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41
SECURITY.md
Normal file
41
SECURITY.md
Normal file
@@ -0,0 +1,41 @@
|
||||
<!-- BEGIN MICROSOFT SECURITY.MD V0.0.7 BLOCK -->
|
||||
|
||||
## Security
|
||||
|
||||
Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/).
|
||||
|
||||
If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/opensource/security/definition), please report it to us as described below.
|
||||
|
||||
## Reporting Security Issues
|
||||
|
||||
**Please do not report security vulnerabilities through public GitHub issues.**
|
||||
|
||||
Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/opensource/security/create-report).
|
||||
|
||||
If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/opensource/security/pgpkey).
|
||||
|
||||
You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://aka.ms/opensource/security/msrc).
|
||||
|
||||
Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:
|
||||
|
||||
* Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
|
||||
* Full paths of source file(s) related to the manifestation of the issue
|
||||
* The location of the affected source code (tag/branch/commit or direct URL)
|
||||
* Any special configuration required to reproduce the issue
|
||||
* Step-by-step instructions to reproduce the issue
|
||||
* Proof-of-concept or exploit code (if possible)
|
||||
* Impact of the issue, including how an attacker might exploit the issue
|
||||
|
||||
This information will help us triage your report more quickly.
|
||||
|
||||
If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/opensource/security/bounty) page for more details about our active programs.
|
||||
|
||||
## Preferred Languages
|
||||
|
||||
We prefer all communications to be in English.
|
||||
|
||||
## Policy
|
||||
|
||||
Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/opensource/security/cvd).
|
||||
|
||||
<!-- END MICROSOFT SECURITY.MD BLOCK -->
|
||||
@@ -103,7 +103,7 @@
|
||||
"source": [
|
||||
"import azureml.core\n",
|
||||
"\n",
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
|
||||
@@ -6,7 +6,7 @@ dependencies:
|
||||
- fairlearn>=0.6.2
|
||||
- joblib
|
||||
- liac-arff
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- protobuf==3.20.0
|
||||
|
||||
@@ -6,7 +6,7 @@ dependencies:
|
||||
- fairlearn>=0.6.2
|
||||
- joblib
|
||||
- liac-arff
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- protobuf==3.20.0
|
||||
|
||||
@@ -18,16 +18,18 @@ dependencies:
|
||||
- pywin32==227
|
||||
- PySocks==1.7.1
|
||||
- conda-forge::pyqt==5.12.3
|
||||
- jsonschema==4.9.1
|
||||
- Pygments==2.12.0
|
||||
- jinja2<=2.11.2
|
||||
- markupsafe<2.1.0
|
||||
- tqdm==4.64.0
|
||||
|
||||
- pip:
|
||||
# Required packages for AzureML execution, history, and data preparation.
|
||||
- azureml-widgets~=1.44.0
|
||||
- azureml-widgets~=1.45.0
|
||||
- azureml-defaults~=1.45.0
|
||||
- pytorch-transformers==1.0.0
|
||||
- spacy==2.2.4
|
||||
- pystan==2.19.1.1
|
||||
- https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
|
||||
- -r https://automlsdkdataresources.blob.core.windows.net/validated-requirements/1.44.0/validated_win32_requirements.txt [--no-deps]
|
||||
- -r https://automlsdkdataresources.blob.core.windows.net/validated-requirements/1.45.0/validated_win32_requirements.txt [--no-deps]
|
||||
- arch==4.14
|
||||
- wasabi==0.9.1
|
||||
|
||||
@@ -21,13 +21,16 @@ dependencies:
|
||||
- conda-forge::fbprophet==0.7.1
|
||||
- pytorch::pytorch=1.4.0
|
||||
- cudatoolkit=10.1.243
|
||||
- jinja2<=2.11.2
|
||||
- markupsafe<2.1.0
|
||||
|
||||
- pip:
