trer

.github/workflows/codacy.yml

@@ -0,0 +1,61 @@
+# This workflow uses actions that are not certified by GitHub.
+# They are provided by a third-party and are governed by
+# separate terms of service, privacy policy, and support
+# documentation.
+
+# This workflow checks out code, performs a Codacy security scan
+# and integrates the results with the
+# GitHub Advanced Security code scanning feature.  For more information on
+# the Codacy security scan action usage and parameters, see
+# https://github.com/codacy/codacy-analysis-cli-action.
+# For more information on Codacy Analysis CLI in general, see
+# https://github.com/codacy/codacy-analysis-cli.
+
+name: Codacy Security Scan
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    # The branches below must be a subset of the branches above
+    branches: [ "main" ]
+  schedule:
+    - cron: '31 14 * * 1'
+
+permissions:
+  contents: read
+
+jobs:
+  codacy-security-scan:
+    permissions:
+      contents: read # for actions/checkout to fetch code
+      security-events: write # for github/codeql-action/upload-sarif to upload SARIF results
+      actions: read # only required for a private repository by github/codeql-action/upload-sarif to get the Action run status
+    name: Codacy Security Scan
+    runs-on: ubuntu-latest
+    steps:
+      # Checkout the repository to the GitHub Actions runner
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      # Execute Codacy Analysis CLI and generate a SARIF output with the security issues identified during the analysis
+      - name: Run Codacy Analysis CLI
+        uses: codacy/codacy-analysis-cli-action@d840f886c4bd4edc059706d09c6a1586111c540b
+        with:
+          # Check https://github.com/codacy/codacy-analysis-cli#project-token to get your project token from your Codacy repository
+          # You can also omit the token and run the tools that support default configurations
+          project-token: ${{ secrets.CODACY_PROJECT_TOKEN }}
+          verbose: true
+          output: results.sarif
+          format: sarif
+          # Adjust severity of non-security issues
+          gh-code-scanning-compat: true
+          # Force 0 exit code to allow SARIF file generation
+          # This will handover control about PR rejection to the GitHub side
+          max-allowed-issues: 2147483647
+
+      # Upload the SARIF file generated in the previous step
+      - name: Upload SARIF results file
+        uses: github/codeql-action/upload-sarif@v3
+        with:
+          sarif_file: results.sarif

.github/workflows/docker-image.yml

@@ -0,0 +1,18 @@
+name: Docker Image CI
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    branches: [ "main" ]
+
+jobs:
+
+  build:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v4
+    - name: Build the Docker image
+      run: docker build . --file Dockerfile --tag my-image-name:$(date +%s)

.github/workflows/jekyll-gh-pages.yml

@@ -0,0 +1,51 @@
+# Sample workflow for building and deploying a Jekyll site to GitHub Pages
+name: Deploy Jekyll with GitHub Pages dependencies preinstalled
+
+on:
+  # Runs on pushes targeting the default branch
+  push:
+    branches: ["main"]
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
+# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
+concurrency:
+  group: "pages"
+  cancel-in-progress: false
+
+jobs:
+  # Build job
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Setup Pages
+        uses: actions/configure-pages@v5
+      - name: Build with Jekyll
+        uses: actions/jekyll-build-pages@v1
+        with:
+          source: ./
+          destination: ./_site
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v3
+
+  # Deployment job
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    needs: build
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4

.github/workflows/python-package-conda.yml

@@ -0,0 +1,34 @@
+name: Python Package using Conda
+
+on: [push]
+
+jobs:
+  build-linux:
+    runs-on: ubuntu-latest
+    strategy:
+      max-parallel: 5
+
+    steps:
+    - uses: actions/checkout@v4
+    - name: Set up Python 3.10
+      uses: actions/setup-python@v3
+      with:
+        python-version: '3.10'
+    - name: Add conda to system path
+      run: |
+        # $CONDA is an environment variable pointing to the root of the miniconda directory
+        echo $CONDA/bin >> $GITHUB_PATH
+    - name: Install dependencies
+      run: |
+        conda env update --file environment.yml --name base
+    - name: Lint with flake8
+      run: |
+        conda install flake8
+        # stop the build if there are Python syntax errors or undefined names
+        flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+        flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+    - name: Test with pytest
+      run: |
+        conda install pytest
+        pytest

