init pages

2025-12-09 06:10:36 -08:00 · 2024-06-20 10:15:51 +00:00
247 changed files with 2204 additions and 19942 deletions
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -1,6 +1,6 @@
 # See here for image contents: https://github.com/microsoft/vscode-dev-containers/tree/v0.233.0/containers/python-3/.devcontainer/base.Dockerfile

-# [Choice] Python version (use -bullseye variants on local arm64/Apple Silicon): 3, 3.10, 3-bullseye, 3.10-bullseye, 3-buster, 3.10-buster, etc.
+# [Choice] Python version (use -bullseye variants on local arm64/Apple Silicon): 3, 3.10, 3.9, 3.8, 3.7, 3.6, 3-bullseye, 3.10-bullseye, 3.9-bullseye, 3.8-bullseye, 3.7-bullseye, 3.6-bullseye, 3-buster, 3.10-buster, 3.9-buster, 3.8-buster, 3.7-buster, 3.6-buster
 ARG VARIANT="3.10-bullseye"
 FROM mcr.microsoft.com/vscode/devcontainers/python:0-${VARIANT}

--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -6,7 +6,7 @@
 		"dockerfile": "Dockerfile",
 		"context": "..",
 		"args": { 
-			// Update 'VARIANT' to pick a Python version: 3, 3.10, etc.
+			// Update 'VARIANT' to pick a Python version: 3, 3.10, 3.9, 3.8, 3.7, 3.6
 			// Append -bullseye or -buster to pin to an OS version.
 			// Use -bullseye variants on local on arm64/Apple Silicon.
 			"VARIANT": "3.10",
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -4,6 +4,3 @@ updates:
    directory: "/"
    schedule:
      interval: "weekly"
-    ignore:
-      - dependency-name: "*"
-        update-types: ["version-update:semver-patch"]
--- a/.github/mypy/mypy.ini
+++ b/.github/mypy/mypy.ini
@@ -1,5 +1,8 @@
 [mypy]

+[mypy-tqdm.*]
+ignore_missing_imports = True
+
 [mypy-ruamel.*]
 ignore_missing_imports = True

--- a/.github/pyinstaller/pyinstaller.spec
+++ b/.github/pyinstaller/pyinstaller.spec
@@ -2,6 +2,7 @@
 # Copyright (C) 2020 Mandiant, Inc. All Rights Reserved.
 import sys

+import wcwidth
 import capa.rules.cache

 from pathlib import Path
@@ -28,6 +29,13 @@ a = Analysis(
        ("../../rules", "rules"),
        ("../../sigs", "sigs"),
        ("../../cache", "cache"),
+        # capa.render.default uses tabulate that depends on wcwidth.
+        # it seems wcwidth uses a json file `version.json`
+        # and this doesn't get picked up by pyinstaller automatically.
+        # so we manually embed the wcwidth resources here.
+        #
+        # ref: https://stackoverflow.com/a/62278462/87207
+        (Path(wcwidth.__file__).parent, "wcwidth"),
    ],
    # when invoking pyinstaller from the project root,
    # this gets run from the project root.
@@ -40,6 +48,11 @@ a = Analysis(
        "tkinter",
        "_tkinter",
        "Tkinter",
+        # tqdm provides renderers for ipython,
+        # however, this drags in a lot of dependencies.
+        # since we don't spawn a notebook, we can safely remove these.
+        "IPython",
+        "ipywidgets",
        # these are pulled in by networkx
        # but we don't need to compute the strongly connected components.
        "numpy",
@@ -57,10 +70,7 @@ a = Analysis(
        "qt5",
        "pyqtwebengine",
        "pyasn1",
-        # don't pull in Binary Ninja/IDA bindings that should
-        # only be installed locally.
        "binaryninja",
-        "ida",
    ],
 )

--- a/.github/ruff.toml
+++ b/.github/ruff.toml
@@ -1,16 +1,16 @@
 # Enable the pycodestyle (`E`) and Pyflakes (`F`) rules by default.
 # Unlike Flake8, Ruff doesn't enable pycodestyle warnings (`W`) or
 # McCabe complexity (`C901`) by default.
-lint.select = ["E", "F"]
+select = ["E", "F"]

 # Allow autofix for all enabled rules (when `--fix`) is provided.
-lint.fixable = ["ALL"]
-lint.unfixable = []
+fixable = ["ALL"]
+unfixable = []

 # E402 module level import not at top of file
 # E722 do not use bare 'except'
 # E501 line too long
-lint.ignore = ["E402", "E722", "E501"]
+ignore = ["E402", "E722", "E501"]

 line-length = 120

--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -3,10 +3,6 @@ name: build
 on:
  pull_request:
    branches: [ master ]
-    paths-ignore:
-      - 'web/**'
-      - 'doc/**'
-      - '**.md'
  release:
    types: [edited, published]

@@ -21,25 +17,26 @@ jobs:
      # set to false for debugging
      fail-fast: true
      matrix:
+        # using Python 3.8 to support running across multiple operating systems including Windows 7
        include:
          - os: ubuntu-20.04
            # use old linux so that the shared library versioning is more portable
            artifact_name: capa
            asset_name: linux
-            python_version: '3.10'
+            python_version: 3.8
          - os: ubuntu-20.04
            artifact_name: capa
-            asset_name: linux-py312
-            python_version: '3.12'
+            asset_name: linux-py311
+            python_version: 3.11
          - os: windows-2019
            artifact_name: capa.exe
            asset_name: windows
-            python_version: '3.10'
-          - os: macos-13
+            python_version: 3.8
+          - os: macos-11
            # use older macOS for assumed better portability
            artifact_name: capa
            asset_name: macos
-            python_version: '3.10'
+            python_version: 3.8
    steps:
      - name: Checkout capa
        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
@@ -87,7 +84,7 @@ jobs:
            asset_name: linux
          - os: ubuntu-22.04
            artifact_name: capa
-            asset_name: linux-py312
+            asset_name: linux-py311
          - os: windows-2022
            artifact_name: capa.exe
            asset_name: windows
@@ -106,14 +103,14 @@ jobs:
    # upload zipped binaries to Release page
    if: github.event_name == 'release'
    name: zip and upload ${{ matrix.asset_name }}
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-20.04
    needs: [build]
    strategy:
      matrix:
        include:
          - asset_name: linux
            artifact_name: capa
-          - asset_name: linux-py312
+          - asset_name: linux-py311
            artifact_name: capa
          - asset_name: windows
            artifact_name: capa.exe
--- a/.github/workflows/changelog.yml
+++ b/.github/workflows/changelog.yml
@@ -13,11 +13,8 @@ permissions:
 jobs:
  check_changelog:
    # no need to check for dependency updates via dependabot
-    # github.event.pull_request.user.login refers to PR author
-    if: |
-      github.event.pull_request.user.login != 'dependabot[bot]' &&
-      github.event.pull_request.user.login != 'dependabot-preview[bot]'
-    runs-on: ubuntu-latest
+    if: github.actor != 'dependabot[bot]' && github.actor != 'dependabot-preview[bot]'
+    runs-on: ubuntu-20.04
    env:
      NO_CHANGELOG: '[x] No CHANGELOG update needed'
    steps:
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -21,7 +21,7 @@ jobs:
      - name: Set up Python
        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
        with:
-          python-version: '3.10'
+          python-version: '3.8'
      - name: Install dependencies
        run: |
          python -m pip install --upgrade pip
--- a/.github/workflows/tag.yml
+++ b/.github/workflows/tag.yml
@@ -9,7 +9,7 @@ permissions: read-all
 jobs:
  tag:
    name: Tag capa rules
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-20.04
    steps:
    - name: Checkout capa-rules
      uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -1,22 +1,10 @@
 name: CI

-# tests.yml workflow will run for all changes except:
-# any file or directory under web/ or doc/
-# any Markdown (.md) file anywhere in the repository
-
 on:
  push:
    branches: [ master ]
-    paths-ignore:
-      - 'web/**'
-      - 'doc/**'
-      - '**.md'
  pull_request:
    branches: [ master ]
-    paths-ignore:
-      - 'web/**'
-      - 'doc/**'
-      - '**.md'

 permissions: read-all

@@ -26,7 +14,7 @@ env:

 jobs:
  changelog_format:
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-20.04
    steps:
    - name: Checkout capa
      uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
@@ -37,15 +25,15 @@ jobs:
        if [ $number != 1 ]; then exit 1; fi

  code_style:
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-20.04
    steps:
    - name: Checkout capa
      uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
    # use latest available python to take advantage of best performance
-    - name: Set up Python 3.12
+    - name: Set up Python 3.11
      uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
      with:
-        python-version: "3.12"
+        python-version: "3.11"
    - name: Install dependencies
      run: |
        pip install -r requirements.txt
@@ -64,16 +52,16 @@ jobs:
      run: pre-commit run deptry --hook-stage manual

  rule_linter:
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-20.04
    steps:
    - name: Checkout capa with submodules
      uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
      with:
        submodules: recursive
-    - name: Set up Python 3.12
+    - name: Set up Python 3.11
      uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
      with:
-        python-version: "3.12"
+        python-version: "3.11"
    - name: Install capa
      run: |
        pip install -r requirements.txt
@@ -88,17 +76,17 @@ jobs:
    strategy:
      fail-fast: false
      matrix:
-        os: [ubuntu-20.04, windows-2019, macos-13]
+        os: [ubuntu-20.04, windows-2019, macos-11]
        # across all operating systems
-        python-version: ["3.10", "3.11"]
+        python-version: ["3.8", "3.11"]
        include:
          # on Ubuntu run these as well
+          - os: ubuntu-20.04
+            python-version: "3.8"
+          - os: ubuntu-20.04
+            python-version: "3.9"
          - os: ubuntu-20.04
            python-version: "3.10"
-          - os: ubuntu-20.04
-            python-version: "3.11"
-          - os: ubuntu-20.04
-            python-version: "3.12"
    steps:
    - name: Checkout capa with submodules
      uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
@@ -131,7 +119,7 @@ jobs:
    strategy:
      fail-fast: false
      matrix:
-        python-version: ["3.10", "3.11"]
+        python-version: ["3.8", "3.11"]
    steps:
    - name: Checkout capa with submodules
      # do only run if BN_SERIAL is available, have to do this in every step, see https://github.com/orgs/community/discussions/26726#discussioncomment-3253118
@@ -173,7 +161,7 @@ jobs:
    strategy:
      fail-fast: false
      matrix:
-        python-version: ["3.10", "3.11"]
+        python-version: ["3.8", "3.11"]
        java-version: ["17"]
        ghidra-version: ["11.0.1"]
        public-version: ["PUBLIC_20240130"] # for ghidra releases
--- a/.github/workflows/web-deploy.yml
+++ b/.github/workflows/web-deploy.yml
@@ -1,134 +0,0 @@
-name: deploy web to GitHub Pages
-
-on:
-  push:
-    branches: [ master ]
-    paths:
-      - 'web/**'
-
-  # Allows to run this workflow manually from the Actions tab
-  workflow_dispatch:
-
-# Sets the GITHUB_TOKEN permissions to allow deployment to GitHub Pages
-permissions:
-  contents: read
-  pages: write
-  id-token: write
-
-# Allow one concurrent deployment
-concurrency:
-  group: 'pages'
-  cancel-in-progress: true
-
-jobs:
-  build-landing-page:
-    name: Build landing page
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-      - uses: actions/upload-artifact@v4
-        with:
-          name: landing-page
-          path: './web/public'
-
-  build-explorer:
-    name: Build capa Explorer Web
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-        with:
-          submodules: 'recursive'
-          fetch-depth: 1
-          show-progress: true
-      - name: Set up Node
-        uses: actions/setup-node@0a44ba7841725637a19e28fa30b79a866c81b0a6 # v4.0.4
-        with:
-          node-version: 20
-          cache: 'npm'
-          cache-dependency-path: './web/explorer/package-lock.json'
-      - name: Install dependencies
-        run: npm ci
-        working-directory: ./web/explorer
-      - name: Generate release bundle
-        run: npm run build:bundle
-        working-directory: ./web/explorer
-      - name: Zip release bundle
-        run: zip -r public/capa-explorer-web.zip capa-explorer-web
-        working-directory: ./web/explorer
-      - name: Build
-        run: npm run build
-        working-directory: ./web/explorer
-      - uses: actions/upload-artifact@v4
-        with:
-          name: explorer
-          path: './web/explorer/dist'
-
-  build-rules:
-    name: Build rules site
-    runs-on: ubuntu-latest
-    steps:
-      - name: Check out the repository
-        uses: actions/checkout@v4
-        with:
-          submodules: 'recursive'
-          # full depth so that capa-rules has a full history
-          # and we can construct a timeline of rule updates.
-          fetch-depth: 0
-      - name: Set up Python
-        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
-        with:
-          python-version: '3.12'
-      - uses: extractions/setup-just@v2
-      - name: Install pagefind
-        uses: supplypike/setup-bin@v4
-        with:
-          uri: "https://github.com/CloudCannon/pagefind/releases/download/v1.1.0/pagefind-v1.1.0-x86_64-unknown-linux-musl.tar.gz"
-          name: "pagefind"
-          version: "1.1.0"
-      - name: Install dependencies
-        working-directory: ./web/rules
-        run: pip install -r requirements.txt
-      - name: Build the website
-        working-directory: ./web/rules
-        run: just build
-      - name: Index the website
-        working-directory: ./web/rules
-        run: pagefind --site "public"
-      # upload the build website to artifacts
-      # so that we can download and inspect, if desired.
-      - uses: actions/upload-artifact@v4
-        with:
-          name: rules
-          path: './web/rules/public'
-
-  deploy:
-    name: Deploy site to GitHub Pages
-    environment:
-      name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
-    runs-on: ubuntu-latest
-    needs: [build-landing-page, build-explorer, build-rules]
-    steps:
-      - uses: actions/download-artifact@v4
-        with:
-          name: landing-page
-          path: './public/'
-      - uses: actions/download-artifact@v4
-        with:
-          name: explorer
-          path: './public/explorer'
-      - uses: actions/download-artifact@v4
-        with:
-          name: rules
-          path: './public/rules'
-      - name: Setup Pages
-        uses: actions/configure-pages@v4
-      - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
-        with:
-          path: './public'
-      - name: Deploy to GitHub Pages
-        id: deployment
-        uses: actions/deploy-pages@v4
--- a/.github/workflows/web-release.yml
+++ b/.github/workflows/web-release.yml
@@ -1,103 +0,0 @@
-name: create web release
-on:
-  workflow_dispatch:
-    inputs:
-      version:
-        description: 'Version number for the release (x.x.x)'
-        required: true
-        type: string
-
-jobs:
-  run-tests:
-    uses: ./.github/workflows/web-tests.yml
-
-  build-and-release:
-    needs: run-tests
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v4
-
-    - name: Set release name
-      run: echo "RELEASE_NAME=capa-explorer-web-v${{ github.event.inputs.version }}-${GITHUB_SHA::7}" >> $GITHUB_ENV
-
-    - name: Check if release already exists
-      run: |
-        if ls web/explorer/releases/capa-explorer-web-v${{ github.event.inputs.version }}-* 1> /dev/null 2>&1; then
-          echo "::error:: A release with version ${{ github.event.inputs.version }} already exists"
-          exit 1
-        fi
-
-    - name: Set up Node.js
-      uses: actions/setup-node@0a44ba7841725637a19e28fa30b79a866c81b0a6 # v4.0.4
-      with:
-        node-version: 20
-        cache: 'npm'
-        cache-dependency-path: 'web/explorer/package-lock.json'
-
-    - name: Install dependencies
-      run: npm ci
-      working-directory: web/explorer
-
-    - name: Build offline bundle
-      run: npm run build:bundle
-      working-directory: web/explorer
-
-    - name: Compress bundle
-      run: zip -r ${{ env.RELEASE_NAME }}.zip capa-explorer-web
-      working-directory: web/explorer
-
-    - name: Create releases directory
-      run: mkdir -vp web/explorer/releases
-
-    - name: Move release to releases folder
-      run: mv web/explorer/${{ env.RELEASE_NAME }}.zip web/explorer/releases
-
-    - name: Compute release SHA256 hash
-      run: |
-        echo "RELEASE_SHA256=$(sha256sum web/explorer/releases/${{ env.RELEASE_NAME }}.zip | awk '{print $1}')" >> $GITHUB_ENV
-
-    - name: Update CHANGELOG.md
-      run: |
-        echo "## ${{ env.RELEASE_NAME }}" >> web/explorer/releases/CHANGELOG.md
-        echo "- Release Date: $(date -u '+%Y-%m-%d %H:%M:%S UTC')" >> web/explorer/releases/CHANGELOG.md
-        echo "- SHA256: ${{ env.RELEASE_SHA256 }}" >> web/explorer/releases/CHANGELOG.md
-        echo "" >> web/explorer/releases/CHANGELOG.md
-        cat web/explorer/releases/CHANGELOG.md
-
-    - name: Remove older releases
-      # keep only the latest 3 releases
-      run: ls -t capa-explorer-web-v*.zip | tail -n +4 | xargs -r rm --
-      working-directory: web/explorer/releases
-
-    - name: Stage release files
-      run: |
-        git config --local user.email "capa-dev@mandiant.com"
-        git config --local user.name "Capa Bot"
-        git add -f web/explorer/releases/${{ env.RELEASE_NAME }}.zip web/explorer/releases/CHANGELOG.md
-        git add -u web/explorer/releases/
-
-    - name: Create Pull Request
-      uses: peter-evans/create-pull-request@5e914681df9dc83aa4e4905692ca88beb2f9e91f # v7.0.5
-      with:
-        token: ${{ secrets.GITHUB_TOKEN }}
-        title: "explorer web: add release v${{ github.event.inputs.version }}"
-        body: |
-          This PR adds a new capa Explorer Web release v${{ github.event.inputs.version }}.
-
-          Release details:
-          - Name: ${{ env.RELEASE_NAME }}
-          - SHA256: ${{ env.RELEASE_SHA256 }}
-
-          This release is generated by the [web release](https://github.com/mandiant/capa/actions/workflows/web-release.yml) workflow.
-
-          - [x] No CHANGELOG update needed
-          - [x] No new tests needed
-          - [x] No documentation update needed
-        commit-message: ":robot: explorer web: add release ${{ env.RELEASE_NAME }}"
-        branch: release/web-v${{ github.event.inputs.version }}
-        add-paths: web/explorer/releases/${{ env.RELEASE_NAME }}.zip
-        base: master
-        labels: webui
-        delete-branch: true
-        committer: Capa Bot <capa-dev@mandiant.com>
-        author: Capa Bot <capa-dev@mandiant.com>
--- a/.github/workflows/web-tests.yml
+++ b/.github/workflows/web-tests.yml
@@ -1,43 +0,0 @@
-name: capa Explorer Web tests 
-
-on:
-  pull_request:
-    branches: [ master ]
-    paths:
-      - 'web/explorer/**'
-  workflow_call:  # this allows the workflow to be called by other workflows
-
-jobs:
-  test:
-    runs-on: ubuntu-latest
-
-    steps:
-    - name: Checkout
-      uses: actions/checkout@v4
-      with:
-        submodules: 'recursive'
-        fetch-depth: 1
-        show-progress: true
-
-    - name: Set up Node
-      uses: actions/setup-node@0a44ba7841725637a19e28fa30b79a866c81b0a6 # v4.0.4
-      with:
-        node-version: 20
-        cache: 'npm'
-        cache-dependency-path: 'web/explorer/package-lock.json'
-
-    - name: Install dependencies
-      run: npm ci
-      working-directory: web/explorer
-
-    - name: Lint
-      run: npm run lint
-      working-directory: web/explorer
-
-    - name: Format
-      run: npm run format:check
-      working-directory: web/explorer
-
-    - name: Run unit tests
-      run: npm run test
-      working-directory: web/explorer
--- a/.gitignore
+++ b/.gitignore
@@ -126,5 +126,3 @@ Pipfile.lock
 .github/binja/binaryninja
 .github/binja/download_headless.py
 .github/binja/BinaryNinja-headless.zip
-justfile
-data/
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,6 +1,6 @@
 [submodule "rules"]
 	path = rules
-	url = ../../mandiant/capa-rules.git
+	url = ../capa-rules.git
 [submodule "tests/data"]
 	path = tests/data
-	url = ../../mandiant/capa-testfiles.git
+	url = ../capa-testfiles.git
--- a/.justfile
+++ b/.justfile
@@ -1,25 +0,0 @@
-@isort:
-    pre-commit run isort --show-diff-on-failure --all-files
-
-@black:
-    pre-commit run black --show-diff-on-failure --all-files
-
-@ruff:
-    pre-commit run ruff --all-files
-
-@flake8:
-    pre-commit run flake8 --hook-stage manual --all-files
-
-@mypy:
-    pre-commit run mypy --hook-stage manual --all-files
-
-@deptry:
-    pre-commit run deptry --hook-stage manual --all-files
-
-@lint:
-    -just isort
-    -just black
-    -just ruff
-    -just flake8
-    -just mypy
-    -just deptry
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,7 +25,7 @@ repos:
    hooks:
    -   id: isort
        name: isort
-        stages: [pre-commit, pre-push, manual]
+        stages: [commit, push, manual]
        language: system
        entry: isort
        args: 
@@ -38,7 +38,6 @@ repos:
        -   "capa/"
        -   "scripts/"
        -   "tests/"
-        -   "web/rules/scripts/"
        always_run: true
        pass_filenames: false