|
||||
# Required packages for AzureML execution, history, and data preparation.
|
||||
- azureml-widgets~=1.44.0
|
||||
- azureml-widgets~=1.45.0
|
||||
- azureml-defaults~=1.45.0
|
||||
- pytorch-transformers==1.0.0
|
||||
- spacy==2.2.4
|
||||
- pystan==2.19.1.1
|
||||
- https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
|
||||
- -r https://automlsdkdataresources.blob.core.windows.net/validated-requirements/1.44.0/validated_linux_requirements.txt [--no-deps]
|
||||
- -r https://automlsdkdataresources.blob.core.windows.net/validated-requirements/1.45.0/validated_linux_requirements.txt [--no-deps]
|
||||
- arch==4.14
|
||||
|
||||
@@ -22,13 +22,16 @@ dependencies:
|
||||
- conda-forge::fbprophet==0.7.1
|
||||
- pytorch::pytorch=1.4.0
|
||||
- cudatoolkit=9.0
|
||||
- jinja2<=2.11.2
|
||||
- markupsafe<2.1.0
|
||||
|
||||
- pip:
|
||||
# Required packages for AzureML execution, history, and data preparation.
|
||||
- azureml-widgets~=1.44.0
|
||||
- azureml-widgets~=1.45.0
|
||||
- azureml-defaults~=1.45.0
|
||||
- pytorch-transformers==1.0.0
|
||||
- spacy==2.2.4
|
||||
- pystan==2.19.1.1
|
||||
- https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
|
||||
- -r https://automlsdkdataresources.blob.core.windows.net/validated-requirements/1.44.0/validated_darwin_requirements.txt [--no-deps]
|
||||
- -r https://automlsdkdataresources.blob.core.windows.net/validated-requirements/1.45.0/validated_darwin_requirements.txt [--no-deps]
|
||||
- arch==4.14
|
||||
|
||||
@@ -97,7 +97,7 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
|
||||
@@ -97,7 +97,7 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
|
||||
@@ -3,7 +3,7 @@ dependencies:
|
||||
# The python interpreter version.
|
||||
# Currently Azure ML only supports 3.6.0 and later.
|
||||
- pip<=20.2.4
|
||||
- python>=3.6.0,<3.9
|
||||
- python>=3.6.0,<3.10
|
||||
- cython==0.29.14
|
||||
- urllib3==1.26.7
|
||||
- PyJWT < 2.0.0
|
||||
@@ -18,4 +18,6 @@ dependencies:
|
||||
- azureml-defaults
|
||||
- azureml-sdk
|
||||
- azureml-widgets
|
||||
- azureml-mlflow
|
||||
- pandas
|
||||
- mlflow
|
||||
|
||||
@@ -7,7 +7,7 @@ dependencies:
|
||||
# Currently Azure ML only supports 3.6.0 and later.
|
||||
- pip<=20.2.4
|
||||
- nomkl
|
||||
- python>=3.6.0,<3.9
|
||||
- python>=3.6.0,<3.10
|
||||
- urllib3==1.26.7
|
||||
- PyJWT < 2.0.0
|
||||
- numpy>=1.21.6,<=1.22.3
|
||||
@@ -20,4 +20,6 @@ dependencies:
|
||||
- azureml-defaults
|
||||
- azureml-sdk
|
||||
- azureml-widgets
|
||||
- azureml-mlflow
|
||||
- pandas
|
||||
- mlflow
|
||||
|
||||
@@ -92,7 +92,7 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
|
||||
@@ -91,7 +91,7 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
|
||||
@@ -106,7 +106,7 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
@@ -237,12 +237,16 @@
|
||||
"import pkg_resources\n",
|
||||
"available_packages = pkg_resources.working_set\n",
|
||||
"pandas_ver = None\n",
|
||||
"numpy_ver = None\n",
|
||||
"for dist in list(available_packages):\n",
|
||||
" if dist.key == 'pandas':\n",
|
||||
" pandas_ver = dist.version\n",
|
||||
"pandas_dep = 'pandas'\n",
|
||||
"numpy_dep = 'numpy'\n",
|
||||
"if pandas_ver:\n",
|
||||
" pandas_dep = 'pandas=={}'.format(pandas_ver)\n",
|
||||
"if numpy_ver:\n",
|
||||
" numpy_dep = 'numpy=={}'.format(numpy_ver)\n",
|
||||
"\n",
|
||||
"# Note: we build shap at commit 690245 for Tesla K80 GPUs\n",