SECURITY.md

@@ -0,0 +1,21 @@
+# Security Policy
+
+## Supported Versions
+
+Use this section to tell people about which versions of your project are
+currently being supported with security updates.
+
+| Version | Supported          |
+| ------- | ------------------ |
+| 5.1.x   | :white_check_mark: |
+| 5.0.x   | :x:                |
+| 4.0.x   | :white_check_mark: |
+| < 4.0   | :x:                |
+
+## Reporting a Vulnerability
+
+Use this section to tell people how to report a vulnerability.
+
+Tell them where to go, how often they can expect to get an update on a
+reported vulnerability, what to expect if the vulnerability is accepted or
+declined, etc.

archived/notebooks/smp-train-t5-sharded-data-parallel/requirements.txt

@@ -4,6 +4,6 @@ sagemaker
 sagemaker-experiments
 scipy
 torchnet
-transformers==4.38.0
+transformers==4.48.0
 smdebug
 humanize

aws_sagemaker_studio/streamlit_demo/requirements.txt

@@ -2,5 +2,5 @@ boto3==1.26.73
 pandas==1.5.3
 Pillow==9.4.0
 streamlit==1.20.0
-torch==1.13.1
+torch==2.4.0
 torchvision==0.14.1

introduction_to_applying_machine_learning/fraud_detection_using_graph_neural_networks/sagemaker_graph_fraud_detection/requirements.in

@@ -1,3 +1,3 @@
-sagemaker==1.72.0
+sagemaker==2.237.3
 awscli
 watchtower==1.0.0

introduction_to_applying_machine_learning/fraud_detection_using_graph_neural_networks/sagemaker_graph_fraud_detection/requirements.txt

@@ -1,2 +1,66 @@
-sagemaker==1.72.0
-awscli>=1.18.140
+annotated-types==0.7.0
+antlr4-python3-runtime==4.9.3
+anyio==4.9.0
+attrs==23.2.0
+awscli==1.38.18
+boto3==1.37.18
+botocore==1.37.18
+certifi==2025.1.31
+charset-normalizer==3.4.1
+click==8.1.8
+cloudpickle==3.1.1
+colorama==0.4.6
+dill==0.3.9
+docker==7.1.0
+docutils==0.16
+exceptiongroup==1.2.2
+fastapi==0.115.11
+google-pasta==0.2.0
+h11==0.14.0
+idna==3.10
+importlib-metadata==6.11.0
+jmespath==1.0.1
+jsonschema==4.23.0
+jsonschema-specifications==2024.10.1
+markdown-it-py==3.0.0
+mdurl==0.1.2
+mock==4.0.3
+multiprocess==0.70.17
+numpy==1.26.4
+omegaconf==2.2.3
+packaging==24.2
+pandas==2.2.3
+pathos==0.3.3
+platformdirs==4.3.7
+pox==0.3.5
+ppft==1.7.6.9
+protobuf==5.29.4
+psutil==7.0.0
+pyasn1==0.6.1
+pydantic==2.10.6
+pydantic-core==2.27.2
+pygments==2.19.1
+python-dateutil==2.9.0.post0
+pytz==2025.1
+pyyaml==6.0.2
+referencing==0.36.2
+requests==2.32.3
+rich==13.9.4
+rpds-py==0.23.1
+rsa==4.7.2
+s3transfer==0.11.4
+sagemaker==2.237.3
+sagemaker-core==1.0.25
+schema==0.7.7
+six==1.17.0
+smdebug-rulesconfig==1.0.1
+sniffio==1.3.1
+starlette==0.46.1
+tblib==3.0.0
+tqdm==4.67.1
+typing-extensions==4.12.2
+tzdata==2025.1
+urllib3==1.26.20
+uvicorn==0.34.0
+watchtower==1.0.0
+zipp==3.21.0

introduction_to_applying_machine_learning/identify_key_insights_from_textual_document/containers/relationship_extraction/requirements.in

