From 5775f8a78f2b0b17e4896d020a605ec8f160603e Mon Sep 17 00:00:00 2001 From: amlrelsa-ms Date: Tue, 13 Oct 2020 05:19:49 +0000 Subject: [PATCH] update samples from Release-70 as a part of SDK release --- configuration.ipynb | 2 +- .../fairlearn-azureml-mitigation.ipynb | 44 +- .../fairness/fairlearn-azureml-mitigation.yml | 1 - .../fairness/upload-fairness-dashboard.ipynb | 37 +- .../fairness/upload-fairness-dashboard.yml | 1 - .../automated-machine-learning/README.md | 2 +- .../automated-machine-learning/automl_env.yml | 4 +- .../automl_env_linux.yml | 4 +- .../automl_env_mac.yml | 4 +- .../automl_setup.cmd | 15 + .../automl_setup_linux.sh | 13 + .../automl_setup_mac.sh | 13 + .../check_conda_version.py | 26 + ...fication-bank-marketing-all-features.ipynb | 2 +- ...-ml-classification-credit-card-fraud.ipynb | 29 +- .../auto-ml-continuous-retraining.ipynb | 4 +- .../auto-ml-regression-model-proxy.ipynb | 2 +- .../auto-ml-forecasting-beer-remote.ipynb | 2 +- .../auto-ml-forecasting-bike-share.ipynb | 2 +- .../auto-ml-forecasting-energy-demand.ipynb | 2 +- .../auto-ml-forecasting-function.ipynb | 2 +- ...to-ml-forecasting-orange-juice-sales.ipynb | 2 +- ...assification-credit-card-fraud-local.ipynb | 2 +- ...regression-explanation-featurization.ipynb | 2 +- .../regression/auto-ml-regression.ipynb | 2 +- .../automl/automl-databricks-local-01.ipynb | 4 +- ...oml-databricks-local-with-deployment.ipynb | 4 +- ...plain-model-on-amlcompute-and-deploy.ipynb | 6 +- ...ipelines-use-kusto-as-compute-target.ipynb | 274 ++++++++ ...with-automated-machine-learning-step.ipynb | 2 +- ...-taxi-data-regression-model-building.ipynb | 2 +- how-to-use-azureml/ml-frameworks/README.md | 1 + .../fastai-with-custom-docker.ipynb | 371 +++++++++++ .../fastai-with-custom-docker.yml | 5 + .../train-tensorflow-resume-training.ipynb | 2 +- .../logging-api/logging-api.ipynb | 10 +- .../data/t10k-images-idx3-ubyte | Bin 7840016 -> 0 bytes .../data/t10k-labels-idx1-ubyte | Bin 10008 -> 0 bytes .../data/train-images-idx3-ubyte | Bin 47040016 -> 0 bytes .../data/train-labels-idx1-ubyte | Bin 60008 -> 0 bytes .../keras-mnist-fashion/prepare.py | 8 +- .../pipeline-for-image-classification.ipynb | 131 ++-- index.md | 6 + setup-environment/configuration.ipynb | 2 +- tutorials/README.md | 1 - .../get-started-day1/day1-part1-setup.ipynb | 326 +++++----- .../get-started-day1/day1-part1-setup.yml | 4 + .../day1-part2-hello-world.ipynb | 402 ++++++------ .../day1-part2-hello-world.yml | 5 + .../day1-part3-train-model.ipynb | 572 ++++++++--------- .../day1-part3-train-model.yml | 7 + .../get-started-day1/day1-part4-data.ipynb | 588 +++++++++--------- .../get-started-day1/day1-part4-data.yml | 7 + tutorials/quickstart/azureml-quickstart.ipynb | 482 -------------- tutorials/quickstart/model/model.py | 22 - tutorials/quickstart/score.py | 51 -- 56 files changed, 1872 insertions(+), 1642 deletions(-) create mode 100644 how-to-use-azureml/automated-machine-learning/check_conda_version.py create mode 100644 how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-use-kusto-as-compute-target.ipynb create mode 100644 how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.ipynb create mode 100644 how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.yml delete mode 100644 how-to-use-azureml/work-with-data/datasets-tutorial/pipeline-with-datasets/data/t10k-images-idx3-ubyte delete mode 100644 how-to-use-azureml/work-with-data/datasets-tutorial/pipeline-with-datasets/data/t10k-labels-idx1-ubyte delete mode 100644 how-to-use-azureml/work-with-data/datasets-tutorial/pipeline-with-datasets/data/train-images-idx3-ubyte delete mode 100644 how-to-use-azureml/work-with-data/datasets-tutorial/pipeline-with-datasets/data/train-labels-idx1-ubyte create mode 100644 tutorials/get-started-day1/day1-part1-setup.yml create mode 100644 tutorials/get-started-day1/day1-part2-hello-world.yml create mode 100644 tutorials/get-started-day1/day1-part3-train-model.yml create mode 100644 tutorials/get-started-day1/day1-part4-data.yml delete mode 100644 tutorials/quickstart/azureml-quickstart.ipynb delete mode 100644 tutorials/quickstart/model/model.py delete mode 100644 tutorials/quickstart/score.py diff --git a/configuration.ipynb b/configuration.ipynb index 45dc345b..405803c7 100644 --- a/configuration.ipynb +++ b/configuration.ipynb @@ -103,7 +103,7 @@ "source": [ "import azureml.core\n", "\n", - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/contrib/fairness/fairlearn-azureml-mitigation.ipynb b/contrib/fairness/fairlearn-azureml-mitigation.ipynb index ac6559ce..8ff00280 100644 --- a/contrib/fairness/fairlearn-azureml-mitigation.ipynb +++ b/contrib/fairness/fairlearn-azureml-mitigation.ipynb @@ -82,8 +82,7 @@ "from sklearn import svm\n", "from sklearn.preprocessing import LabelEncoder, StandardScaler\n", "from sklearn.linear_model import LogisticRegression\n", - "import pandas as pd\n", - "import shap" + "import pandas as pd" ] }, { @@ -99,8 +98,12 @@ "metadata": {}, "outputs": [], "source": [ - "X_raw, Y = shap.datasets.adult()\n", - "X_raw[\"Race\"].value_counts().to_dict()" + "from sklearn.datasets import fetch_openml\n", + "data = fetch_openml(data_id=1590, as_frame=True)\n", + "X_raw = data.data\n", + "Y = (data.target == '>50K') * 1\n", + "\n", + "X_raw[\"race\"].value_counts().to_dict()" ] }, { @@ -116,9 +119,13 @@ "metadata": {}, "outputs": [], "source": [ - "A = X_raw[['Sex','Race']]\n", - "X = X_raw.drop(labels=['Sex', 'Race'],axis = 1)\n", - "X = pd.get_dummies(X)\n", + "A = X_raw[['sex','race']]\n", + "X = X_raw.drop(labels=['sex', 'race'],axis = 1)\n", + "X_dummies = pd.get_dummies(X)\n", + "\n", + "sc = StandardScaler()\n", + "X_scaled = sc.fit_transform(X_dummies)\n", + "X_scaled = pd.DataFrame(X_scaled, columns=X_dummies.columns)\n", "\n", "\n", "le = LabelEncoder()\n", @@ -139,7 +146,7 @@ "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, Y_train, Y_test, A_train, A_test = train_test_split(X_raw, \n", + "X_train, X_test, Y_train, Y_test, A_train, A_test = train_test_split(X_scaled, \n", " Y, \n", " A,\n", " test_size = 0.2,\n", @@ -150,18 +157,7 @@ "X_train = X_train.reset_index(drop=True)\n", "A_train = A_train.reset_index(drop=True)\n", "X_test = X_test.reset_index(drop=True)\n", - "A_test = A_test.reset_index(drop=True)\n", - "\n", - "# Improve labels\n", - "A_test.Sex.loc[(A_test['Sex'] == 0)] = 'female'\n", - "A_test.Sex.loc[(A_test['Sex'] == 1)] = 'male'\n", - "\n", - "\n", - "A_test.Race.loc[(A_test['Race'] == 0)] = 'Amer-Indian-Eskimo'\n", - "A_test.Race.loc[(A_test['Race'] == 1)] = 'Asian-Pac-Islander'\n", - "A_test.Race.loc[(A_test['Race'] == 2)] = 'Black'\n", - "A_test.Race.loc[(A_test['Race'] == 3)] = 'Other'\n", - "A_test.Race.loc[(A_test['Race'] == 4)] = 'White'" + "A_test = A_test.reset_index(drop=True)" ] }, { @@ -251,7 +247,7 @@ "outputs": [], "source": [ "sweep.fit(X_train, Y_train,\n", - " sensitive_features=A_train.Sex)\n", + " sensitive_features=A_train.sex)\n", "\n", "predictors = sweep._predictors" ] @@ -274,9 +270,9 @@ " classifier = lambda X: m.predict(X)\n", " \n", " error = ErrorRate()\n", - " error.load_data(X_train, pd.Series(Y_train), sensitive_features=A_train.Sex)\n", + " error.load_data(X_train, pd.Series(Y_train), sensitive_features=A_train.sex)\n", " disparity = DemographicParity()\n", - " disparity.load_data(X_train, pd.Series(Y_train), sensitive_features=A_train.Sex)\n", + " disparity.load_data(X_train, pd.Series(Y_train), sensitive_features=A_train.sex)\n", " \n", " errors.append(error.gamma(classifier)[0])\n", " disparities.append(disparity.gamma(classifier).max())\n", @@ -440,7 +436,7 @@ "metadata": {}, "outputs": [], "source": [ - "sf = { 'sex': A_test.Sex, 'race': A_test.Race }\n", + "sf = { 'sex': A_test.sex, 'race': A_test.race }\n", "\n", "from fairlearn.metrics._group_metric_set import _create_group_metric_set\n", "\n", diff --git a/contrib/fairness/fairlearn-azureml-mitigation.yml b/contrib/fairness/fairlearn-azureml-mitigation.yml index 0e23d674..a9b11777 100644 --- a/contrib/fairness/fairlearn-azureml-mitigation.yml +++ b/contrib/fairness/fairlearn-azureml-mitigation.yml @@ -5,4 +5,3 @@ dependencies: - azureml-contrib-fairness - fairlearn==0.4.6 - joblib - - shap diff --git a/contrib/fairness/upload-fairness-dashboard.ipynb b/contrib/fairness/upload-fairness-dashboard.ipynb index 5090785a..7c47a7c0 100644 --- a/contrib/fairness/upload-fairness-dashboard.ipynb +++ b/contrib/fairness/upload-fairness-dashboard.ipynb @@ -82,8 +82,7 @@ "from sklearn import svm\n", "from sklearn.preprocessing import LabelEncoder, StandardScaler\n", "from sklearn.linear_model import LogisticRegression\n", - "import pandas as pd\n", - "import shap" + "import pandas as pd" ] }, { @@ -99,7 +98,10 @@ "metadata": {}, "outputs": [], "source": [ - "X_raw, Y = shap.datasets.adult()" + "from sklearn.datasets import fetch_openml\n", + "data = fetch_openml(data_id=1590, as_frame=True)\n", + "X_raw = data.data\n", + "Y = (data.target == '>50K') * 1" ] }, { @@ -115,7 +117,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(X_raw[\"Race\"].value_counts().to_dict())" + "print(X_raw[\"race\"].value_counts().to_dict())" ] }, { @@ -134,9 +136,9 @@ "metadata": {}, "outputs": [], "source": [ - "A = X_raw[['Sex','Race']]\n", - "X = X_raw.drop(labels=['Sex', 'Race'],axis = 1)\n", - "X = pd.get_dummies(X)" + "A = X_raw[['sex','race']]\n", + "X = X_raw.drop(labels=['sex', 'race'],axis = 1)\n", + "X_dummies = pd.get_dummies(X)" ] }, { @@ -153,8 +155,8 @@ "outputs": [], "source": [ "sc = StandardScaler()\n", - "X_scaled = sc.fit_transform(X)\n", - "X_scaled = pd.DataFrame(X_scaled, columns=X.columns)\n", + "X_scaled = sc.fit_transform(X_dummies)\n", + "X_scaled = pd.DataFrame(X_scaled, columns=X_dummies.columns)\n", "\n", "le = LabelEncoder()\n", "Y = le.fit_transform(Y)" @@ -185,18 +187,7 @@ "X_train = X_train.reset_index(drop=True)\n", "A_train = A_train.reset_index(drop=True)\n", "X_test = X_test.reset_index(drop=True)\n", - "A_test = A_test.reset_index(drop=True)\n", - "\n", - "# Improve labels\n", - "A_test.Sex.loc[(A_test['Sex'] == 0)] = 'female'\n", - "A_test.Sex.loc[(A_test['Sex'] == 1)] = 'male'\n", - "\n", - "\n", - "A_test.Race.loc[(A_test['Race'] == 0)] = 'Amer-Indian-Eskimo'\n", - "A_test.Race.loc[(A_test['Race'] == 1)] = 'Asian-Pac-Islander'\n", - "A_test.Race.loc[(A_test['Race'] == 2)] = 'Black'\n", - "A_test.Race.loc[(A_test['Race'] == 3)] = 'Other'\n", - "A_test.Race.loc[(A_test['Race'] == 4)] = 'White'" + "A_test = A_test.reset_index(drop=True)" ] }, { @@ -380,7 +371,7 @@ "metadata": {}, "outputs": [], "source": [ - "sf = { 'Race': A_test.Race, 'Sex': A_test.Sex }\n", + "sf = { 'Race': A_test.race, 'Sex': A_test.sex }\n", "\n", "from fairlearn.metrics._group_metric_set import _create_group_metric_set\n", "\n", @@ -499,7 +490,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.10" } }, "nbformat": 4, diff --git a/contrib/fairness/upload-fairness-dashboard.yml b/contrib/fairness/upload-fairness-dashboard.yml index 8317e795..71cae4c3 100644 --- a/contrib/fairness/upload-fairness-dashboard.yml +++ b/contrib/fairness/upload-fairness-dashboard.yml @@ -5,4 +5,3 @@ dependencies: - azureml-contrib-fairness - fairlearn==0.4.6 - joblib - - shap diff --git a/how-to-use-azureml/automated-machine-learning/README.md b/how-to-use-azureml/automated-machine-learning/README.md index 891dc501..8d050a6c 100644 --- a/how-to-use-azureml/automated-machine-learning/README.md +++ b/how-to-use-azureml/automated-machine-learning/README.md @@ -173,7 +173,7 @@ The main code of the file must be indented so that it is under this condition. ## automl_setup fails 1. On Windows, make sure that you are running automl_setup from an Anconda Prompt window rather than a regular cmd window. You can launch the "Anaconda Prompt" window by hitting the Start button and typing "Anaconda Prompt". If you don't see the application "Anaconda Prompt", you might not have conda or mini conda installed. In that case, you can install it [here](https://conda.io/miniconda.html) 2. Check that you have conda 64-bit installed rather than 32-bit. You can check this with the command `conda info`. The `platform` should be `win-64` for Windows or `osx-64` for Mac. -3. Check that you have conda 4.4.10 or later. You can check the version with the command `conda -V`. If you have a previous version installed, you can update it using the command: `conda update conda`. +3. Check that you have conda 4.7.8 or later. You can check the version with the command `conda -V`. If you have a previous version installed, you can update it using the command: `conda update conda`. 4. On Linux, if the error is `gcc: error trying to exec 'cc1plus': execvp: No such file or directory`, install build essentials using the command `sudo apt-get install build-essential`. 5. Pass a new name as the first parameter to automl_setup so that it creates a new conda environment. You can view existing conda environments using `conda env list` and remove them with `conda env remove -n `. diff --git a/how-to-use-azureml/automated-machine-learning/automl_env.yml b/how-to-use-azureml/automated-machine-learning/automl_env.yml index b336c0eb..288c44cc 100644 --- a/how-to-use-azureml/automated-machine-learning/automl_env.yml +++ b/how-to-use-azureml/automated-machine-learning/automl_env.yml @@ -6,7 +6,7 @@ dependencies: - python>=3.5.2,<3.6.8 - nb_conda - matplotlib==2.1.0 -- numpy~=1.18.0 +- numpy==1.18.5 - cython - urllib3<1.24 - scipy==1.4.1 @@ -24,5 +24,5 @@ dependencies: - pytorch-transformers==1.0.0 - spacy==2.1.8 - https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz - - -r https://automlcesdkdataresources.blob.core.windows.net/validated-requirements/1.15.0/validated_win32_requirements.txt [--no-deps] + - -r https://automlcesdkdataresources.blob.core.windows.net/validated-requirements/1.16.0/validated_win32_requirements.txt [--no-deps] diff --git a/how-to-use-azureml/automated-machine-learning/automl_env_linux.yml b/how-to-use-azureml/automated-machine-learning/automl_env_linux.yml index 66742c0d..d3d3d9a2 100644 --- a/how-to-use-azureml/automated-machine-learning/automl_env_linux.yml +++ b/how-to-use-azureml/automated-machine-learning/automl_env_linux.yml @@ -6,7 +6,7 @@ dependencies: - python>=3.5.2,<3.6.8 - nb_conda - matplotlib==2.1.0 -- numpy~=1.18.0 +- numpy==1.18.5 - cython - urllib3<1.24 - scipy==1.4.1 @@ -24,5 +24,5 @@ dependencies: - pytorch-transformers==1.0.0 - spacy==2.1.8 - https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz - - -r https://automlcesdkdataresources.blob.core.windows.net/validated-requirements/1.15.0/validated_linux_requirements.txt [--no-deps] + - -r https://automlcesdkdataresources.blob.core.windows.net/validated-requirements/1.16.0/validated_linux_requirements.txt [--no-deps] diff --git a/how-to-use-azureml/automated-machine-learning/automl_env_mac.yml b/how-to-use-azureml/automated-machine-learning/automl_env_mac.yml index e3cf95bf..4ab443a6 100644 --- a/how-to-use-azureml/automated-machine-learning/automl_env_mac.yml +++ b/how-to-use-azureml/automated-machine-learning/automl_env_mac.yml @@ -7,7 +7,7 @@ dependencies: - python>=3.5.2,<3.6.8 - nb_conda - matplotlib==2.1.0 -- numpy~=1.18.0 +- numpy==1.18.5 - cython - urllib3<1.24 - scipy==1.4.1 @@ -25,4 +25,4 @@ dependencies: - pytorch-transformers==1.0.0 - spacy==2.1.8 - https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz - - -r https://automlcesdkdataresources.blob.core.windows.net/validated-requirements/1.15.0/validated_darwin_requirements.txt [--no-deps] + - -r https://automlcesdkdataresources.blob.core.windows.net/validated-requirements/1.16.0/validated_darwin_requirements.txt [--no-deps] diff --git a/how-to-use-azureml/automated-machine-learning/automl_setup.cmd b/how-to-use-azureml/automated-machine-learning/automl_setup.cmd index 8debd7d5..3f188e3f 100644 --- a/how-to-use-azureml/automated-machine-learning/automl_setup.cmd +++ b/how-to-use-azureml/automated-machine-learning/automl_setup.cmd @@ -6,11 +6,22 @@ set PIP_NO_WARN_SCRIPT_LOCATION=0 IF "%conda_env_name%"=="" SET conda_env_name="azure_automl" IF "%automl_env_file%"=="" SET automl_env_file="automl_env.yml" +SET check_conda_version_script="check_conda_version.py" IF NOT EXIST %automl_env_file% GOTO YmlMissing IF "%CONDA_EXE%"=="" GOTO CondaMissing +IF NOT EXIST %check_conda_version_script% GOTO VersionCheckMissing + +python "%check_conda_version_script%" +IF errorlevel 1 GOTO ErrorExit: + +SET replace_version_script="replace_latest_version.ps1" +IF EXIST %replace_version_script% ( + powershell -file %replace_version_script% %automl_env_file% +) + call conda activate %conda_env_name% 2>nul: if not errorlevel 1 ( @@ -54,6 +65,10 @@ echo If you are running an older version of Miniconda or Anaconda, echo you can upgrade using the command: conda update conda goto End +:VersionCheckMissing +echo File %check_conda_version_script% not found. +goto End + :YmlMissing echo File %automl_env_file% not found. diff --git a/how-to-use-azureml/automated-machine-learning/automl_setup_linux.sh b/how-to-use-azureml/automated-machine-learning/automl_setup_linux.sh index 33334ebe..744f3e9f 100644 --- a/how-to-use-azureml/automated-machine-learning/automl_setup_linux.sh +++ b/how-to-use-azureml/automated-machine-learning/automl_setup_linux.sh @@ -4,6 +4,7 @@ CONDA_ENV_NAME=$1 AUTOML_ENV_FILE=$2 OPTIONS=$3 PIP_NO_WARN_SCRIPT_LOCATION=0 +CHECK_CONDA_VERSION_SCRIPT="check_conda_version.py" if [ "$CONDA_ENV_NAME" == "" ] then @@ -20,6 +21,18 @@ if [ ! -f $AUTOML_ENV_FILE ]; then exit 1 fi +if [ ! -f $CHECK_CONDA_VERSION_SCRIPT ]; then + echo "File $CHECK_CONDA_VERSION_SCRIPT not found" + exit 1 +fi + +python "$CHECK_CONDA_VERSION_SCRIPT" +if [ $? -ne 0 ]; then + exit 1 +fi + +sed -i 's/AZUREML-SDK-VERSION/latest/' $AUTOML_ENV_FILE + if source activate $CONDA_ENV_NAME 2> /dev/null then echo "Upgrading existing conda environment" $CONDA_ENV_NAME diff --git a/how-to-use-azureml/automated-machine-learning/automl_setup_mac.sh b/how-to-use-azureml/automated-machine-learning/automl_setup_mac.sh index d81d2438..dc332e52 100644 --- a/how-to-use-azureml/automated-machine-learning/automl_setup_mac.sh +++ b/how-to-use-azureml/automated-machine-learning/automl_setup_mac.sh @@ -4,6 +4,7 @@ CONDA_ENV_NAME=$1 AUTOML_ENV_FILE=$2 OPTIONS=$3 PIP_NO_WARN_SCRIPT_LOCATION=0 +CHECK_CONDA_VERSION_SCRIPT="check_conda_version.py" if [ "$CONDA_ENV_NAME" == "" ] then @@ -20,6 +21,18 @@ if [ ! -f $AUTOML_ENV_FILE ]; then exit 1 fi +if [ ! -f $CHECK_CONDA_VERSION_SCRIPT ]; then + echo "File $CHECK_CONDA_VERSION_SCRIPT not found" + exit 1 +fi + +python "$CHECK_CONDA_VERSION_SCRIPT" +if [ $? -ne 0 ]; then + exit 1 +fi + +sed -i '' 's/AZUREML-SDK-VERSION/latest/' $AUTOML_ENV_FILE + if source activate $CONDA_ENV_NAME 2> /dev/null then echo "Upgrading existing conda environment" $CONDA_ENV_NAME diff --git a/how-to-use-azureml/automated-machine-learning/check_conda_version.py b/how-to-use-azureml/automated-machine-learning/check_conda_version.py new file mode 100644 index 00000000..c3c64b4a --- /dev/null +++ b/how-to-use-azureml/automated-machine-learning/check_conda_version.py @@ -0,0 +1,26 @@ +from distutils.version import LooseVersion +import platform + +try: + import conda +except: + print('Failed to import conda.') + print('This setup is usually run from the base conda environment.') + print('You can activate the base environment using the command "conda activate base"') + exit(1) + +architecture = platform.architecture()[0] + +if architecture != "64bit": + print('This setup requires 64bit Anaconda or Miniconda. Found: ' + architecture) + exit(1) + +minimumVersion = "4.7.8" + +versionInvalid = (LooseVersion(conda.__version__) < LooseVersion(minimumVersion)) + +if versionInvalid: + print('Setup requires conda version ' + minimumVersion + ' or higher.') + print('You can use the command "conda update conda" to upgrade conda.') + +exit(versionInvalid) diff --git a/how-to-use-azureml/automated-machine-learning/classification-bank-marketing-all-features/auto-ml-classification-bank-marketing-all-features.ipynb b/how-to-use-azureml/automated-machine-learning/classification-bank-marketing-all-features/auto-ml-classification-bank-marketing-all-features.ipynb index 786ebc8c..726d1ead 100644 --- a/how-to-use-azureml/automated-machine-learning/classification-bank-marketing-all-features/auto-ml-classification-bank-marketing-all-features.ipynb +++ b/how-to-use-azureml/automated-machine-learning/classification-bank-marketing-all-features/auto-ml-classification-bank-marketing-all-features.ipynb @@ -105,7 +105,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/classification-credit-card-fraud/auto-ml-classification-credit-card-fraud.ipynb b/how-to-use-azureml/automated-machine-learning/classification-credit-card-fraud/auto-ml-classification-credit-card-fraud.ipynb index 288dc622..5f206d93 100644 --- a/how-to-use-azureml/automated-machine-learning/classification-credit-card-fraud/auto-ml-classification-credit-card-fraud.ipynb +++ b/how-to-use-azureml/automated-machine-learning/classification-credit-card-fraud/auto-ml-classification-credit-card-fraud.ipynb @@ -93,7 +93,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, @@ -424,15 +424,26 @@ "source": [ "This Credit Card fraud Detection dataset is made available under the Open Database License: http://opendatacommons.org/licenses/odbl/1.0/. Any rights in individual contents of the database are licensed under the Database Contents License: http://opendatacommons.org/licenses/dbcl/1.0/ and is available at: https://www.kaggle.com/mlg-ulb/creditcardfraud\n", "\n", + "The dataset has been collected and analysed during a research collaboration of Worldline and the Machine Learning Group (http://mlg.ulb.ac.be) of ULB (Universit\u00c3\u00a9 Libre de Bruxelles) on big data mining and fraud detection.