@@ -46,7 +45,7 @@ repos:
    hooks:
    -   id: black
        name: black
-        stages: [pre-commit, pre-push, manual]
+        stages: [commit, push, manual]
        language: system
        entry: black
        args: 
@@ -56,7 +55,6 @@ repos:
        -   "capa/"
        -   "scripts/"
        -   "tests/"
-        -   "web/rules/scripts/"
        always_run: true
        pass_filenames: false

@@ -64,7 +62,7 @@ repos:
    hooks:
    -   id: ruff
        name: ruff
-        stages: [pre-commit, pre-push, manual]
+        stages: [commit, push, manual]
        language: system
        entry: ruff
        args: 
@@ -74,7 +72,6 @@ repos:
        -   "capa/"
        -   "scripts/"
        -   "tests/"
-        -   "web/rules/scripts/"
        always_run: true
        pass_filenames: false

@@ -82,18 +79,17 @@ repos:
    hooks:
    -   id: flake8
        name: flake8
-        stages: [pre-push, manual]
+        stages: [push, manual]
        language: system
        entry: flake8
        args: 
        -   "--config"
        -   ".github/flake8.ini"
        -   "--extend-exclude"
-        -   "capa/render/proto/capa_pb2.py,capa/features/extractors/binexport2/binexport2_pb2.py"
+        -   "capa/render/proto/capa_pb2.py"
        -   "capa/"
        -   "scripts/"
        -   "tests/"
-        -   "web/rules/scripts/"
        always_run: true
        pass_filenames: false

@@ -101,7 +97,7 @@ repos:
    hooks:
    -   id: mypy
        name: mypy
-        stages: [pre-push, manual]
+        stages: [push, manual]
        language: system
        entry: mypy
        args: 
@@ -111,7 +107,6 @@ repos:
        -   "capa/"
        -   "scripts/"
        -   "tests/"
-        -   "web/rules/scripts/"
        always_run: true
        pass_filenames: false

@@ -119,7 +114,7 @@ repos:
    hooks:
    -   id: deptry
        name: deptry
-        stages: [pre-push, manual]
+        stages: [push, manual]
        language: system
        entry: deptry .
        always_run: true
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
--- a/README.md
+++ b/README.md
@@ -1,16 +1,4 @@
-<br />
-<div align="center">
-<a href="https://mandiant.github.io/capa/" target="_blank">
-  <img src="https://github.com/mandiant/capa/blob/master/.github/logo.png">
-</a>
-<p align="center">
-  <a href="https://mandiant.github.io/capa/" target="_blank">Website</a>
-  |
-  <a href="https://github.com/mandiant/capa/releases/latest" target="_blank">Download</a>
-  |
-  <a href="https://mandiant.github.io/capa/explorer/" target="_blank">Web Interface</a>
-</p>
-<div align="center">
+![capa](https://github.com/mandiant/capa/blob/master/.github/logo.png)

 [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/flare-capa)](https://pypi.org/project/flare-capa)
 [![Last release](https://img.shields.io/github/v/release/mandiant/capa)](https://github.com/mandiant/capa/releases)
@@ -19,22 +7,17 @@
 [![Downloads](https://img.shields.io/github/downloads/mandiant/capa/total)](https://github.com/mandiant/capa/releases)
 [![License](https://img.shields.io/badge/license-Apache--2.0-green.svg)](LICENSE.txt)

-</div>
-</div>
-
---
-
 capa detects capabilities in executable files.
 You run it against a PE, ELF, .NET module, shellcode file, or a sandbox report and it tells you what it thinks the program can do.
 For example, it might suggest that the file is a backdoor, is capable of installing services, or relies on HTTP to communicate.

-To interactively inspect capa results in your browser use the [capa Explorer Web](https://mandiant.github.io/capa/explorer/).
+Check out our capa blog posts:
+- [Dynamic capa: Exploring Executable Run-Time Behavior with the CAPE Sandbox](https://www.mandiant.com/resources/blog/dynamic-capa-executable-behavior-cape-sandbox)
+- [capa v4: casting a wider .NET](https://www.mandiant.com/resources/blog/capa-v4-casting-wider-net) (.NET support)
+- [ELFant in the Room – capa v3](https://www.mandiant.com/resources/elfant-in-the-room-capa-v3) (ELF support)
+- [capa 2.0: Better, Stronger, Faster](https://www.mandiant.com/resources/capa-2-better-stronger-faster)
+- [capa: Automatically Identify Malware Capabilities](https://www.mandiant.com/resources/capa-automatically-identify-malware-capabilities)

-If you want to inspect or write capa rules, head on over to the [capa-rules repository](https://github.com/mandiant/capa-rules). Otherwise, keep reading.
-
-Below you find a list of [our capa blog posts with more details.](#blog-posts)
-
-# example capa output
 ```
 $ capa.exe suspicious.exe

@@ -89,23 +72,16 @@ Download stable releases of the standalone capa binaries [here](https://github.c

 To use capa as a library or integrate with another tool, see [doc/installation.md](https://github.com/mandiant/capa/blob/master/doc/installation.md) for further setup instructions.

-# capa Explorer Web
-The [capa Explorer Web](https://mandiant.github.io/capa/explorer/) enables you to interactively explore capa results in your web browser. Besides the online version you can download a standalone HTML file for local offline usage.
-
-![capa Explorer Web screenshot](https://github.com/mandiant/capa/blob/master/doc/img/capa_web_explorer.png)
-
-More details on the web UI is available in the [capa Explorer Web README](https://github.com/mandiant/capa/blob/master/web/explorer/README.md).
+For more information about how to use capa, see [doc/usage.md](https://github.com/mandiant/capa/blob/master/doc/usage.md).

 # example

-In the above sample output, we run capa against an unknown binary (`suspicious.exe`),
-and the tool reports that the program can send HTTP requests, decode data via XOR and Base64,
+In the above sample output, we ran capa against an unknown binary (`suspicious.exe`),
+and the tool reported that the program can send HTTP requests, decode data via XOR and Base64,
 install services, and spawn new processes.
 Taken together, this makes us think that `suspicious.exe` could be a persistent backdoor.
 Therefore, our next analysis step might be to run `suspicious.exe` in a sandbox and try to recover the command and control server.

-## detailed results
-
 By passing the `-vv` flag (for very verbose), capa reports exactly where it found evidence of these capabilities.
 This is useful for at least two reasons:

@@ -150,15 +126,10 @@ function @ 0x4011C0
 ...
 ```

-capa also supports dynamic capabilities detection for multiple sandboxes including:
-* [CAPE](https://github.com/kevoreilly/CAPEv2) (supported report formats: `.json`, `.json_`, `.json.gz`)
-* [DRAKVUF](https://github.com/CERT-Polska/drakvuf-sandbox/) (supported report formats: `.log`, `.log.gz`)
-* [VMRay](https://www.vmray.com/) (supported report formats: analysis archive `.zip`)
+Additionally, capa also supports analyzing [CAPE](https://github.com/kevoreilly/CAPEv2) sandbox reports for dynamic capability extraction.
+In order to use this, you first submit your sample to CAPE for analysis, and then run capa against the generated report (JSON).

-
-To use this feature, submit your file to a supported sandbox and then download and run capa against the generated report file. This feature enables capa to match capabilities against dynamic and static features that the sandbox captured during execution.
-
-Here's an example of running capa against a packed file, and then running capa against the CAPE report generated for the same packed file:
+Here's an example of running capa against a packed binary, and then running capa against the CAPE report of that binary:

 ```yaml
 $ capa 05be49819139a3fdcdbddbdefd298398779521f3d68daa25275cc77508e42310.exe
@@ -245,7 +216,6 @@ $ capa 05be49819139a3fdcdbddbdefd298398779521f3d68daa25275cc77508e42310.json
 ┕━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┷━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┙
 ```