@@ -1,4 +1,4 @@
 boto3
 transformers
-pytorch_lightning==1.0.2
+pytorch_lightning==2.4.0
 sentencepiece

introduction_to_applying_machine_learning/identify_key_insights_from_textual_document/containers/relationship_extraction/requirements.txt

@@ -1,5 +1,56 @@
-boto3
-transformers
-pytorch_lightning==1.0.2
-sentencepiece
-protobuf==3.20.0
+aiohappyeyeballs==2.6.1
+aiohttp==3.11.14
+aiosignal==1.3.2
+async-timeout==5.0.1
+attrs==25.3.0
+boto3==1.37.18
+botocore==1.37.18
+certifi==2025.1.31
+charset-normalizer==3.4.1
+filelock==3.18.0
+frozenlist==1.5.0
+fsspec[http]==2025.3.0
+huggingface-hub==0.29.3
+idna==3.10
+jinja2==3.1.6
+jmespath==1.0.1
+lightning-utilities==0.14.2
+markupsafe==3.0.2
+mpmath==1.3.0
+multidict==6.2.0
+networkx==3.2.1
+numpy==2.0.2
+nvidia-cublas-cu12==12.4.5.8
+nvidia-cuda-cupti-cu12==12.4.127
+nvidia-cuda-nvrtc-cu12==12.4.127
+nvidia-cuda-runtime-cu12==12.4.127
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.2.1.3
+nvidia-curand-cu12==10.3.5.147
+nvidia-cusolver-cu12==11.6.1.9
+nvidia-cusparse-cu12==12.3.1.170
+nvidia-cusparselt-cu12==0.6.2
+nvidia-nccl-cu12==2.21.5
+nvidia-nvjitlink-cu12==12.4.127
+nvidia-nvtx-cu12==12.4.127
+packaging==24.2
+propcache==0.3.0
+python-dateutil==2.9.0.post0
+pytorch-lightning==2.4.0
+pyyaml==6.0.2
+regex==2024.11.6
+requests==2.32.3
+s3transfer==0.11.4
+safetensors==0.5.3
+sentencepiece==0.2.0
+six==1.17.0
+sympy==1.13.1
+tokenizers==0.21.1
+torch==2.6.0
+torchmetrics==1.7.0
+tqdm==4.67.1
+transformers==4.50.0
+triton==3.2.0
+typing-extensions==4.12.2
+urllib3==1.26.20
+yarl==1.18.3

introduction_to_applying_machine_learning/mixtral_tune_and_deploy/scripts/requirements.txt

@@ -1,4 +1,4 @@
-transformers==4.36.2
+transformers==4.48.0
 peft==0.4.0
 accelerate==0.21.0
 bitsandbytes==0.40.2

sagemaker-python-sdk/pytorch_batch_inference/code/requirements.txt

@@ -1 +1 @@
-transformers==4.6.0
+transformers==4.48.0

sagemaker-script-mode/pytorch_bert/code/requirements.txt

@@ -1 +1 @@
-transformers==3.3.1
+transformers==4.48.0

sagemaker_neo_compilation_jobs/deploy_huggingface_model_on_Inf1_instance/code/requirements.txt

@@ -1 +1 @@
-transformers==4.38.0
+transformers==4.48.0

training/smart_sifting/Text_Classification_BERT/scripts/requirements.txt

@@ -4,4 +4,4 @@ transformers
 accelerate
 sagemaker
 botocore
-pytorch-lightning==1.9.4
+pytorch-lightning==2.4.0