_federated_security", "modulename": "data", "qualname": "KustoConnectionStringBuilder.aad_federated_security", "kind": "variable", "doc": "

A Boolean value that instructs the client to perform AAD federated authentication.

\n", "annotation": ": Optional[bool]"}, "data.KustoConnectionStringBuilder.user_token": {"fullname": "data.KustoConnectionStringBuilder.user_token", "modulename": "data", "qualname": "KustoConnectionStringBuilder.user_token", "kind": "variable", "doc": "

User token.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.application_token": {"fullname": "data.KustoConnectionStringBuilder.application_token", "modulename": "data", "qualname": "KustoConnectionStringBuilder.application_token", "kind": "variable", "doc": "

Application token.

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.client_details": {"fullname": "data.KustoConnectionStringBuilder.client_details", "modulename": "data", "qualname": "KustoConnectionStringBuilder.client_details", "kind": "variable", "doc": "

\n", "annotation": ": data.client_details.ClientDetails"}, "data.KustoConnectionStringBuilder.login_hint": {"fullname": "data.KustoConnectionStringBuilder.login_hint", "modulename": "data", "qualname": "KustoConnectionStringBuilder.login_hint", "kind": "variable", "doc": "

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.domain_hint": {"fullname": "data.KustoConnectionStringBuilder.domain_hint", "modulename": "data", "qualname": "KustoConnectionStringBuilder.domain_hint", "kind": "variable", "doc": "

\n", "annotation": ": Optional[str]"}, "data.KustoConnectionStringBuilder.password": {"fullname": "data.KustoConnectionStringBuilder.password", "modulename": "data", "qualname": "KustoConnectionStringBuilder.password", "kind": "variable", "doc": "

\n", "annotation": ": Optional[str]"}, "data.DataFormat": {"fullname": "data.DataFormat", "modulename": "data", "qualname": "DataFormat", "kind": "class", "doc": "

All data formats supported by Kusto.

\n", "bases": "enum.Enum"}, "data.DataFormat.CSV": {"fullname": "data.DataFormat.CSV", "modulename": "data", "qualname": "DataFormat.CSV", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.CSV: ('csv', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.TSV": {"fullname": "data.DataFormat.TSV", "modulename": "data", "qualname": "DataFormat.TSV", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.TSV: ('tsv', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.SCSV": {"fullname": "data.DataFormat.SCSV", "modulename": "data", "qualname": "DataFormat.SCSV", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.SCSV: ('scsv', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.SOHSV": {"fullname": "data.DataFormat.SOHSV", "modulename": "data", "qualname": "DataFormat.SOHSV", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.SOHSV: ('sohsv', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.PSV": {"fullname": "data.DataFormat.PSV", "modulename": "data", "qualname": "DataFormat.PSV", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.PSV: ('psv', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.TXT": {"fullname": "data.DataFormat.TXT", "modulename": "data", "qualname": "DataFormat.TXT", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.TXT: ('txt', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.TSVE": {"fullname": "data.DataFormat.TSVE", "modulename": "data", "qualname": "DataFormat.TSVE", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.TSVE: ('tsve', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.JSON": {"fullname": "data.DataFormat.JSON", "modulename": "data", "qualname": "DataFormat.JSON", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.JSON: ('json', <IngestionMappingKind.JSON: 'Json'>, True)>"}, "data.DataFormat.SINGLEJSON": {"fullname": "data.DataFormat.SINGLEJSON", "modulename": "data", "qualname": "DataFormat.SINGLEJSON", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.SINGLEJSON: ('singlejson', <IngestionMappingKind.JSON: 'Json'>, True)>"}, "data.DataFormat.MULTIJSON": {"fullname": "data.DataFormat.MULTIJSON", "modulename": "data", "qualname": "DataFormat.MULTIJSON", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.MULTIJSON: ('multijson', <IngestionMappingKind.JSON: 'Json'>, True)>"}, "data.DataFormat.AVRO": {"fullname": "data.DataFormat.AVRO", "modulename": "data", "qualname": "DataFormat.AVRO", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.AVRO: ('avro', <IngestionMappingKind.AVRO: 'Avro'>, False)>"}, "data.DataFormat.APACHEAVRO": {"fullname": "data.DataFormat.APACHEAVRO", "modulename": "data", "qualname": "DataFormat.APACHEAVRO", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.APACHEAVRO: ('apacheavro', <IngestionMappingKind.APACHEAVRO: 'ApacheAvro'>, False)>"}, "data.DataFormat.PARQUET": {"fullname": "data.DataFormat.PARQUET", "modulename": "data", "qualname": "DataFormat.PARQUET", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.PARQUET: ('parquet', <IngestionMappingKind.PARQUET: 'Parquet'>, False)>"}, "data.DataFormat.SSTREAM": {"fullname": "data.DataFormat.SSTREAM", "modulename": "data", "qualname": "DataFormat.SSTREAM", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.SSTREAM: ('sstream', <IngestionMappingKind.SSTREAM: 'SStream'>, False)>"}, "data.DataFormat.ORC": {"fullname": "data.DataFormat.ORC", "modulename": "data", "qualname": "DataFormat.ORC", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.ORC: ('orc', <IngestionMappingKind.ORC: 'Orc'>, False)>"}, "data.DataFormat.RAW": {"fullname": "data.DataFormat.RAW", "modulename": "data", "qualname": "DataFormat.RAW", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.RAW: ('raw', <IngestionMappingKind.CSV: 'Csv'>, True)>"}, "data.DataFormat.W3CLOGFILE": {"fullname": "data.DataFormat.W3CLOGFILE", "modulename": "data", "qualname": "DataFormat.W3CLOGFILE", "kind": "variable", "doc": "

\n", "default_value": "<DataFormat.W3CLOGFILE: ('w3clogfile', <IngestionMappingKind.W3CLOGFILE: 'W3CLogFile'>, True)>"}, "data.DataFormat.kusto_value": {"fullname": "data.DataFormat.kusto_value", "modulename": "data", "qualname": "DataFormat.kusto_value", "kind": "variable", "doc": "

\n"}, "data.DataFormat.ingestion_mapping_kind": {"fullname": "data.DataFormat.ingestion_mapping_kind", "modulename": "data", "qualname": "DataFormat.ingestion_mapping_kind", "kind": "variable", "doc": "

\n"}, "data.DataFormat.compressible": {"fullname": "data.DataFormat.compressible", "modulename": "data", "qualname": "DataFormat.compressible", "kind": "variable", "doc": "

\n"}, "data.aio": {"fullname": "data.aio", "modulename": "data.aio", "kind": "module", "doc": "

\n"}, "data.aio.KustoClient": {"fullname": "data.aio.KustoClient", "modulename": "data.aio", "qualname": "KustoClient", "kind": "class", "doc": "

Kusto client for Python.\nThe client is a wrapper around the Kusto REST API.\nTo read more about it, go to https://docs.microsoft.com/en-us/azure/kusto/api/rest/

\n\n

The primary methods are:\nexecute_query: executes a KQL query against the Kusto service.\nexecute_mgmt: executes a KQL control command against the Kusto service.

\n", "bases": "data.client_base._KustoClientBase"}, "data.aio.KustoClient.__init__": {"fullname": "data.aio.KustoClient.__init__", "modulename": "data.aio", "qualname": "KustoClient.__init__", "kind": "function", "doc": "

Kusto Client constructor.

\n\n
Parameters
\n\n
    \n
  • kcsb: The connection string to initialize KustoClient.
    • \n
\n", "signature": "(kcsb: Union[data.kcsb.KustoConnectionStringBuilder, str])"}, "data.aio.KustoClient.close": {"fullname": "data.aio.KustoClient.close", "modulename": "data.aio", "qualname": "KustoClient.close", "kind": "function", "doc": "

\n", "signature": "(self):", "funcdef": "async def"}, "data.aio.KustoClient.execute": {"fullname": "data.aio.KustoClient.execute", "modulename": "data.aio", "qualname": "KustoClient.execute", "kind": "function", "doc": "

Aio function: \nExecutes a query or management command.

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n\n
\n

Kusto response data set.

\n
\n", "signature": "(\tself,\tdatabase: Optional[str],\tquery: str,\tproperties: data.client_request_properties.ClientRequestProperties = None) -> data.response.KustoResponseDataSet:", "funcdef": "async def"}, "data.aio.KustoClient.execute_query": {"fullname": "data.aio.KustoClient.execute_query", "modulename": "data.aio", "qualname": "KustoClient.execute_query", "kind": "function", "doc": "

Aio function: \nExecute a KQL query.\nTo learn more about KQL go to https://docs.microsoft.com/en-us/azure/kusto/query/

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n\n
\n

Kusto response data set.

\n
\n", "signature": "(\tself,\tdatabase: str,\tquery: str,\tproperties: data.client_request_properties.ClientRequestProperties = None) -> data.response.KustoResponseDataSet:", "funcdef": "async def"}, "data.aio.KustoClient.execute_mgmt": {"fullname": "data.aio.KustoClient.execute_mgmt", "modulename": "data.aio", "qualname": "KustoClient.execute_mgmt", "kind": "function", "doc": "

Aio function: \nExecute a KQL control command.\nTo learn more about KQL control commands go to https://docs.microsoft.com/en-us/azure/kusto/management/

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n\n
\n

Kusto response data set.

\n
\n", "signature": "(\tself,\tdatabase: str,\tquery: str,\tproperties: data.client_request_properties.ClientRequestProperties = None) -> data.response.KustoResponseDataSet:", "funcdef": "async def"}, "data.aio.KustoClient.execute_streaming_ingest": {"fullname": "data.aio.KustoClient.execute_streaming_ingest", "modulename": "data.aio", "qualname": "KustoClient.execute_streaming_ingest", "kind": "function", "doc": "

Aio function: \nExecute streaming ingest against this client\nIf the Kusto service is not configured to allow streaming ingestion, this may raise an error\nTo learn more about streaming ingestion go to:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-streaming

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Target database. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str table: Target table.
    • \n
  • Optional[IO[AnyStr]] stream: a stream object or which contains the data to ingest.
    • \n
  • Optional[str] blob_url: An url to a blob which contains the data to ingest. Provide either this or stream.
    • \n
  • DataFormat stream_format: Format of the data in the stream.
    • \n
  • ClientRequestProperties properties: additional request properties.
    • \n
  • str mapping_name: Pre-defined mapping of the table. Required when stream_format is json/avro.
    • \n
\n", "signature": "(\tself,\tdatabase: Optional[str],\ttable: str,\tstream: Optional[io.IOBase],\tblob_url: Optional[str],\tstream_format: Union[data.data_format.DataFormat, str],\tproperties: data.client_request_properties.ClientRequestProperties = None,\tmapping_name: str = None):", "funcdef": "async def"}, "data.aio.KustoClient.execute_streaming_query": {"fullname": "data.aio.KustoClient.execute_streaming_query", "modulename": "data.aio", "qualname": "KustoClient.execute_streaming_query", "kind": "function", "doc": "

Aio function: \nExecute a KQL query without reading it all to memory.\nThe resulting KustoStreamingResponseDataSet will stream one table at a time, and the rows can be retrieved sequentially.

\n\n
Parameters
\n\n
    \n
  • Optional[str] database: Database against query will be executed. If not provided, will default to the \"Initial Catalog\" value in the connection string
    • \n
  • str query: Query to be executed.
    • \n
  • timedelta timeout: timeout for the query to be executed
    • \n
  • azure.kusto.data.ClientRequestProperties properties: Optional additional properties.
    • \n
\n\n
Returns
\n", "signature": "(\tself,\tdatabase: Optional[str],\tquery: str,\ttimeout: datetime.timedelta = datetime.timedelta(seconds=270),\tproperties: Optional[data.client_request_properties.ClientRequestProperties] = None) -> data.aio.response.KustoStreamingResponseDataSet:", "funcdef": "async def"}, "ingest": {"fullname": "ingest", "modulename": "ingest", "kind": "module", "doc": "

\n"}, "ingest.IngestionResult": {"fullname": "ingest.IngestionResult", "modulename": "ingest", "qualname": "IngestionResult", "kind": "class", "doc": "

The result of an ingestion.