-# capa rules
 capa uses a collection of rules to identify capabilities within a program.
 These rules are easy to write, even for those new to reverse engineering.
 By authoring rules, you can extend the capabilities that capa recognizes.
@@ -282,28 +252,18 @@ rule:
      - property/read: System.Net.Sockets.TcpClient::Client
 ```

-The [github.com/mandiant/capa-rules](https://github.com/mandiant/capa-rules) repository contains hundreds of standard rules that are distributed with capa.
+The [github.com/mandiant/capa-rules](https://github.com/mandiant/capa-rules) repository contains hundreds of standard library rules that are distributed with capa.
 Please learn to write rules and contribute new entries as you find interesting techniques in malware.

-# IDA Pro plugin: capa explorer
 If you use IDA Pro, then you can use the [capa explorer](https://github.com/mandiant/capa/tree/master/capa/ida/plugin) plugin.
 capa explorer helps you identify interesting areas of a program and build new capa rules using features extracted directly from your IDA Pro database.
-It also uses your local changes to the .idb to extract better features, such as when you rename a global variable that contains a dynamically resolved API address.

 ![capa + IDA Pro integration](https://github.com/mandiant/capa/blob/master/doc/img/explorer_expanded.png)

-# Ghidra integration
 If you use Ghidra, then you can use the [capa + Ghidra integration](/capa/ghidra/) to run capa's analysis directly on your Ghidra database and render the results in Ghidra's user interface.

 <img src="https://github.com/mandiant/capa/assets/66766340/eeae33f4-99d4-42dc-a5e8-4c1b8c661492" width=300>

-# blog posts
- [Dynamic capa: Exploring Executable Run-Time Behavior with the CAPE Sandbox](https://www.mandiant.com/resources/blog/dynamic-capa-executable-behavior-cape-sandbox)
- [capa v4: casting a wider .NET](https://www.mandiant.com/resources/blog/capa-v4-casting-wider-net) (.NET support)
- [ELFant in the Room – capa v3](https://www.mandiant.com/resources/elfant-in-the-room-capa-v3) (ELF support)
- [capa 2.0: Better, Stronger, Faster](https://www.mandiant.com/resources/capa-2-better-stronger-faster)
- [capa: Automatically Identify Malware Capabilities](https://www.mandiant.com/resources/capa-automatically-identify-malware-capabilities)
-
 # further information
 ## capa
 - [Installation](https://github.com/mandiant/capa/blob/master/doc/installation.md)
--- a/capa/capabilities/common.py
+++ b/capa/capabilities/common.py
@@ -9,7 +9,7 @@
 import logging
 import itertools
 import collections
-from typing import Any
+from typing import Any, Tuple

 from capa.rules import Scope, RuleSet
 from capa.engine import FeatureSet, MatchResults
@@ -64,7 +64,7 @@ def has_file_limitation(rules: RuleSet, capabilities: MatchResults, is_standalon

 def find_capabilities(
    ruleset: RuleSet, extractor: FeatureExtractor, disable_progress=None, **kwargs
-) -> tuple[MatchResults, Any]:
+) -> Tuple[MatchResults, Any]:
    from capa.capabilities.static import find_static_capabilities
    from capa.capabilities.dynamic import find_dynamic_capabilities

--- a/capa/capabilities/dynamic.py
+++ b/capa/capabilities/dynamic.py
@@ -6,16 +6,20 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
+import sys
 import logging
 import itertools
 import collections
-from typing import Any
+from typing import Any, Tuple
+
+import tqdm

 import capa.perf
 import capa.features.freeze as frz
 import capa.render.result_document as rdoc
 from capa.rules import Scope, RuleSet
 from capa.engine import FeatureSet, MatchResults
+from capa.helpers import redirecting_print_to_tqdm
 from capa.capabilities.common import find_file_capabilities
 from capa.features.extractors.base_extractor import CallHandle, ThreadHandle, ProcessHandle, DynamicFeatureExtractor

@@ -24,7 +28,7 @@ logger = logging.getLogger(__name__)

 def find_call_capabilities(
    ruleset: RuleSet, extractor: DynamicFeatureExtractor, ph: ProcessHandle, th: ThreadHandle, ch: CallHandle
-) -> tuple[FeatureSet, MatchResults]:
+) -> Tuple[FeatureSet, MatchResults]:
    """
    find matches for the given rules for the given call.

@@ -51,7 +55,7 @@ def find_call_capabilities(

 def find_thread_capabilities(
    ruleset: RuleSet, extractor: DynamicFeatureExtractor, ph: ProcessHandle, th: ThreadHandle
-) -> tuple[FeatureSet, MatchResults, MatchResults]:
+) -> Tuple[FeatureSet, MatchResults, MatchResults]:
    """
    find matches for the given rules within the given thread.

@@ -89,7 +93,7 @@ def find_thread_capabilities(

 def find_process_capabilities(
    ruleset: RuleSet, extractor: DynamicFeatureExtractor, ph: ProcessHandle
-) -> tuple[MatchResults, MatchResults, MatchResults, int]:
+) -> Tuple[MatchResults, MatchResults, MatchResults, int]:
    """
    find matches for the given rules within the given process.

@@ -127,7 +131,7 @@ def find_process_capabilities(

 def find_dynamic_capabilities(
    ruleset: RuleSet, extractor: DynamicFeatureExtractor, disable_progress=None
-) -> tuple[MatchResults, Any]:
+) -> Tuple[MatchResults, Any]:
    all_process_matches: MatchResults = collections.defaultdict(list)
    all_thread_matches: MatchResults = collections.defaultdict(list)
    all_call_matches: MatchResults = collections.defaultdict(list)
@@ -135,30 +139,38 @@ def find_dynamic_capabilities(
    feature_counts = rdoc.DynamicFeatureCounts(file=0, processes=())

    assert isinstance(extractor, DynamicFeatureExtractor)
-    processes: list[ProcessHandle] = list(extractor.get_processes())
-    n_processes: int = len(processes)
+    with redirecting_print_to_tqdm(disable_progress):
+        with tqdm.contrib.logging.logging_redirect_tqdm():
+            pbar = tqdm.tqdm
+            if disable_progress:
+                # do not use tqdm to avoid unnecessary side effects when caller intends
+                # to disable progress completely
+                def pbar(s, *args, **kwargs):
+                    return s

-    with capa.helpers.CapaProgressBar(
-        console=capa.helpers.log_console, transient=True, disable=disable_progress
-    ) as pbar:
-        task = pbar.add_task("matching", total=n_processes, unit="processes")
-        for p in processes:
-            process_matches, thread_matches, call_matches, feature_count = find_process_capabilities(
-                ruleset, extractor, p
-            )
-            feature_counts.processes += (
-                rdoc.ProcessFeatureCount(address=frz.Address.from_capa(p.address), count=feature_count),
-            )
-            logger.debug("analyzed %s and extracted %d features", p.address, feature_count)
+            elif not sys.stderr.isatty():
+                # don't display progress bar when stderr is redirected to a file
+                def pbar(s, *args, **kwargs):
+                    return s

-            for rule_name, res in process_matches.items():
-                all_process_matches[rule_name].extend(res)
-            for rule_name, res in thread_matches.items():
-                all_thread_matches[rule_name].extend(res)
-            for rule_name, res in call_matches.items():
-                all_call_matches[rule_name].extend(res)
+            processes = list(extractor.get_processes())

-            pbar.advance(task)
+            pb = pbar(processes, desc="matching", unit=" processes", leave=False)
+            for p in pb:
+                process_matches, thread_matches, call_matches, feature_count = find_process_capabilities(
+                    ruleset, extractor, p
+                )
+                feature_counts.processes += (
+                    rdoc.ProcessFeatureCount(address=frz.Address.from_capa(p.address), count=feature_count),
+                )
+                logger.debug("analyzed %s and extracted %d features", p.address, feature_count)
+
+                for rule_name, res in process_matches.items():
+                    all_process_matches[rule_name].extend(res)
+                for rule_name, res in thread_matches.items():
+                    all_thread_matches[rule_name].extend(res)
+                for rule_name, res in call_matches.items():
+                    all_call_matches[rule_name].extend(res)

    # collection of features that captures the rule matches within process and thread scopes.
    # mapping from feature (matched rule) to set of addresses at which it matched.
--- a/capa/capabilities/static.py
+++ b/capa/capabilities/static.py
@@ -6,18 +6,21 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
+import sys
 import time
 import logging
 import itertools
 import collections
-from typing import Any
+from typing import Any, Tuple
+
+import tqdm.contrib.logging

 import capa.perf
-import capa.helpers
 import capa.features.freeze as frz
 import capa.render.result_document as rdoc
 from capa.rules import Scope, RuleSet
 from capa.engine import FeatureSet, MatchResults
+from capa.helpers import redirecting_print_to_tqdm
 from capa.capabilities.common import find_file_capabilities
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle, StaticFeatureExtractor

@@ -26,7 +29,7 @@ logger = logging.getLogger(__name__)

 def find_instruction_capabilities(
    ruleset: RuleSet, extractor: StaticFeatureExtractor, f: FunctionHandle, bb: BBHandle, insn: InsnHandle
-) -> tuple[FeatureSet, MatchResults]:
+) -> Tuple[FeatureSet, MatchResults]:
    """
    find matches for the given rules for the given instruction.

@@ -53,7 +56,7 @@ def find_instruction_capabilities(

 def find_basic_block_capabilities(
    ruleset: RuleSet, extractor: StaticFeatureExtractor, f: FunctionHandle, bb: BBHandle
-) -> tuple[FeatureSet, MatchResults, MatchResults]:
+) -> Tuple[FeatureSet, MatchResults, MatchResults]:
    """
    find matches for the given rules within the given basic block.

@@ -93,7 +96,7 @@ def find_basic_block_capabilities(

 def find_code_capabilities(
    ruleset: RuleSet, extractor: StaticFeatureExtractor, fh: FunctionHandle
-) -> tuple[MatchResults, MatchResults, MatchResults, int]:
+) -> Tuple[MatchResults, MatchResults, MatchResults, int]:
    """
    find matches for the given rules within the given function.

@@ -131,67 +134,84 @@ def find_code_capabilities(

 def find_static_capabilities(
    ruleset: RuleSet, extractor: StaticFeatureExtractor, disable_progress=None
-) -> tuple[MatchResults, Any]:
+) -> Tuple[MatchResults, Any]:
    all_function_matches: MatchResults = collections.defaultdict(list)
    all_bb_matches: MatchResults = collections.defaultdict(list)
    all_insn_matches: MatchResults = collections.defaultdict(list)

    feature_counts = rdoc.StaticFeatureCounts(file=0, functions=())
-    library_functions: tuple[rdoc.LibraryFunction, ...] = ()
+    library_functions: Tuple[rdoc.LibraryFunction, ...] = ()

    assert isinstance(extractor, StaticFeatureExtractor)
-    functions: list[FunctionHandle] = list(extractor.get_functions())
-    n_funcs: int = len(functions)
-    n_libs: int = 0
-    percentage: float = 0
+    with redirecting_print_to_tqdm(disable_progress):
+        with tqdm.contrib.logging.logging_redirect_tqdm():
+            pbar = tqdm.tqdm
+            if capa.helpers.is_runtime_ghidra():
+                # Ghidrathon interpreter cannot properly handle
+                # the TMonitor thread that is created via a monitor_interval
+                # > 0
+                pbar.monitor_interval = 0
+            if disable_progress:
+                # do not use tqdm to avoid unnecessary side effects when caller intends
+                # to disable progress completely
+                def pbar(s, *args, **kwargs):
+                    return s

-    with capa.helpers.CapaProgressBar(
-        console=capa.helpers.log_console, transient=True, disable=disable_progress
-    ) as pbar:
-        task = pbar.add_task(
-            "matching", total=n_funcs, unit="functions", postfix=f"skipped {n_libs} library functions, {percentage}%"
-        )
-        for f in functions:
-            t0 = time.time()
-            if extractor.is_library_function(f.address):
-                function_name = extractor.get_function_name(f.address)
-                logger.debug("skipping library function 0x%x (%s)", f.address, function_name)
-                library_functions += (
-                    rdoc.LibraryFunction(address=frz.Address.from_capa(f.address), name=function_name),
+            elif not sys.stderr.isatty():
+                # don't display progress bar when stderr is redirected to a file
+                def pbar(s, *args, **kwargs):
+                    return s
+
+            functions = list(extractor.get_functions())
+            n_funcs = len(functions)
+
+            pb = pbar(functions, desc="matching", unit=" functions", postfix="skipped 0 library functions", leave=False)
+            for f in pb:
+                t0 = time.time()
+                if extractor.is_library_function(f.address):
+                    function_name = extractor.get_function_name(f.address)
+                    logger.debug("skipping library function 0x%x (%s)", f.address, function_name)
+                    library_functions += (
+                        rdoc.LibraryFunction(address=frz.Address.from_capa(f.address), name=function_name),
+                    )
+                    n_libs = len(library_functions)
+                    percentage = round(100 * (n_libs / n_funcs))
+                    if isinstance(pb, tqdm.tqdm):
+                        pb.set_postfix_str(f"skipped {n_libs} library functions ({percentage}%)")
+                    continue
+
+                function_matches, bb_matches, insn_matches, feature_count = find_code_capabilities(
+                    ruleset, extractor, f
                )
-                n_libs = len(library_functions)
-                percentage = round(100 * (n_libs / n_funcs))
-                pbar.update(task, postfix=f"skipped {n_libs} library functions, {percentage}%")
-                pbar.advance(task)
-                continue
+                feature_counts.functions += (
+                    rdoc.FunctionFeatureCount(address=frz.Address.from_capa(f.address), count=feature_count),
+                )
+                t1 = time.time()

-            function_matches, bb_matches, insn_matches, feature_count = find_code_capabilities(ruleset, extractor, f)
-            feature_counts.functions += (
-                rdoc.FunctionFeatureCount(address=frz.Address.from_capa(f.address), count=feature_count),
-            )
-            t1 = time.time()
+                match_count = 0
+                for name, matches_ in itertools.chain(
+                    function_matches.items(), bb_matches.items(), insn_matches.items()
+                ):
+                    # in practice, most matches are derived rules,
+                    # like "check OS version/5bf4c7f39fd4492cbed0f6dc7d596d49"
+                    # but when we log to the human, they really care about "real" rules.
+                    if not ruleset.rules[name].is_subscope_rule():
+                        match_count += len(matches_)

-            match_count = 0
-            for name, matches_ in itertools.chain(function_matches.items(), bb_matches.items(), insn_matches.items()):
-                if not ruleset.rules[name].is_subscope_rule():
-                    match_count += len(matches_)
+                logger.debug(
+                    "analyzed function 0x%x and extracted %d features, %d matches in %0.02fs",
+                    f.address,
+                    feature_count,
+                    match_count,
+                    t1 - t0,
+                )

-            logger.debug(
-                "analyzed function 0x%x and extracted %d features, %d matches in %0.02fs",
-                f.address,
-                feature_count,
-                match_count,
-                t1 - t0,
-            )
-
-            for rule_name, res in function_matches.items():
-                all_function_matches[rule_name].extend(res)
-            for rule_name, res in bb_matches.items():
-                all_bb_matches[rule_name].extend(res)
-            for rule_name, res in insn_matches.items():
-                all_insn_matches[rule_name].extend(res)
-
-            pbar.advance(task)
+                for rule_name, res in function_matches.items():
+                    all_function_matches[rule_name].extend(res)
+                for rule_name, res in bb_matches.items():
+                    all_bb_matches[rule_name].extend(res)
+                for rule_name, res in insn_matches.items():
+                    all_insn_matches[rule_name].extend(res)

    # collection of features that captures the rule matches within function, BB, and instruction scopes.
    # mapping from feature (matched rule) to set of addresses at which it matched.
--- a/capa/engine.py
+++ b/capa/engine.py
@@ -8,7 +8,7 @@

 import copy
 import collections
-from typing import TYPE_CHECKING, Union, Mapping, Iterable, Iterator
+from typing import TYPE_CHECKING, Set, Dict, List, Tuple, Union, Mapping, Iterable, Iterator

 import capa.perf
 import capa.features.common
@@ -27,7 +27,7 @@ if TYPE_CHECKING:
 # to collect the locations of a feature, do: `features[Number(0x10)]`
 #
 # aliased here so that the type can be documented and xref'd.
-FeatureSet = dict[Feature, set[Address]]
+FeatureSet = Dict[Feature, Set[Address]]


 class Statement:
@@ -94,7 +94,7 @@ class And(Statement):
    match if all of the children evaluate to True.

    the order of evaluation is dictated by the property
-    `And.children` (type: list[Statement|Feature]).
+    `And.children` (type: List[Statement|Feature]).
    a query optimizer may safely manipulate the order of these children.
    """

@@ -127,7 +127,7 @@ class Or(Statement):
    match if any of the children evaluate to True.

    the order of evaluation is dictated by the property
-    `Or.children` (type: list[Statement|Feature]).
+    `Or.children` (type: List[Statement|Feature]).
    a query optimizer may safely manipulate the order of these children.
    """

@@ -176,7 +176,7 @@ class Some(Statement):
    match if at least N of the children evaluate to True.

    the order of evaluation is dictated by the property
-    `Some.children` (type: list[Statement|Feature]).
+    `Some.children` (type: List[Statement|Feature]).
    a query optimizer may safely manipulate the order of these children.
    """

@@ -267,7 +267,7 @@ class Subscope(Statement):
 #         inspect(match_details)
 #
 # aliased here so that the type can be documented and xref'd.
-MatchResults = Mapping[str, list[tuple[Address, Result]]]
+MatchResults = Mapping[str, List[Tuple[Address, Result]]]


 def get_rule_namespaces(rule: "capa.rules.Rule") -> Iterator[str]:
@@ -292,7 +292,7 @@ def index_rule_matches(features: FeatureSet, rule: "capa.rules.Rule", locations:
        features[capa.features.common.MatchedRule(namespace)].update(locations)


-def match(rules: list["capa.rules.Rule"], features: FeatureSet, addr: Address) -> tuple[FeatureSet, MatchResults]:
+def match(rules: List["capa.rules.Rule"], features: FeatureSet, addr: Address) -> Tuple[FeatureSet, MatchResults]:
    """
    match the given rules against the given features,
    returning an updated set of features and the matches.
--- a/capa/exceptions.py
+++ b/capa/exceptions.py
@@ -23,15 +23,3 @@ class UnsupportedOSError(ValueError):

 class EmptyReportError(ValueError):
    pass
-
-
-class InvalidArgument(ValueError):
-    pass
-
-
-class NonExistantFunctionError(ValueError):
-    pass
-
-
-class NonExistantProcessError(ValueError):
-    pass
--- a/capa/features/com/init.py
+++ b/capa/features/com/init.py
@@ -6,6 +6,7 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 from enum import Enum
+from typing import Dict, List

 from capa.helpers import assert_never

@@ -21,7 +22,7 @@ COM_PREFIXES = {
 }


-def load_com_database(com_type: ComType) -> dict[str, list[str]]:
+def load_com_database(com_type: ComType) -> Dict[str, List[str]]:
    # lazy load these python files since they are so large.
    # that is, don't load them unless a COM feature is being handled.
    import capa.features.com.classes
--- a/capa/features/com/classes.py
+++ b/capa/features/com/classes.py
@@ -5,8 +5,9 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
+from typing import Dict, List

-COM_CLASSES: dict[str, list[str]] = {
+COM_CLASSES: Dict[str, List[str]] = {
    "ClusAppWiz": ["24F97150-6689-11D1-9AA7-00C04FB93A80"],
    "ClusCfgAddNodesWizard": ["BB8D141E-C00A-469F-BC5C-ECD814F0BD74"],
    "ClusCfgCreateClusterWizard": ["B929818E-F5B0-44DC-8A00-1B5F5F5AA1F0"],
--- a/capa/features/com/interfaces.py
+++ b/capa/features/com/interfaces.py
@@ -5,8 +5,9 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
+from typing import Dict, List

-COM_INTERFACES: dict[str, list[str]] = {
+COM_INTERFACES: Dict[str, List[str]] = {
    "IClusterApplicationWizard": ["24F97151-6689-11D1-9AA7-00C04FB93A80"],
    "IWEExtendWizard97": ["97DEDE68-FC6B-11CF-B5F5-00A0C90AB505"],
    "IWCWizard97Callback": ["97DEDE67-FC6B-11CF-B5F5-00A0C90AB505"],
@@ -16333,7 +16334,7 @@ COM_INTERFACES: dict[str, list[str]] = {
    "IRcsServiceDescription": ["416437de-e78b-44c9-990f-7ede1f2a0c91"],
    "IRcsServiceKindSupportedChangedEventArgs": ["f47ea244-e783-4866-b3a7-4e5ccf023070"],
    "IRcsServiceStatusChangedArgs": ["661ae45a-412a-460d-bdd4-dd8ea3c15583"],
-    "IRcsServicetuple": ["ce17a39b-2e8b-41af-b5a9-5cb072cc373c"],
+    "IRcsServiceTuple": ["ce17a39b-2e8b-41af-b5a9-5cb072cc373c"],
    "IRcsSubscriptionReceivedArgs": ["04eaf06d-42bc-46cc-a637-eeb3a8723fe4"],
    "IRcsTransport": ["fea34759-f37c-4319-8546-ec84d21d30ff"],
    "IRcsTransportConfiguration": ["1fccb102-2472-4bb9-9988-c1211c83e8a9"],
--- a/capa/features/common.py
+++ b/capa/features/common.py
@@ -9,9 +9,10 @@
 import re
 import abc
 import codecs
+import typing
 import logging
 import collections
-from typing import TYPE_CHECKING, Union, Optional
+from typing import TYPE_CHECKING, Set, Dict, List, Union, Optional

 if TYPE_CHECKING:
    # circular import, otherwise
@@ -78,8 +79,8 @@ class Result:
        self,
        success: bool,
        statement: Union["capa.engine.Statement", "Feature"],
-        children: list["Result"],
-        locations: Optional[set[Address]] = None,
+        children: List["Result"],
+        locations: Optional[Set[Address]] = None,
    ):
        super().__init__()
        self.success = success
@@ -212,7 +213,7 @@ class Substring(String):

        # mapping from string value to list of locations.
        # will unique the locations later on.
-        matches: collections.defaultdict[str, set[Address]] = collections.defaultdict(set)
+        matches: typing.DefaultDict[str, Set[Address]] = collections.defaultdict(set)

        assert isinstance(self.value, str)
        for feature, locations in features.items():
@@ -260,7 +261,7 @@ class _MatchedSubstring(Substring):
    note: this type should only ever be constructed by `Substring.evaluate()`. it is not part of the public API.
    """

-    def __init__(self, substring: Substring, matches: dict[str, set[Address]]):
+    def __init__(self, substring: Substring, matches: Dict[str, Set[Address]]):
        """
        args:
          substring: the substring feature that matches.
@@ -304,7 +305,7 @@ class Regex(String):

        # mapping from string value to list of locations.