|
||||
"env.docker.base_dockerfile = f\"\"\"\n",
|
||||
@@ -282,7 +286,7 @@
|
||||
"pip uninstall -y xgboost && \\\n",
|
||||
"conda install py-xgboost==1.3.3 && \\\n",
|
||||
"pip uninstall -y numpy && \\\n",
|
||||
"conda install numpy==1.20.3 \\\n",
|
||||
"conda install {numpy_dep} \\\n",
|
||||
"\"\"\"\n",
|
||||
"\n",
|
||||
"env.python.user_managed_dependencies = True\n",
|
||||
|
||||
@@ -7,12 +7,12 @@ dependencies:
|
||||
- flask
|
||||
- flask-cors
|
||||
- gevent>=1.3.6
|
||||
- jinja2
|
||||
- ipython
|
||||
- matplotlib
|
||||
- ipywidgets
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- scipy>=1.5.3
|
||||
- protobuf==3.20.0
|
||||
- jinja2==3.0.3
|
||||
|
||||
@@ -6,13 +6,13 @@ dependencies:
|
||||
- flask
|
||||
- flask-cors
|
||||
- gevent>=1.3.6
|
||||
- jinja2
|
||||
- ipython
|
||||
- matplotlib
|
||||
- azureml-dataset-runtime
|
||||
- ipywidgets
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- scipy>=1.5.3
|
||||
- protobuf==3.20.0
|
||||
- jinja2==3.0.3
|
||||
|
||||
@@ -6,13 +6,13 @@ dependencies:
|
||||
- flask
|
||||
- flask-cors
|
||||
- gevent>=1.3.6
|
||||
- jinja2
|
||||
- ipython
|
||||
- matplotlib
|
||||
- ipywidgets
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- packaging>=20.9
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- scipy>=1.5.3
|
||||
- protobuf==3.20.0
|
||||
- jinja2==3.0.3
|
||||
|
||||
@@ -6,13 +6,13 @@ dependencies:
|
||||
- flask
|
||||
- flask-cors
|
||||
- gevent>=1.3.6
|
||||
- jinja2
|
||||
- ipython
|
||||
- matplotlib
|
||||
- ipywidgets
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- packaging>=20.9
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- scipy>=1.5.3
|
||||
- protobuf==3.20.0
|
||||
- jinja2==3.0.3
|
||||
|
||||
@@ -6,14 +6,14 @@ dependencies:
|
||||
- flask
|
||||
- flask-cors
|
||||
- gevent>=1.3.6
|
||||
- jinja2
|
||||
- ipython
|
||||
- matplotlib
|
||||
- azureml-dataset-runtime
|
||||
- azureml-core
|
||||
- ipywidgets
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- itsdangerous==2.0.1
|
||||
- markupsafe<2.1.0
|
||||
- scipy>=1.5.3
|
||||
- protobuf==3.20.0
|
||||
- jinja2==3.0.3
|
||||
|
||||
@@ -4,7 +4,7 @@ import os
|
||||
|
||||
import numpy as np
|
||||
|
||||
from utils import download_mnist
|
||||
from datautils import download_mnist
|
||||
|
||||
import chainer
|
||||
from chainer import backend
|
||||
|
||||
@@ -2,7 +2,7 @@ import numpy as np
|
||||
import os
|
||||
import json
|
||||
|
||||
from utils import download_mnist
|
||||
from datautils import download_mnist
|
||||
|
||||
from chainer import serializers, using_config, Variable, datasets
|
||||
import chainer.functions as F
|
||||
|
||||
@@ -210,7 +210,7 @@
|
||||
"\n",
|
||||
"shutil.copy('chainer_mnist.py', project_folder)\n",
|
||||
"shutil.copy('chainer_score.py', project_folder)\n",
|
||||
"shutil.copy('utils.py', project_folder)"
|
||||
"shutil.copy('datautils.py', project_folder)"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
@@ -283,7 +283,7 @@
|
||||
"\n",
|
||||
"# Specify a GPU base image\n",
|
||||
"pytorch_env.docker.enabled = True\n",
|
||||
"pytorch_env.docker.base_image = 'mcr.microsoft.com/azureml/openmpi3.1.2-cuda10.1-cudnn7-ubuntu18.04'"
|
||||
"pytorch_env.docker.base_image = 'mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.1-cudnn8-ubuntu18.04'"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