\n", + "More details on current and past projects on related topics are available on https://www.researchgate.net/project/Fraud-detection-5 and the page of the DefeatFraud project\n", "\n", - "The dataset has been collected and analysed during a research collaboration of Worldline and the Machine Learning Group (http://mlg.ulb.ac.be) of ULB (Universit\u00c3\u0192\u00c2\u00a9 Libre de Bruxelles) on big data mining and fraud detection. More details on current and past projects on related topics are available on https://www.researchgate.net/project/Fraud-detection-5 and the page of the DefeatFraud project\n", - "Please cite the following works: \n", - "\u00c3\u00a2\u00e2\u201a\u00ac\u00c2\u00a2\tAndrea Dal Pozzolo, Olivier Caelen, Reid A. Johnson and Gianluca Bontempi. Calibrating Probability with Undersampling for Unbalanced Classification. In Symposium on Computational Intelligence and Data Mining (CIDM), IEEE, 2015\n", - "\u00c3\u00a2\u00e2\u201a\u00ac\u00c2\u00a2\tDal Pozzolo, Andrea; Caelen, Olivier; Le Borgne, Yann-Ael; Waterschoot, Serge; Bontempi, Gianluca. Learned lessons in credit card fraud detection from a practitioner perspective, Expert systems with applications,41,10,4915-4928,2014, Pergamon\n", - "\u00c3\u00a2\u00e2\u201a\u00ac\u00c2\u00a2\tDal Pozzolo, Andrea; Boracchi, Giacomo; Caelen, Olivier; Alippi, Cesare; Bontempi, Gianluca. Credit card fraud detection: a realistic modeling and a novel learning strategy, IEEE transactions on neural networks and learning systems,29,8,3784-3797,2018,IEEE\n", - "o\tDal Pozzolo, Andrea Adaptive Machine learning for credit card fraud detection ULB MLG PhD thesis (supervised by G. Bontempi)\n", - "\u00c3\u00a2\u00e2\u201a\u00ac\u00c2\u00a2\tCarcillo, Fabrizio; Dal Pozzolo, Andrea; Le Borgne, Yann-A\u00c3\u0192\u00c2\u00abl; Caelen, Olivier; Mazzer, Yannis; Bontempi, Gianluca. Scarff: a scalable framework for streaming credit card fraud detection with Spark, Information fusion,41, 182-194,2018,Elsevier\n", - "\u00c3\u00a2\u00e2\u201a\u00ac\u00c2\u00a2\tCarcillo, Fabrizio; Le Borgne, Yann-A\u00c3\u0192\u00c2\u00abl; Caelen, Olivier; Bontempi, Gianluca. Streaming active learning strategies for real-life credit card fraud detection: assessment and visualization, International Journal of Data Science and Analytics, 5,4,285-300,2018,Springer International Publishing" + "Please cite the following works:\n", + "\n", + "Andrea Dal Pozzolo, Olivier Caelen, Reid A. Johnson and Gianluca Bontempi. Calibrating Probability with Undersampling for Unbalanced Classification. In Symposium on Computational Intelligence and Data Mining (CIDM), IEEE, 2015\n", + "\n", + "Dal Pozzolo, Andrea; Caelen, Olivier; Le Borgne, Yann-Ael; Waterschoot, Serge; Bontempi, Gianluca. Learned lessons in credit card fraud detection from a practitioner perspective, Expert systems with applications,41,10,4915-4928,2014, Pergamon\n", + "\n", + "Dal Pozzolo, Andrea; Boracchi, Giacomo; Caelen, Olivier; Alippi, Cesare; Bontempi, Gianluca. Credit card fraud detection: a realistic modeling and a novel learning strategy, IEEE transactions on neural networks and learning systems,29,8,3784-3797,2018,IEEE\n", + "\n", + "Dal Pozzolo, Andrea Adaptive Machine learning for credit card fraud detection ULB MLG PhD thesis (supervised by G. Bontempi)\n", + "\n", + "Carcillo, Fabrizio; Dal Pozzolo, Andrea; Le Borgne, Yann-A\u00c3\u00abl; Caelen, Olivier; Mazzer, Yannis; Bontempi, Gianluca. Scarff: a scalable framework for streaming credit card fraud detection with Spark, Information fusion,41, 182-194,2018,Elsevier\n", + "\n", + "Carcillo, Fabrizio; Le Borgne, Yann-A\u00c3\u00abl; Caelen, Olivier; Bontempi, Gianluca. Streaming active learning strategies for real-life credit card fraud detection: assessment and visualization, International Journal of Data Science and Analytics, 5,4,285-300,2018,Springer International Publishing\n", + "\n", + "Bertrand Lebichot, Yann-A\u00c3\u00abl Le Borgne, Liyun He, Frederic Obl\u00c3\u00a9, Gianluca Bontempi Deep-Learning Domain Adaptation Techniques for Credit Cards Fraud Detection, INNSBDDL 2019: Recent Advances in Big Data and Deep Learning, pp 78-88, 2019\n", + "\n", + "Fabrizio Carcillo, Yann-A\u00c3\u00abl Le Borgne, Olivier Caelen, Frederic Obl\u00c3\u00a9, Gianluca Bontempi Combining Unsupervised and Supervised Learning in Credit Card Fraud Detection Information Sciences, 2019" ] } ], diff --git a/how-to-use-azureml/automated-machine-learning/continuous-retraining/auto-ml-continuous-retraining.ipynb b/how-to-use-azureml/automated-machine-learning/continuous-retraining/auto-ml-continuous-retraining.ipynb index 1b61bc74..e07a8c81 100644 --- a/how-to-use-azureml/automated-machine-learning/continuous-retraining/auto-ml-continuous-retraining.ipynb +++ b/how-to-use-azureml/automated-machine-learning/continuous-retraining/auto-ml-continuous-retraining.ipynb @@ -88,7 +88,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, @@ -550,7 +550,7 @@ "metadata": { "authors": [ { - "name": "vivijay" + "name": "anshirga" } ], "kernelspec": { diff --git a/how-to-use-azureml/automated-machine-learning/experimental/regression-model-proxy/auto-ml-regression-model-proxy.ipynb b/how-to-use-azureml/automated-machine-learning/experimental/regression-model-proxy/auto-ml-regression-model-proxy.ipynb index 8f6433ce..14923594 100644 --- a/how-to-use-azureml/automated-machine-learning/experimental/regression-model-proxy/auto-ml-regression-model-proxy.ipynb +++ b/how-to-use-azureml/automated-machine-learning/experimental/regression-model-proxy/auto-ml-regression-model-proxy.ipynb @@ -92,7 +92,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/forecasting-beer-remote/auto-ml-forecasting-beer-remote.ipynb b/how-to-use-azureml/automated-machine-learning/forecasting-beer-remote/auto-ml-forecasting-beer-remote.ipynb index b0c4dd12..4259eca1 100644 --- a/how-to-use-azureml/automated-machine-learning/forecasting-beer-remote/auto-ml-forecasting-beer-remote.ipynb +++ b/how-to-use-azureml/automated-machine-learning/forecasting-beer-remote/auto-ml-forecasting-beer-remote.ipynb @@ -114,7 +114,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/forecasting-bike-share/auto-ml-forecasting-bike-share.ipynb b/how-to-use-azureml/automated-machine-learning/forecasting-bike-share/auto-ml-forecasting-bike-share.ipynb index 7d892d51..5eff678d 100644 --- a/how-to-use-azureml/automated-machine-learning/forecasting-bike-share/auto-ml-forecasting-bike-share.ipynb +++ b/how-to-use-azureml/automated-machine-learning/forecasting-bike-share/auto-ml-forecasting-bike-share.ipynb @@ -87,7 +87,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/forecasting-energy-demand/auto-ml-forecasting-energy-demand.ipynb b/how-to-use-azureml/automated-machine-learning/forecasting-energy-demand/auto-ml-forecasting-energy-demand.ipynb index 99db8038..423a92b1 100644 --- a/how-to-use-azureml/automated-machine-learning/forecasting-energy-demand/auto-ml-forecasting-energy-demand.ipynb +++ b/how-to-use-azureml/automated-machine-learning/forecasting-energy-demand/auto-ml-forecasting-energy-demand.ipynb @@ -97,7 +97,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/forecasting-forecast-function/auto-ml-forecasting-function.ipynb b/how-to-use-azureml/automated-machine-learning/forecasting-forecast-function/auto-ml-forecasting-function.ipynb index d74563e5..aeced2b3 100644 --- a/how-to-use-azureml/automated-machine-learning/forecasting-forecast-function/auto-ml-forecasting-function.ipynb +++ b/how-to-use-azureml/automated-machine-learning/forecasting-forecast-function/auto-ml-forecasting-function.ipynb @@ -94,7 +94,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/forecasting-orange-juice-sales/auto-ml-forecasting-orange-juice-sales.ipynb b/how-to-use-azureml/automated-machine-learning/forecasting-orange-juice-sales/auto-ml-forecasting-orange-juice-sales.ipynb index 598f41e3..a1bc9f2e 100644 --- a/how-to-use-azureml/automated-machine-learning/forecasting-orange-juice-sales/auto-ml-forecasting-orange-juice-sales.ipynb +++ b/how-to-use-azureml/automated-machine-learning/forecasting-orange-juice-sales/auto-ml-forecasting-orange-juice-sales.ipynb @@ -82,7 +82,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/local-run-classification-credit-card-fraud/auto-ml-classification-credit-card-fraud-local.ipynb b/how-to-use-azureml/automated-machine-learning/local-run-classification-credit-card-fraud/auto-ml-classification-credit-card-fraud-local.ipynb index 26390b40..4dc430ca 100644 --- a/how-to-use-azureml/automated-machine-learning/local-run-classification-credit-card-fraud/auto-ml-classification-credit-card-fraud-local.ipynb +++ b/how-to-use-azureml/automated-machine-learning/local-run-classification-credit-card-fraud/auto-ml-classification-credit-card-fraud-local.ipynb @@ -96,7 +96,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/regression-explanation-featurization/auto-ml-regression-explanation-featurization.ipynb b/how-to-use-azureml/automated-machine-learning/regression-explanation-featurization/auto-ml-regression-explanation-featurization.ipynb index afdbc5dc..a10feea4 100644 --- a/how-to-use-azureml/automated-machine-learning/regression-explanation-featurization/auto-ml-regression-explanation-featurization.ipynb +++ b/how-to-use-azureml/automated-machine-learning/regression-explanation-featurization/auto-ml-regression-explanation-featurization.ipynb @@ -98,7 +98,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/automated-machine-learning/regression/auto-ml-regression.ipynb b/how-to-use-azureml/automated-machine-learning/regression/auto-ml-regression.ipynb index d153fa4d..94d3a136 100644 --- a/how-to-use-azureml/automated-machine-learning/regression/auto-ml-regression.ipynb +++ b/how-to-use-azureml/automated-machine-learning/regression/auto-ml-regression.ipynb @@ -92,7 +92,7 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"This notebook was created using version 1.15.0 of the Azure ML SDK\")\n", + "print(\"This notebook was created using version 1.16.0 of the Azure ML SDK\")\n", "print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")" ] }, diff --git a/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-01.ipynb b/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-01.ipynb index ccb9b340..7a8ec5e4 100644 --- a/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-01.ipynb +++ b/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-01.ipynb @@ -19,7 +19,7 @@ "\n", "%pip install -r https://aka.ms/automl_linux_requirements.txt\n", "\n", - "**For Databricks non ML runtime 7.0 and lower, Install AML sdk using init script as shown in [readme](https://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/azure-databricks/automl/README.md) before running this notebook.**\n" + "**For Databricks non ML runtime 7.0 and lower, Install AML sdk using init script as shown in [readme](readme.md) before running this notebook.**\n" ] }, { @@ -476,4 +476,4 @@ }, "nbformat": 4, "nbformat_minor": 1 -} +} \ No newline at end of file diff --git a/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-with-deployment.ipynb b/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-with-deployment.ipynb index f69c1b9f..649a0a22 100644 --- a/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-with-deployment.ipynb +++ b/how-to-use-azureml/azure-databricks/automl/automl-databricks-local-with-deployment.ipynb @@ -19,7 +19,7 @@ "\n", "%pip install -r https://aka.ms/automl_linux_requirements.txt\n", "\n", - "**For Databricks non ML runtime 7.0 and lower, Install AML sdk using init script as shown in [readme](https://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/azure-databricks/automl/README.md) before running this notebook.**" + "**For Databricks non ML runtime 7.0 and lower, Install AML sdk using init script as shown in [readme](readme.md) before running this notebook.**" ] }, { @@ -604,4 +604,4 @@ }, "nbformat": 4, "nbformat_minor": 1 -} +} \ No newline at end of file diff --git a/how-to-use-azureml/explain-model/azure-integration/scoring-time/train-explain-model-on-amlcompute-and-deploy.ipynb b/how-to-use-azureml/explain-model/azure-integration/scoring-time/train-explain-model-on-amlcompute-and-deploy.ipynb index 5c56654e..d960b4d2 100644 --- a/how-to-use-azureml/explain-model/azure-integration/scoring-time/train-explain-model-on-amlcompute-and-deploy.ipynb +++ b/how-to-use-azureml/explain-model/azure-integration/scoring-time/train-explain-model-on-amlcompute-and-deploy.ipynb @@ -295,8 +295,7 @@ "# environment, otherwise if a model is trained or deployed in a different environment this can\n", "# cause errors. Please take extra care when specifying your dependencies in a production environment.\n", "azureml_pip_packages.extend(['sklearn-pandas', 'pyyaml', sklearn_dep, pandas_dep])\n", - "run_config.environment.python.conda_dependencies = CondaDependencies.create(pip_packages=azureml_pip_packages,\n", - " pin_sdk_version=False)\n", + "run_config.environment.python.conda_dependencies = CondaDependencies.create(pip_packages=azureml_pip_packages)\n", "# Now submit a run on AmlCompute\n", "from azureml.core.script_run_config import ScriptRunConfig\n", "\n", @@ -460,8 +459,7 @@ "# environment, otherwise if a model is trained or deployed in a different environment this can\n", "# cause errors. Please take extra care when specifying your dependencies in a production environment.\n", "azureml_pip_packages.extend(['sklearn-pandas', 'pyyaml', sklearn_dep, pandas_dep])\n", - "myenv = CondaDependencies.create(pip_packages=azureml_pip_packages,\n", - " pin_sdk_version=False)\n", + "myenv = CondaDependencies.create(pip_packages=azureml_pip_packages)\n", "\n", "with open(\"myenv.yml\",\"w\") as f:\n", " f.write(myenv.serialize_to_string())\n", diff --git a/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-use-kusto-as-compute-target.ipynb b/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-use-kusto-as-compute-target.ipynb new file mode 100644 index 00000000..3959bd04 --- /dev/null +++ b/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-use-kusto-as-compute-target.ipynb @@ -0,0 +1,274 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (c) Microsoft Corporation. All rights reserved. \n", + "Licensed under the MIT License." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![Impressions](https://PixelServer20190423114238.azurewebsites.net/api/impressions/MachineLearningNotebooks/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-use-databricks-as-compute-target.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Azure Machine Learning Pipeline with KustoStep\n", + "To use Kusto as a compute target from [Azure Machine Learning Pipeline](https://aka.ms/pl-concept), a KustoStep is used. A KustoStep enables the functionality of running Kusto queries on a target Kusto cluster in Azure ML Pipelines. Each KustoStep can target one Kusto cluster and perform multiple queries on them. This notebook demonstrates the use of KustoStep in Azure Machine Learning (AML) Pipeline.\n", + "\n", + "## Before you begin:\n", + "\n", + "1. **Have an Azure Machine Learning workspace**: You will need details of this workspace later on to define KustoStep.\n", + "2. **Have a Service Principal**: You will need a service principal and use its credentials to access your cluster. See [this](https://docs.microsoft.com/en-us/azure/active-directory/develop/howto-create-service-principal-portal) for more information.\n", + "3. **Have a Blob storage**: You will need a Azure Blob storage for uploading the output of your Kusto query." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Azure Machine Learning and Pipeline SDK-specific imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import azureml.core\n", + "from azureml.core.runconfig import JarLibrary\n", + "from azureml.core.compute import ComputeTarget, KustoCompute\n", + "from azureml.exceptions import ComputeTargetException\n", + "from azureml.core import Workspace, Experiment\n", + "from azureml.pipeline.core import Pipeline, PipelineData\n", + "from azureml.pipeline.steps import KustoStep\n", + "from azureml.core.datastore import Datastore\n", + "from azureml.data.data_reference import DataReference\n", + "\n", + "# Check core SDK version number\n", + "print(\"SDK version:\", azureml.core.VERSION)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialize Workspace\n", + "\n", + "Initialize a workspace object from persisted configuration. If you are using an Azure Machine Learning Notebook VM, you are all set. Otherwise, make sure you go through the [configuration Notebook](https://aka.ms/pl-config) first if you haven't." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ws = Workspace.from_config()\n", + "print(ws.name, ws.resource_group, ws.location, ws.subscription_id, sep = '\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Attach Kusto compute target\n", + "Next, you need to create a Kusto compute target and give it a name. You will use this name to refer to your Kusto compute target inside Azure Machine Learning. Your workspace will be associated to this Kusto compute target. You will also need to provide some credentials that will be used to enable access to your target Kusto cluster and database.\n", + "\n", + "- **Resource Group** - The resource group name of your Azure Machine Learning workspace\n", + "- **Workspace Name** - The workspace name of your Azure Machine Learning workspace\n", + "- **Resource ID** - The resource ID of your Kusto cluster\n", + "- **Tenant ID** - The tenant ID associated to your Kusto cluster\n", + "- **Application ID** - The Application ID associated to your Kusto cluster\n", + "- **Application Key** - The Application key associated to your Kusto cluster\n", + "- **Kusto Connection String** - The connection string of your Kusto cluster\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "sample-databrickscompute-attach" + ] + }, + "outputs": [], + "source": [ + "compute_name = \"\" # Name to associate with new compute in workspace\n", + "\n", + "# Account details associated to the target Kusto cluster\n", + "resource_id = \"\" # Resource ID of the Kusto cluster\n", + "kusto_connection_string = \"\" # Connection string of the Kusto cluster\n", + "application_id = \"\" # Application ID associated to the Kusto cluster\n", + "application_key = \"\" # Application Key associated to the Kusto cluster\n", + "tenant_id = \"\" # Tenant ID associated to the Kusto cluster\n", + "\n", + "try:\n", + " kusto_compute = KustoCompute(workspace=ws, name=compute_name)\n", + " print('Compute target {} already exists'.format(compute_name))\n", + "except ComputeTargetException:\n", + " print('Compute not found, will use provided parameters to attach new one')\n", + " config = KustoCompute.attach_configuration(resource_group=ws.resource_group, workspace_name=ws.name, \n", + " resource_id=resource_id, tenant_id=tenant_id, \n", + " kusto_connection_string=kusto_connection_string, \n", + " application_id=application_id, application_key=application_key)\n", + " kusto_compute=ComputeTarget.attach(ws, compute_name, config)\n", + " kusto_compute.wait_for_completion(True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup output\n", + "To use Kusto as a compute target for Azure Machine Learning Pipeline, a KustoStep is used. Currently KustoStep only supports uploading results to Azure Blob store. Let's define an output datastore via PipelineData to be used in KustoStep." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from azureml.pipeline.core import PipelineParameter\n", + "\n", + "# Use the default blob storage\n", + "def_blob_store = Datastore.get(ws, \"workspaceblobstore\")\n", + "print('Datastore {} will be used'.format(def_blob_store.name))\n", + "\n", + "step_1_output = PipelineData(\"output\", datastore=def_blob_store)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Add a KustoStep to Pipeline\n", + "Adds a Kusto query as a step in a Pipeline.\n", + "- **name:** Name of the Module\n", + "- **compute_target:** Name of Kusto compute target\n", + "- **database_name:** Name of the database to perform Kusto query on\n", + "- **query_directory:** Path to folder that contains only a text file with Kusto queries (see [here](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/) for more details on Kusto queries). \n", + " - If the query is parameterized, then the text file must also include any declaration of query parameters (see [here](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/queryparametersstatement?pivots=azuredataexplorer) for more details on query parameters declaration statements). \n", + " - An example of the query text file could just contain the query \"StormEvents | count | as HowManyRecords;\", where StormEvents is the table name. \n", + " - Note. the text file should just contain the declarations and queries without quotation marks around them.\n", + "- **outputs:** Output binding to an Azure Blob Store.\n", + "- **parameter_dict (optional):** Dictionary that contains the values of parameters declared in the query text file in the **query_directory** mentioned above.\n", + " - Dictionary key is the parameter name, and dictionary value is the parameter value.\n", + " - For example, parameter_dict = {\"paramName1\": \"paramValue1\", \"paramName2\": \"paramValue2\"}\n", + "- **allow_reuse (optional):** Whether the step should reuse previous results when run with the same settings/inputs (default to False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "database_name = \"\" # Name of the database to perform Kusto queries on\n", + "query_directory = \"\" # Path to folder that contains a text file with Kusto queries\n", + "\n", + "kustoStep = KustoStep(\n", + " name='KustoNotebook',\n", + " compute_target=compute_name,\n", + " database_name=database_name,\n", + " query_directory=query_directory,\n", + " output=step_1_output,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Build and submit the Experiment" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "steps = [kustoStep]\n", + "pipeline = Pipeline(workspace=ws, steps=steps)\n", + "pipeline_run = Experiment(ws, 'Notebook_demo').submit(pipeline)\n", + "pipeline_run.wait_for_completion()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# View Run Details" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from azureml.widgets import RunDetails\n", + "RunDetails(pipeline_run).show()" + ] + } + ], + "metadata": { + "authors": [ + { + "name": "t-kachia" + } + ], + "category": "tutorial", + "compute": [ + "Kusto" + ], + "datasets": [ + "Custom" + ], + "deployment": [ + "None" + ], + "exclude_from_index": false, + "framework": [ + "Azure ML, Kusto" + ], + "friendly_name": "How to use KustoStep with AML Pipelines", + "kernelspec": { + "display_name": "Python 3.6", + "language": "python", + "name": "python36" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + }, + "order_index": 5, + "star_tag": [ + "featured" + ], + "tags": [ + "None" + ], + "task": "Demonstrates the use of