        # will unique the locations later on.
-        matches: collections.defaultdict[str, set[Address]] = collections.defaultdict(set)
+        matches: typing.DefaultDict[str, Set[Address]] = collections.defaultdict(set)

        for feature, locations in features.items():
            if not isinstance(feature, (String,)):
@@ -352,7 +353,7 @@ class _MatchedRegex(Regex):
    note: this type should only ever be constructed by `Regex.evaluate()`. it is not part of the public API.
    """

-    def __init__(self, regex: Regex, matches: dict[str, set[Address]]):
+    def __init__(self, regex: Regex, matches: Dict[str, Set[Address]]):
        """
        args:
          regex: the regex feature that matches.
@@ -423,11 +424,10 @@ class Arch(Feature):
 OS_WINDOWS = "windows"
 OS_LINUX = "linux"
 OS_MACOS = "macos"
-OS_ANDROID = "android"
 # dotnet
 OS_ANY = "any"
 VALID_OS = {os.value for os in capa.features.extractors.elf.OS}
-VALID_OS.update({OS_WINDOWS, OS_LINUX, OS_MACOS, OS_ANY, OS_ANDROID})
+VALID_OS.update({OS_WINDOWS, OS_LINUX, OS_MACOS, OS_ANY})
 # internal only, not to be used in rules
 OS_AUTO = "auto"

@@ -461,12 +461,8 @@ FORMAT_AUTO = "auto"
 FORMAT_SC32 = "sc32"
 FORMAT_SC64 = "sc64"
 FORMAT_CAPE = "cape"
-FORMAT_DRAKVUF = "drakvuf"
-FORMAT_VMRAY = "vmray"
-FORMAT_BINEXPORT2 = "binexport2"
 FORMAT_FREEZE = "freeze"
 FORMAT_RESULT = "result"
-FORMAT_BINJA_DB = "binja_database"
 STATIC_FORMATS = {
    FORMAT_SC32,
    FORMAT_SC64,
@@ -475,13 +471,9 @@ STATIC_FORMATS = {
    FORMAT_DOTNET,
    FORMAT_FREEZE,
    FORMAT_RESULT,
-    FORMAT_BINEXPORT2,
-    FORMAT_BINJA_DB,
 }
 DYNAMIC_FORMATS = {
    FORMAT_CAPE,
-    FORMAT_DRAKVUF,
-    FORMAT_VMRAY,
    FORMAT_FREEZE,
    FORMAT_RESULT,
 }
--- a/capa/features/extractors/base_extractor.py
+++ b/capa/features/extractors/base_extractor.py
@@ -9,11 +9,13 @@
 import abc
 import hashlib
 import dataclasses
-from copy import copy
-from types import MethodType
-from typing import Any, Union, Iterator, TypeAlias
+from typing import Any, Dict, Tuple, Union, Iterator
 from dataclasses import dataclass

+# TODO(williballenthin): use typing.TypeAlias directly when Python 3.9 is deprecated
+# https://github.com/mandiant/capa/issues/1699
+from typing_extensions import TypeAlias
+
 import capa.features.address
 from capa.features.common import Feature
 from capa.features.address import Address, ThreadAddress, ProcessAddress, DynamicCallAddress, AbsoluteVirtualAddress
@@ -55,7 +57,7 @@ class FunctionHandle:

    address: Address
    inner: Any
-    ctx: dict[str, Any] = dataclasses.field(default_factory=dict)
+    ctx: Dict[str, Any] = dataclasses.field(default_factory=dict)


@dataclass
@@ -131,7 +133,7 @@ class StaticFeatureExtractor:
        return self._sample_hashes

    @abc.abstractmethod
-    def extract_global_features(self) -> Iterator[tuple[Feature, Address]]:
+    def extract_global_features(self) -> Iterator[Tuple[Feature, Address]]:
        """
        extract features found at every scope ("global").

@@ -142,12 +144,12 @@ class StaticFeatureExtractor:
                print('0x%x: %s', va, feature)

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()

    @abc.abstractmethod
-    def extract_file_features(self) -> Iterator[tuple[Feature, Address]]:
+    def extract_file_features(self) -> Iterator[Tuple[Feature, Address]]:
        """
        extract file-scope features.

@@ -158,7 +160,7 @@ class StaticFeatureExtractor:
                print('0x%x: %s', va, feature)

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()

@@ -207,7 +209,7 @@ class StaticFeatureExtractor:
        raise KeyError(addr)

    @abc.abstractmethod
-    def extract_function_features(self, f: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(self, f: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
        """
        extract function-scope features.
        the arguments are opaque values previously provided by `.get_functions()`, etc.
@@ -223,7 +225,7 @@ class StaticFeatureExtractor:
          f [FunctionHandle]: an opaque value previously fetched from `.get_functions()`.

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()

@@ -236,7 +238,7 @@ class StaticFeatureExtractor:
        raise NotImplementedError()

    @abc.abstractmethod
-    def extract_basic_block_features(self, f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_basic_block_features(self, f: FunctionHandle, bb: BBHandle) -> Iterator[Tuple[Feature, Address]]:
        """
        extract basic block-scope features.
        the arguments are opaque values previously provided by `.get_functions()`, etc.
@@ -254,7 +256,7 @@ class StaticFeatureExtractor:
          bb [BBHandle]: an opaque value previously fetched from `.get_basic_blocks()`.

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()

@@ -269,7 +271,7 @@ class StaticFeatureExtractor:
    @abc.abstractmethod
    def extract_insn_features(
        self, f: FunctionHandle, bb: BBHandle, insn: InsnHandle
-    ) -> Iterator[tuple[Feature, Address]]:
+    ) -> Iterator[Tuple[Feature, Address]]:
        """
        extract instruction-scope features.
        the arguments are opaque values previously provided by `.get_functions()`, etc.
@@ -289,27 +291,11 @@ class StaticFeatureExtractor:
          insn [InsnHandle]: an opaque value previously fetched from `.get_instructions()`.

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()


-def FunctionFilter(extractor: StaticFeatureExtractor, functions: set) -> StaticFeatureExtractor:
-    original_get_functions = extractor.get_functions
-
-    def filtered_get_functions(self):
-        yield from (f for f in original_get_functions() if f.address in functions)
-
-    # we make a copy of the original extractor object and then update its get_functions() method with the decorated filter one.
-    # this is in order to preserve the original extractor object's get_functions() method, in case it is used elsewhere in the code.
-    # an example where this is important is in our testfiles where we may use the same extractor object with different tests,
-    # with some of these tests needing to install a functions filter on the extractor object.
-    new_extractor = copy(extractor)
-    new_extractor.get_functions = MethodType(filtered_get_functions, extractor)  # type: ignore
-
-    return new_extractor
-
-
@dataclass
 class ProcessHandle:
    """
@@ -383,7 +369,7 @@ class DynamicFeatureExtractor:
        return self._sample_hashes

    @abc.abstractmethod
-    def extract_global_features(self) -> Iterator[tuple[Feature, Address]]:
+    def extract_global_features(self) -> Iterator[Tuple[Feature, Address]]:
        """
        extract features found at every scope ("global").

@@ -394,12 +380,12 @@ class DynamicFeatureExtractor:
                print(addr, feature)

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()

    @abc.abstractmethod
-    def extract_file_features(self) -> Iterator[tuple[Feature, Address]]:
+    def extract_file_features(self) -> Iterator[Tuple[Feature, Address]]:
        """
        extract file-scope features.

@@ -410,7 +396,7 @@ class DynamicFeatureExtractor:
                print(addr, feature)

        yields:
-          tuple[Feature, Address]: feature and its location
+          Tuple[Feature, Address]: feature and its location
        """
        raise NotImplementedError()

@@ -422,7 +408,7 @@ class DynamicFeatureExtractor:
        raise NotImplementedError()

    @abc.abstractmethod
-    def extract_process_features(self, ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_process_features(self, ph: ProcessHandle) -> Iterator[Tuple[Feature, Address]]:
        """
        Yields all the features of a process. These include:
        - file features of the process' image
@@ -445,7 +431,7 @@ class DynamicFeatureExtractor:
        raise NotImplementedError()

    @abc.abstractmethod
-    def extract_thread_features(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_thread_features(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[Tuple[Feature, Address]]:
        """
        Yields all the features of a thread. These include:
        - sequenced api traces
@@ -462,7 +448,7 @@ class DynamicFeatureExtractor:
    @abc.abstractmethod
    def extract_call_features(
        self, ph: ProcessHandle, th: ThreadHandle, ch: CallHandle
-    ) -> Iterator[tuple[Feature, Address]]:
+    ) -> Iterator[Tuple[Feature, Address]]:
        """
        Yields all features of a call. These include:
        - api name
@@ -481,20 +467,4 @@ class DynamicFeatureExtractor:
        raise NotImplementedError()


-def ProcessFilter(extractor: DynamicFeatureExtractor, processes: set) -> DynamicFeatureExtractor:
-    original_get_processes = extractor.get_processes
-
-    def filtered_get_processes(self):
-        yield from (f for f in original_get_processes() if f.address.pid in processes)
-
-    # we make a copy of the original extractor object and then update its get_processes() method with the decorated filter one.
-    # this is in order to preserve the original extractor object's get_processes() method, in case it is used elsewhere in the code.
-    # an example where this is important is in our testfiles where we may use the same extractor object with different tests,
-    # with some of these tests needing to install a processes filter on the extractor object.
-    new_extractor = copy(extractor)
-    new_extractor.get_processes = MethodType(filtered_get_processes, extractor)  # type: ignore
-
-    return new_extractor
-
-
 FeatureExtractor: TypeAlias = Union[StaticFeatureExtractor, DynamicFeatureExtractor]
--- a/capa/features/extractors/binexport2/init.py
+++ b/capa/features/extractors/binexport2/init.py
@@ -1,418 +0,0 @@
-# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-"""
-Proto files generated via protobuf v24.4:
-
-    protoc --python_out=. --mypy_out=. binexport2.proto
-
-from BinExport2 at 6916731d5f6693c4a4f0a052501fd3bd92cfd08b
-https://github.com/google/binexport/blob/6916731/binexport2.proto
-"""
-import io
-import hashlib
-import logging
-import contextlib
-from typing import Iterator
-from pathlib import Path
-from collections import defaultdict
-from dataclasses import dataclass
-
-from pefile import PE
-from elftools.elf.elffile import ELFFile
-
-import capa.features.common
-import capa.features.extractors.common
-import capa.features.extractors.binexport2.helpers
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-logger = logging.getLogger(__name__)
-
-
-def get_binexport2(sample: Path) -> BinExport2:
-    be2: BinExport2 = BinExport2()
-    be2.ParseFromString(sample.read_bytes())
-    return be2
-
-
-def compute_common_prefix_length(m: str, n: str) -> int:
-    # ensure #m < #n
-    if len(n) < len(m):
-        m, n = n, m
-
-    for i, c in enumerate(m):
-        if n[i] != c:
-            return i
-
-    return len(m)
-
-
-def get_sample_from_binexport2(input_file: Path, be2: BinExport2, search_paths: list[Path]) -> Path:
-    """attempt to find the sample file, given a BinExport2 file.
-
-    searches in the same directory as the BinExport2 file, and then in search_paths.
-    """
-
-    def filename_similarity_key(p: Path) -> tuple[int, str]:
-        # note closure over input_file.
-        # sort first by length of common prefix, then by name (for stability)
-        return (compute_common_prefix_length(p.name, input_file.name), p.name)
-
-    wanted_sha256: str = be2.meta_information.executable_id.lower()
-
-    input_directory: Path = input_file.parent
-    siblings: list[Path] = [p for p in input_directory.iterdir() if p.is_file()]
-    siblings.sort(key=filename_similarity_key, reverse=True)
-    for sibling in siblings:
-        # e.g. with open IDA files in the same directory on Windows
-        with contextlib.suppress(PermissionError):
-            if hashlib.sha256(sibling.read_bytes()).hexdigest().lower() == wanted_sha256:
-                return sibling
-
-    for search_path in search_paths:
-        candidates: list[Path] = [p for p in search_path.iterdir() if p.is_file()]
-        candidates.sort(key=filename_similarity_key, reverse=True)
-        for candidate in candidates:
-            with contextlib.suppress(PermissionError):
-                if hashlib.sha256(candidate.read_bytes()).hexdigest().lower() == wanted_sha256:
-                    return candidate
-
-    raise ValueError("cannot find sample, you may specify the path using the CAPA_SAMPLES_DIR environment variable")
-
-
-class BinExport2Index:
-    def __init__(self, be2: BinExport2):
-        self.be2: BinExport2 = be2
-
-        self.callers_by_vertex_index: dict[int, list[int]] = defaultdict(list)
-        self.callees_by_vertex_index: dict[int, list[int]] = defaultdict(list)
-
-        # note: flow graph != call graph (vertex)
-        self.flow_graph_index_by_address: dict[int, int] = {}
-        self.flow_graph_address_by_index: dict[int, int] = {}
-
-        # edges that come from the given basic block
-        self.source_edges_by_basic_block_index: dict[int, list[BinExport2.FlowGraph.Edge]] = defaultdict(list)
-        # edges that end up at the given basic block
-        self.target_edges_by_basic_block_index: dict[int, list[BinExport2.FlowGraph.Edge]] = defaultdict(list)
-
-        self.vertex_index_by_address: dict[int, int] = {}
-
-        self.data_reference_index_by_source_instruction_index: dict[int, list[int]] = defaultdict(list)
-        self.data_reference_index_by_target_address: dict[int, list[int]] = defaultdict(list)
-        self.string_reference_index_by_source_instruction_index: dict[int, list[int]] = defaultdict(list)
-
-        self.insn_address_by_index: dict[int, int] = {}
-        self.insn_index_by_address: dict[int, int] = {}
-        self.insn_by_address: dict[int, BinExport2.Instruction] = {}
-
-        # must index instructions first
-        self._index_insn_addresses()
-        self._index_vertex_edges()
-        self._index_flow_graph_nodes()
-        self._index_flow_graph_edges()
-        self._index_call_graph_vertices()
-        self._index_data_references()
-        self._index_string_references()
-
-    def get_insn_address(self, insn_index: int) -> int:
-        assert insn_index in self.insn_address_by_index, f"insn must be indexed, missing {insn_index}"
-        return self.insn_address_by_index[insn_index]
-
-    def get_basic_block_address(self, basic_block_index: int) -> int:
-        basic_block: BinExport2.BasicBlock = self.be2.basic_block[basic_block_index]
-        first_instruction_index: int = next(self.instruction_indices(basic_block))
-        return self.get_insn_address(first_instruction_index)
-
-    def _index_vertex_edges(self):
-        for edge in self.be2.call_graph.edge:
-            if not edge.source_vertex_index:
-                continue
-            if not edge.target_vertex_index:
-                continue
-
-            self.callers_by_vertex_index[edge.target_vertex_index].append(edge.source_vertex_index)
-            self.callees_by_vertex_index[edge.source_vertex_index].append(edge.target_vertex_index)
-
-    def _index_flow_graph_nodes(self):
-        for flow_graph_index, flow_graph in enumerate(self.be2.flow_graph):
-            function_address: int = self.get_basic_block_address(flow_graph.entry_basic_block_index)
-            self.flow_graph_index_by_address[function_address] = flow_graph_index
-            self.flow_graph_address_by_index[flow_graph_index] = function_address
-
-    def _index_flow_graph_edges(self):
-        for flow_graph in self.be2.flow_graph:
-            for edge in flow_graph.edge:
-                if not edge.HasField("source_basic_block_index") or not edge.HasField("target_basic_block_index"):
-                    continue
-
-                self.source_edges_by_basic_block_index[edge.source_basic_block_index].append(edge)
-                self.target_edges_by_basic_block_index[edge.target_basic_block_index].append(edge)
-
-    def _index_call_graph_vertices(self):
-        for vertex_index, vertex in enumerate(self.be2.call_graph.vertex):
-            if not vertex.HasField("address"):
-                continue
-
-            vertex_address: int = vertex.address
-            self.vertex_index_by_address[vertex_address] = vertex_index
-
-    def _index_data_references(self):
-        for data_reference_index, data_reference in enumerate(self.be2.data_reference):
-            self.data_reference_index_by_source_instruction_index[data_reference.instruction_index].append(
-                data_reference_index
-            )
-            self.data_reference_index_by_target_address[data_reference.address].append(data_reference_index)
-
-    def _index_string_references(self):
-        for string_reference_index, string_reference in enumerate(self.be2.string_reference):
-            self.string_reference_index_by_source_instruction_index[string_reference.instruction_index].append(
-                string_reference_index
-            )
-
-    def _index_insn_addresses(self):
-        # see https://github.com/google/binexport/blob/39f6445c232bb5caf5c4a2a996de91dfa20c48e8/binexport.cc#L45
-        if len(self.be2.instruction) == 0:
-            return
-
-        assert self.be2.instruction[0].HasField("address"), "first insn must have explicit address"
-
-        addr: int = 0
-        next_addr: int = 0
-        for idx, insn in enumerate(self.be2.instruction):
-            if insn.HasField("address"):
-                addr = insn.address
-                next_addr = addr + len(insn.raw_bytes)
-            else:
-                addr = next_addr
-                next_addr += len(insn.raw_bytes)
-            self.insn_address_by_index[idx] = addr
-            self.insn_index_by_address[addr] = idx
-            self.insn_by_address[addr] = insn
-
-    @staticmethod
-    def instruction_indices(basic_block: BinExport2.BasicBlock) -> Iterator[int]:
-        """
-        For a given basic block, enumerate the instruction indices.
-        """
-        for index_range in basic_block.instruction_index:
-            if not index_range.HasField("end_index"):
-                yield index_range.begin_index
-                continue
-            else:
-                yield from range(index_range.begin_index, index_range.end_index)
-
-    def basic_block_instructions(
-        self, basic_block: BinExport2.BasicBlock
-    ) -> Iterator[tuple[int, BinExport2.Instruction, int]]:
-        """
-        For a given basic block, enumerate the instruction indices,
-        the instruction instances, and their addresses.
-        """
-        for instruction_index in self.instruction_indices(basic_block):
-            instruction: BinExport2.Instruction = self.be2.instruction[instruction_index]
-            instruction_address: int = self.get_insn_address(instruction_index)
-
-            yield instruction_index, instruction, instruction_address
-
-    def get_function_name_by_vertex(self, vertex_index: int) -> str:
-        vertex: BinExport2.CallGraph.Vertex = self.be2.call_graph.vertex[vertex_index]
-        name: str = f"sub_{vertex.address:x}"
-        if vertex.HasField("mangled_name"):
-            name = vertex.mangled_name
-
-        if vertex.HasField("demangled_name"):
-            name = vertex.demangled_name
-
-        if vertex.HasField("library_index"):
-            library: BinExport2.Library = self.be2.library[vertex.library_index]
-            if library.HasField("name"):
-                name = f"{library.name}!{name}"
-
-        return name
-
-    def get_function_name_by_address(self, address: int) -> str:
-        if address not in self.vertex_index_by_address:
-            return ""
-
-        vertex_index: int = self.vertex_index_by_address[address]
-        return self.get_function_name_by_vertex(vertex_index)
-
-    def get_instruction_by_address(self, address: int) -> BinExport2.Instruction:
-        assert address in self.insn_by_address, f"address must be indexed, missing {address:x}"
-        return self.insn_by_address[address]
-
-
-class BinExport2Analysis:
-    def __init__(self, be2: BinExport2, idx: BinExport2Index, buf: bytes):
-        self.be2: BinExport2 = be2
-        self.idx: BinExport2Index = idx
-        self.buf: bytes = buf
-        self.base_address: int = 0
-        self.thunks: dict[int, int] = {}
-
-        self._find_base_address()
-        self._compute_thunks()
-
-    def _find_base_address(self):
-        sections_with_perms: Iterator[BinExport2.Section] = filter(
-            lambda s: s.flag_r or s.flag_w or s.flag_x, self.be2.section
-        )
-        # assume the lowest address is the base address.
-        # this works as long as BinExport doesn't record other
-        # libraries mapped into memory.
-        self.base_address = min(s.address for s in sections_with_perms)
-
-        logger.debug("found base address: %x", self.base_address)
-
-    def _compute_thunks(self):
-        for addr, idx in self.idx.vertex_index_by_address.items():
-            vertex: BinExport2.CallGraph.Vertex = self.be2.call_graph.vertex[idx]
-            if not capa.features.extractors.binexport2.helpers.is_vertex_type(
-                vertex, BinExport2.CallGraph.Vertex.Type.THUNK
-            ):
-                continue
-
-            curr_idx: int = idx
-            for _ in range(capa.features.common.THUNK_CHAIN_DEPTH_DELTA):
-                thunk_callees: list[int] = self.idx.callees_by_vertex_index[curr_idx]
-                # If this doesn't hold, then it doesn't seem like this is a thunk,
-                # because either, len is:
-                #    0 and the thunk doesn't point to anything or is indirect, like `call eax`, or
-                #   >1 and the thunk may end up at many functions.
-                # In any case, this doesn't appear to be the sort of thunk we're looking for.
-                if len(thunk_callees) != 1:
-                    break
-
-                thunked_idx: int = thunk_callees[0]
-                thunked_vertex: BinExport2.CallGraph.Vertex = self.be2.call_graph.vertex[thunked_idx]
-
-                if not capa.features.extractors.binexport2.helpers.is_vertex_type(
-                    thunked_vertex, BinExport2.CallGraph.Vertex.Type.THUNK
-                ):
-                    assert thunked_vertex.HasField("address")
-
-                    self.thunks[addr] = thunked_vertex.address
-                    break
-
-                curr_idx = thunked_idx
-
-
-@dataclass
-class MemoryRegion:
-    # location of the bytes, potentially relative to a base address
-    address: int
-    buf: bytes
-
-    @property
-    def end(self) -> int:
-        return self.address + len(self.buf)
-
-    def contains(self, address: int) -> bool:
-        # note: address must be relative to any base address
-        return self.address <= address < self.end
-
-
-class ReadMemoryError(ValueError): ...
-
-
-class AddressNotMappedError(ReadMemoryError): ...
-
-
-@dataclass
-class AddressSpace:
-    base_address: int
-    memory_regions: tuple[MemoryRegion, ...]
-
-    def read_memory(self, address: int, length: int) -> bytes:
-        rva: int = address - self.base_address
-        for region in self.memory_regions:
-            if region.contains(rva):
-                offset: int = rva - region.address
-                return region.buf[offset : offset + length]
-