\n"}, "ingest.IngestionResult.__init__": {"fullname": "ingest.IngestionResult.__init__", "modulename": "ingest", "qualname": "IngestionResult.__init__", "kind": "function", "doc": "

\n", "signature": "(\tstatus: ingest.base_ingest_client.IngestionStatus,\tdatabase: str,\ttable: str,\tsource_id: uuid.UUID,\tblob_uri: Optional[str] = None)"}, "ingest.IngestionResult.status": {"fullname": "ingest.IngestionResult.status", "modulename": "ingest", "qualname": "IngestionResult.status", "kind": "variable", "doc": "

Will be Queued if the ingestion is queued, or Success if the ingestion is streaming and successful.

\n", "annotation": ": ingest.base_ingest_client.IngestionStatus"}, "ingest.IngestionResult.database": {"fullname": "ingest.IngestionResult.database", "modulename": "ingest", "qualname": "IngestionResult.database", "kind": "variable", "doc": "

The name of the database where the ingestion was performed.

\n", "annotation": ": str"}, "ingest.IngestionResult.table": {"fullname": "ingest.IngestionResult.table", "modulename": "ingest", "qualname": "IngestionResult.table", "kind": "variable", "doc": "

The name of the table where the ingestion was performed.

\n", "annotation": ": str"}, "ingest.IngestionResult.source_id": {"fullname": "ingest.IngestionResult.source_id", "modulename": "ingest", "qualname": "IngestionResult.source_id", "kind": "variable", "doc": "

The source id of the ingestion.

\n", "annotation": ": uuid.UUID"}, "ingest.IngestionResult.blob_uri": {"fullname": "ingest.IngestionResult.blob_uri", "modulename": "ingest", "qualname": "IngestionResult.blob_uri", "kind": "variable", "doc": "

The blob uri of the ingestion, if exists.

\n", "annotation": ": Optional[str]"}, "ingest.IngestionStatus": {"fullname": "ingest.IngestionStatus", "modulename": "ingest", "qualname": "IngestionStatus", "kind": "class", "doc": "

The ingestion was queued.

\n", "bases": "enum.Enum"}, "ingest.IngestionStatus.QUEUED": {"fullname": "ingest.IngestionStatus.QUEUED", "modulename": "ingest", "qualname": "IngestionStatus.QUEUED", "kind": "variable", "doc": "

The ingestion was successfully streamed

\n", "default_value": "<IngestionStatus.QUEUED: 'QUEUED'>"}, "ingest.IngestionStatus.SUCCESS": {"fullname": "ingest.IngestionStatus.SUCCESS", "modulename": "ingest", "qualname": "IngestionStatus.SUCCESS", "kind": "variable", "doc": "

\n", "default_value": "<IngestionStatus.SUCCESS: 'SUCCESS'>"}, "ingest.BlobDescriptor": {"fullname": "ingest.BlobDescriptor", "modulename": "ingest", "qualname": "BlobDescriptor", "kind": "class", "doc": "

BlobDescriptor is used to describe a blob that will be used as an ingestion source

\n", "bases": "ingest.descriptors.DescriptorBase"}, "ingest.BlobDescriptor.__init__": {"fullname": "ingest.BlobDescriptor.__init__", "modulename": "ingest", "qualname": "BlobDescriptor.__init__", "kind": "function", "doc": "
Parameters
\n\n
    \n
  • path: blob uri.
    • \n
  • size: estimated size of file if known.
    • \n
  • source_id: a v4 uuid to serve as the source's id.
    • \n
\n", "signature": "(\tpath: str,\tsize: Optional[int] = None,\tsource_id: Union[str, uuid.UUID, NoneType] = None)"}, "ingest.BlobDescriptor.path": {"fullname": "ingest.BlobDescriptor.path", "modulename": "ingest", "qualname": "BlobDescriptor.path", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "ingest.BlobDescriptor.size": {"fullname": "ingest.BlobDescriptor.size", "modulename": "ingest", "qualname": "BlobDescriptor.size", "kind": "variable", "doc": "

\n", "annotation": ": Optional[int]"}, "ingest.BlobDescriptor.source_id": {"fullname": "ingest.BlobDescriptor.source_id", "modulename": "ingest", "qualname": "BlobDescriptor.source_id", "kind": "variable", "doc": "

\n", "annotation": ": uuid.UUID"}, "ingest.BlobDescriptor.get_tracing_attributes": {"fullname": "ingest.BlobDescriptor.get_tracing_attributes", "modulename": "ingest", "qualname": "BlobDescriptor.get_tracing_attributes", "kind": "function", "doc": "

Gets dictionary of attributes to be documented during tracing

\n", "signature": "(self) -> dict:", "funcdef": "def"}, "ingest.BlobDescriptor.fill_size": {"fullname": "ingest.BlobDescriptor.fill_size", "modulename": "ingest", "qualname": "BlobDescriptor.fill_size", "kind": "function", "doc": "

\n", "signature": "(self):", "funcdef": "def"}, "ingest.FileDescriptor": {"fullname": "ingest.FileDescriptor", "modulename": "ingest", "qualname": "FileDescriptor", "kind": "class", "doc": "

FileDescriptor is used to describe a file that will be used as an ingestion source.

\n", "bases": "ingest.descriptors.DescriptorBase"}, "ingest.FileDescriptor.__init__": {"fullname": "ingest.FileDescriptor.__init__", "modulename": "ingest", "qualname": "FileDescriptor.__init__", "kind": "function", "doc": "
Parameters
\n\n
    \n
  • path: file path.
    • \n
  • size: estimated size of file if known. if None or 0 will try to guess.
    • \n
  • source_id: a v4 uuid to serve as the source's id.
    • \n
\n", "signature": "(\tpath: str,\tsize: Optional[int] = None,\tsource_id: Union[str, uuid.UUID, NoneType] = None)"}, "ingest.FileDescriptor.GZIP_MAX_DISK_SIZE_FOR_DETECTION": {"fullname": "ingest.FileDescriptor.GZIP_MAX_DISK_SIZE_FOR_DETECTION", "modulename": "ingest", "qualname": "FileDescriptor.GZIP_MAX_DISK_SIZE_FOR_DETECTION", "kind": "variable", "doc": "

\n", "default_value": "107374182"}, "ingest.FileDescriptor.DEFAULT_COMPRESSION_RATIO": {"fullname": "ingest.FileDescriptor.DEFAULT_COMPRESSION_RATIO", "modulename": "ingest", "qualname": "FileDescriptor.DEFAULT_COMPRESSION_RATIO", "kind": "variable", "doc": "

\n", "default_value": "11"}, "ingest.FileDescriptor.path": {"fullname": "ingest.FileDescriptor.path", "modulename": "ingest", "qualname": "FileDescriptor.path", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "ingest.FileDescriptor.source_id": {"fullname": "ingest.FileDescriptor.source_id", "modulename": "ingest", "qualname": "FileDescriptor.source_id", "kind": "variable", "doc": "

\n", "annotation": ": uuid.UUID"}, "ingest.FileDescriptor.stream_name": {"fullname": "ingest.FileDescriptor.stream_name", "modulename": "ingest", "qualname": "FileDescriptor.stream_name", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "ingest.FileDescriptor.size": {"fullname": "ingest.FileDescriptor.size", "modulename": "ingest", "qualname": "FileDescriptor.size", "kind": "variable", "doc": "

\n", "annotation": ": int"}, "ingest.FileDescriptor.is_compressed": {"fullname": "ingest.FileDescriptor.is_compressed", "modulename": "ingest", "qualname": "FileDescriptor.is_compressed", "kind": "variable", "doc": "

\n", "annotation": ": bool"}, "ingest.FileDescriptor.open": {"fullname": "ingest.FileDescriptor.open", "modulename": "ingest", "qualname": "FileDescriptor.open", "kind": "function", "doc": "

\n", "signature": "(self, should_compress: bool) -> _io.BytesIO:", "funcdef": "def"}, "ingest.FileDescriptor.compress_stream": {"fullname": "ingest.FileDescriptor.compress_stream", "modulename": "ingest", "qualname": "FileDescriptor.compress_stream", "kind": "function", "doc": "

\n", "signature": "(self) -> _io.BytesIO:", "funcdef": "def"}, "ingest.FileDescriptor.get_tracing_attributes": {"fullname": "ingest.FileDescriptor.get_tracing_attributes", "modulename": "ingest", "qualname": "FileDescriptor.get_tracing_attributes", "kind": "function", "doc": "

Gets dictionary of attributes to be documented during tracing

\n", "signature": "(self) -> dict:", "funcdef": "def"}, "ingest.FileDescriptor.get_instance": {"fullname": "ingest.FileDescriptor.get_instance", "modulename": "ingest", "qualname": "FileDescriptor.get_instance", "kind": "function", "doc": "

\n", "signature": "(\tcls,\tfile_descriptor: Union[ingest.descriptors.FileDescriptor, str]) -> ingest.descriptors.FileDescriptor:", "funcdef": "def"}, "ingest.StreamDescriptor": {"fullname": "ingest.StreamDescriptor", "modulename": "ingest", "qualname": "StreamDescriptor", "kind": "class", "doc": "

StreamDescriptor is used to describe a stream that will be used as ingestion source

\n", "bases": "ingest.descriptors.DescriptorBase"}, "ingest.StreamDescriptor.__init__": {"fullname": "ingest.StreamDescriptor.__init__", "modulename": "ingest", "qualname": "StreamDescriptor.__init__", "kind": "function", "doc": "
Parameters
\n\n
    \n
  • stream: in-memory stream object.
    • \n
  • source_id: a v4 uuid to serve as the sources id.
    • \n
  • is_compressed: specify if the provided stream is compressed
    • \n
\n", "signature": "(\tstream: IO[~AnyStr],\tsource_id: Union[str, uuid.UUID, NoneType] = None,\tis_compressed: bool = False,\tstream_name: Optional[str] = None,\tsize: Optional[int] = None)"}, "ingest.StreamDescriptor.stream": {"fullname": "ingest.StreamDescriptor.stream", "modulename": "ingest", "qualname": "StreamDescriptor.stream", "kind": "variable", "doc": "

\n", "annotation": ": IO[~AnyStr]"}, "ingest.StreamDescriptor.source_id": {"fullname": "ingest.StreamDescriptor.source_id", "modulename": "ingest", "qualname": "StreamDescriptor.source_id", "kind": "variable", "doc": "

\n", "annotation": ": uuid.UUID"}, "ingest.StreamDescriptor.is_compressed": {"fullname": "ingest.StreamDescriptor.is_compressed", "modulename": "ingest", "qualname": "StreamDescriptor.is_compressed", "kind": "variable", "doc": "

\n", "annotation": ": bool"}, "ingest.StreamDescriptor.stream_name": {"fullname": "ingest.StreamDescriptor.stream_name", "modulename": "ingest", "qualname": "StreamDescriptor.stream_name", "kind": "variable", "doc": "

\n", "annotation": ": str"}, "ingest.StreamDescriptor.size": {"fullname": "ingest.StreamDescriptor.size", "modulename": "ingest", "qualname": "StreamDescriptor.size", "kind": "variable", "doc": "

\n", "annotation": ": Optional[int]"}, "ingest.StreamDescriptor.compress_stream": {"fullname": "ingest.StreamDescriptor.compress_stream", "modulename": "ingest", "qualname": "StreamDescriptor.compress_stream", "kind": "function", "doc": "

\n", "signature": "(self) -> None:", "funcdef": "def"}, "ingest.StreamDescriptor.from_file_descriptor": {"fullname": "ingest.StreamDescriptor.from_file_descriptor", "modulename": "ingest", "qualname": "StreamDescriptor.from_file_descriptor", "kind": "function", "doc": "

Transforms FileDescriptor instance into StreamDescriptor instance. Note that stream is open when instance is returned

\n\n
Parameters
\n\n
    \n
  • Union[FileDescriptor, str] file_descriptor: File Descriptor instance\n:return new StreamDescriptor instance
    • \n
\n", "signature": "(\tfile_descriptor: Union[ingest.descriptors.FileDescriptor, str]) -> ingest.descriptors.StreamDescriptor:", "funcdef": "def"}, "ingest.StreamDescriptor.get_instance": {"fullname": "ingest.StreamDescriptor.get_instance", "modulename": "ingest", "qualname": "StreamDescriptor.get_instance", "kind": "function", "doc": "

\n", "signature": "(\tcls,\tstream_descriptor: Union[ingest.descriptors.StreamDescriptor, IO[~AnyStr]]) -> ingest.descriptors.StreamDescriptor:", "funcdef": "def"}, "ingest.StreamDescriptor.get_tracing_attributes": {"fullname": "ingest.StreamDescriptor.get_tracing_attributes", "modulename": "ingest", "qualname": "StreamDescriptor.get_tracing_attributes", "kind": "function", "doc": "

Gets dictionary of attributes to be documented during tracing

\n", "signature": "(self) -> dict:", "funcdef": "def"}, "ingest.KustoMissingMappingError": {"fullname": "ingest.KustoMissingMappingError", "modulename": "ingest", "qualname": "KustoMissingMappingError", "kind": "class", "doc": "

Raised when provided a mapping kind without a mapping reference or column mapping.