KustoStep" + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-with-automated-machine-learning-step.ipynb b/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-with-automated-machine-learning-step.ipynb index 33c5dfc7..7087e3f2 100644 --- a/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-with-automated-machine-learning-step.ipynb +++ b/how-to-use-azureml/machine-learning-pipelines/intro-to-pipelines/aml-pipelines-with-automated-machine-learning-step.ipynb @@ -477,7 +477,7 @@ "metadata": { "authors": [ { - "name": "sanpil" + "name": "anshirga" } ], "category": "tutorial", diff --git a/how-to-use-azureml/machine-learning-pipelines/nyc-taxi-data-regression-model-building/nyc-taxi-data-regression-model-building.ipynb b/how-to-use-azureml/machine-learning-pipelines/nyc-taxi-data-regression-model-building/nyc-taxi-data-regression-model-building.ipynb index c1ae0a81..635eed28 100644 --- a/how-to-use-azureml/machine-learning-pipelines/nyc-taxi-data-regression-model-building/nyc-taxi-data-regression-model-building.ipynb +++ b/how-to-use-azureml/machine-learning-pipelines/nyc-taxi-data-regression-model-building/nyc-taxi-data-regression-model-building.ipynb @@ -774,7 +774,7 @@ "outputs": [], "source": [ "# Before we proceed we need to wait for the run to complete.\n", - "pipeline_run.wait_for_completion()\n", + "pipeline_run.wait_for_completion(show_output=False)\n", "\n", "# functions to download output to local and fetch as dataframe\n", "def get_download_path(download_path, output_name):\n", diff --git a/how-to-use-azureml/ml-frameworks/README.md b/how-to-use-azureml/ml-frameworks/README.md index 9498afaa..863f61ab 100644 --- a/how-to-use-azureml/ml-frameworks/README.md +++ b/how-to-use-azureml/ml-frameworks/README.md @@ -6,5 +6,6 @@ These sample notebooks show you how to train and deploy models with popular mach 3. [TensorFlow](tensorflow): Train, hyperparameter tune and deploy TensorFlow models. Distributed training with TensorFlow. 4. [Keras](keras): Train, hyperparameter tune and deploy Keras models. 5. [Chainer](chainer): Train, hyperparameter tune and deploy Chainer models. Distributed training with Chainer. +6. [Fastai](fastai): Train, hyperparameter tune and deploy Fastai models. ![Impressions](https://PixelServer20190423114238.azurewebsites.net/api/impressions/MachineLearningNotebooks/how-to-use-azureml/ml-frameworks/README.png) diff --git a/how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.ipynb b/how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.ipynb new file mode 100644 index 00000000..1cce8b8e --- /dev/null +++ b/how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.ipynb @@ -0,0 +1,371 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![Impressions](https://PixelServer20190423114238.azurewebsites.net/api/impressions/MachineLearningNotebooks/how-to-use-azureml/ml-frameworks/fastai/train-with-custom-docker/fastai-with-custom-docker.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (c) Microsoft Corporation. All rights reserved.\n", + "\n", + "Licensed under the MIT License." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Train a model using a custom Docker image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, learn how to use a custom Docker image when training models with Azure Machine Learning.\n", + "\n", + "The example scripts in this article are used to classify pet images by creating a convolutional neural network. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set up the experiment\n", + "This section sets up the training experiment by initializing a workspace, creating an experiment, and uploading the training data and training scripts." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize a workspace\n", + "The Azure Machine Learning workspace is the top-level resource for the service. It provides you with a centralized place to work with all the artifacts you create. In the Python SDK, you can access the workspace artifacts by creating a `workspace` object.\n", + "\n", + "Create a workspace object from the config.json file." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from azureml.core import Workspace\n", + "\n", + "ws = Workspace.from_config()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prepare scripts\n", + "Create a directory titled `fastai-example`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.makedirs('fastai-example', exist_ok=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then run the cell below to create the training script train.py in the directory." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "jupyter": { + "outputs_hidden": false, + "source_hidden": false + }, + "nteract": { + "transient": { + "deleting": false + } + } + }, + "outputs": [], + "source": [ + "%%writefile fastai-example/train.py\n", + "\n", + "from fastai.vision.all import *\n", + "\n", + "path = untar_data(URLs.PETS)\n", + "path.ls()\n", + "\n", + "files = get_image_files(path/\"images\")\n", + "len(files)\n", + "\n", + "#(Path('/home/ashwin/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_102.jpg'),Path('/home/ashwin/.fastai/data/oxford-iiit-pet/images/great_pyrenees_102.jpg'))\n", + "\n", + "def label_func(f): return f[0].isupper()\n", + "\n", + "#To get our data ready for a model, we need to put it in a DataLoaders object. Here we have a function that labels using the file names, so we will use ImageDataLoaders.from_name_func. There are other factory methods of ImageDataLoaders that could be more suitable for your problem, so make sure to check them all in vision.data.\n", + "\n", + "dls = ImageDataLoaders.from_name_func(path, files, label_func, item_tfms=Resize(224))\n", + "\n", + "#We have passed to this function the directory we're working in, the files we grabbed, our label_func and one last piece as item_tfms: this is a Transform applied on all items of our dataset that will resize each imge to 224 by 224, by using a random crop on the largest dimension to make it a square, then resizing to 224 by 224. If we didn't pass this, we would get an error later as it would be impossible to batch the items together.\n", + "\n", + "dls.show_batch()\n", + "\n", + "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n", + "learn.fine_tune(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define your environment\n", + "Create an environment object and enable Docker." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from azureml.core import Environment\n", + "\n", + "fastai_env = Environment(\"fastai\")\n", + "fastai_env.docker.enabled = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This specified base image supports the fast.ai library which allows for distributed deep learning capabilities. For more information, see the [fast.ai DockerHub](https://hub.docker.com/u/fastdotai). \n", + "\n", + "When you are using your custom Docker image, you might already have your Python environment properly set up. In that case, set the `user_managed_dependencies` flag to True in order to leverage your custom image's built-in python environment." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fastai_env.docker.base_image = \"fastdotai/fastai:latest\"\n", + "fastai_env.python.user_managed_dependencies = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use an image from a private container registry that is not in your workspace, you must use `docker.base_image_registry` to specify the address of the repository as well as a username and password." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```python\n", + "fastai_env.docker.base_image_registry.address = \"myregistry.azurecr.io\"\n", + "fastai_env.docker.base_image_registry.username = \"username\"\n", + "fastai_env.docker.base_image_registry.password = \"password\"\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is also possible to use a custom Dockerfile. Use this approach if you need to install non-Python packages as dependencies and remember to set the base image to None. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Specify docker steps as a string:\n", + "```python \n", + "dockerfile = r\"\"\" \\\n", + "FROM mcr.microsoft.com/azureml/base:intelmpi2018.3-ubuntu16.04\n", + "RUN echo \"Hello from custom container!\" \\\n", + "\"\"\"\n", + "```\n", + "Set base image to None, because the image is defined by dockerfile:\n", + "```python\n", + "fastai_env.docker.base_image = None \\\n", + "fastai_env.docker.base_dockerfile = dockerfile\n", + "```\n", + "Alternatively, load the string from a file:\n", + "```python\n", + "fastai_env.docker.base_image = None \\\n", + "fastai_env.docker.base_dockerfile = \"./Dockerfile\"\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create or attach existing AmlCompute\n", + "You will need to create a [compute target](https://docs.microsoft.com/azure/machine-learning/service/concept-azure-machine-learning-architecture#compute-target) for training your model. In this tutorial, you create `AmlCompute` as your training compute resource.\n", + "\n", + "**Creation of AmlCompute takes approximately 5 minutes.** If the AmlCompute with that name is already in your workspace this code will skip the creation process.\n", + "\n", + "As with other Azure services, there are limits on certain resources (e.g. AmlCompute) associated with the Azure Machine Learning service. Please read [this article](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-manage-quotas) on the default limits and how to request more quota." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from azureml.core.compute import ComputeTarget, AmlCompute\n", + "from azureml.core.compute_target import ComputeTargetException\n", + "\n", + "# choose a name for your cluster\n", + "cluster_name = \"gpu-cluster\"\n", + "\n", + "try:\n", + " compute_target = ComputeTarget(workspace=ws, name=cluster_name)\n", + " print('Found existing compute target.')\n", + "except ComputeTargetException:\n", + " print('Creating a new compute target...')\n", + " compute_config = AmlCompute.provisioning_configuration(vm_size='STANDARD_NC6',\n", + " max_nodes=4)\n", + "\n", + " # create the cluster\n", + " compute_target = ComputeTarget.create(ws, cluster_name, compute_config)\n", + "\n", + " compute_target.wait_for_completion(show_output=True)\n", + "\n", + "# use get_status() to get a detailed status for the current AmlCompute\n", + "print(compute_target.get_status().serialize())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create a ScriptRunConfig\n", + "This ScriptRunConfig will configure your job for execution on the desired compute target." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "jupyter": { + "outputs_hidden": false, + "source_hidden": false + }, + "nteract": { + "transient": { + "deleting": false + } + } + }, + "outputs": [], + "source": [ + "from azureml.core import ScriptRunConfig\n", + "\n", + "fastai_config = ScriptRunConfig(source_directory='fastai-example',\n", + " script='train.py',\n", + " compute_target=compute_target,\n", + " environment=fastai_env)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Submit your run\n", + "When a training run is submitted using a ScriptRunConfig object, the submit method returns an object of type ScriptRun. The returned ScriptRun object gives you programmatic access to information about the training run. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "jupyter": { + "outputs_hidden": false, + "source_hidden": false + }, + "nteract": { + "transient": { + "deleting": false + } + } + }, + "outputs": [], + "source": [ + "from azureml.core import Experiment\n", + "\n", + "run = Experiment(ws,'fastai-custom-image').submit(fastai_config)\n", + "run.wait_for_completion(show_output=True)" + ] + } + ], + "metadata": { + "authors": [ + { + "name": "sagopal" + } + ], + "category": "training", + "compute": [ + "AML Compute" + ], + "datasets": [ + "Oxford IIIT Pet" + ], + "deployment": [ + "None" + ], + "exclude_from_index": false, + "framework": [ + "Pytorch" + ], + "friendly_name": "Train a model with a custom Docker image", + "index_order": 1, + "kernelspec": { + "display_name": "Python 3.6", + "language": "python", + "name": "python36" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + }, + "nteract": { + "version": "nteract-front-end@1.0.0" + }, + "tags": [ + "None" + ], + "task": "Train with custom Docker image" + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.yml b/how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.yml new file mode 100644 index 00000000..3e5f80ae --- /dev/null +++ b/how-to-use-azureml/ml-frameworks/fastai/fastai-with-custom-docker/fastai-with-custom-docker.yml @@ -0,0 +1,5 @@ +name: fastai-with-custom-docker +dependencies: +- pip: + - azureml-sdk + - fastai==1.0.61 diff --git a/how-to-use-azureml/ml-frameworks/tensorflow/train-tensorflow-resume-training/train-tensorflow-resume-training.ipynb b/how-to-use-azureml/ml-frameworks/tensorflow/train-tensorflow-resume-training/train-tensorflow-resume-training.ipynb index 3107d694..f9fa4065 100644 --- a/how-to-use-azureml/ml-frameworks/tensorflow/train-tensorflow-resume-training/train-tensorflow-resume-training.ipynb +++ b/how-to-use-azureml/ml-frameworks/tensorflow/train-tensorflow-resume-training/train-tensorflow-resume-training.ipynb @@ -499,4 +499,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file diff --git a/how-to-use-azureml/track-and-monitor-experiments/logging-api/logging-api.ipynb b/how-to-use-azureml/track-and-monitor-experiments/logging-api/logging-api.ipynb index c0cd1e50..f29488c2 100644 --- a/how-to-use-azureml/track-and-monitor-experiments/logging-api/logging-api.ipynb +++ b/how-to-use-azureml/track-and-monitor-experiments/logging-api/logging-api.ipynb @@ -100,7 +100,7 @@ "\n", "# Check core SDK version number\n", "\n", - "print(\"This notebook was created using SDK version 1.15.0, you are currently running version\", azureml.core.VERSION)" + "print(\"This notebook was created using SDK version 1.16.0, you are currently running version\", azureml.core.VERSION)" ] }, { @@ -378,7 +378,13 @@ "metadata": {}, "outputs": [], "source": [ - "file_name = 'logging-api/myfile.txt'\n", + "import os\n", + "directory = 'logging-api'\n", + "\n", + "if not os.path.exists(directory):\n", + " os.mkdir(directory)\n", + "\n", + "file_name = os.path.join(directory, \"myfile.txt\")\n", "\n", "with open(file_name, \"w\") as f:\n", " f.write('This is an output file that will be uploaded.\\n')\n", diff --git a/how-to-use-azureml/work-with-data/datasets-tutorial/pipeline-with-datasets/data/t10k-images-idx3-ubyte b/how-to-use-azureml/work-with-data/datasets-tutorial/pipeline-with-datasets/data/t10k-images-idx3-ubyte deleted file mode 100644 index 37bac79bc6f002d965f363e0b20514904504a4d9..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 7840016 zcmeFacU)6R|M)wAZPitGb=R`GmbJU6h@#@!u%RfH6-8N56h#365k*l@6h#maK@bp- z4$@mlLVE9kgx))$7ZLkGr;J4$Gh8&$oG5}1U*-0ILJ!3tBjR70nZv|#VBzT4; 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