-        raise AddressNotMappedError(address)
-
-    @classmethod
-    def from_pe(cls, pe: PE, base_address: int):
-        regions: list[MemoryRegion] = []
-        for section in pe.sections:
-            address: int = section.VirtualAddress
-            size: int = section.Misc_VirtualSize
-            buf: bytes = section.get_data()
-
-            if len(buf) != size:
-                # pad the section with NULLs
-                # assume page alignment is already handled.
-                # might need more hardening here.
-                buf += b"\x00" * (size - len(buf))
-
-            regions.append(MemoryRegion(address, buf))
-
-        return cls(base_address, tuple(regions))
-
-    @classmethod
-    def from_elf(cls, elf: ELFFile, base_address: int):
-        regions: list[MemoryRegion] = []
-
-        # ELF segments are for runtime data,
-        # ELF sections are for link-time data.
-        for segment in elf.iter_segments():
-            # assume p_align is consistent with addresses here.
-            # otherwise, should harden this loader.
-            segment_rva: int = segment.header.p_vaddr
-            segment_size: int = segment.header.p_memsz
-            segment_data: bytes = segment.data()
-
-            if len(segment_data) < segment_size:
-                # pad the section with NULLs
-                # assume page alignment is already handled.
-                # might need more hardening here.
-                segment_data += b"\x00" * (segment_size - len(segment_data))
-
-            regions.append(MemoryRegion(segment_rva, segment_data))
-
-        return cls(base_address, tuple(regions))
-
-    @classmethod
-    def from_buf(cls, buf: bytes, base_address: int):
-        if buf.startswith(capa.features.extractors.common.MATCH_PE):
-            pe: PE = PE(data=buf)
-            return cls.from_pe(pe, base_address)
-        elif buf.startswith(capa.features.extractors.common.MATCH_ELF):
-            elf: ELFFile = ELFFile(io.BytesIO(buf))
-            return cls.from_elf(elf, base_address)
-        else:
-            raise NotImplementedError("file format address space")
-
-
-@dataclass
-class AnalysisContext:
-    sample_bytes: bytes
-    be2: BinExport2
-    idx: BinExport2Index
-    analysis: BinExport2Analysis
-    address_space: AddressSpace
-
-
-@dataclass
-class FunctionContext:
-    ctx: AnalysisContext
-    flow_graph_index: int
-    format: set[str]
-    os: set[str]
-    arch: set[str]
-
-
-@dataclass
-class BasicBlockContext:
-    basic_block_index: int
-
-
-@dataclass
-class InstructionContext:
-    instruction_index: int
--- a/capa/features/extractors/binexport2/arch/init.py
+++ b/capa/features/extractors/binexport2/arch/init.py
--- a/capa/features/extractors/binexport2/arch/arm/init.py
+++ b/capa/features/extractors/binexport2/arch/arm/init.py
--- a/capa/features/extractors/binexport2/arch/arm/helpers.py
+++ b/capa/features/extractors/binexport2/arch/arm/helpers.py
@@ -1,15 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-
-def is_stack_register_expression(be2: BinExport2, expression: BinExport2.Expression) -> bool:
-    return bool(
-        expression and expression.type == BinExport2.Expression.REGISTER and expression.symbol.lower().endswith("sp")
-    )
--- a/capa/features/extractors/binexport2/arch/arm/insn.py
+++ b/capa/features/extractors/binexport2/arch/arm/insn.py
@@ -1,155 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import logging
-from typing import Iterator, Optional
-
-import capa.features.extractors.binexport2.helpers
-from capa.features.insn import MAX_STRUCTURE_SIZE, Number, Offset, OperandNumber, OperandOffset
-from capa.features.common import Feature, Characteristic
-from capa.features.address import Address
-from capa.features.extractors.binexport2 import FunctionContext, InstructionContext
-from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
-from capa.features.extractors.binexport2.helpers import (
-    BinExport2InstructionPatternMatcher,
-    mask_immediate,
-    is_address_mapped,
-    get_instruction_mnemonic,
-    get_operand_register_expression,
-    get_operand_immediate_expression,
-)
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-from capa.features.extractors.binexport2.arch.arm.helpers import is_stack_register_expression
-
-logger = logging.getLogger(__name__)
-
-
-def extract_insn_number_features(
-    fh: FunctionHandle, _bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    instruction_index: int = ii.instruction_index
-    instruction: BinExport2.Instruction = be2.instruction[instruction_index]
-
-    if len(instruction.operand_index) == 0:
-        # skip things like:
-        #   .text:0040116e leave
-        return
-
-    mnemonic: str = get_instruction_mnemonic(be2, instruction)
-
-    if mnemonic in ("add", "sub"):
-        assert len(instruction.operand_index) == 3
-
-        operand1_expression: Optional[BinExport2.Expression] = get_operand_register_expression(
-            be2, be2.operand[instruction.operand_index[1]]
-        )
-        if operand1_expression and is_stack_register_expression(be2, operand1_expression):
-            # skip things like:
-            # add x0,sp,#0x8
-            return
-
-    for i, operand_index in enumerate(instruction.operand_index):
-        operand: BinExport2.Operand = be2.operand[operand_index]
-
-        immediate_expression: Optional[BinExport2.Expression] = get_operand_immediate_expression(be2, operand)
-        if not immediate_expression:
-            continue
-
-        value: int = mask_immediate(fhi.arch, immediate_expression.immediate)
-        if is_address_mapped(be2, value):
-            continue
-
-        yield Number(value), ih.address
-        yield OperandNumber(i, value), ih.address
-
-        if mnemonic == "add" and i == 2:
-            if 0 < value < MAX_STRUCTURE_SIZE:
-                yield Offset(value), ih.address
-                yield OperandOffset(i, value), ih.address
-
-
-OFFSET_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    ldr|ldrb|ldrh|ldrsb|ldrsh|ldrex|ldrd|str|strb|strh|strex|strd reg, [reg(not-stack),  #int]                                 ; capture #int
-    ldr|ldrb|ldrh|ldrsb|ldrsh|ldrex|ldrd|str|strb|strh|strex|strd reg, [reg(not-stack),  #int]!                                ; capture #int
-    ldr|ldrb|ldrh|ldrsb|ldrsh|ldrex|ldrd|str|strb|strh|strex|strd reg, [reg(not-stack)],        #int                           ; capture #int
-    ldp|ldpd|stp|stpd                                             reg, reg,                     [reg(not-stack), #int]         ; capture #int
-    ldp|ldpd|stp|stpd                                             reg, reg,                     [reg(not-stack), #int]!        ; capture #int
-    ldp|ldpd|stp|stpd                                             reg, reg,                     [reg(not-stack)],       #int   ; capture #int
-    """
-)
-
-
-def extract_insn_offset_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    match = OFFSET_PATTERNS.match_with_be2(be2, ii.instruction_index)
-    if not match:
-        return
-
-    value = match.expression.immediate
-
-    value = mask_immediate(fhi.arch, value)
-    if not is_address_mapped(be2, value):
-        value = capa.features.extractors.binexport2.helpers.twos_complement(fhi.arch, value)
-        yield Offset(value), ih.address
-        yield OperandOffset(match.operand_index, value), ih.address
-
-
-NZXOR_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    eor reg, reg, reg
-    eor reg, reg, #int
-    """
-)
-
-
-def extract_insn_nzxor_characteristic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-    be2: BinExport2 = fhi.ctx.be2
-
-    if NZXOR_PATTERNS.match_with_be2(be2, ii.instruction_index) is None:
-        return
-
-    instruction: BinExport2.Instruction = be2.instruction[ii.instruction_index]
-    # guaranteed to be simple int/reg operands
-    # so we don't have to realize the tree/list.
-    operands: list[BinExport2.Operand] = [be2.operand[operand_index] for operand_index in instruction.operand_index]
-
-    if operands[1] != operands[2]:
-        yield Characteristic("nzxor"), ih.address
-
-
-INDIRECT_CALL_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    blx|bx|blr reg
-    """
-)
-
-
-def extract_function_indirect_call_characteristic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-    be2: BinExport2 = fhi.ctx.be2
-
-    if INDIRECT_CALL_PATTERNS.match_with_be2(be2, ii.instruction_index) is not None:
-        yield Characteristic("indirect call"), ih.address
--- a/capa/features/extractors/binexport2/arch/intel/init.py
+++ b/capa/features/extractors/binexport2/arch/intel/init.py
--- a/capa/features/extractors/binexport2/arch/intel/helpers.py
+++ b/capa/features/extractors/binexport2/arch/intel/helpers.py
@@ -1,135 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-from typing import Optional
-from dataclasses import dataclass
-
-from capa.features.extractors.binexport2.helpers import get_operand_expressions
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-# security cookie checks may perform non-zeroing XORs, these are expected within a certain
-# byte range within the first and returning basic blocks, this helps to reduce FP features
-SECURITY_COOKIE_BYTES_DELTA: int = 0x40
-
-
-@dataclass
-class OperandPhraseInfo:
-    scale: Optional[BinExport2.Expression] = None
-    index: Optional[BinExport2.Expression] = None
-    base: Optional[BinExport2.Expression] = None
-    displacement: Optional[BinExport2.Expression] = None
-
-
-def get_operand_phrase_info(be2: BinExport2, operand: BinExport2.Operand) -> Optional[OperandPhraseInfo]:
-    # assume the following (see https://blog.yossarian.net/2020/06/13/How-x86_64-addresses-memory):
-    #
-    # Scale: A 2-bit constant factor
-    # Index: Any general purpose register
-    # Base: Any general purpose register
-    # Displacement: An integral offset
-
-    expressions: list[BinExport2.Expression] = get_operand_expressions(be2, operand)
-
-    # skip expression up to and including BinExport2.Expression.DEREFERENCE, assume caller
-    # has checked for BinExport2.Expression.DEREFERENCE
-    for i, expression in enumerate(expressions):
-        if expression.type == BinExport2.Expression.DEREFERENCE:
-            expressions = expressions[i + 1 :]
-            break
-
-    expression0: BinExport2.Expression
-    expression1: BinExport2.Expression
-    expression2: BinExport2.Expression
-    expression3: BinExport2.Expression
-    expression4: BinExport2.Expression
-
-    if len(expressions) == 1:
-        expression0 = expressions[0]
-
-        assert (
-            expression0.type == BinExport2.Expression.IMMEDIATE_INT
-            or expression0.type == BinExport2.Expression.REGISTER
-        )
-
-        if expression0.type == BinExport2.Expression.IMMEDIATE_INT:
-            # Displacement
-            return OperandPhraseInfo(displacement=expression0)
-        elif expression0.type == BinExport2.Expression.REGISTER:
-            # Base
-            return OperandPhraseInfo(base=expression0)
-
-    elif len(expressions) == 3:
-        expression0 = expressions[0]
-        expression1 = expressions[1]
-        expression2 = expressions[2]
-
-        assert expression0.type == BinExport2.Expression.REGISTER
-        assert expression1.type == BinExport2.Expression.OPERATOR
-        assert (
-            expression2.type == BinExport2.Expression.IMMEDIATE_INT
-            or expression2.type == BinExport2.Expression.REGISTER
-        )
-
-        if expression2.type == BinExport2.Expression.REGISTER:
-            # Base + Index
-            return OperandPhraseInfo(base=expression0, index=expression2)
-        elif expression2.type == BinExport2.Expression.IMMEDIATE_INT:
-            # Base + Displacement
-            return OperandPhraseInfo(base=expression0, displacement=expression2)
-
-    elif len(expressions) == 5:
-        expression0 = expressions[0]
-        expression1 = expressions[1]
-        expression2 = expressions[2]
-        expression3 = expressions[3]
-        expression4 = expressions[4]
-
-        assert expression0.type == BinExport2.Expression.REGISTER
-        assert expression1.type == BinExport2.Expression.OPERATOR
-        assert (
-            expression2.type == BinExport2.Expression.REGISTER
-            or expression2.type == BinExport2.Expression.IMMEDIATE_INT
-        )
-        assert expression3.type == BinExport2.Expression.OPERATOR
-        assert expression4.type == BinExport2.Expression.IMMEDIATE_INT
-
-        if expression1.symbol == "+" and expression3.symbol == "+":
-            # Base + Index + Displacement
-            return OperandPhraseInfo(base=expression0, index=expression2, displacement=expression4)
-        elif expression1.symbol == "+" and expression3.symbol == "*":
-            # Base + (Index * Scale)
-            return OperandPhraseInfo(base=expression0, index=expression2, scale=expression3)
-        elif expression1.symbol == "*" and expression3.symbol == "+":
-            # (Index * Scale) + Displacement
-            return OperandPhraseInfo(index=expression0, scale=expression2, displacement=expression3)
-        else:
-            raise NotImplementedError(expression1.symbol, expression3.symbol)
-
-    elif len(expressions) == 7:
-        expression0 = expressions[0]
-        expression1 = expressions[1]
-        expression2 = expressions[2]
-        expression3 = expressions[3]
-        expression4 = expressions[4]
-        expression5 = expressions[5]
-        expression6 = expressions[6]
-
-        assert expression0.type == BinExport2.Expression.REGISTER
-        assert expression1.type == BinExport2.Expression.OPERATOR
-        assert expression2.type == BinExport2.Expression.REGISTER
-        assert expression3.type == BinExport2.Expression.OPERATOR
-        assert expression4.type == BinExport2.Expression.IMMEDIATE_INT
-        assert expression5.type == BinExport2.Expression.OPERATOR
-        assert expression6.type == BinExport2.Expression.IMMEDIATE_INT
-
-        # Base + (Index * Scale) + Displacement
-        return OperandPhraseInfo(base=expression0, index=expression2, scale=expression4, displacement=expression6)
-
-    else:
-        raise NotImplementedError(len(expressions))
-
-    return None
--- a/capa/features/extractors/binexport2/arch/intel/insn.py
+++ b/capa/features/extractors/binexport2/arch/intel/insn.py
@@ -1,248 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import logging
-from typing import Iterator
-
-import capa.features.extractors.strings
-import capa.features.extractors.binexport2.helpers
-from capa.features.insn import MAX_STRUCTURE_SIZE, Number, Offset, OperandNumber, OperandOffset
-from capa.features.common import Feature, Characteristic
-from capa.features.address import Address
-from capa.features.extractors.binexport2 import BinExport2Index, FunctionContext, BasicBlockContext, InstructionContext
-from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
-from capa.features.extractors.binexport2.helpers import (
-    BinExport2InstructionPatternMatcher,
-    mask_immediate,
-    is_address_mapped,
-    get_instruction_mnemonic,
-)
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-from capa.features.extractors.binexport2.arch.intel.helpers import SECURITY_COOKIE_BYTES_DELTA
-
-logger = logging.getLogger(__name__)
-
-
-IGNORE_NUMBER_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    ret  #int
-    retn #int
-    add  reg(stack), #int
-    sub  reg(stack), #int
-    """
-)
-
-NUMBER_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    push #int0            ; capture #int0
-
-    # its a little tedious to enumerate all the address forms
-    # but at least we are explicit
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar  reg,                      #int0  ; capture #int0
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar [reg],                     #int0  ; capture #int0
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar [#int],                    #int0  ; capture #int0
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar [reg + #int],              #int0  ; capture #int0
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar [reg + reg + #int],        #int0  ; capture #int0
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar [reg + reg * #int],        #int0  ; capture #int0
-    cmp|and|or|test|mov|add|adc|sub|shl|shr|sal|sar [reg + reg * #int + #int], #int0  ; capture #int0
-
-    imul reg, reg, #int  ; capture #int
-    # note that int is first
-    cmp|test #int0, reg   ; capture #int0
-
-    # imagine reg is zero'd out, then this is like `mov reg, #int`
-    # which is not uncommon.
-    lea reg, [reg + #int]  ; capture #int
-    """
-)
-
-
-def extract_insn_number_features(
-    fh: FunctionHandle, _bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    if IGNORE_NUMBER_PATTERNS.match_with_be2(be2, ii.instruction_index):
-        return
-
-    match = NUMBER_PATTERNS.match_with_be2(be2, ii.instruction_index)
-    if not match:
-        return
-
-    value: int = mask_immediate(fhi.arch, match.expression.immediate)
-    if is_address_mapped(be2, value):
-        return
-
-    yield Number(value), ih.address
-    yield OperandNumber(match.operand_index, value), ih.address
-
-    instruction_index: int = ii.instruction_index
-    instruction: BinExport2.Instruction = be2.instruction[instruction_index]
-
-    mnemonic: str = get_instruction_mnemonic(be2, instruction)
-    if mnemonic.startswith("add"):
-        if 0 < value < MAX_STRUCTURE_SIZE:
-            yield Offset(value), ih.address
-            yield OperandOffset(match.operand_index, value), ih.address
-
-
-OFFSET_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    mov|movzx|movsb|cmp [reg            +  reg * #int + #int0], #int  ; capture #int0
-    mov|movzx|movsb|cmp [reg            * #int + #int0],        #int  ; capture #int0
-    mov|movzx|movsb|cmp [reg            +  reg + #int0],        #int  ; capture #int0
-    mov|movzx|movsb|cmp [reg(not-stack) + #int0],               #int  ; capture #int0
-    mov|movzx|movsb|cmp [reg            +  reg * #int + #int0], reg   ; capture #int0
-    mov|movzx|movsb|cmp [reg            * #int + #int0],        reg   ; capture #int0
-    mov|movzx|movsb|cmp [reg            +  reg + #int0],        reg   ; capture #int0
-    mov|movzx|movsb|cmp [reg(not-stack) + #int0],               reg   ; capture #int0
-    mov|movzx|movsb|cmp|lea reg, [reg            +  reg * #int + #int0]  ; capture #int0
-    mov|movzx|movsb|cmp|lea reg, [reg            * #int + #int0]         ; capture #int0
-    mov|movzx|movsb|cmp|lea reg, [reg            +  reg + #int0]         ; capture #int0
-    mov|movzx|movsb|cmp|lea reg, [reg(not-stack) + #int0]                ; capture #int0
-    """
-)
-
-# these are patterns that access offset 0 from some pointer
-# (pointer is not the stack pointer).
-OFFSET_ZERO_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    mov|movzx|movsb [reg(not-stack)], reg
-    mov|movzx|movsb [reg(not-stack)], #int
-    lea             reg,              [reg(not-stack)]
-    """
-)
-
-
-def extract_insn_offset_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    match = OFFSET_PATTERNS.match_with_be2(be2, ii.instruction_index)
-    if not match:
-        match = OFFSET_ZERO_PATTERNS.match_with_be2(be2, ii.instruction_index)
-        if not match:
-            return
-
-        yield Offset(0), ih.address
-        yield OperandOffset(match.operand_index, 0), ih.address
-
-    value = mask_immediate(fhi.arch, match.expression.immediate)
-    if is_address_mapped(be2, value):
-        return
-
-    value = capa.features.extractors.binexport2.helpers.twos_complement(fhi.arch, value, 32)
-    yield Offset(value), ih.address
-    yield OperandOffset(match.operand_index, value), ih.address
-
-
-def is_security_cookie(
-    fhi: FunctionContext,
-    bbi: BasicBlockContext,
-    instruction_address: int,
-    instruction: BinExport2.Instruction,
-) -> bool:
-    """
-    check if an instruction is related to security cookie checks.
-    """
-    be2: BinExport2 = fhi.ctx.be2
-    idx: BinExport2Index = fhi.ctx.idx
-
-    # security cookie check should use SP or BP
-    op1: BinExport2.Operand = be2.operand[instruction.operand_index[1]]
-    op1_exprs: list[BinExport2.Expression] = [be2.expression[expr_i] for expr_i in op1.expression_index]
-    if all(expr.symbol.lower() not in ("bp", "esp", "ebp", "rbp", "rsp") for expr in op1_exprs):
-        return False
-
-    # check_nzxor_security_cookie_delta
-    # if insn falls at the start of first entry block of the parent function.
-    flow_graph: BinExport2.FlowGraph = be2.flow_graph[fhi.flow_graph_index]
-    basic_block_index: int = bbi.basic_block_index
-    bb: BinExport2.BasicBlock = be2.basic_block[basic_block_index]
-    if flow_graph.entry_basic_block_index == basic_block_index:
-        first_addr: int = min((idx.insn_address_by_index[ir.begin_index] for ir in bb.instruction_index))
-        if instruction_address < first_addr + SECURITY_COOKIE_BYTES_DELTA:
-            return True
-    # or insn falls at the end before return in a terminal basic block.
-    if basic_block_index not in (e.source_basic_block_index for e in flow_graph.edge):
-        last_addr: int = max((idx.insn_address_by_index[ir.end_index - 1] for ir in bb.instruction_index))
-        if instruction_address > last_addr - SECURITY_COOKIE_BYTES_DELTA:
-            return True
-    return False
-
-
-NZXOR_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    xor|xorpd|xorps|pxor reg, reg
-    xor|xorpd|xorps|pxor reg, #int
-    """
-)
-
-
-def extract_insn_nzxor_characteristic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    """
-    parse non-zeroing XOR instruction from the given instruction.
-    ignore expected non-zeroing XORs, e.g. security cookies.
-    """
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-    idx: BinExport2Index = fhi.ctx.idx
-
-    if NZXOR_PATTERNS.match_with_be2(be2, ii.instruction_index) is None:
-        return
-
-    instruction: BinExport2.Instruction = be2.instruction[ii.instruction_index]
-    # guaranteed to be simple int/reg operands
-    # so we don't have to realize the tree/list.
-    operands: list[BinExport2.Operand] = [be2.operand[operand_index] for operand_index in instruction.operand_index]
-
-    if operands[0] == operands[1]:
-        return
-
-    instruction_address: int = idx.insn_address_by_index[ii.instruction_index]
-    if is_security_cookie(fhi, bbh.inner, instruction_address, instruction):
-        return
-
-    yield Characteristic("nzxor"), ih.address
-
-
-INDIRECT_CALL_PATTERNS = BinExport2InstructionPatternMatcher.from_str(
-    """
-    call|jmp reg0
-    call|jmp [reg + reg * #int + #int]
-    call|jmp [reg + reg * #int]
-    call|jmp [reg * #int + #int]
-    call|jmp [reg + reg + #int]
-    call|jmp [reg + #int]
-    call|jmp [reg]
-    """
-)
-
-
-def extract_function_indirect_call_characteristic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-    be2: BinExport2 = fhi.ctx.be2
-
-    match = INDIRECT_CALL_PATTERNS.match_with_be2(be2, ii.instruction_index)
-    if match is None:
-        return
-
-    yield Characteristic("indirect call"), ih.address
--- a/capa/features/extractors/binexport2/basicblock.py
+++ b/capa/features/extractors/binexport2/basicblock.py