\n", "bases": "azure.kusto.data.exceptions.KustoClientError"}, "ingest.KustoMappingError": {"fullname": "ingest.KustoMappingError", "modulename": "ingest", "qualname": "KustoMappingError", "kind": "class", "doc": "

Raised when the provided mapping arguments are invalid.

\n", "bases": "azure.kusto.data.exceptions.KustoClientError"}, "ingest.KustoQueueError": {"fullname": "ingest.KustoQueueError", "modulename": "ingest", "qualname": "KustoQueueError", "kind": "class", "doc": "

Raised when not succeeding to upload message to queue in all retries

\n", "bases": "azure.kusto.data.exceptions.KustoClientError"}, "ingest.KustoDuplicateMappingError": {"fullname": "ingest.KustoDuplicateMappingError", "modulename": "ingest", "qualname": "KustoDuplicateMappingError", "kind": "class", "doc": "

Raised when ingestion properties include both\ncolumn mappings and a mapping reference

\n", "bases": "azure.kusto.data.exceptions.KustoClientError"}, "ingest.KustoInvalidEndpointError": {"fullname": "ingest.KustoInvalidEndpointError", "modulename": "ingest", "qualname": "KustoInvalidEndpointError", "kind": "class", "doc": "

Raised when trying to ingest to invalid cluster type.

\n", "bases": "azure.kusto.data.exceptions.KustoClientError"}, "ingest.KustoInvalidEndpointError.__init__": {"fullname": "ingest.KustoInvalidEndpointError.__init__", "modulename": "ingest", "qualname": "KustoInvalidEndpointError.__init__", "kind": "function", "doc": "

\n", "signature": "(\texpected_service_type,\tactual_service_type,\tsuggested_endpoint_url=None)"}, "ingest.KustoClientError": {"fullname": "ingest.KustoClientError", "modulename": "ingest", "qualname": "KustoClientError", "kind": "class", "doc": "

Raised when a Kusto client is unable to send or complete a request.

\n", "bases": "azure.kusto.data.exceptions.KustoError"}, "ingest.QueuedIngestClient": {"fullname": "ingest.QueuedIngestClient", "modulename": "ingest", "qualname": "QueuedIngestClient", "kind": "class", "doc": "

Queued ingest client provides methods to allow queued ingestion into kusto (ADX).\nTo learn more about the different types of ingestions and when to use each, visit:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

\n", "bases": "ingest.base_ingest_client.BaseIngestClient"}, "ingest.QueuedIngestClient.__init__": {"fullname": "ingest.QueuedIngestClient.__init__", "modulename": "ingest", "qualname": "QueuedIngestClient.__init__", "kind": "function", "doc": "

Kusto Ingest Client constructor.

\n\n
Parameters
\n\n
    \n
  • kcsb: The connection string to initialize KustoClient.
    • \n
\n", "signature": "(\tkcsb: Union[str, azure.kusto.data.kcsb.KustoConnectionStringBuilder],\tauto_correct_endpoint: bool = True)"}, "ingest.QueuedIngestClient.application_for_tracing": {"fullname": "ingest.QueuedIngestClient.application_for_tracing", "modulename": "ingest", "qualname": "QueuedIngestClient.application_for_tracing", "kind": "variable", "doc": "

\n"}, "ingest.QueuedIngestClient.client_version_for_tracing": {"fullname": "ingest.QueuedIngestClient.client_version_for_tracing", "modulename": "ingest", "qualname": "QueuedIngestClient.client_version_for_tracing", "kind": "variable", "doc": "

\n"}, "ingest.QueuedIngestClient.close": {"fullname": "ingest.QueuedIngestClient.close", "modulename": "ingest", "qualname": "QueuedIngestClient.close", "kind": "function", "doc": "

\n", "signature": "(self) -> None:", "funcdef": "def"}, "ingest.QueuedIngestClient.set_proxy": {"fullname": "ingest.QueuedIngestClient.set_proxy", "modulename": "ingest", "qualname": "QueuedIngestClient.set_proxy", "kind": "function", "doc": "

Set proxy for the ingestion client.

\n\n
Parameters
\n\n
    \n
  • str proxy_url: proxy url.
    • \n
\n", "signature": "(self, proxy_url: str):", "funcdef": "def"}, "ingest.QueuedIngestClient.ingest_from_file": {"fullname": "ingest.QueuedIngestClient.ingest_from_file", "modulename": "ingest", "qualname": "QueuedIngestClient.ingest_from_file", "kind": "function", "doc": "

Enqueue an ingest command from local files.\nTo learn more about ingestion methods go to:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

\n\n
Parameters
\n\n
    \n
  • file_descriptor: a FileDescriptor to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tfile_descriptor: Union[ingest.descriptors.FileDescriptor, str],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.QueuedIngestClient.ingest_from_stream": {"fullname": "ingest.QueuedIngestClient.ingest_from_stream", "modulename": "ingest", "qualname": "QueuedIngestClient.ingest_from_stream", "kind": "function", "doc": "

Ingest from io streams.

\n\n
Parameters
\n\n
    \n
  • stream_descriptor: An object that contains a description of the stream to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tstream_descriptor: Union[ingest.descriptors.StreamDescriptor, IO[~AnyStr]],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.QueuedIngestClient.ingest_from_blob": {"fullname": "ingest.QueuedIngestClient.ingest_from_blob", "modulename": "ingest", "qualname": "QueuedIngestClient.ingest_from_blob", "kind": "function", "doc": "

Enqueue an ingest command from azure blobs.\nTo learn more about ingestion methods go to:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

\n\n
Parameters
\n\n
    \n
  • azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tblob_descriptor: ingest.descriptors.BlobDescriptor,\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.QueuedIngestClient.upload_blob": {"fullname": "ingest.QueuedIngestClient.upload_blob", "modulename": "ingest", "qualname": "QueuedIngestClient.upload_blob", "kind": "function", "doc": "

Uploads and transforms FileDescriptor or StreamDescriptor into a BlobDescriptor instance

\n\n
Parameters
\n\n
    \n
  • List[_ResourceUri] containers: blob containers
    • \n
  • Union[FileDescriptor, \"StreamDescriptor\"] descriptor:
    • \n
  • string database: database to be ingested to
    • \n
  • string table: table to be ingested to
    • \n
  • IO[AnyStr] stream: stream to be ingested from
    • \n
  • Optional[Dict[str, str]] proxy_dict: proxy urls
    • \n
  • int timeout: Azure service call timeout in seconds\n:return new BlobDescriptor instance
    • \n
\n", "signature": "(\tself,\tcontainers: List[ingest._resource_manager._ResourceUri],\tdescriptor: Union[ingest.descriptors.FileDescriptor, ingest.descriptors.StreamDescriptor],\tdatabase: str,\ttable: str,\tstream: IO[~AnyStr],\tproxy_dict: Optional[Dict[str, str]],\ttimeout: int,\tmax_retries: int) -> ingest.descriptors.BlobDescriptor:", "funcdef": "def"}, "ingest.ValidationPolicy": {"fullname": "ingest.ValidationPolicy", "modulename": "ingest", "qualname": "ValidationPolicy", "kind": "class", "doc": "

Validation policy to ingest command.

\n"}, "ingest.ValidationPolicy.__init__": {"fullname": "ingest.ValidationPolicy.__init__", "modulename": "ingest", "qualname": "ValidationPolicy.__init__", "kind": "function", "doc": "

\n", "signature": "(\tvalidation_options=<ValidationOptions.DoNotValidate: 0>,\tvalidation_implications=<ValidationImplications.BestEffort: 1>)"}, "ingest.ValidationPolicy.ValidationOptions": {"fullname": "ingest.ValidationPolicy.ValidationOptions", "modulename": "ingest", "qualname": "ValidationPolicy.ValidationOptions", "kind": "variable", "doc": "

\n"}, "ingest.ValidationPolicy.ValidationImplications": {"fullname": "ingest.ValidationPolicy.ValidationImplications", "modulename": "ingest", "qualname": "ValidationPolicy.ValidationImplications", "kind": "variable", "doc": "

\n"}, "ingest.ValidationImplications": {"fullname": "ingest.ValidationImplications", "modulename": "ingest", "qualname": "ValidationImplications", "kind": "class", "doc": "

Validation implications to ingest command.

\n", "bases": "enum.IntEnum"}, "ingest.ValidationImplications.Fail": {"fullname": "ingest.ValidationImplications.Fail", "modulename": "ingest", "qualname": "ValidationImplications.Fail", "kind": "variable", "doc": "

\n", "default_value": "<ValidationImplications.Fail: 0>"}, "ingest.ValidationImplications.BestEffort": {"fullname": "ingest.ValidationImplications.BestEffort", "modulename": "ingest", "qualname": "ValidationImplications.BestEffort", "kind": "variable", "doc": "

\n", "default_value": "<ValidationImplications.BestEffort: 1>"}, "ingest.ValidationOptions": {"fullname": "ingest.ValidationOptions", "modulename": "ingest", "qualname": "ValidationOptions", "kind": "class", "doc": "

Validation options to ingest command.

\n", "bases": "enum.IntEnum"}, "ingest.ValidationOptions.DoNotValidate": {"fullname": "ingest.ValidationOptions.DoNotValidate", "modulename": "ingest", "qualname": "ValidationOptions.DoNotValidate", "kind": "variable", "doc": "

\n", "default_value": "<ValidationOptions.DoNotValidate: 0>"}, "ingest.ValidationOptions.ValidateCsvInputConstantColumns": {"fullname": "ingest.ValidationOptions.ValidateCsvInputConstantColumns", "modulename": "ingest", "qualname": "ValidationOptions.ValidateCsvInputConstantColumns", "kind": "variable", "doc": "

\n", "default_value": "<ValidationOptions.ValidateCsvInputConstantColumns: 1>"}, "ingest.ValidationOptions.ValidateCsvInputColumnLevelOnly": {"fullname": "ingest.ValidationOptions.ValidateCsvInputColumnLevelOnly", "modulename": "ingest", "qualname": "ValidationOptions.ValidateCsvInputColumnLevelOnly", "kind": "variable", "doc": "

\n", "default_value": "<ValidationOptions.ValidateCsvInputColumnLevelOnly: 2>"}, "ingest.ReportLevel": {"fullname": "ingest.ReportLevel", "modulename": "ingest", "qualname": "ReportLevel", "kind": "class", "doc": "

Report level to ingest command.

\n", "bases": "enum.IntEnum"}, "ingest.ReportLevel.FailuresOnly": {"fullname": "ingest.ReportLevel.FailuresOnly", "modulename": "ingest", "qualname": "ReportLevel.FailuresOnly", "kind": "variable", "doc": "

\n", "default_value": "<ReportLevel.FailuresOnly: 0>"}, "ingest.ReportLevel.DoNotReport": {"fullname": "ingest.ReportLevel.DoNotReport", "modulename": "ingest", "qualname": "ReportLevel.DoNotReport", "kind": "variable", "doc": "

\n", "default_value": "<ReportLevel.DoNotReport: 1>"}, "ingest.ReportLevel.FailuresAndSuccesses": {"fullname": "ingest.ReportLevel.FailuresAndSuccesses", "modulename": "ingest", "qualname": "ReportLevel.FailuresAndSuccesses", "kind": "variable", "doc": "

\n", "default_value": "<ReportLevel.FailuresAndSuccesses: 2>"}, "ingest.ReportMethod": {"fullname": "ingest.ReportMethod", "modulename": "ingest", "qualname": "ReportMethod", "kind": "class", "doc": "

Report method to ingest command.