@@ -8,7 +8,7 @@ dependencies:
|
||||
- matplotlib
|
||||
- azureml-dataset-runtime
|
||||
- ipywidgets
|
||||
- raiwidgets~=0.19.0
|
||||
- raiwidgets~=0.21.0
|
||||
- liac-arff
|
||||
- packaging>=20.9
|
||||
- itsdangerous==2.0.1
|
||||
|
||||
@@ -101,7 +101,7 @@
|
||||
"\n",
|
||||
"# Check core SDK version number\n",
|
||||
"\n",
|
||||
"print(\"This notebook was created using SDK version 1.44.0, you are currently running version\", azureml.core.VERSION)"
|
||||
"print(\"This notebook was created using SDK version 1.45.0, you are currently running version\", azureml.core.VERSION)"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
@@ -1,10 +1,11 @@
|
||||
import keras
|
||||
from keras.models import Sequential
|
||||
from keras.layers import Dense, Dropout, Flatten
|
||||
from keras.layers import Conv2D, MaxPooling2D
|
||||
from keras.layers.normalization import BatchNormalization
|
||||
from keras.utils import to_categorical
|
||||
from keras.callbacks import Callback
|
||||
from tensorflow.keras.models import Sequential
|
||||
from tensorflow.keras.layers import Dense, Dropout, Flatten
|
||||
from tensorflow.keras.layers import Conv2D, MaxPooling2D
|
||||
from tensorflow.keras.layers import BatchNormalization
|
||||
from tensorflow.keras.losses import categorical_crossentropy
|
||||
from tensorflow.keras.optimizers import Adam
|
||||
from tensorflow.keras.utils import to_categorical
|
||||
from tensorflow.keras.callbacks import Callback
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
@@ -64,8 +65,8 @@ model.add(Dense(128, activation='relu'))
|
||||
model.add(Dropout(0.3))
|
||||
model.add(Dense(num_classes, activation='softmax'))
|
||||
|
||||
model.compile(loss=keras.losses.categorical_crossentropy,
|
||||
optimizer=keras.optimizers.Adam(),
|
||||
model.compile(loss=categorical_crossentropy,
|
||||
optimizer=Adam(),
|
||||
metrics=['accuracy'])
|
||||
|
||||
# start an Azure ML run
|
||||
|
||||
@@ -270,16 +270,19 @@
|
||||
"%%writefile conda_dependencies.yml\n",
|
||||
"\n",
|
||||
"dependencies:\n",
|
||||
"- python=3.6.2\n",
|
||||
"- python=3.8\n",
|
||||
"- pip==20.2.4\n",
|
||||
"- pip:\n",
|
||||
" - azureml-core\n",
|
||||
" - azureml-dataset-runtime\n",
|
||||
" - keras==2.4.3\n",
|
||||
" - tensorflow==2.4.3\n",
|
||||
" - keras==2.6\n",
|
||||
" - tensorflow-gpu==2.6\n",
|
||||
" - numpy\n",
|
||||
" - scikit-learn\n",
|
||||
" - pandas\n",
|
||||
" - matplotlib"
|
||||
" - matplotlib\n",
|
||||
" - protobuf==3.20.1\n",
|
||||
" - typing-extensions==4.3.0"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
@@ -102,7 +102,7 @@
|
||||
"source": [
|
||||
"import azureml.core\n",
|
||||
"\n",
|
||||
"print(\"This notebook was created using version 1.44.0 of the Azure ML SDK\")\n",
|
||||
"print(\"This notebook was created using version 1.45.0 of the Azure ML SDK\")\n",
|
||||
"print(\"You are currently using version\", azureml.core.VERSION, \"of the Azure ML SDK\")"
|
||||
]
|
||||
},
|
||||
|
||||
@@ -151,8 +151,7 @@
|
||||
"# use a curated environment that has already been built for you\n",
|
||||
"\n",
|
||||
"env = Environment.get(workspace=ws, \n",
|
||||
" name=\"AzureML-Scikit-learn0.24-Cuda11-OpenMpi4.1.0-py36\", \n",
|
||||
" version=1)"
|
||||
" name=\"AzureML-sklearn-0.24-ubuntu18.04-py37-cpu\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
Reference in New Issue
Block a user