@@ -1,40 +0,0 @@
-# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-from typing import Iterator
-
-from capa.features.common import Feature, Characteristic
-from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.basicblock import BasicBlock
-from capa.features.extractors.binexport2 import FunctionContext, BasicBlockContext
-from capa.features.extractors.base_extractor import BBHandle, FunctionHandle
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-
-def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    bbi: BasicBlockContext = bbh.inner
-
-    idx = fhi.ctx.idx
-
-    basic_block_index: int = bbi.basic_block_index
-    target_edges: list[BinExport2.FlowGraph.Edge] = idx.target_edges_by_basic_block_index[basic_block_index]
-    if basic_block_index in (e.source_basic_block_index for e in target_edges):
-        basic_block_address: int = idx.get_basic_block_address(basic_block_index)
-        yield Characteristic("tight loop"), AbsoluteVirtualAddress(basic_block_address)
-
-
-def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
-    """extract basic block features"""
-    for bb_handler in BASIC_BLOCK_HANDLERS:
-        for feature, addr in bb_handler(fh, bbh):
-            yield feature, addr
-    yield BasicBlock(), bbh.address
-
-
-BASIC_BLOCK_HANDLERS = (extract_bb_tight_loop,)
--- a/capa/features/extractors/binexport2/binexport2_pb2.py
+++ b/capa/features/extractors/binexport2/binexport2_pb2.py
--- a/capa/features/extractors/binexport2/binexport2_pb2.pyi
+++ b/capa/features/extractors/binexport2/binexport2_pb2.pyi
@@ -1,784 +0,0 @@
-"""
-@generated by mypy-protobuf.  Do not edit manually!
-isort:skip_file
-The representation is generic to accommodate various source architectures.
-In particular 32 and 64 bit versions of x86, ARM, PowerPC and MIPS have been
-tested.
-
-Multiple levels of deduping have been applied to make the format more compact
-and avoid redundant data duplication. Some of this due to hard-earned
-experience trying to cope with intentionally obfuscated malicious binaries.
-Note in particular that the same instruction may occur in multiple basic
-blocks and the same basic block in multiple functions (instruction and basic
-block sharing). Implemented naively, malware can use this to cause
-combinatorial explosion in memory usage, DOSing the analyst. This format
-should store every unique expression, mnemonic, operand, instruction and
-basic block only once instead of duplicating the information for every
-instance of it.
-
-This format does _not_ try to be 100% backwards compatible with the old
-version. In particular, we do not store IDA's comment types, making lossless
-porting of IDA comments impossible. We do however, store comments and
-expression substitutions, so porting the actual data is possible, just not
-the exact IDA type.
-
-While it would be more natural to use addresses when defining call graph and
-flow graph edges and other such references, it is more efficient to employ
-one more level of indirection and use indices into the basic block or
-function arrays instead. This is because addresses will usually use most of
-the available 64 bit space while indices will be much smaller and compress
-much better (less randomly distributed).
-
-We omit all fields that are set to their default value anyways. Note that
-this has two side effects:
-  - changing the defaults in this proto file will, in effect, change what's
-    read from disk
-  - the generated code has_* methods are somewhat less useful
-WARNING: We omit the defaults manually in the code writing the data. Do not
-         change the defaults here without changing the code!
-
-TODO(cblichmann): Link flow graphs to call graph nodes. The connection is
-                  there via the address, but tricky to extract.
-"""
-import builtins
-import collections.abc
-import google.protobuf.descriptor
-import google.protobuf.internal.containers
-import google.protobuf.internal.enum_type_wrapper
-import google.protobuf.message
-import sys
-import typing
-
-if sys.version_info >= (3, 10):
-    import typing as typing_extensions
-else:
-    import typing_extensions
-
-DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
-
-@typing_extensions.final
-class BinExport2(google.protobuf.message.Message):
-    DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-    @typing_extensions.final
-    class Meta(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        EXECUTABLE_NAME_FIELD_NUMBER: builtins.int
-        EXECUTABLE_ID_FIELD_NUMBER: builtins.int
-        ARCHITECTURE_NAME_FIELD_NUMBER: builtins.int
-        TIMESTAMP_FIELD_NUMBER: builtins.int
-        executable_name: builtins.str
-        """Input binary filename including file extension but excluding file path.
-        example: "insider_gcc.exe"
-        """
-        executable_id: builtins.str
-        """Application defined executable id. Often the SHA256 hash of the input
-        binary.
-        """
-        architecture_name: builtins.str
-        """Input architecture name, e.g. x86-32."""
-        timestamp: builtins.int
-        """When did this file get created? Unix time. This may be used for some
-        primitive versioning in case the file format ever changes.
-        """
-        def __init__(
-            self,
-            *,
-            executable_name: builtins.str | None = ...,
-            executable_id: builtins.str | None = ...,
-            architecture_name: builtins.str | None = ...,
-            timestamp: builtins.int | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["architecture_name", b"architecture_name", "executable_id", b"executable_id", "executable_name", b"executable_name", "timestamp", b"timestamp"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["architecture_name", b"architecture_name", "executable_id", b"executable_id", "executable_name", b"executable_name", "timestamp", b"timestamp"]) -> None: ...
-
-    @typing_extensions.final
-    class CallGraph(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        @typing_extensions.final
-        class Vertex(google.protobuf.message.Message):
-            DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-            class _Type:
-                ValueType = typing.NewType("ValueType", builtins.int)
-                V: typing_extensions.TypeAlias = ValueType
-
-            class _TypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[BinExport2.CallGraph.Vertex._Type.ValueType], builtins.type):
-                DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
-                NORMAL: BinExport2.CallGraph.Vertex._Type.ValueType  # 0
-                """Regular function with full disassembly."""
-                LIBRARY: BinExport2.CallGraph.Vertex._Type.ValueType  # 1
-                """This function is a well known library function."""
-                IMPORTED: BinExport2.CallGraph.Vertex._Type.ValueType  # 2
-                """Imported from a dynamic link library (e.g. dll)."""
-                THUNK: BinExport2.CallGraph.Vertex._Type.ValueType  # 3
-                """A thunk function, forwarding its work via an unconditional jump."""
-                INVALID: BinExport2.CallGraph.Vertex._Type.ValueType  # 4
-                """An invalid function (a function that contained invalid code or was
-                considered invalid by some heuristics).
-                """
-
-            class Type(_Type, metaclass=_TypeEnumTypeWrapper): ...
-            NORMAL: BinExport2.CallGraph.Vertex.Type.ValueType  # 0
-            """Regular function with full disassembly."""
-            LIBRARY: BinExport2.CallGraph.Vertex.Type.ValueType  # 1
-            """This function is a well known library function."""
-            IMPORTED: BinExport2.CallGraph.Vertex.Type.ValueType  # 2
-            """Imported from a dynamic link library (e.g. dll)."""
-            THUNK: BinExport2.CallGraph.Vertex.Type.ValueType  # 3
-            """A thunk function, forwarding its work via an unconditional jump."""
-            INVALID: BinExport2.CallGraph.Vertex.Type.ValueType  # 4
-            """An invalid function (a function that contained invalid code or was
-            considered invalid by some heuristics).
-            """
-
-            ADDRESS_FIELD_NUMBER: builtins.int
-            TYPE_FIELD_NUMBER: builtins.int
-            MANGLED_NAME_FIELD_NUMBER: builtins.int
-            DEMANGLED_NAME_FIELD_NUMBER: builtins.int
-            LIBRARY_INDEX_FIELD_NUMBER: builtins.int
-            MODULE_INDEX_FIELD_NUMBER: builtins.int
-            address: builtins.int
-            """The function's entry point address. Messages need to be sorted, see
-            comment below on `vertex`.
-            """
-            type: global___BinExport2.CallGraph.Vertex.Type.ValueType
-            mangled_name: builtins.str
-            """If the function has a user defined, real name it will be given here.
-            main() is a proper name, sub_BAADF00D is not (auto generated dummy
-            name).
-            """
-            demangled_name: builtins.str
-            """Demangled name if the function is a mangled C++ function and we could
-            demangle it.
-            """
-            library_index: builtins.int
-            """If this is a library function, what is its index in library arrays."""
-            module_index: builtins.int
-            """If module name, such as class name for DEX files, is present - index in
-            module table.
-            """
-            def __init__(
-                self,
-                *,
-                address: builtins.int | None = ...,
-                type: global___BinExport2.CallGraph.Vertex.Type.ValueType | None = ...,
-                mangled_name: builtins.str | None = ...,
-                demangled_name: builtins.str | None = ...,
-                library_index: builtins.int | None = ...,
-                module_index: builtins.int | None = ...,
-            ) -> None: ...
-            def HasField(self, field_name: typing_extensions.Literal["address", b"address", "demangled_name", b"demangled_name", "library_index", b"library_index", "mangled_name", b"mangled_name", "module_index", b"module_index", "type", b"type"]) -> builtins.bool: ...
-            def ClearField(self, field_name: typing_extensions.Literal["address", b"address", "demangled_name", b"demangled_name", "library_index", b"library_index", "mangled_name", b"mangled_name", "module_index", b"module_index", "type", b"type"]) -> None: ...
-
-        @typing_extensions.final
-        class Edge(google.protobuf.message.Message):
-            DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-            SOURCE_VERTEX_INDEX_FIELD_NUMBER: builtins.int
-            TARGET_VERTEX_INDEX_FIELD_NUMBER: builtins.int
-            source_vertex_index: builtins.int
-            """source and target index into the vertex repeated field."""
-            target_vertex_index: builtins.int
-            def __init__(
-                self,
-                *,
-                source_vertex_index: builtins.int | None = ...,
-                target_vertex_index: builtins.int | None = ...,
-            ) -> None: ...
-            def HasField(self, field_name: typing_extensions.Literal["source_vertex_index", b"source_vertex_index", "target_vertex_index", b"target_vertex_index"]) -> builtins.bool: ...
-            def ClearField(self, field_name: typing_extensions.Literal["source_vertex_index", b"source_vertex_index", "target_vertex_index", b"target_vertex_index"]) -> None: ...
-
-        VERTEX_FIELD_NUMBER: builtins.int
-        EDGE_FIELD_NUMBER: builtins.int
-        @property
-        def vertex(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.CallGraph.Vertex]:
-            """vertices == functions in the call graph.
-            Important: Most downstream tooling (notably BinDiff), need these to be
-                       sorted by `Vertex::address` (ascending). For C++, the
-                       `BinExport2Writer` class enforces this invariant.
-            """
-        @property
-        def edge(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.CallGraph.Edge]:
-            """edges == calls in the call graph."""
-        def __init__(
-            self,
-            *,
-            vertex: collections.abc.Iterable[global___BinExport2.CallGraph.Vertex] | None = ...,
-            edge: collections.abc.Iterable[global___BinExport2.CallGraph.Edge] | None = ...,
-        ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["edge", b"edge", "vertex", b"vertex"]) -> None: ...
-
-    @typing_extensions.final
-    class Expression(google.protobuf.message.Message):
-        """An operand consists of 1 or more expressions, linked together as a tree."""
-
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        class _Type:
-            ValueType = typing.NewType("ValueType", builtins.int)
-            V: typing_extensions.TypeAlias = ValueType
-
-        class _TypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[BinExport2.Expression._Type.ValueType], builtins.type):
-            DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
-            SYMBOL: BinExport2.Expression._Type.ValueType  # 1
-            IMMEDIATE_INT: BinExport2.Expression._Type.ValueType  # 2
-            IMMEDIATE_FLOAT: BinExport2.Expression._Type.ValueType  # 3
-            OPERATOR: BinExport2.Expression._Type.ValueType  # 4
-            REGISTER: BinExport2.Expression._Type.ValueType  # 5
-            SIZE_PREFIX: BinExport2.Expression._Type.ValueType  # 6
-            DEREFERENCE: BinExport2.Expression._Type.ValueType  # 7
-
-        class Type(_Type, metaclass=_TypeEnumTypeWrapper): ...
-        SYMBOL: BinExport2.Expression.Type.ValueType  # 1
-        IMMEDIATE_INT: BinExport2.Expression.Type.ValueType  # 2
-        IMMEDIATE_FLOAT: BinExport2.Expression.Type.ValueType  # 3
-        OPERATOR: BinExport2.Expression.Type.ValueType  # 4
-        REGISTER: BinExport2.Expression.Type.ValueType  # 5
-        SIZE_PREFIX: BinExport2.Expression.Type.ValueType  # 6
-        DEREFERENCE: BinExport2.Expression.Type.ValueType  # 7
-
-        TYPE_FIELD_NUMBER: builtins.int
-        SYMBOL_FIELD_NUMBER: builtins.int
-        IMMEDIATE_FIELD_NUMBER: builtins.int
-        PARENT_INDEX_FIELD_NUMBER: builtins.int
-        IS_RELOCATION_FIELD_NUMBER: builtins.int
-        type: global___BinExport2.Expression.Type.ValueType
-        """IMMEDIATE_INT is by far the most common type and thus we can save some
-        space by omitting it as the default.
-        """
-        symbol: builtins.str
-        """Symbol for this expression. Interpretation depends on type. Examples
-        include: "eax", "[", "+"
-        """
-        immediate: builtins.int
-        """If the expression can be interpreted as an integer value (IMMEDIATE_INT)
-        the value is given here.
-        """
-        parent_index: builtins.int
-        """The parent expression. Example expression tree for the second operand of:
-        mov eax, b4 [ebx + 12]
-        "b4" --- "[" --- "+" --- "ebx"
-                              \\  "12"
-        """
-        is_relocation: builtins.bool
-        """true if the expression has entry in relocation table"""
-        def __init__(
-            self,
-            *,
-            type: global___BinExport2.Expression.Type.ValueType | None = ...,
-            symbol: builtins.str | None = ...,
-            immediate: builtins.int | None = ...,
-            parent_index: builtins.int | None = ...,
-            is_relocation: builtins.bool | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["immediate", b"immediate", "is_relocation", b"is_relocation", "parent_index", b"parent_index", "symbol", b"symbol", "type", b"type"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["immediate", b"immediate", "is_relocation", b"is_relocation", "parent_index", b"parent_index", "symbol", b"symbol", "type", b"type"]) -> None: ...
-
-    @typing_extensions.final
-    class Operand(google.protobuf.message.Message):
-        """An instruction may have 0 or more operands."""
-
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        EXPRESSION_INDEX_FIELD_NUMBER: builtins.int
-        @property
-        def expression_index(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]:
-            """Contains all expressions constituting this operand. All expressions
-            should be linked into a single tree, i.e. there should only be one
-            expression in this list with parent_index == NULL and all others should
-            descend from that. Rendering order for expressions on the same tree level
-            (siblings) is implicitly given by the order they are referenced in this
-            repeated field.
-            Implicit: expression sequence
-            """
-        def __init__(
-            self,
-            *,
-            expression_index: collections.abc.Iterable[builtins.int] | None = ...,
-        ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["expression_index", b"expression_index"]) -> None: ...
-
-    @typing_extensions.final
-    class Mnemonic(google.protobuf.message.Message):
-        """An instruction has exactly 1 mnemonic."""
-
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        NAME_FIELD_NUMBER: builtins.int
-        name: builtins.str
-        """Literal representation of the mnemonic, e.g.: "mov"."""
-        def __init__(
-            self,
-            *,
-            name: builtins.str | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["name", b"name"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["name", b"name"]) -> None: ...
-
-    @typing_extensions.final
-    class Instruction(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        ADDRESS_FIELD_NUMBER: builtins.int
-        CALL_TARGET_FIELD_NUMBER: builtins.int
-        MNEMONIC_INDEX_FIELD_NUMBER: builtins.int
-        OPERAND_INDEX_FIELD_NUMBER: builtins.int
-        RAW_BYTES_FIELD_NUMBER: builtins.int
-        COMMENT_INDEX_FIELD_NUMBER: builtins.int
-        address: builtins.int
-        """This will only be filled for instructions that do not just flow from the
-        immediately preceding instruction. Regular instructions will have to
-        calculate their own address by adding raw_bytes.size() to the previous
-        instruction's address.
-        """
-        @property
-        def call_target(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]:
-            """If this is a call instruction and call targets could be determined
-            they'll be given here. Note that we may or may not have a flow graph for
-            the target and thus cannot use an index into the flow graph table here.
-            We could potentially use call graph nodes, but linking instructions to
-            the call graph directly does not seem a good choice.
-            """
-        mnemonic_index: builtins.int
-        """Index into the mnemonic array of strings. Used for de-duping the data.
-        The default value is used for the most common mnemonic in the executable.
-        """
-        @property
-        def operand_index(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]:
-            """Indices into the operand tree. On X86 this can be 0, 1 or 2 elements
-            long, 3 elements with VEX/EVEX.
-            Implicit: operand sequence
-            """
-        raw_bytes: builtins.bytes
-        """The unmodified input bytes corresponding to this instruction."""
-        @property
-        def comment_index(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]:
-            """Implicit: comment sequence"""
-        def __init__(
-            self,
-            *,
-            address: builtins.int | None = ...,
-            call_target: collections.abc.Iterable[builtins.int] | None = ...,
-            mnemonic_index: builtins.int | None = ...,
-            operand_index: collections.abc.Iterable[builtins.int] | None = ...,
-            raw_bytes: builtins.bytes | None = ...,
-            comment_index: collections.abc.Iterable[builtins.int] | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["address", b"address", "mnemonic_index", b"mnemonic_index", "raw_bytes", b"raw_bytes"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["address", b"address", "call_target", b"call_target", "comment_index", b"comment_index", "mnemonic_index", b"mnemonic_index", "operand_index", b"operand_index", "raw_bytes", b"raw_bytes"]) -> None: ...
-
-    @typing_extensions.final
-    class BasicBlock(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        @typing_extensions.final
-        class IndexRange(google.protobuf.message.Message):
-            """This is a space optimization. The instructions for an individual basic
-            block will usually be in a continuous index range. Thus it is more
-            efficient to store the range instead of individual indices. However, this
-            does not hold true for all basic blocks, so we need to be able to store
-            multiple index ranges per block.
-            """
-
-            DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-            BEGIN_INDEX_FIELD_NUMBER: builtins.int
-            END_INDEX_FIELD_NUMBER: builtins.int
-            begin_index: builtins.int
-            """These work like begin and end iterators, i.e. the sequence is
-            [begin_index, end_index). If the sequence only contains a single
-            element end_index will be omitted.
-            """
-            end_index: builtins.int
-            def __init__(
-                self,
-                *,
-                begin_index: builtins.int | None = ...,
-                end_index: builtins.int | None = ...,
-            ) -> None: ...
-            def HasField(self, field_name: typing_extensions.Literal["begin_index", b"begin_index", "end_index", b"end_index"]) -> builtins.bool: ...
-            def ClearField(self, field_name: typing_extensions.Literal["begin_index", b"begin_index", "end_index", b"end_index"]) -> None: ...
-
-        INSTRUCTION_INDEX_FIELD_NUMBER: builtins.int
-        @property
-        def instruction_index(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.BasicBlock.IndexRange]:
-            """Implicit: instruction sequence"""
-        def __init__(
-            self,
-            *,
-            instruction_index: collections.abc.Iterable[global___BinExport2.BasicBlock.IndexRange] | None = ...,
-        ) -> None: ...
-        def ClearField(self, field_name: typing_extensions.Literal["instruction_index", b"instruction_index"]) -> None: ...
-
-    @typing_extensions.final
-    class FlowGraph(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        @typing_extensions.final
-        class Edge(google.protobuf.message.Message):
-            DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-            class _Type:
-                ValueType = typing.NewType("ValueType", builtins.int)
-                V: typing_extensions.TypeAlias = ValueType
-
-            class _TypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[BinExport2.FlowGraph.Edge._Type.ValueType], builtins.type):
-                DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
-                CONDITION_TRUE: BinExport2.FlowGraph.Edge._Type.ValueType  # 1