\n", "bases": "enum.IntEnum"}, "ingest.ReportMethod.Queue": {"fullname": "ingest.ReportMethod.Queue", "modulename": "ingest", "qualname": "ReportMethod.Queue", "kind": "variable", "doc": "

\n", "default_value": "<ReportMethod.Queue: 0>"}, "ingest.IngestionProperties": {"fullname": "ingest.IngestionProperties", "modulename": "ingest", "qualname": "IngestionProperties", "kind": "class", "doc": "

Class to represent ingestion properties.\nFor more information check out https://docs.microsoft.com/en-us/azure/data-explorer/ingestion-properties

\n"}, "ingest.IngestionProperties.__init__": {"fullname": "ingest.IngestionProperties.__init__", "modulename": "ingest", "qualname": "IngestionProperties.__init__", "kind": "function", "doc": "

\n", "signature": "(\tdatabase: str,\ttable: str,\tdata_format: azure.kusto.data.data_format.DataFormat = <DataFormat.CSV: ('csv', <IngestionMappingKind.CSV: 'Csv'>, True)>,\tcolumn_mappings: Optional[List[ingest.ingestion_properties.ColumnMapping]] = None,\tingestion_mapping_kind: Optional[azure.kusto.data.data_format.IngestionMappingKind] = None,\tingestion_mapping_reference: Optional[str] = None,\tingest_if_not_exists: Optional[List[str]] = None,\tingest_by_tags: Optional[List[str]] = None,\tdrop_by_tags: Optional[List[str]] = None,\tadditional_tags: Optional[List[str]] = None,\tflush_immediately: bool = False,\tignore_first_record: bool = False,\treport_level: ingest.ingestion_properties.ReportLevel = <ReportLevel.DoNotReport: 1>,\treport_method: ingest.ingestion_properties.ReportMethod = <ReportMethod.Queue: 0>,\tvalidation_policy: Optional[ingest.ingestion_properties.ValidationPolicy] = None,\tadditional_properties: Optional[dict] = None)"}, "ingest.IngestionProperties.database": {"fullname": "ingest.IngestionProperties.database", "modulename": "ingest", "qualname": "IngestionProperties.database", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.table": {"fullname": "ingest.IngestionProperties.table", "modulename": "ingest", "qualname": "IngestionProperties.table", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.format": {"fullname": "ingest.IngestionProperties.format", "modulename": "ingest", "qualname": "IngestionProperties.format", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.ingestion_mapping": {"fullname": "ingest.IngestionProperties.ingestion_mapping", "modulename": "ingest", "qualname": "IngestionProperties.ingestion_mapping", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.ingestion_mapping_type": {"fullname": "ingest.IngestionProperties.ingestion_mapping_type", "modulename": "ingest", "qualname": "IngestionProperties.ingestion_mapping_type", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.ingestion_mapping_reference": {"fullname": "ingest.IngestionProperties.ingestion_mapping_reference", "modulename": "ingest", "qualname": "IngestionProperties.ingestion_mapping_reference", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.additional_tags": {"fullname": "ingest.IngestionProperties.additional_tags", "modulename": "ingest", "qualname": "IngestionProperties.additional_tags", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.ingest_if_not_exists": {"fullname": "ingest.IngestionProperties.ingest_if_not_exists", "modulename": "ingest", "qualname": "IngestionProperties.ingest_if_not_exists", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.ingest_by_tags": {"fullname": "ingest.IngestionProperties.ingest_by_tags", "modulename": "ingest", "qualname": "IngestionProperties.ingest_by_tags", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.drop_by_tags": {"fullname": "ingest.IngestionProperties.drop_by_tags", "modulename": "ingest", "qualname": "IngestionProperties.drop_by_tags", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.flush_immediately": {"fullname": "ingest.IngestionProperties.flush_immediately", "modulename": "ingest", "qualname": "IngestionProperties.flush_immediately", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.ignore_first_record": {"fullname": "ingest.IngestionProperties.ignore_first_record", "modulename": "ingest", "qualname": "IngestionProperties.ignore_first_record", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.report_level": {"fullname": "ingest.IngestionProperties.report_level", "modulename": "ingest", "qualname": "IngestionProperties.report_level", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.report_method": {"fullname": "ingest.IngestionProperties.report_method", "modulename": "ingest", "qualname": "IngestionProperties.report_method", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.validation_policy": {"fullname": "ingest.IngestionProperties.validation_policy", "modulename": "ingest", "qualname": "IngestionProperties.validation_policy", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.additional_properties": {"fullname": "ingest.IngestionProperties.additional_properties", "modulename": "ingest", "qualname": "IngestionProperties.additional_properties", "kind": "variable", "doc": "

\n"}, "ingest.IngestionProperties.get_tracing_attributes": {"fullname": "ingest.IngestionProperties.get_tracing_attributes", "modulename": "ingest", "qualname": "IngestionProperties.get_tracing_attributes", "kind": "function", "doc": "

Gets dictionary of attributes to be documented during tracing

\n", "signature": "(self) -> dict:", "funcdef": "def"}, "ingest.IngestionMappingKind": {"fullname": "ingest.IngestionMappingKind", "modulename": "ingest", "qualname": "IngestionMappingKind", "kind": "class", "doc": "

\n", "bases": "enum.Enum"}, "ingest.IngestionMappingKind.CSV": {"fullname": "ingest.IngestionMappingKind.CSV", "modulename": "ingest", "qualname": "IngestionMappingKind.CSV", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.CSV: 'Csv'>"}, "ingest.IngestionMappingKind.JSON": {"fullname": "ingest.IngestionMappingKind.JSON", "modulename": "ingest", "qualname": "IngestionMappingKind.JSON", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.JSON: 'Json'>"}, "ingest.IngestionMappingKind.AVRO": {"fullname": "ingest.IngestionMappingKind.AVRO", "modulename": "ingest", "qualname": "IngestionMappingKind.AVRO", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.AVRO: 'Avro'>"}, "ingest.IngestionMappingKind.APACHEAVRO": {"fullname": "ingest.IngestionMappingKind.APACHEAVRO", "modulename": "ingest", "qualname": "IngestionMappingKind.APACHEAVRO", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.APACHEAVRO: 'ApacheAvro'>"}, "ingest.IngestionMappingKind.PARQUET": {"fullname": "ingest.IngestionMappingKind.PARQUET", "modulename": "ingest", "qualname": "IngestionMappingKind.PARQUET", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.PARQUET: 'Parquet'>"}, "ingest.IngestionMappingKind.SSTREAM": {"fullname": "ingest.IngestionMappingKind.SSTREAM", "modulename": "ingest", "qualname": "IngestionMappingKind.SSTREAM", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.SSTREAM: 'SStream'>"}, "ingest.IngestionMappingKind.ORC": {"fullname": "ingest.IngestionMappingKind.ORC", "modulename": "ingest", "qualname": "IngestionMappingKind.ORC", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.ORC: 'Orc'>"}, "ingest.IngestionMappingKind.W3CLOGFILE": {"fullname": "ingest.IngestionMappingKind.W3CLOGFILE", "modulename": "ingest", "qualname": "IngestionMappingKind.W3CLOGFILE", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.W3CLOGFILE: 'W3CLogFile'>"}, "ingest.IngestionMappingKind.UNKNOWN": {"fullname": "ingest.IngestionMappingKind.UNKNOWN", "modulename": "ingest", "qualname": "IngestionMappingKind.UNKNOWN", "kind": "variable", "doc": "

\n", "default_value": "<IngestionMappingKind.UNKNOWN: 'Unknown'>"}, "ingest.ColumnMapping": {"fullname": "ingest.ColumnMapping", "modulename": "ingest", "qualname": "ColumnMapping", "kind": "class", "doc": "

Use this class to create mappings for IngestionProperties.ingestionMappings and utilize mappings that were not\npre-created (it is recommended to create the mappings in advance and use ingestionMappingReference).\nTo read more about mappings look here: https://docs.microsoft.com/en-us/azure/kusto/management/mappings

\n"}, "ingest.ColumnMapping.__init__": {"fullname": "ingest.ColumnMapping.__init__", "modulename": "ingest", "qualname": "ColumnMapping.__init__", "kind": "function", "doc": "
Parameters
\n\n
    \n
  • columns: Deprecated. Columns is not used anymore.
    • \n
  • storage_data_type: Deprecated. StorageDataType is not used anymore.
    • \n
\n", "signature": "(\tcolumn_name: str,\tcolumn_type: str,\tpath: str = None,\ttransform: ingest.ingestion_properties.TransformationMethod = <TransformationMethod.NONE: 'None'>,\tordinal: int = None,\tconst_value: str = None,\tfield=None,\tcolumns=None,\tstorage_data_type=None)"}, "ingest.ColumnMapping.PATH": {"fullname": "ingest.ColumnMapping.PATH", "modulename": "ingest", "qualname": "ColumnMapping.PATH", "kind": "variable", "doc": "

\n", "default_value": "'Path'"}, "ingest.ColumnMapping.TRANSFORMATION_METHOD": {"fullname": "ingest.ColumnMapping.TRANSFORMATION_METHOD", "modulename": "ingest", "qualname": "ColumnMapping.TRANSFORMATION_METHOD", "kind": "variable", "doc": "

\n", "default_value": "'Transform'"}, "ingest.ColumnMapping.ORDINAL": {"fullname": "ingest.ColumnMapping.ORDINAL", "modulename": "ingest", "qualname": "ColumnMapping.ORDINAL", "kind": "variable", "doc": "

\n", "default_value": "'Ordinal'"}, "ingest.ColumnMapping.CONST_VALUE": {"fullname": "ingest.ColumnMapping.CONST_VALUE", "modulename": "ingest", "qualname": "ColumnMapping.CONST_VALUE", "kind": "variable", "doc": "

\n", "default_value": "'ConstValue'"}, "ingest.ColumnMapping.FIELD_NAME": {"fullname": "ingest.ColumnMapping.FIELD_NAME", "modulename": "ingest", "qualname": "ColumnMapping.FIELD_NAME", "kind": "variable", "doc": "

\n", "default_value": "'Field'"}, "ingest.ColumnMapping.NEEDED_PROPERTIES": {"fullname": "ingest.ColumnMapping.NEEDED_PROPERTIES", "modulename": "ingest", "qualname": "ColumnMapping.NEEDED_PROPERTIES", "kind": "variable", "doc": "

\n", "annotation": ": Dict[azure.kusto.data.data_format.IngestionMappingKind, List[str]]", "default_value": "{<IngestionMappingKind.CSV: 'Csv'>: ['Ordinal', 'ConstValue'], <IngestionMappingKind.JSON: 'Json'>: ['Path', 'ConstValue', 'Transform'], <IngestionMappingKind.AVRO: 'Avro'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.APACHEAVRO: 'ApacheAvro'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.SSTREAM: 'SStream'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.PARQUET: 'Parquet'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.ORC: 'Orc'>: ['Path', 'ConstValue', 'Field', 'Transform'], <IngestionMappingKind.W3CLOGFILE: 'W3CLogFile'>: ['ConstValue', 'Field', 'Transform']}"}, "ingest.ColumnMapping.CONSTANT_TRANSFORMATION_METHODS": {"fullname": "ingest.ColumnMapping.CONSTANT_TRANSFORMATION_METHODS", "modulename": "ingest", "qualname": "ColumnMapping.CONSTANT_TRANSFORMATION_METHODS", "kind": "variable", "doc": "

\n", "default_value": "['SourceLocation', 'SourceLineNumber']"}, "ingest.ColumnMapping.column": {"fullname": "ingest.ColumnMapping.column", "modulename": "ingest", "qualname": "ColumnMapping.column", "kind": "variable", "doc": "

\n"}, "ingest.ColumnMapping.datatype": {"fullname": "ingest.ColumnMapping.datatype", "modulename": "ingest", "qualname": "ColumnMapping.datatype", "kind": "variable", "doc": "

\n"}, "ingest.ColumnMapping.properties": {"fullname": "ingest.ColumnMapping.properties", "modulename": "ingest", "qualname": "ColumnMapping.properties", "kind": "variable", "doc": "

\n"}, "ingest.ColumnMapping.is_valid": {"fullname": "ingest.ColumnMapping.is_valid", "modulename": "ingest", "qualname": "ColumnMapping.is_valid", "kind": "function", "doc": "

\n", "signature": "(\tself,\tkind: azure.kusto.data.data_format.IngestionMappingKind) -> (<class 'bool'>, typing.List[str]):", "funcdef": "def"}, "ingest.TransformationMethod": {"fullname": "ingest.TransformationMethod", "modulename": "ingest", "qualname": "TransformationMethod", "kind": "class", "doc": "

Transformations to configure over json column mapping\nTo read more about mapping transformations look here: https://docs.microsoft.com/en-us/azure/kusto/management/mappings#mapping-transformations