-                CONDITION_FALSE: BinExport2.FlowGraph.Edge._Type.ValueType  # 2
-                UNCONDITIONAL: BinExport2.FlowGraph.Edge._Type.ValueType  # 3
-                SWITCH: BinExport2.FlowGraph.Edge._Type.ValueType  # 4
-
-            class Type(_Type, metaclass=_TypeEnumTypeWrapper): ...
-            CONDITION_TRUE: BinExport2.FlowGraph.Edge.Type.ValueType  # 1
-            CONDITION_FALSE: BinExport2.FlowGraph.Edge.Type.ValueType  # 2
-            UNCONDITIONAL: BinExport2.FlowGraph.Edge.Type.ValueType  # 3
-            SWITCH: BinExport2.FlowGraph.Edge.Type.ValueType  # 4
-
-            SOURCE_BASIC_BLOCK_INDEX_FIELD_NUMBER: builtins.int
-            TARGET_BASIC_BLOCK_INDEX_FIELD_NUMBER: builtins.int
-            TYPE_FIELD_NUMBER: builtins.int
-            IS_BACK_EDGE_FIELD_NUMBER: builtins.int
-            source_basic_block_index: builtins.int
-            """Source instruction will always be the last instruction of the source
-            basic block, target instruction the first instruction of the target
-            basic block.
-            """
-            target_basic_block_index: builtins.int
-            type: global___BinExport2.FlowGraph.Edge.Type.ValueType
-            is_back_edge: builtins.bool
-            """Indicates whether this is a loop edge as determined by Lengauer-Tarjan."""
-            def __init__(
-                self,
-                *,
-                source_basic_block_index: builtins.int | None = ...,
-                target_basic_block_index: builtins.int | None = ...,
-                type: global___BinExport2.FlowGraph.Edge.Type.ValueType | None = ...,
-                is_back_edge: builtins.bool | None = ...,
-            ) -> None: ...
-            def HasField(self, field_name: typing_extensions.Literal["is_back_edge", b"is_back_edge", "source_basic_block_index", b"source_basic_block_index", "target_basic_block_index", b"target_basic_block_index", "type", b"type"]) -> builtins.bool: ...
-            def ClearField(self, field_name: typing_extensions.Literal["is_back_edge", b"is_back_edge", "source_basic_block_index", b"source_basic_block_index", "target_basic_block_index", b"target_basic_block_index", "type", b"type"]) -> None: ...
-
-        BASIC_BLOCK_INDEX_FIELD_NUMBER: builtins.int
-        ENTRY_BASIC_BLOCK_INDEX_FIELD_NUMBER: builtins.int
-        EDGE_FIELD_NUMBER: builtins.int
-        @property
-        def basic_block_index(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]:
-            """Basic blocks are sorted by address."""
-        entry_basic_block_index: builtins.int
-        """The flow graph's entry point address is the first instruction of the
-        entry_basic_block.
-        """
-        @property
-        def edge(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.FlowGraph.Edge]: ...
-        def __init__(
-            self,
-            *,
-            basic_block_index: collections.abc.Iterable[builtins.int] | None = ...,
-            entry_basic_block_index: builtins.int | None = ...,
-            edge: collections.abc.Iterable[global___BinExport2.FlowGraph.Edge] | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["entry_basic_block_index", b"entry_basic_block_index"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["basic_block_index", b"basic_block_index", "edge", b"edge", "entry_basic_block_index", b"entry_basic_block_index"]) -> None: ...
-
-    @typing_extensions.final
-    class Reference(google.protobuf.message.Message):
-        """Generic reference class used for address comments (deprecated), string
-        references and expression substitutions. It allows referencing from an
-        instruction, operand, expression subtree tuple to a de-duped string in the
-        string table.
-        """
-
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        INSTRUCTION_INDEX_FIELD_NUMBER: builtins.int
-        INSTRUCTION_OPERAND_INDEX_FIELD_NUMBER: builtins.int
-        OPERAND_EXPRESSION_INDEX_FIELD_NUMBER: builtins.int
-        STRING_TABLE_INDEX_FIELD_NUMBER: builtins.int
-        instruction_index: builtins.int
-        """Index into the global instruction table."""
-        instruction_operand_index: builtins.int
-        """Index into the operand array local to an instruction."""
-        operand_expression_index: builtins.int
-        """Index into the expression array local to an operand."""
-        string_table_index: builtins.int
-        """Index into the global string table."""
-        def __init__(
-            self,
-            *,
-            instruction_index: builtins.int | None = ...,
-            instruction_operand_index: builtins.int | None = ...,
-            operand_expression_index: builtins.int | None = ...,
-            string_table_index: builtins.int | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["instruction_index", b"instruction_index", "instruction_operand_index", b"instruction_operand_index", "operand_expression_index", b"operand_expression_index", "string_table_index", b"string_table_index"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["instruction_index", b"instruction_index", "instruction_operand_index", b"instruction_operand_index", "operand_expression_index", b"operand_expression_index", "string_table_index", b"string_table_index"]) -> None: ...
-
-    @typing_extensions.final
-    class DataReference(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        INSTRUCTION_INDEX_FIELD_NUMBER: builtins.int
-        ADDRESS_FIELD_NUMBER: builtins.int
-        instruction_index: builtins.int
-        """Index into the global instruction table."""
-        address: builtins.int
-        """Address being referred."""
-        def __init__(
-            self,
-            *,
-            instruction_index: builtins.int | None = ...,
-            address: builtins.int | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["address", b"address", "instruction_index", b"instruction_index"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["address", b"address", "instruction_index", b"instruction_index"]) -> None: ...
-
-    @typing_extensions.final
-    class Comment(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        class _Type:
-            ValueType = typing.NewType("ValueType", builtins.int)
-            V: typing_extensions.TypeAlias = ValueType
-
-        class _TypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[BinExport2.Comment._Type.ValueType], builtins.type):
-            DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
-            DEFAULT: BinExport2.Comment._Type.ValueType  # 0
-            """A regular instruction comment. Typically displayed next to the
-            instruction disassembly.
-            """
-            ANTERIOR: BinExport2.Comment._Type.ValueType  # 1
-            """A comment line that is typically displayed before (above) the
-            instruction it refers to.
-            """
-            POSTERIOR: BinExport2.Comment._Type.ValueType  # 2
-            """Like ANTERIOR, but a typically displayed after (below)."""
-            FUNCTION: BinExport2.Comment._Type.ValueType  # 3
-            """Similar to an ANTERIOR comment, but applies to the beginning of an
-            identified function. Programs displaying the proto may choose to render
-            these differently (e.g. above an inferred function signature).
-            """
-            ENUM: BinExport2.Comment._Type.ValueType  # 4
-            """Named constants, bitfields and similar."""
-            LOCATION: BinExport2.Comment._Type.ValueType  # 5
-            """Named locations, usually the target of a jump."""
-            GLOBAL_REFERENCE: BinExport2.Comment._Type.ValueType  # 6
-            """Data cross references."""
-            LOCAL_REFERENCE: BinExport2.Comment._Type.ValueType  # 7
-            """Local/stack variables."""
-
-        class Type(_Type, metaclass=_TypeEnumTypeWrapper): ...
-        DEFAULT: BinExport2.Comment.Type.ValueType  # 0
-        """A regular instruction comment. Typically displayed next to the
-        instruction disassembly.
-        """
-        ANTERIOR: BinExport2.Comment.Type.ValueType  # 1
-        """A comment line that is typically displayed before (above) the
-        instruction it refers to.
-        """
-        POSTERIOR: BinExport2.Comment.Type.ValueType  # 2
-        """Like ANTERIOR, but a typically displayed after (below)."""
-        FUNCTION: BinExport2.Comment.Type.ValueType  # 3
-        """Similar to an ANTERIOR comment, but applies to the beginning of an
-        identified function. Programs displaying the proto may choose to render
-        these differently (e.g. above an inferred function signature).
-        """
-        ENUM: BinExport2.Comment.Type.ValueType  # 4
-        """Named constants, bitfields and similar."""
-        LOCATION: BinExport2.Comment.Type.ValueType  # 5
-        """Named locations, usually the target of a jump."""
-        GLOBAL_REFERENCE: BinExport2.Comment.Type.ValueType  # 6
-        """Data cross references."""
-        LOCAL_REFERENCE: BinExport2.Comment.Type.ValueType  # 7
-        """Local/stack variables."""
-
-        INSTRUCTION_INDEX_FIELD_NUMBER: builtins.int
-        INSTRUCTION_OPERAND_INDEX_FIELD_NUMBER: builtins.int
-        OPERAND_EXPRESSION_INDEX_FIELD_NUMBER: builtins.int
-        STRING_TABLE_INDEX_FIELD_NUMBER: builtins.int
-        REPEATABLE_FIELD_NUMBER: builtins.int
-        TYPE_FIELD_NUMBER: builtins.int
-        instruction_index: builtins.int
-        """Index into the global instruction table. This is here to enable
-        comment processing without having to iterate over all instructions.
-        There is an N:M mapping of instructions to comments.
-        """
-        instruction_operand_index: builtins.int
-        """Index into the operand array local to an instruction."""
-        operand_expression_index: builtins.int
-        """Index into the expression array local to an operand, like in Reference.
-        This is not currently used, but allows to implement expression
-        substitutions.
-        """
-        string_table_index: builtins.int
-        """Index into the global string table."""
-        repeatable: builtins.bool
-        """Comment is propagated to all locations that reference the original
-        location.
-        """
-        type: global___BinExport2.Comment.Type.ValueType
-        def __init__(
-            self,
-            *,
-            instruction_index: builtins.int | None = ...,
-            instruction_operand_index: builtins.int | None = ...,
-            operand_expression_index: builtins.int | None = ...,
-            string_table_index: builtins.int | None = ...,
-            repeatable: builtins.bool | None = ...,
-            type: global___BinExport2.Comment.Type.ValueType | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["instruction_index", b"instruction_index", "instruction_operand_index", b"instruction_operand_index", "operand_expression_index", b"operand_expression_index", "repeatable", b"repeatable", "string_table_index", b"string_table_index", "type", b"type"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["instruction_index", b"instruction_index", "instruction_operand_index", b"instruction_operand_index", "operand_expression_index", b"operand_expression_index", "repeatable", b"repeatable", "string_table_index", b"string_table_index", "type", b"type"]) -> None: ...
-
-    @typing_extensions.final
-    class Section(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        ADDRESS_FIELD_NUMBER: builtins.int
-        SIZE_FIELD_NUMBER: builtins.int
-        FLAG_R_FIELD_NUMBER: builtins.int
-        FLAG_W_FIELD_NUMBER: builtins.int
-        FLAG_X_FIELD_NUMBER: builtins.int
-        address: builtins.int
-        """Section start address."""
-        size: builtins.int
-        """Section size."""
-        flag_r: builtins.bool
-        """Read flag of the section, True when section is readable."""
-        flag_w: builtins.bool
-        """Write flag of the section, True when section is writable."""
-        flag_x: builtins.bool
-        """Execute flag of the section, True when section is executable."""
-        def __init__(
-            self,
-            *,
-            address: builtins.int | None = ...,
-            size: builtins.int | None = ...,
-            flag_r: builtins.bool | None = ...,
-            flag_w: builtins.bool | None = ...,
-            flag_x: builtins.bool | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["address", b"address", "flag_r", b"flag_r", "flag_w", b"flag_w", "flag_x", b"flag_x", "size", b"size"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["address", b"address", "flag_r", b"flag_r", "flag_w", b"flag_w", "flag_x", b"flag_x", "size", b"size"]) -> None: ...
-
-    @typing_extensions.final
-    class Library(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        IS_STATIC_FIELD_NUMBER: builtins.int
-        LOAD_ADDRESS_FIELD_NUMBER: builtins.int
-        NAME_FIELD_NUMBER: builtins.int
-        is_static: builtins.bool
-        """If this library is statically linked."""
-        load_address: builtins.int
-        """Address where this library was loaded, 0 if unknown."""
-        name: builtins.str
-        """Name of the library (format is platform-dependent)."""
-        def __init__(
-            self,
-            *,
-            is_static: builtins.bool | None = ...,
-            load_address: builtins.int | None = ...,
-            name: builtins.str | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["is_static", b"is_static", "load_address", b"load_address", "name", b"name"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["is_static", b"is_static", "load_address", b"load_address", "name", b"name"]) -> None: ...
-
-    @typing_extensions.final
-    class Module(google.protobuf.message.Message):
-        DESCRIPTOR: google.protobuf.descriptor.Descriptor
-
-        NAME_FIELD_NUMBER: builtins.int
-        name: builtins.str
-        """Name, such as Java class name. Platform-dependent."""
-        def __init__(
-            self,
-            *,
-            name: builtins.str | None = ...,
-        ) -> None: ...
-        def HasField(self, field_name: typing_extensions.Literal["name", b"name"]) -> builtins.bool: ...
-        def ClearField(self, field_name: typing_extensions.Literal["name", b"name"]) -> None: ...
-
-    META_INFORMATION_FIELD_NUMBER: builtins.int
-    EXPRESSION_FIELD_NUMBER: builtins.int
-    OPERAND_FIELD_NUMBER: builtins.int
-    MNEMONIC_FIELD_NUMBER: builtins.int
-    INSTRUCTION_FIELD_NUMBER: builtins.int
-    BASIC_BLOCK_FIELD_NUMBER: builtins.int
-    FLOW_GRAPH_FIELD_NUMBER: builtins.int
-    CALL_GRAPH_FIELD_NUMBER: builtins.int
-    STRING_TABLE_FIELD_NUMBER: builtins.int
-    ADDRESS_COMMENT_FIELD_NUMBER: builtins.int
-    COMMENT_FIELD_NUMBER: builtins.int
-    STRING_REFERENCE_FIELD_NUMBER: builtins.int
-    EXPRESSION_SUBSTITUTION_FIELD_NUMBER: builtins.int
-    SECTION_FIELD_NUMBER: builtins.int
-    LIBRARY_FIELD_NUMBER: builtins.int
-    DATA_REFERENCE_FIELD_NUMBER: builtins.int
-    MODULE_FIELD_NUMBER: builtins.int
-    @property
-    def meta_information(self) -> global___BinExport2.Meta: ...
-    @property
-    def expression(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Expression]: ...
-    @property
-    def operand(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Operand]: ...
-    @property
-    def mnemonic(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Mnemonic]: ...
-    @property
-    def instruction(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Instruction]: ...
-    @property
-    def basic_block(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.BasicBlock]: ...
-    @property
-    def flow_graph(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.FlowGraph]: ...
-    @property
-    def call_graph(self) -> global___BinExport2.CallGraph: ...
-    @property
-    def string_table(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
-    @property
-    def address_comment(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Reference]:
-        """No longer written. This is here so that BinDiff can work with older
-        BinExport files.
-        """
-    @property
-    def comment(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Comment]:
-        """Rich comment index used for BinDiff's comment porting."""
-    @property
-    def string_reference(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Reference]: ...
-    @property
-    def expression_substitution(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Reference]: ...
-    @property
-    def section(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Section]: ...
-    @property
-    def library(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Library]: ...
-    @property
-    def data_reference(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.DataReference]: ...
-    @property
-    def module(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___BinExport2.Module]: ...
-    def __init__(
-        self,
-        *,
-        meta_information: global___BinExport2.Meta | None = ...,
-        expression: collections.abc.Iterable[global___BinExport2.Expression] | None = ...,
-        operand: collections.abc.Iterable[global___BinExport2.Operand] | None = ...,
-        mnemonic: collections.abc.Iterable[global___BinExport2.Mnemonic] | None = ...,
-        instruction: collections.abc.Iterable[global___BinExport2.Instruction] | None = ...,
-        basic_block: collections.abc.Iterable[global___BinExport2.BasicBlock] | None = ...,
-        flow_graph: collections.abc.Iterable[global___BinExport2.FlowGraph] | None = ...,
-        call_graph: global___BinExport2.CallGraph | None = ...,
-        string_table: collections.abc.Iterable[builtins.str] | None = ...,
-        address_comment: collections.abc.Iterable[global___BinExport2.Reference] | None = ...,
-        comment: collections.abc.Iterable[global___BinExport2.Comment] | None = ...,
-        string_reference: collections.abc.Iterable[global___BinExport2.Reference] | None = ...,
-        expression_substitution: collections.abc.Iterable[global___BinExport2.Reference] | None = ...,
-        section: collections.abc.Iterable[global___BinExport2.Section] | None = ...,
-        library: collections.abc.Iterable[global___BinExport2.Library] | None = ...,
-        data_reference: collections.abc.Iterable[global___BinExport2.DataReference] | None = ...,
-        module: collections.abc.Iterable[global___BinExport2.Module] | None = ...,
-    ) -> None: ...
-    def HasField(self, field_name: typing_extensions.Literal["call_graph", b"call_graph", "meta_information", b"meta_information"]) -> builtins.bool: ...
-    def ClearField(self, field_name: typing_extensions.Literal["address_comment", b"address_comment", "basic_block", b"basic_block", "call_graph", b"call_graph", "comment", b"comment", "data_reference", b"data_reference", "expression", b"expression", "expression_substitution", b"expression_substitution", "flow_graph", b"flow_graph", "instruction", b"instruction", "library", b"library", "meta_information", b"meta_information", "mnemonic", b"mnemonic", "module", b"module", "operand", b"operand", "section", b"section", "string_reference", b"string_reference", "string_table", b"string_table"]) -> None: ...
-
-global___BinExport2 = BinExport2
--- a/capa/features/extractors/binexport2/extractor.py
+++ b/capa/features/extractors/binexport2/extractor.py
@@ -1,130 +0,0 @@
-# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import logging
-from typing import Iterator
-
-import capa.features.extractors.elf
-import capa.features.extractors.common
-import capa.features.extractors.binexport2.file
-import capa.features.extractors.binexport2.insn
-import capa.features.extractors.binexport2.helpers
-import capa.features.extractors.binexport2.function
-import capa.features.extractors.binexport2.basicblock
-from capa.features.common import OS, Arch, Format, Feature
-from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors.binexport2 import (
-    AddressSpace,
-    AnalysisContext,
-    BinExport2Index,
-    FunctionContext,
-    BasicBlockContext,
-    BinExport2Analysis,
-    InstructionContext,
-)
-from capa.features.extractors.base_extractor import (
-    BBHandle,
-    InsnHandle,
-    SampleHashes,
-    FunctionHandle,
-    StaticFeatureExtractor,
-)
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-logger = logging.getLogger(__name__)
-
-
-class BinExport2FeatureExtractor(StaticFeatureExtractor):
-    def __init__(self, be2: BinExport2, buf: bytes):
-        super().__init__(hashes=SampleHashes.from_bytes(buf))
-        self.be2: BinExport2 = be2
-        self.buf: bytes = buf
-        self.idx: BinExport2Index = BinExport2Index(self.be2)
-        self.analysis: BinExport2Analysis = BinExport2Analysis(self.be2, self.idx, self.buf)
-        address_space: AddressSpace = AddressSpace.from_buf(buf, self.analysis.base_address)
-        self.ctx: AnalysisContext = AnalysisContext(self.buf, self.be2, self.idx, self.analysis, address_space)
-
-        self.global_features: list[tuple[Feature, Address]] = []
-        self.global_features.extend(list(capa.features.extractors.common.extract_format(self.buf)))
-        self.global_features.extend(list(capa.features.extractors.common.extract_os(self.buf)))
-        self.global_features.extend(list(capa.features.extractors.common.extract_arch(self.buf)))
-
-        self.format: set[str] = set()
-        self.os: set[str] = set()
-        self.arch: set[str] = set()
-
-        for feature, _ in self.global_features:
-            assert isinstance(feature.value, str)
-
-            if isinstance(feature, Format):
-                self.format.add(feature.value)
-            elif isinstance(feature, OS):
-                self.os.add(feature.value)
-            elif isinstance(feature, Arch):
-                self.arch.add(feature.value)
-            else:
-                raise ValueError("unexpected global feature: %s", feature)
-
-    def get_base_address(self) -> AbsoluteVirtualAddress:
-        return AbsoluteVirtualAddress(self.analysis.base_address)
-
-    def extract_global_features(self) -> Iterator[tuple[Feature, Address]]:
-        yield from self.global_features
-
-    def extract_file_features(self) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.binexport2.file.extract_features(self.be2, self.buf)
-
-    def get_functions(self) -> Iterator[FunctionHandle]:
-        for flow_graph_index, flow_graph in enumerate(self.be2.flow_graph):
-            entry_basic_block_index: int = flow_graph.entry_basic_block_index
-            flow_graph_address: int = self.idx.get_basic_block_address(entry_basic_block_index)
-
-            vertex_idx: int = self.idx.vertex_index_by_address[flow_graph_address]
-            be2_vertex: BinExport2.CallGraph.Vertex = self.be2.call_graph.vertex[vertex_idx]
-
-            # skip thunks
-            if capa.features.extractors.binexport2.helpers.is_vertex_type(
-                be2_vertex, BinExport2.CallGraph.Vertex.Type.THUNK
-            ):
-                continue
-
-            yield FunctionHandle(
-                AbsoluteVirtualAddress(flow_graph_address),
-                inner=FunctionContext(self.ctx, flow_graph_index, self.format, self.os, self.arch),
-            )
-