\n", "bases": "enum.Enum"}, "ingest.TransformationMethod.NONE": {"fullname": "ingest.TransformationMethod.NONE", "modulename": "ingest", "qualname": "TransformationMethod.NONE", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.NONE: 'None'>"}, "ingest.TransformationMethod.PROPERTY_BAG_ARRAY_TO_DICTIONARY": {"fullname": "ingest.TransformationMethod.PROPERTY_BAG_ARRAY_TO_DICTIONARY", "modulename": "ingest", "qualname": "TransformationMethod.PROPERTY_BAG_ARRAY_TO_DICTIONARY", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.PROPERTY_BAG_ARRAY_TO_DICTIONARY: ('PropertyBagArrayToDictionary',)>"}, "ingest.TransformationMethod.SOURCE_LOCATION": {"fullname": "ingest.TransformationMethod.SOURCE_LOCATION", "modulename": "ingest", "qualname": "TransformationMethod.SOURCE_LOCATION", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.SOURCE_LOCATION: 'SourceLocation'>"}, "ingest.TransformationMethod.SOURCE_LINE_NUMBER": {"fullname": "ingest.TransformationMethod.SOURCE_LINE_NUMBER", "modulename": "ingest", "qualname": "TransformationMethod.SOURCE_LINE_NUMBER", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.SOURCE_LINE_NUMBER: 'SourceLineNumber'>"}, "ingest.TransformationMethod.GET_PATH_ELEMENT": {"fullname": "ingest.TransformationMethod.GET_PATH_ELEMENT", "modulename": "ingest", "qualname": "TransformationMethod.GET_PATH_ELEMENT", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.GET_PATH_ELEMENT: 'GetPathElement'>"}, "ingest.TransformationMethod.UNKNOWN_ERROR": {"fullname": "ingest.TransformationMethod.UNKNOWN_ERROR", "modulename": "ingest", "qualname": "TransformationMethod.UNKNOWN_ERROR", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.UNKNOWN_ERROR: 'UnknownMethod'>"}, "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_SECONDS": {"fullname": "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_SECONDS", "modulename": "ingest", "qualname": "TransformationMethod.DATE_TIME_FROM_UNIX_SECONDS", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.DATE_TIME_FROM_UNIX_SECONDS: 'DateTimeFromUnixSeconds'>"}, "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_MILLISECONDS": {"fullname": "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_MILLISECONDS", "modulename": "ingest", "qualname": "TransformationMethod.DATE_TIME_FROM_UNIX_MILLISECONDS", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.DATE_TIME_FROM_UNIX_MILLISECONDS: 'DateTimeFromUnixMilliseconds'>"}, "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_MICROSECONDS": {"fullname": "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_MICROSECONDS", "modulename": "ingest", "qualname": "TransformationMethod.DATE_TIME_FROM_UNIX_MICROSECONDS", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.DATE_TIME_FROM_UNIX_MICROSECONDS: 'DateTimeFromUnixMicroseconds'>"}, "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_NANOSECONDS": {"fullname": "ingest.TransformationMethod.DATE_TIME_FROM_UNIX_NANOSECONDS", "modulename": "ingest", "qualname": "TransformationMethod.DATE_TIME_FROM_UNIX_NANOSECONDS", "kind": "variable", "doc": "

\n", "default_value": "<TransformationMethod.DATE_TIME_FROM_UNIX_NANOSECONDS: 'DateTimeFromUnixNanoseconds'>"}, "ingest.ManagedStreamingIngestClient": {"fullname": "ingest.ManagedStreamingIngestClient", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient", "kind": "class", "doc": "

Managed Streaming Ingestion Client.\nWill try to ingest with streaming, but if it fails, will fall back to queued ingestion.\nEach transient failure will be retried with exponential backoff.

\n\n

Managed streaming ingest client will fall back to queued if:\n - Multiple transient errors were encountered when trying to do streaming ingestion\n - The ingestion is too large for streaming ingestion (over 4MB)\n - The ingestion is directly from a blob

\n", "bases": "ingest.base_ingest_client.BaseIngestClient"}, "ingest.ManagedStreamingIngestClient.__init__": {"fullname": "ingest.ManagedStreamingIngestClient.__init__", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.__init__", "kind": "function", "doc": "

\n", "signature": "(\tengine_kcsb: Union[azure.kusto.data.kcsb.KustoConnectionStringBuilder, str],\tdm_kcsb: Union[azure.kusto.data.kcsb.KustoConnectionStringBuilder, str, NoneType] = None,\tauto_correct_endpoint: bool = True)"}, "ingest.ManagedStreamingIngestClient.MAX_STREAMING_SIZE_IN_BYTES": {"fullname": "ingest.ManagedStreamingIngestClient.MAX_STREAMING_SIZE_IN_BYTES", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.MAX_STREAMING_SIZE_IN_BYTES", "kind": "variable", "doc": "

\n", "default_value": "4194304"}, "ingest.ManagedStreamingIngestClient.queued_client": {"fullname": "ingest.ManagedStreamingIngestClient.queued_client", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.queued_client", "kind": "variable", "doc": "

\n"}, "ingest.ManagedStreamingIngestClient.streaming_client": {"fullname": "ingest.ManagedStreamingIngestClient.streaming_client", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.streaming_client", "kind": "variable", "doc": "

\n"}, "ingest.ManagedStreamingIngestClient.close": {"fullname": "ingest.ManagedStreamingIngestClient.close", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.close", "kind": "function", "doc": "

\n", "signature": "(self) -> None:", "funcdef": "def"}, "ingest.ManagedStreamingIngestClient.set_proxy": {"fullname": "ingest.ManagedStreamingIngestClient.set_proxy", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.set_proxy", "kind": "function", "doc": "

Set proxy for the ingestion client.

\n\n
Parameters
\n\n
    \n
  • str proxy_url: proxy url.
    • \n
\n", "signature": "(self, proxy_url: str):", "funcdef": "def"}, "ingest.ManagedStreamingIngestClient.ingest_from_file": {"fullname": "ingest.ManagedStreamingIngestClient.ingest_from_file", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.ingest_from_file", "kind": "function", "doc": "

Ingest from local files.

\n\n
Parameters
\n\n
    \n
  • file_descriptor: a FileDescriptor to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tfile_descriptor: Union[ingest.descriptors.FileDescriptor, str],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.ManagedStreamingIngestClient.ingest_from_stream": {"fullname": "ingest.ManagedStreamingIngestClient.ingest_from_stream", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.ingest_from_stream", "kind": "function", "doc": "

Ingest from io streams.

\n\n
Parameters
\n\n
    \n
  • stream_descriptor: An object that contains a description of the stream to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tstream_descriptor: Union[ingest.descriptors.StreamDescriptor, IO[~AnyStr]],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.ManagedStreamingIngestClient.ingest_from_blob": {"fullname": "ingest.ManagedStreamingIngestClient.ingest_from_blob", "modulename": "ingest", "qualname": "ManagedStreamingIngestClient.ingest_from_blob", "kind": "function", "doc": "

Enqueue an ingest command from azure blobs.

\n\n

For ManagedStreamingIngestClient, this method always uses Queued Ingest, since it would be easier and faster to ingest blobs.

\n\n

To learn more about ingestion methods go to:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

\n\n
Parameters
\n\n
    \n
  • azure.kusto.ingest.BlobDescriptor blob_descriptor: An object that contains a description of the blob to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tblob_descriptor: ingest.descriptors.BlobDescriptor,\tingestion_properties: ingest.ingestion_properties.IngestionProperties):", "funcdef": "def"}, "ingest.KustoStreamingIngestClient": {"fullname": "ingest.KustoStreamingIngestClient", "modulename": "ingest", "qualname": "KustoStreamingIngestClient", "kind": "class", "doc": "

Kusto streaming ingest client for Python.\nKustoStreamingIngestClient works with both 2.x and 3.x flavors of Python.\nAll primitive types are supported.\nTests are run using pytest.

\n", "bases": "ingest.base_ingest_client.BaseIngestClient"}, "ingest.KustoStreamingIngestClient.__init__": {"fullname": "ingest.KustoStreamingIngestClient.__init__", "modulename": "ingest", "qualname": "KustoStreamingIngestClient.__init__", "kind": "function", "doc": "

Kusto Streaming Ingest Client constructor.

\n\n
Parameters
\n\n
    \n
  • KustoConnectionStringBuilder kcsb: The connection string to initialize KustoClient.
    • \n
\n", "signature": "(\tkcsb: Union[azure.kusto.data.kcsb.KustoConnectionStringBuilder, str],\tauto_correct_endpoint: bool = True)"}, "ingest.KustoStreamingIngestClient.close": {"fullname": "ingest.KustoStreamingIngestClient.close", "modulename": "ingest", "qualname": "KustoStreamingIngestClient.close", "kind": "function", "doc": "

\n", "signature": "(self):", "funcdef": "def"}, "ingest.KustoStreamingIngestClient.set_proxy": {"fullname": "ingest.KustoStreamingIngestClient.set_proxy", "modulename": "ingest", "qualname": "KustoStreamingIngestClient.set_proxy", "kind": "function", "doc": "

Set proxy for the ingestion client.

\n\n
Parameters
\n\n
    \n
  • str proxy_url: proxy url.
    • \n
\n", "signature": "(self, proxy_url: str):", "funcdef": "def"}, "ingest.KustoStreamingIngestClient.ingest_from_file": {"fullname": "ingest.KustoStreamingIngestClient.ingest_from_file", "modulename": "ingest", "qualname": "KustoStreamingIngestClient.ingest_from_file", "kind": "function", "doc": "

Ingest from local files.

\n\n
Parameters
\n\n
    \n
  • file_descriptor: a FileDescriptor to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tfile_descriptor: Union[ingest.descriptors.FileDescriptor, str],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.KustoStreamingIngestClient.ingest_from_stream": {"fullname": "ingest.KustoStreamingIngestClient.ingest_from_stream", "modulename": "ingest", "qualname": "KustoStreamingIngestClient.ingest_from_stream", "kind": "function", "doc": "

Ingest from io streams.

\n\n
Parameters
\n\n
    \n
  • azure.kusto.ingest.StreamDescriptor stream_descriptor: An object that contains a description of the stream to\nbe ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tstream_descriptor: Union[ingest.descriptors.StreamDescriptor, IO[~AnyStr]],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.KustoStreamingIngestClient.ingest_from_blob": {"fullname": "ingest.KustoStreamingIngestClient.ingest_from_blob", "modulename": "ingest", "qualname": "KustoStreamingIngestClient.ingest_from_blob", "kind": "function", "doc": "

\n", "signature": "(\tself,\tblob_descriptor: ingest.descriptors.BlobDescriptor,\tingestion_properties: ingest.ingestion_properties.IngestionProperties,\tclient_request_id: Optional[str] = None) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.BaseIngestClient": {"fullname": "ingest.BaseIngestClient", "modulename": "ingest", "qualname": "BaseIngestClient", "kind": "class", "doc": "

\n"}, "ingest.BaseIngestClient.ingest_from_file": {"fullname": "ingest.BaseIngestClient.ingest_from_file", "modulename": "ingest", "qualname": "BaseIngestClient.ingest_from_file", "kind": "function", "doc": "

Ingest from local files.

\n\n
Parameters
\n\n
    \n
  • file_descriptor: a FileDescriptor to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tfile_descriptor: Union[ingest.descriptors.FileDescriptor, str],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.BaseIngestClient.ingest_from_stream": {"fullname": "ingest.BaseIngestClient.ingest_from_stream", "modulename": "ingest", "qualname": "BaseIngestClient.ingest_from_stream", "kind": "function", "doc": "

Ingest from io streams.

\n\n
Parameters
\n\n
    \n
  • stream_descriptor: An object that contains a description of the stream to be ingested.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
\n", "signature": "(\tself,\tstream_descriptor: Union[ingest.descriptors.StreamDescriptor, IO[~AnyStr]],\tingestion_properties: ingest.ingestion_properties.IngestionProperties) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.BaseIngestClient.set_proxy": {"fullname": "ingest.BaseIngestClient.set_proxy", "modulename": "ingest", "qualname": "BaseIngestClient.set_proxy", "kind": "function", "doc": "

Set proxy for the ingestion client.

\n\n
Parameters
\n\n
    \n
  • str proxy_url: proxy url.
    • \n
\n", "signature": "(self, proxy_url: str):", "funcdef": "def"}, "ingest.BaseIngestClient.ingest_from_dataframe": {"fullname": "ingest.BaseIngestClient.ingest_from_dataframe", "modulename": "ingest", "qualname": "BaseIngestClient.ingest_from_dataframe", "kind": "function", "doc": "

Enqueue an ingest command from local files.\nTo learn more about ingestion methods go to:\nhttps://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview#ingestion-methods

\n\n
Parameters
\n\n
    \n
  • pandas.DataFrame df: input dataframe to ingest.
    • \n
  • azure.kusto.ingest.IngestionProperties ingestion_properties: Ingestion properties.
    • \n
  • DataFormat data_format: Format to convert the dataframe to - Can be DataFormat.CSV, DataFormat.JSON or None. If not specified, it will try to infer it from the mapping, if not found, it will default to JSON.
    • \n
\n", "signature": "(\tself,\tdf: pandas.core.frame.DataFrame,\tingestion_properties: ingest.ingestion_properties.IngestionProperties,\tdata_format: Optional[azure.kusto.data.data_format.DataFormat] = None) -> ingest.base_ingest_client.IngestionResult:", "funcdef": "def"}, "ingest.BaseIngestClient.close": {"fullname": "ingest.BaseIngestClient.close", "modulename": "ingest", "qualname": "BaseIngestClient.close", "kind": "function", "doc": "

\n", "signature": "(self) -> None:", "funcdef": "def"}, "ingest.BaseIngestClient.get_ingestion_endpoint": {"fullname": "ingest.BaseIngestClient.get_ingestion_endpoint", "modulename": "ingest", "qualname": "BaseIngestClient.get_ingestion_endpoint", "kind": "function", "doc": "

\n", "signature": "(cluster_url: str) -> str:", "funcdef": "def"}, "ingest.BaseIngestClient.get_query_endpoint": {"fullname": "ingest.BaseIngestClient.get_query_endpoint", "modulename": "ingest", "qualname": "BaseIngestClient.get_query_endpoint", "kind": "function", "doc": "

\n", "signature": "(cluster_url: str) -> str:", "funcdef": "def"}, "ingest.BaseIngestClient.is_reserved_hostname": {"fullname": "ingest.BaseIngestClient.is_reserved_hostname", "modulename": "ingest", "qualname": "BaseIngestClient.is_reserved_hostname", "kind": "function", "doc": "

\n", "signature": "(raw_uri: str) -> bool:", "funcdef": "def"}}, "docInfo": {"data": {"qualname": 0, "fullname": 1, "annotation": 0, "default_value": 0, "signature": 0, "bases": 0, "doc": 3}, "data.KustoClient": {"qualname": 1, "fullname": 2, "annotation": 0, "default_value": 0, "signature": 0, "bases": 4, "doc": 61}, "data.KustoClient.__init__": {"qualname": 3, "fullname": 4, "annotation": 0, "default_value": 0, "signature": 36, "bases": 0, "doc": 25}, "data.KustoClient.close": {"qualname": 2, "fullname": 3, "annotation": 0, "default_value": 0, "signature": 11, "bases": 0, "doc": 3}, "data.KustoClient.set_proxy": {"qualname": 3, "fullname": 4, "annotation": 0, "default_value": 0, "signature": 22, "bases": 0, "doc": 3}, "data.KustoClient.set_http_retries": {"qualname": 4, "fullname": 5, "annotation": 0, "default_value": 0, "signature": 22, "bases": 0, "doc": 10}, "data.KustoClient.compose_socket_options": {"qualname": 4, "fullname": 5, "annotation": 0, "default_value": 0, "signature": 32, "bases": 0, "doc": 3}, "data.KustoClient.execute": {"qualname": 2, "fullname": 3, "annotation": 0, "default_value": 0, "signature": 89, "bases": 0, "doc": 80}, "data.KustoClient.execute_query": {"qualname": 3, "fullname": 4, "annotation": 0, "default_value": 0, "signature": 89, "bases": 0, "doc": 90}, "data.KustoClient.execute_mgmt": {"qualname": 3, "fullname": 4, "annotation": 0, "default_value": 0, "signature": 89, "bases": 0, "doc": 93}, "data.KustoClient.execute_streaming_ingest": {"qualname": 4, "fullname": 5, "annotation": 0, "default_value": 0, "signature": 171, "bases": 0, "doc": 165}, "data.KustoClient.execute_streaming_query": {"qualname": 4, "fullname": 5, "annotation": 0, "default_value": 0, "signature": 130, "bases": 0, "doc": 103}, "data.ClientRequestProperties": {"qualname": 1, "fullname": 2, "annotation": 0, "default_value": 0, "signature": 0, "bases": 0, "doc": 35}, "data.ClientRequestProperties.client_request_id": {"qualname": 4, "fullname": 5, "annotation": 2, "default_value": 0, "signature": 0, "bases": 0, "doc": 3}, "data.ClientRequestProperties.application": {"qualname": 2, "fullname": 3, "annotation": 2, "default_value": 0, "signature": 0, "bases": 0, "doc": 3}, "data.ClientRequestProperties.user": {"qualname": 2, "fullname": 3, "annotation": 2, "default_value": 0, "signature": 0, "bases": 0, "doc": 3}, "data.ClientRequestProperties.results_defer_partial_query_failures_option_name": {"qualname": 8, "fullname": 9, "annotation": 0, "default_value": 5, "signature": 0, "bases": 0, "doc": 3}, "data.ClientRequestProperties.request_timeout_option_name": {"qualname": 5, "fullname": 6, "annotation": 0, "default_value": 5, "signature": 0, "bases": 0, "doc": 3}, "data.ClientRequestProperties.no_request_timeout_option_name": {"qualname": 6, "fullname": 7, "annotation": 0, "default_value": 5, "signature": 0, "bases": 0, "doc": 3}, "data.ClientRequestProperties.set_parameter": {"qualname": 3, "fullname": 4, "annotation": 0, "default_value": 0, 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{"data.KustoConnectionStringBuilder.with_azure_token_credential": {"tf": 1}}, "df": 1}}}, "c": {"docs": {}, "df": 0, "a": {"docs": {}, "df": 0, "l": {"docs": {"ingest.QueuedIngestClient.ingest_from_file": {"tf": 1}, "ingest.ManagedStreamingIngestClient.ingest_from_file": {"tf": 1}, "ingest.KustoStreamingIngestClient.ingest_from_file": {"tf": 1}, "ingest.BaseIngestClient.ingest_from_file": {"tf": 1}, "ingest.BaseIngestClient.ingest_from_dataframe": {"tf": 1}}, "df": 5}}}}, "i": {"docs": {}, "df": 0, "s": {"docs": {}, "df": 0, "t": {"docs": {"ingest.QueuedIngestClient.upload_blob": {"tf": 1}}, "df": 1}}}, "a": {"docs": {}, "df": 0, "r": {"docs": {}, "df": 0, "g": {"docs": {}, "df": 0, "e": {"docs": {"ingest.ManagedStreamingIngestClient": {"tf": 1}}, "df": 1}}}}}, "j": {"docs": {}, "df": 0, "s": {"docs": {}, "df": 0, "o": {"docs": {}, "df": 0, "n": {"docs": {"data.ClientRequestProperties.to_json": {"tf": 1}, "ingest.TransformationMethod": {"tf": 1}, "ingest.BaseIngestClient.ingest_from_dataframe": {"tf": 1.4142135623730951}}, "df": 3, "/": {"docs": {}, "df": 0, "a": {"docs": {}, "df": 0, "v": {"docs": {}, "df": 0, "r": {"docs": {}, "df": 0, "o": {"docs": {"data.KustoClient.execute_streaming_ingest": {"tf": 1}, "data.aio.KustoClient.execute_streaming_ingest": {"tf": 1}}, "df": 2}}}}}}}}}, "x": {"docs": {"ingest.KustoStreamingIngestClient": {"tf": 1.4142135623730951}}, "df": 1}}}}, "pipeline": ["trimmer"], "_isPrebuiltIndex": true}; + + // mirrored in build-search-index.js (part 1) + // Also split on html tags. this is a cheap heuristic, but good enough. + elasticlunr.tokenizer.setSeperator(/[\s\-.;&_'"=,()]+|<[^>]*>/); + + let searchIndex; + if (docs._isPrebuiltIndex) { + console.info("using precompiled search index"); + searchIndex = elasticlunr.Index.load(docs); + } else { + console.time("building search index"); + // mirrored in build-search-index.js (part 2) + searchIndex = elasticlunr(function () { + this.pipeline.remove(elasticlunr.stemmer); + this.pipeline.remove(elasticlunr.stopWordFilter); + this.addField("qualname"); + this.addField("fullname"); + this.addField("annotation"); + this.addField("default_value"); + this.addField("signature"); + this.addField("bases"); + this.addField("doc"); + this.setRef("fullname"); + }); + for (let doc of docs) { + searchIndex.addDoc(doc); + } + console.timeEnd("building search index"); + } + + return (term) => searchIndex.search(term, { + fields: { + qualname: {boost: 4}, + fullname: {boost: 2}, + annotation: {boost: 2}, + default_value: {boost: 2}, + signature: {boost: 2}, + bases: {boost: 2}, + doc: {boost: 1}, + }, + expand: true + }); +})(); \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 8898120f..d06ec78c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,2 +1,76 @@ -[tool.black] -line-length = 160 \ No newline at end of file +[project] +name = "azure-kusto-python" +version = "5.0.5" +description = "Microsoft Azure Kusto Python SDK" +dependencies = [ + "azure-kusto-data", + "azure-kusto-ingest", + "quick-start", +] +readme = "README.md" +requires-python = ">= 3.9" + +[[project.authors]] +name = "Microsoft Corporation" +email = "kustalk@microsoft.com" + +[dependency-groups] +dev = [ + "pytest>=8.4.1", + "pytest-xdist[psutil]>=3.8.0", + "pytest-asyncio>=1.1.0", + "responses>=0.25.8", + "aioresponses>=0.7.8", + "asgiref>=3.9.1", + "pandas>=2.3.1", + "ruff>=0.12.9", + "pdoc>=15.0.4", +] + +[tool.uv.workspace] +members = ["azure-kusto-data", "azure-kusto-ingest", "quick-start"] + +[tool.uv.sources] +azure-kusto-data = { workspace = true } +azure-kusto-ingest = { workspace = true } +quick-start = { workspace = true } + +[tool.ruff] +line-length = 160 +target-version = 'py39' + +[tool.ruff.lint] +ignore = ["E731"] # E731 - dont assign lambdas. + +[tool.ruff.lint.per-file-ignores] +"**/sample.py" = ["E402"] # module level import not at top of file (for samples) +"**/test_streaming_query.py" = ["F841"] # unused variable - for pytest raises + +[tool.pytest.ini_options] +testpaths = ["azure-kusto-data/tests", "azure-kusto-ingest/tests"] +addopts = ["-s", "--import-mode=importlib", '-n', 'auto'] +pythonpath = ["."] + +[tool.poe] +envfile = ".env" + +[tool.poe.tasks] +doc = {cmd = "uv run pdoc ./azure-kusto-data/azure/kusto/data ./azure-kusto-data/azure/kusto/data/aio ./azure-kusto-ingest/azure/kusto/ingest ${CI:+ -o ./docs}", args = { CI = { help = "Run in CI mode", type = "boolean", options = ["--ci"] } } } +sync = "uv sync --all-packages --all-extras --dev --locked" +build = "uv build --all-packages" +format = "ruff format" +check-format = "ruff format --diff" +lint = "ruff check" +lint-fix = "ruff check --fix" +lint-fix-unsafe = "ruff check --fix --unsafe-fixes" +show-version = "uv version" +[tool.poe.tasks.test] +sequence = ["sync", { cmd = 'pytest ${NO_E2E:+ --ignore=azure-kusto-ingest/tests/test_e2e_ingest.py --ignore=azure-kusto-data/tests/test_e2e_data.py } ${CI:+ -n8 --junit-xml pytest.xml}'}] + +[tool.poe.tasks.test.args] +NO_E2E = { help = "Skip E2E tests", type = "boolean", options = ["--no-e2e"] } +CI = { help = "Run tests in CI mode", type = "boolean", options = ["--ci"] } + +[tool.poe.tasks.bump-version] +sequence = [{ cmd = "uv version --bump $bump" }, { cmd = "uv version --bump $bump --package azure-kusto-data" }, { cmd = "uv version --bump $bump --package azure-kusto-ingest" }, { cmd = "uv version --bump $bump --package quick-start" }] +args = { bump = { help = "Bump version [possible values: major, minor, patch, stable, alpha, beta, rc, post, dev]", positional = true, default = "patch" } } diff --git a/quick_start/README.md b/quick-start/README.md similarity index 98% rename from quick_start/README.md rename to quick-start/README.md index cdbf9559..568e964d 100644 --- a/quick_start/README.md +++ b/quick-start/README.md @@ -1,43 +1,43 @@ -# Quickstart App - -The quick start application is a **self-contained and runnable** example script that demonstrates authenticating, connecting to, administering, ingesting data into and querying Azure Data Explorer using the azure-kusto-python SDK. -You can use it as a baseline to write your own first kusto client application, altering the code as you go, or copy code sections out of it into your app. - -**Tip:** The app includes comments with tips on recommendations, coding best practices, links to reference materials and recommended TODO changes when adapting the code to your needs. - - -## Using the App for the first time - -### Prerequisites - -1. Set up Python version 3.8 or higher on your machine. For instructions, consult a Python environment setup tutorial, like [this](https://www.tutorialspoint.com/python/python_environment.htm). - -### Retrieving the app from GitHub - -1. Download the app files from this GitHub repo. -1. Modify the `kusto_sample_config.json` file, changing `KustoUri`, `IngestUri` and `DatabaseName` appropriately for your cluster. - -### Retrieving the app from OneClick - -1. Open a browser and type your cluster's URL (e.g. https://mycluster.westeurope.kusto.windows.net/). You will be redirected to the _Azure Data Explorer_ Web UI. -1. On the left menu, select **Data**. -1. Click **Generate Sample App Code** and then follow the instructions in the wizard. -1. Download the app as a ZIP file. -1. Extract the app source code. -**Note**: The configuration parameters defined in the `kusto_sample_config.json` file are preconfigured with the appropriate values for your cluster. Verify that these are correct. - -### Run the app - -1. Open a command line window and navigate to the folder where you extracted the script. -1. Run `python -m pip install -r requirements.txt`. If upgrading, append ` --upgrade`. -1. Run `python sample_app.py`. - -#### Troubleshooting - -* If you are having trouble running the script from your IDE, first check if the script runs from the command line, then consult the troubleshooting references of your IDE. - -### Optional changes - -You can make the following changes from within the script itself: - -- Change the location of the configuration file by editing `CONFIG_FILE_NAME`. +# Quickstart App + +The quick start application is a **self-contained and runnable** example script that demonstrates authenticating, connecting to, administering, ingesting data into and querying Azure Data Explorer using the azure-kusto-python SDK. +You can use it as a baseline to write your own first kusto client application, altering the code as you go, or copy code sections out of it into your app. + +**Tip:** The app includes comments with tips on recommendations, coding best practices, links to reference materials and recommended TODO changes when adapting the code to your needs. + + +## Using the App for the first time + +### Prerequisites + +1. Set up Python version 3.8 or higher on your machine. For instructions, consult a Python environment setup tutorial, like [this](https://www.tutorialspoint.com/python/python_environment.htm). + +### Retrieving the app from GitHub + +1. Download the app files from this GitHub repo. +1. Modify the `kusto_sample_config.json` file, changing `KustoUri`, `IngestUri` and `DatabaseName` appropriately for your cluster. + +### Retrieving the app from OneClick + +1. Open a browser and type your cluster's URL (e.g. https://mycluster.westeurope.kusto.windows.net/). You will be redirected to the _Azure Data Explorer_ Web UI. +1. On the left menu, select **Data**. +1. Click **Generate Sample App Code** and then follow the instructions in the wizard. +1. Download the app as a ZIP file. +1. Extract the app source code. +**Note**: The configuration parameters defined in the `kusto_sample_config.json` file are preconfigured with the appropriate values for your cluster. Verify that these are correct. + +### Run the app + +1. Open a command line window and navigate to the folder where you extracted the script. +1. Run `python -m pip install -r requirements.txt`. If upgrading, append ` --upgrade`. +1. Run `python sample_app.py`. + +#### Troubleshooting + +* If you are having trouble running the script from your IDE, first check if the script runs from the command line, then consult the troubleshooting references of your IDE. + +### Optional changes + +You can make the following changes from within the script itself: + +- Change the location of the configuration file by editing `CONFIG_FILE_NAME`. diff --git a/quick_start/dataset.csv b/quick-start/dataset.csv similarity index 99% rename from quick_start/dataset.csv rename to quick-start/dataset.csv index 44f0073c..5c49339f 100644 --- a/quick_start/dataset.csv +++ b/quick-start/dataset.csv @@ -1,10 +1,10 @@ -0,00000000-0000-0000-0001-020304050607,0,0,0,0,0,0,0,0,0,0,2014-01-01T01:01:01.0000000Z,Zero,Zero,0,00:00:00,,null -1,00000001-0000-0000-0001-020304050607,1.0001,1.01,1,1,1,1,1,1,1,1,2015-01-01T01:01:01.0000000Z,One,One,1,00:01.0,,"{""rowId"": 1, ""arr"": [0,1]}" -2,00000002-0000-0000-0001-020304050607,2.0002,2.02,0,2,2,2,2,2,2,2,2016-01-01T01:01:01.0000000Z,Two,Two,2,-00:00:02.0020002,,"{""rowId"": 2, ""arr"": [0,2]}" -3,00000003-0000-0000-0001-020304050607,3.0003,3.03,1,3,3,3,3,3,3,3,2017-01-01T01:01:01.0000000Z,Three,Three,3,00:03.0,,"{""rowId"": 3, ""arr"": [0,3]}" -4,00000004-0000-0000-0001-020304050607,4.0004,4.04,0,4,4,4,4,4,4,4,2018-01-01T01:01:01.0000000Z,Four,Four,4,-00:00:04.0040004,,"{""rowId"": 4, ""arr"": [0,4]}" -5,00000005-0000-0000-0001-020304050607,5.0005,5.05,1,5,5,5,5,5,5,5,2019-01-01T01:01:01.0000000Z,Five,Five,5,00:05.0,,"{""rowId"": 5, ""arr"": [0,5]}" -6,00000006-0000-0000-0001-020304050607,6.0006,6.06,0,6,6,6,6,6,6,6,2020-01-01T01:01:01.0000000Z,Six,Six,6,-00:00:06.0060006,,"{""rowId"": 6, ""arr"": [0,6]}" -7,00000007-0000-0000-0001-020304050607,7.0007,7.07,1,7,7,7,7,7,7,7,2021-01-01T01:01:01.0000000Z,Seven,Seven,7,00:07.0,,"{""rowId"": 7, ""arr"": [0,7]}" -8,00000008-0000-0000-0001-020304050607,8.0008,8.08,0,8,8,8,8,8,8,8,2022-01-01T01:01:01.0000000Z,Eight,Eight,8,-00:00:08.0080008,,"{""rowId"": 8, ""arr"": [0,8]}" -9,00000009-0000-0000-0001-020304050607,9.0009,9.09,1,9,9,9,9,9,9,9,2023-01-01T01:01:01.0000000Z,Nine,Nine,9,00:09.0,,"{""rowId"": 9, ""arr"": [0,9]}" +0,00000000-0000-0000-0001-020304050607,0,0,0,0,0,0,0,0,0,0,2014-01-01T01:01:01.0000000Z,Zero,Zero,0,00:00:00,,null +1,00000001-0000-0000-0001-020304050607,1.0001,1.01,1,1,1,1,1,1,1,1,2015-01-01T01:01:01.0000000Z,One,One,1,00:01.0,,"{""rowId"": 1, ""arr"": [0,1]}" +2,00000002-0000-0000-0001-020304050607,2.0002,2.02,0,2,2,2,2,2,2,2,2016-01-01T01:01:01.0000000Z,Two,Two,2,-00:00:02.0020002,,"{""rowId"": 2, ""arr"": [0,2]}" +3,00000003-0000-0000-0001-020304050607,3.0003,3.03,1,3,3,3,3,3,3,3,2017-01-01T01:01:01.0000000Z,Three,Three,3,00:03.0,,"{""rowId"": 3, ""arr"": [0,3]}" +4,00000004-0000-0000-0001-020304050607,4.0004,4.04,0,4,4,4,4,4,4,4,2018-01-01T01:01:01.0000000Z,Four,Four,4,-00:00:04.0040004,,"{""rowId"": 4, ""arr"": [0,4]}" +5,00000005-0000-0000-0001-020304050607,5.0005,5.05,1,5,5,5,5,5,5,5,2019-01-01T01:01:01.0000000Z,Five,Five,5,00:05.0,,"{""rowId"": 5, ""arr"": [0,5]}" +6,00000006-0000-0000-0001-020304050607,6.0006,6.06,0,6,6,6,6,6,6,6,2020-01-01T01:01:01.0000000Z,Six,Six,6,-00:00:06.0060006,,"{""rowId"": 6, ""arr"": [0,6]}" +7,00000007-0000-0000-0001-020304050607,7.0007,7.07,1,7,7,7,7,7,7,7,2021-01-01T01:01:01.0000000Z,Seven,Seven,7,00:07.0,,"{""rowId"": 7, ""arr"": [0,7]}" +8,00000008-0000-0000-0001-020304050607,8.0008,8.08,0,8,8,8,8,8,8,8,2022-01-01T01:01:01.0000000Z,Eight,Eight,8,-00:00:08.0080008,,"{""rowId"": 8, ""arr"": [0,8]}" +9,00000009-0000-0000-0001-020304050607,9.0009,9.09,1,9,9,9,9,9,9,9,2023-01-01T01:01:01.0000000Z,Nine,Nine,9,00:09.0,,"{""rowId"": 9, ""arr"": [0,9]}" diff --git a/quick_start/dataset.json b/quick-start/dataset.json similarity index 99% rename from quick_start/dataset.json rename to quick-start/dataset.json index 75f1d3ca..3faa60d6 100644 --- a/quick_start/dataset.json +++ b/quick-start/dataset.json @@ -1,2 +1,2 @@ -{"rownumber": 0, "rowguid": "00000000-0000-0000-0001-020304050607", "xdouble": 0.0, "xfloat": 0.0, "xbool": 0, "xint16": 0, "xint32": 0, "xint64": 0, "xunit8": 0, "xuint16": 0, "xunit32": 0, "xunit64": 0, "xdate": "2014-01-01T01:01:01Z", "xsmalltext": "Zero", "xtext": "Zero", "xnumberAsText": "0", "xtime": "00:00:00", "xtextWithNulls": null, "xdynamicWithNulls": ""} +{"rownumber": 0, "rowguid": "00000000-0000-0000-0001-020304050607", "xdouble": 0.0, "xfloat": 0.0, "xbool": 0, "xint16": 0, "xint32": 0, "xint64": 0, "xunit8": 0, "xuint16": 0, "xunit32": 0, "xunit64": 0, "xdate": "2014-01-01T01:01:01Z", "xsmalltext": "Zero", "xtext": "Zero", "xnumberAsText": "0", "xtime": "00:00:00", "xtextWithNulls": null, "xdynamicWithNulls": ""} {"rownumber": 1, "rowguid": "00000001-0000-0000-0001-020304050607", "xdouble": 1.00001, "xfloat": 1.01, "xbool": 1, "xint16": 1, "xint32": 1, "xint64": 1, "xuint8": 1, "xuint16": 1, "xuint32": 1, "xuint64": 1, "xdate": "2015-01-01T01:01:01Z", "xsmalltext": "One", "xtext": "One", "xnumberAsText": "1", "xtime": "00:00:01.0010001", "xtextWithNulls": null, "xdynamicWithNulls": "{\"rowId\":1,\"arr\":[0,1]}"} \ No newline at end of file diff --git a/quick_start/kusto_sample_config.json b/quick-start/kusto_sample_config.json similarity index 98% rename from quick_start/kusto_sample_config.json rename to quick-start/kusto_sample_config.json index d5c3bab2..adeaf30e 100644 --- a/quick_start/kusto_sample_config.json +++ b/quick-start/kusto_sample_config.json @@ -1,34 +1,34 @@ -{ - "kustoUri": "https://help.kusto.windows.net", - "ingestUri": "https://ingest-help.kusto.windows.net", - "databaseName": "MyDatabase", - "tableName": "SampleTable", - "useExistingTable": true, - "alterTable": true, - "queryData": true, - "ingestData": true, - "authenticationMode": "UserPrompt", - "waitForUser": true, - "ignoreFirstRecord": false, - "waitForIngestSeconds": 20, - "batchingPolicy": "{ 'MaximumBatchingTimeSpan': '00:00:10', 'MaximumNumberOfItems': 500, 'MaximumRawDataSizeMB': 1024 }", - "tableSchema": "(rownumber:int, rowguid:string, xdouble:real, xfloat:real, xbool:bool, xint16:int, xint32:int, xint64:long, xuint8:long, xuint16:long, xuint32:long, xuint64:long, xdate:datetime, xsmalltext:string, xtext:string, xnumberAsText:string, xtime:timespan, xtextWithNulls:string, xdynamicWithNulls:dynamic)", - "data": [ - { - "sourceType": "localFileSource", - "dataSourceUri": "dataset.csv", - "format": "CSV", - "useExistingMapping": true, - "mappingName": "", - "mappingValue": "" - }, - { - "sourceType": "localFileSource", - "dataSourceUri": "dataset.json", - "format": "MULTIJSON", - "useExistingMapping": false, - "mappingName": "SampleTableMapping", - "mappingValue": "[{\"Properties\":{\"Path\":\"$.rownumber\"},\"column\":\"rownumber\",\"datatype\":\"int\"}, {\"Properties\":{\"Path\":\"$.rowguid\"},\"column\":\"rowguid\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xdouble\"},\"column\":\"xdouble\",\"datatype\":\"real\"}, {\"Properties\":{\"Path\":\"$.xfloat\"},\"column\":\"xfloat\",\"datatype\":\"real\"}, {\"Properties\":{\"Path\":\"$.xbool\"},\"column\":\"xbool\",\"datatype\":\"bool\"}, {\"Properties\":{\"Path\":\"$.xint16\"},\"column\":\"xint16\",\"datatype\":\"int\"}, {\"Properties\":{\"Path\":\"$.xint32\"},\"column\":\"xint32\",\"datatype\":\"int\"}, {\"Properties\":{\"Path\":\"$.xint64\"},\"column\":\"xint64\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint8\"},\"column\":\"xuint8\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint16\"},\"column\":\"xuint16\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint32\"},\"column\":\"xuint32\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint64\"},\"column\":\"xuint64\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xdate\"},\"column\":\"xdate\",\"datatype\":\"datetime\"}, {\"Properties\":{\"Path\":\"$.xsmalltext\"},\"column\":\"xsmalltext\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xtext\"},\"column\":\"xtext\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.rowguid\"},\"column\":\"xnumberAsText\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xtime\"},\"column\":\"xtime\",\"datatype\":\"timespan\"}, {\"Properties\":{\"Path\":\"$.xtextWithNulls\"},\"column\":\"xtextWithNulls\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xdynamicWithNulls\"},\"column\":\"xdynamicWithNulls\",\"datatype\":\"dynamic\"}]" - } - ] +{ + "kustoUri": "https://help.kusto.windows.net", + "ingestUri": "https://ingest-help.kusto.windows.net", + "databaseName": "MyDatabase", + "tableName": "SampleTable", + "useExistingTable": true, + "alterTable": true, + "queryData": true, + "ingestData": true, + "authenticationMode": "UserPrompt", + "waitForUser": true, + "ignoreFirstRecord": false, + "waitForIngestSeconds": 20, + "batchingPolicy": "{ 'MaximumBatchingTimeSpan': '00:00:10', 'MaximumNumberOfItems': 500, 'MaximumRawDataSizeMB': 1024 }", + "tableSchema": "(rownumber:int, rowguid:string, xdouble:real, xfloat:real, xbool:bool, xint16:int, xint32:int, xint64:long, xuint8:long, xuint16:long, xuint32:long, xuint64:long, xdate:datetime, xsmalltext:string, xtext:string, xnumberAsText:string, xtime:timespan, xtextWithNulls:string, xdynamicWithNulls:dynamic)", + "data": [ + { + "sourceType": "localFileSource", + "dataSourceUri": "dataset.csv", + "format": "CSV", + "useExistingMapping": true, + "mappingName": "", + "mappingValue": "" + }, + { + "sourceType": "localFileSource", + "dataSourceUri": "dataset.json", + "format": "MULTIJSON", + "useExistingMapping": false, + "mappingName": "SampleTableMapping", + "mappingValue": "[{\"Properties\":{\"Path\":\"$.rownumber\"},\"column\":\"rownumber\",\"datatype\":\"int\"}, {\"Properties\":{\"Path\":\"$.rowguid\"},\"column\":\"rowguid\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xdouble\"},\"column\":\"xdouble\",\"datatype\":\"real\"}, {\"Properties\":{\"Path\":\"$.xfloat\"},\"column\":\"xfloat\",\"datatype\":\"real\"}, {\"Properties\":{\"Path\":\"$.xbool\"},\"column\":\"xbool\",\"datatype\":\"bool\"}, {\"Properties\":{\"Path\":\"$.xint16\"},\"column\":\"xint16\",\"datatype\":\"int\"}, {\"Properties\":{\"Path\":\"$.xint32\"},\"column\":\"xint32\",\"datatype\":\"int\"}, {\"Properties\":{\"Path\":\"$.xint64\"},\"column\":\"xint64\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint8\"},\"column\":\"xuint8\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint16\"},\"column\":\"xuint16\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint32\"},\"column\":\"xuint32\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xuint64\"},\"column\":\"xuint64\",\"datatype\":\"long\"}, {\"Properties\":{\"Path\":\"$.xdate\"},\"column\":\"xdate\",\"datatype\":\"datetime\"}, {\"Properties\":{\"Path\":\"$.xsmalltext\"},\"column\":\"xsmalltext\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xtext\"},\"column\":\"xtext\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.rowguid\"},\"column\":\"xnumberAsText\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xtime\"},\"column\":\"xtime\",\"datatype\":\"timespan\"}, {\"Properties\":{\"Path\":\"$.xtextWithNulls\"},\"column\":\"xtextWithNulls\",\"datatype\":\"string\"}, {\"Properties\":{\"Path\":\"$.xdynamicWithNulls\"},\"column\":\"xdynamicWithNulls\",\"datatype\":\"dynamic\"}]" + } + ] } \ No newline at end of file diff --git a/quick_start/oneclick_instruction_box.md b/quick-start/oneclick_instruction_box.md similarity index 54% rename from quick_start/oneclick_instruction_box.md rename to quick-start/oneclick_instruction_box.md index bcd1bebb..4c4b13d1 100644 --- a/quick_start/oneclick_instruction_box.md +++ b/quick-start/oneclick_instruction_box.md @@ -1,15 +1,15 @@ -### Prerequisites - -1. Set up Python version 3.8 or higher on your machine. For instructions, consult a Python environment setup tutorial, like [this](https://www.tutorialspoint.com/python/python_environment.htm). - -### Instructions - -1. Download the **DOWNLOAD_LINK** as a ZIP file. -1. Extract the app source code. -1. Open a command line window and navigate to the folder where you extracted the script. -1. Run `python -m pip install -r requirements.txt`. If upgrading, append ` --upgrade`. -1. Run `python sample_app.py`. It will already be configured to your cluster and source. - -### Troubleshooting - -* If you are having trouble running the script from your IDE, first check if the script runs from command line, then consult the troubleshooting references of your IDE. +### Prerequisites + +1. `uv` - See [Installing uv](https://docs.astral.sh/uv/getting-started/installation/) + +### Instructions + +1. Download the **DOWNLOAD_LINK** as a ZIP file. +1. Extract the app source code. +1. Open a command line window and navigate to the folder where you extracted the script. +1. Run `uv sync` to install dependencies. +1. Run `uv run sample_app.py`. It will already be configured to your cluster and source. + +### Troubleshooting + +* If you are having trouble running the script from your IDE, first check if the script runs from command line, then consult the troubleshooting references of your IDE. diff --git a/quick-start/pyproject.toml b/quick-start/pyproject.toml new file mode 100644 index 00000000..a2284959 --- /dev/null +++ b/quick-start/pyproject.toml @@ -0,0 +1,26 @@ +[project] +name = "quick-start" +version = "5.0.5" +description = "Microsoft Azure Kusto Python SDK" +dependencies = [ + "azure-kusto-data", + "azure-kusto-ingest", + "azure-core-tracing-opentelemetry ~= 1.0.0b12", + "azure-monitor-opentelemetry-exporter ~= 1.0.0b41", + "inflection ~= 0.5.1", + "opentelemetry-sdk ~= 1.36.0", + "tqdm ~= 4.67.1", +] +readme = "README.md" +requires-python = ">= 3.8" + +[[project.authors]] +name = "Microsoft Corporation" +email = "kustalk@microsoft.com" + +[project.scripts] +sample_app = "sample_app:main" + +[tool.uv] +package = false + diff --git a/quick_start/quick_start.iml b/quick-start/quick-start.iml similarity index 64% rename from quick_start/quick_start.iml rename to quick-start/quick-start.iml index 838b6085..805fe045 100644 --- a/quick_start/quick_start.iml +++ b/quick-start/quick-start.iml @@ -3,15 +3,11 @@ - - + - - - - \ No newline at end of file diff --git a/quick_start/requirements.txt b/quick-start/requirements.txt similarity index 100% rename from quick_start/requirements.txt rename to quick-start/requirements.txt diff --git a/quick_start/sample_app.py b/quick-start/sample_app.py similarity index 99% rename from quick_start/sample_app.py rename to quick-start/sample_app.py index f10d3349..5e8225db 100644 --- a/quick_start/sample_app.py +++ b/quick-start/sample_app.py @@ -2,7 +2,6 @@ import enum import json import uuid -import os from dataclasses import dataclass from typing import List @@ -27,7 +26,6 @@ from opentelemetry.sdk.trace.export import ConsoleSpanExporter # alternative azure monitor exporter for distributed tracing -from azure.monitor.opentelemetry.exporter import AzureMonitorTraceExporter def enable_distributed_tracing() -> "Tracer": diff --git a/quick_start/utils.py b/quick-start/utils.py similarity index 98% rename from quick_start/utils.py rename to quick-start/utils.py index cb2fbbb9..85f03d0c 100644 --- a/quick_start/utils.py +++ b/quick-start/utils.py @@ -121,7 +121,7 @@ class Queries: MGMT_PREFIX = "." @classmethod - def create_client_request_properties(cls, scope: str, timeout: str = None) -> ClientRequestProperties: + def create_client_request_properties(cls, scope: str, timeout: Optional[str] = None) -> ClientRequestProperties: """ Creates a fitting ClientRequestProperties object, to be used when executing control commands or queries. :param scope: Working scope @@ -211,7 +211,7 @@ def ingest_from_file( file_path: str, data_format: DataFormat, ignore_first_record, - mapping_name: str = None, + mapping_name: Optional[str] = None, ) -> None: """ Ingest Data from a given file path. @@ -242,7 +242,7 @@ def ingest_from_blob( blob_url: str, data_format: DataFormat, ignore_first_record: bool, - mapping_name: str = None, + mapping_name: Optional[str] = None, ) -> None: """ Ingest Data from a Blob. @@ -279,7 +279,7 @@ def wait_for_ingestion_to_complete(cls, wait_for_ingest_seconds: int) -> None: sleep(1) @staticmethod - def error_handler(error: str, e: Exception = None) -> None: + def error_handler(error: str, e: Optional[Exception] = None) -> None: """ Error handling function. Will mention the appropriate error message (and the exception itself if exists), and will quit the program. :param error: Appropriate error message received from calling function diff --git a/setup.cfg b/setup.cfg deleted file mode 100644 index 480c5c24..00000000 --- a/setup.cfg +++ /dev/null @@ -1,12 +0,0 @@ -[bdist_wheel] -universal=1 - -[flake8] -ignore = E226,E302,E41 -max-line-length = 160 -exclude = tests/* -max-complexity = 10 - - -[pylint] -max-line-length = 160 \ No newline at end of file diff --git a/setup.py b/setup.py deleted file mode 100644 index a95472b0..00000000 --- a/setup.py +++ /dev/null @@ -1,8 +0,0 @@ -import sys - -if "travis_deploy" in sys.argv: - import build_packages - - sys.exit(build_packages.travis_build_package()) -else: - raise ValueError("Setup file is written to support travis publish.") diff --git a/test.bat b/test.bat deleted file mode 100644 index 606835fe..00000000 --- a/test.bat +++ /dev/null @@ -1,7 +0,0 @@ -cd %PROJECTS_HOME%\azure-kusto-python 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