-    def extract_function_features(self, fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.binexport2.function.extract_features(fh)
-
-    def get_basic_blocks(self, fh: FunctionHandle) -> Iterator[BBHandle]:
-        fhi: FunctionContext = fh.inner
-        flow_graph_index: int = fhi.flow_graph_index
-        flow_graph: BinExport2.FlowGraph = self.be2.flow_graph[flow_graph_index]
-
-        for basic_block_index in flow_graph.basic_block_index:
-            basic_block_address: int = self.idx.get_basic_block_address(basic_block_index)
-            yield BBHandle(
-                address=AbsoluteVirtualAddress(basic_block_address),
-                inner=BasicBlockContext(basic_block_index),
-            )
-
-    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.binexport2.basicblock.extract_features(fh, bbh)
-
-    def get_instructions(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[InsnHandle]:
-        bbi: BasicBlockContext = bbh.inner
-        basic_block: BinExport2.BasicBlock = self.be2.basic_block[bbi.basic_block_index]
-        for instruction_index, _, instruction_address in self.idx.basic_block_instructions(basic_block):
-            yield InsnHandle(
-                address=AbsoluteVirtualAddress(instruction_address),
-                inner=InstructionContext(instruction_index),
-            )
-
-    def extract_insn_features(
-        self, fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-    ) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.binexport2.insn.extract_features(fh, bbh, ih)
--- a/capa/features/extractors/binexport2/file.py
+++ b/capa/features/extractors/binexport2/file.py
@@ -1,80 +0,0 @@
-# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import io
-import logging
-from typing import Iterator
-
-import pefile
-from elftools.elf.elffile import ELFFile
-
-import capa.features.common
-import capa.features.extractors.common
-import capa.features.extractors.pefile
-import capa.features.extractors.elffile
-from capa.features.common import Feature
-from capa.features.address import Address
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-logger = logging.getLogger(__name__)
-
-
-def extract_file_export_names(_be2: BinExport2, buf: bytes) -> Iterator[tuple[Feature, Address]]:
-    if buf.startswith(capa.features.extractors.common.MATCH_PE):
-        pe: pefile.PE = pefile.PE(data=buf)
-        yield from capa.features.extractors.pefile.extract_file_export_names(pe)
-    elif buf.startswith(capa.features.extractors.common.MATCH_ELF):
-        elf: ELFFile = ELFFile(io.BytesIO(buf))
-        yield from capa.features.extractors.elffile.extract_file_export_names(elf)
-    else:
-        logger.warning("unsupported format")
-
-
-def extract_file_import_names(_be2: BinExport2, buf: bytes) -> Iterator[tuple[Feature, Address]]:
-    if buf.startswith(capa.features.extractors.common.MATCH_PE):
-        pe: pefile.PE = pefile.PE(data=buf)
-        yield from capa.features.extractors.pefile.extract_file_import_names(pe)
-    elif buf.startswith(capa.features.extractors.common.MATCH_ELF):
-        elf: ELFFile = ELFFile(io.BytesIO(buf))
-        yield from capa.features.extractors.elffile.extract_file_import_names(elf)
-    else:
-        logger.warning("unsupported format")
-
-
-def extract_file_section_names(_be2: BinExport2, buf: bytes) -> Iterator[tuple[Feature, Address]]:
-    if buf.startswith(capa.features.extractors.common.MATCH_PE):
-        pe: pefile.PE = pefile.PE(data=buf)
-        yield from capa.features.extractors.pefile.extract_file_section_names(pe)
-    elif buf.startswith(capa.features.extractors.common.MATCH_ELF):
-        elf: ELFFile = ELFFile(io.BytesIO(buf))
-        yield from capa.features.extractors.elffile.extract_file_section_names(elf)
-    else:
-        logger.warning("unsupported format")
-
-
-def extract_file_strings(_be2: BinExport2, buf: bytes) -> Iterator[tuple[Feature, Address]]:
-    yield from capa.features.extractors.common.extract_file_strings(buf)
-
-
-def extract_file_format(_be2: BinExport2, buf: bytes) -> Iterator[tuple[Feature, Address]]:
-    yield from capa.features.extractors.common.extract_format(buf)
-
-
-def extract_features(be2: BinExport2, buf: bytes) -> Iterator[tuple[Feature, Address]]:
-    """extract file features"""
-    for file_handler in FILE_HANDLERS:
-        for feature, addr in file_handler(be2, buf):
-            yield feature, addr
-
-
-FILE_HANDLERS = (
-    extract_file_export_names,
-    extract_file_import_names,
-    extract_file_strings,
-    extract_file_section_names,
-    extract_file_format,
-)
--- a/capa/features/extractors/binexport2/function.py
+++ b/capa/features/extractors/binexport2/function.py
@@ -1,72 +0,0 @@
-# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
-
-from capa.features.file import FunctionName
-from capa.features.common import Feature, Characteristic
-from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors import loops
-from capa.features.extractors.binexport2 import BinExport2Index, FunctionContext
-from capa.features.extractors.base_extractor import FunctionHandle
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-
-def extract_function_calls_to(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-    idx: BinExport2Index = fhi.ctx.idx
-
-    flow_graph_index: int = fhi.flow_graph_index
-    flow_graph_address: int = idx.flow_graph_address_by_index[flow_graph_index]
-    vertex_index: int = idx.vertex_index_by_address[flow_graph_address]
-
-    for caller_index in idx.callers_by_vertex_index[vertex_index]:
-        caller: BinExport2.CallGraph.Vertex = be2.call_graph.vertex[caller_index]
-        caller_address: int = caller.address
-        yield Characteristic("calls to"), AbsoluteVirtualAddress(caller_address)
-
-
-def extract_function_loop(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    flow_graph_index: int = fhi.flow_graph_index
-    flow_graph: BinExport2.FlowGraph = be2.flow_graph[flow_graph_index]
-
-    edges: list[tuple[int, int]] = []
-    for edge in flow_graph.edge:
-        edges.append((edge.source_basic_block_index, edge.target_basic_block_index))
-
-    if loops.has_loop(edges):
-        yield Characteristic("loop"), fh.address
-
-
-def extract_function_name(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-    idx: BinExport2Index = fhi.ctx.idx
-    flow_graph_index: int = fhi.flow_graph_index
-
-    flow_graph_address: int = idx.flow_graph_address_by_index[flow_graph_index]
-    vertex_index: int = idx.vertex_index_by_address[flow_graph_address]
-    vertex: BinExport2.CallGraph.Vertex = be2.call_graph.vertex[vertex_index]
-
-    if vertex.HasField("mangled_name"):
-        yield FunctionName(vertex.mangled_name), fh.address
-
-
-def extract_features(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
-    for func_handler in FUNCTION_HANDLERS:
-        for feature, addr in func_handler(fh):
-            yield feature, addr
-
-
-FUNCTION_HANDLERS = (extract_function_calls_to, extract_function_loop, extract_function_name)
--- a/capa/features/extractors/binexport2/helpers.py
+++ b/capa/features/extractors/binexport2/helpers.py
@@ -1,692 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import re
-from typing import Union, Iterator, Optional
-from collections import defaultdict
-from dataclasses import dataclass
-
-import capa.features.extractors.helpers
-import capa.features.extractors.binexport2.helpers
-from capa.features.common import ARCH_I386, ARCH_AMD64, ARCH_AARCH64
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-HAS_ARCH32 = {ARCH_I386}
-HAS_ARCH64 = {ARCH_AARCH64, ARCH_AMD64}
-
-HAS_ARCH_INTEL = {ARCH_I386, ARCH_AMD64}
-HAS_ARCH_ARM = {ARCH_AARCH64}
-
-
-def mask_immediate(arch: set[str], immediate: int) -> int:
-    if arch & HAS_ARCH64:
-        immediate &= 0xFFFFFFFFFFFFFFFF
-    elif arch & HAS_ARCH32:
-        immediate &= 0xFFFFFFFF
-    return immediate
-
-
-def twos_complement(arch: set[str], immediate: int, default: Optional[int] = None) -> int:
-    if default is not None:
-        return capa.features.extractors.helpers.twos_complement(immediate, default)
-    elif arch & HAS_ARCH64:
-        return capa.features.extractors.helpers.twos_complement(immediate, 64)
-    elif arch & HAS_ARCH32:
-        return capa.features.extractors.helpers.twos_complement(immediate, 32)
-    return immediate
-
-
-def is_address_mapped(be2: BinExport2, address: int) -> bool:
-    """return True if the given address is mapped"""
-    sections_with_perms: Iterator[BinExport2.Section] = filter(lambda s: s.flag_r or s.flag_w or s.flag_x, be2.section)
-    return any(section.address <= address < section.address + section.size for section in sections_with_perms)
-
-
-def is_vertex_type(vertex: BinExport2.CallGraph.Vertex, type_: BinExport2.CallGraph.Vertex.Type.ValueType) -> bool:
-    return vertex.HasField("type") and vertex.type == type_
-
-
-# internal to `build_expression_tree`
-# this is unstable: it is subject to change, so don't rely on it!
-def _prune_expression_tree_references_to_tree_index(
-    expression_tree: list[list[int]],
-    tree_index: int,
-):
-    # `i` is the index of the tree node that we'll search for `tree_index`
-    # if we remove `tree_index` from it, and it is now empty,
-    # then we'll need to prune references to `i`.
-    for i, tree_node in enumerate(expression_tree):
-        if tree_index in tree_node:
-            tree_node.remove(tree_index)
-
-            if len(tree_node) == 0:
-                # if the parent node is now empty,
-                # remove references to that parent node.
-                _prune_expression_tree_references_to_tree_index(expression_tree, i)
-
-
-# internal to `build_expression_tree`
-# this is unstable: it is subject to change, so don't rely on it!
-def _prune_expression_tree_empty_shifts(
-    be2: BinExport2,
-    operand: BinExport2.Operand,
-    expression_tree: list[list[int]],
-    tree_index: int,
-):
-    expression_index = operand.expression_index[tree_index]
-    expression = be2.expression[expression_index]
-    children_tree_indexes: list[int] = expression_tree[tree_index]
-
-    if expression.type == BinExport2.Expression.OPERATOR:
-        if len(children_tree_indexes) == 0 and expression.symbol in ("lsl", "lsr"):
-            # Ghidra may emit superfluous lsl nodes with no children.
-            # https://github.com/mandiant/capa/pull/2340/files#r1750003919
-            # Which is maybe: https://github.com/NationalSecurityAgency/ghidra/issues/6821#issuecomment-2295394697
-            #
-            # Which seems to be as if the shift wasn't there (shift of #0)
-            # so we want to remove references to this node from any parent nodes.
-            _prune_expression_tree_references_to_tree_index(expression_tree, tree_index)
-
-            return
-
-    for child_tree_index in children_tree_indexes:
-        _prune_expression_tree_empty_shifts(be2, operand, expression_tree, child_tree_index)
-
-
-# internal to `build_expression_tree`
-# this is unstable: it is subject to change, so don't rely on it!
-def _fixup_expression_tree_references_to_tree_index(
-    expression_tree: list[list[int]],
-    existing_index: int,
-    new_index: int,
-):
-    for tree_node in expression_tree:
-        for i, index in enumerate(tree_node):
-            if index == existing_index:
-                tree_node[i] = new_index
-
-
-# internal to `build_expression_tree`
-# this is unstable: it is subject to change, so don't rely on it!
-def _fixup_expression_tree_lonely_commas(
-    be2: BinExport2,
-    operand: BinExport2.Operand,
-    expression_tree: list[list[int]],
-    tree_index: int,
-):
-    expression_index = operand.expression_index[tree_index]
-    expression = be2.expression[expression_index]
-    children_tree_indexes: list[int] = expression_tree[tree_index]
-
-    if expression.type == BinExport2.Expression.OPERATOR:
-        if len(children_tree_indexes) == 1 and expression.symbol == ",":
-            existing_index = tree_index
-            new_index = children_tree_indexes[0]
-            _fixup_expression_tree_references_to_tree_index(expression_tree, existing_index, new_index)
-
-    for child_tree_index in children_tree_indexes:
-        _fixup_expression_tree_lonely_commas(be2, operand, expression_tree, child_tree_index)
-
-
-# internal to `build_expression_tree`
-# this is unstable: it is subject to change, so don't rely on it!
-def _prune_expression_tree(
-    be2: BinExport2,
-    operand: BinExport2.Operand,
-    expression_tree: list[list[int]],
-):
-    _prune_expression_tree_empty_shifts(be2, operand, expression_tree, 0)
-    _fixup_expression_tree_lonely_commas(be2, operand, expression_tree, 0)
-
-
-# this is unstable: it is subject to change, so don't rely on it!
-def _build_expression_tree(
-    be2: BinExport2,
-    operand: BinExport2.Operand,
-) -> list[list[int]]:
-    # The reconstructed expression tree layout, linking parent nodes to their children.
-    #
-    # There is one list of integers for each expression in the operand.
-    # These integers are indexes of other expressions in the same operand,
-    # which are the children of that expression.
-    #
-    # So:
-    #
-    #   [ [1, 3], [2], [], [4], [5], []]
-    #
-    # means the first expression has two children, at index 1 and 3,
-    # and the tree looks like:
-    #
-    #        0
-    #       / \
-    #      1   3
-    #      |   |
-    #      2   4
-    #          |
-    #          5
-    #
-    # Remember, these are the indices into the entries in operand.expression_index.
-    if len(operand.expression_index) == 0:
-        # Ghidra bug where empty operands (no expressions) may
-        # exist (see https://github.com/NationalSecurityAgency/ghidra/issues/6817)
-        return []
-
-    tree: list[list[int]] = []
-    for i, expression_index in enumerate(operand.expression_index):
-        children = []
-
-        # scan all subsequent expressions, looking for those that have parent_index == current.expression_index
-        for j, candidate_index in enumerate(operand.expression_index[i + 1 :]):
-            candidate = be2.expression[candidate_index]
-
-            if candidate.parent_index == expression_index:
-                children.append(i + j + 1)
-
-        tree.append(children)
-
-    _prune_expression_tree(be2, operand, tree)
-
-    return tree
-
-
-def _fill_operand_expression_list(
-    be2: BinExport2,
-    operand: BinExport2.Operand,
-    expression_tree: list[list[int]],
-    tree_index: int,
-    expression_list: list[BinExport2.Expression],
-):
-    """
-    Walk the given expression tree and collect the expression nodes in-order.
-    """
-    expression_index = operand.expression_index[tree_index]
-    expression = be2.expression[expression_index]
-    children_tree_indexes: list[int] = expression_tree[tree_index]
-
-    if expression.type == BinExport2.Expression.REGISTER:
-        assert len(children_tree_indexes) <= 1
-        expression_list.append(expression)
-
-        if len(children_tree_indexes) == 0:
-            return
-        elif len(children_tree_indexes) == 1:
-            # like for aarch64 with vector instructions, indicating vector data size:
-            #
-            #     FADD V0.4S, V1.4S, V2.4S
-            #
-            # see: https://github.com/mandiant/capa/issues/2528
-            child_index = children_tree_indexes[0]
-            _fill_operand_expression_list(be2, operand, expression_tree, child_index, expression_list)
-            return
-        else:
-            raise NotImplementedError(len(children_tree_indexes))
-
-    elif expression.type == BinExport2.Expression.SYMBOL:
-        assert len(children_tree_indexes) <= 1
-        expression_list.append(expression)
-
-        if len(children_tree_indexes) == 0:
-            return
-        elif len(children_tree_indexes) == 1:
-            # like: v
-            # from: mov v0.D[0x1], x9
-            #           |
-            #           0
-            #           .
-            #           |
-            #           D
-            child_index = children_tree_indexes[0]
-            _fill_operand_expression_list(be2, operand, expression_tree, child_index, expression_list)
-            return
-        else:
-            raise NotImplementedError(len(children_tree_indexes))
-
-    elif expression.type == BinExport2.Expression.IMMEDIATE_INT:
-        assert len(children_tree_indexes) <= 1
-        expression_list.append(expression)
-
-        if len(children_tree_indexes) == 0:
-            return
-        elif len(children_tree_indexes) == 1:
-            # the ghidra exporter can produce some weird expressions,
-            # particularly for MSRs, like for:
-            #
-            #     sreg(3, 0, c.0, c.4, 4)
-            #
-            # see: https://github.com/mandiant/capa/issues/2530
-            child_index = children_tree_indexes[0]
-            _fill_operand_expression_list(be2, operand, expression_tree, child_index, expression_list)
-            return
-        else:
-            raise NotImplementedError(len(children_tree_indexes))
-
-    elif expression.type == BinExport2.Expression.SIZE_PREFIX:
-        # like: b4
-        #
-        # We might want to use this occasionally, such as to disambiguate the
-        # size of MOVs into/out of memory. But I'm not sure when/where we need that yet.
-        #
-        # IDA spams this size prefix hint *everywhere*, so we can't rely on the exporter
-        # to provide it only when necessary.
-        assert len(children_tree_indexes) == 1
-        child_index = children_tree_indexes[0]
-        _fill_operand_expression_list(be2, operand, expression_tree, child_index, expression_list)
-        return
-
-    elif expression.type == BinExport2.Expression.OPERATOR:
-        if len(children_tree_indexes) == 1:
-            # prefix operator, like "ds:"
-            expression_list.append(expression)
-            child_index = children_tree_indexes[0]
-            _fill_operand_expression_list(be2, operand, expression_tree, child_index, expression_list)
-            return
-
-        elif len(children_tree_indexes) == 2:
-            # infix operator: like "+" in "ebp+10"
-            child_a = children_tree_indexes[0]
-            child_b = children_tree_indexes[1]
-            _fill_operand_expression_list(be2, operand, expression_tree, child_a, expression_list)
-            expression_list.append(expression)
-            _fill_operand_expression_list(be2, operand, expression_tree, child_b, expression_list)
-            return
-
-        elif len(children_tree_indexes) == 3:
-            # infix operator: like "+" in "ebp+ecx+10"
-            child_a = children_tree_indexes[0]
-            child_b = children_tree_indexes[1]
-            child_c = children_tree_indexes[2]
-            _fill_operand_expression_list(be2, operand, expression_tree, child_a, expression_list)
-            expression_list.append(expression)
-            _fill_operand_expression_list(be2, operand, expression_tree, child_b, expression_list)
-            expression_list.append(expression)
-            _fill_operand_expression_list(be2, operand, expression_tree, child_c, expression_list)
-            return
-
-        else:
-            raise NotImplementedError(len(children_tree_indexes))
-
-    elif expression.type == BinExport2.Expression.DEREFERENCE:
-        assert len(children_tree_indexes) == 1
-        expression_list.append(expression)
-
-        child_index = children_tree_indexes[0]
-        _fill_operand_expression_list(be2, operand, expression_tree, child_index, expression_list)
-        return
-
-    elif expression.type == BinExport2.Expression.IMMEDIATE_FLOAT:
-        raise NotImplementedError(expression.type)
-
-    else:
-        raise NotImplementedError(expression.type)
-
-
-def get_operand_expressions(be2: BinExport2, op: BinExport2.Operand) -> list[BinExport2.Expression]:
-    tree = _build_expression_tree(be2, op)
-
-    expressions: list[BinExport2.Expression] = []
-    _fill_operand_expression_list(be2, op, tree, 0, expressions)
-
-    return expressions
-
-
-def get_operand_register_expression(be2: BinExport2, operand: BinExport2.Operand) -> Optional[BinExport2.Expression]:
-    if len(operand.expression_index) == 1:
-        expression: BinExport2.Expression = be2.expression[operand.expression_index[0]]
-        if expression.type == BinExport2.Expression.REGISTER:
-            return expression
-    return None
-
-
-def get_operand_immediate_expression(be2: BinExport2, operand: BinExport2.Operand) -> Optional[BinExport2.Expression]:
-    if len(operand.expression_index) == 1:
-        # - type: IMMEDIATE_INT
-        #   immediate: 20588728364
-        #   parent_index: 0
-        expression: BinExport2.Expression = be2.expression[operand.expression_index[0]]
-        if expression.type == BinExport2.Expression.IMMEDIATE_INT:
-            return expression
-
-    elif len(operand.expression_index) == 2:
-        # from IDA, which provides a size hint for every operand,
-        # we get the following pattern for immediate constants:
-        #
-        # - type: SIZE_PREFIX
-        #   symbol: "b8"
-        # - type: IMMEDIATE_INT
-        #   immediate: 20588728364
-        #   parent_index: 0
-        expression0: BinExport2.Expression = be2.expression[operand.expression_index[0]]
-        expression1: BinExport2.Expression = be2.expression[operand.expression_index[1]]
-
-        if expression0.type == BinExport2.Expression.SIZE_PREFIX:
-            if expression1.type == BinExport2.Expression.IMMEDIATE_INT:
-                return expression1
-
-    return None
-
-
-def get_instruction_mnemonic(be2: BinExport2, instruction: BinExport2.Instruction) -> str:
-    return be2.mnemonic[instruction.mnemonic_index].name.lower()
-
-
-def get_instruction_operands(be2: BinExport2, instruction: BinExport2.Instruction) -> list[BinExport2.Operand]:
-    return [be2.operand[operand_index] for operand_index in instruction.operand_index]
-
-
-def split_with_delimiters(s: str, delimiters: tuple[str, ...]) -> Iterator[str]:
-    """
-    Splits a string by any of the provided delimiter characters,
-    including the delimiters in the results.
-
-    Args:
-        string: The string to split.
-        delimiters: A string containing the characters to use as delimiters.
-    """
-    start = 0
-    for i, char in enumerate(s):
-        if char in delimiters:
-            yield s[start:i]
-            yield char
-            start = i + 1
-
-    if start < len(s):
-        yield s[start:]
-
-
-BinExport2OperandPattern = Union[str, tuple[str, ...]]
-
-
-@dataclass
-class BinExport2InstructionPattern:
-    """
-    This describes a way to match disassembled instructions, with mnemonics and operands.
-
-    You can specify constraints on the instruction, via:
-      - the mnemonics, like "mov",
-      - number of operands, and
-      - format of each operand, "[reg, reg, #int]".
-
-    During matching, you can also capture a single element, to see its concrete value.
-    For example, given the pattern:
-
-        mov reg0, #int0  ; capture int0
-
-    and the instruction:
-
-        mov eax, 1
-
-    Then the capture will contain the immediate integer 1.
-
-    This matcher uses the BinExport2 data layout under the hood.
-    """
-
-    mnemonics: tuple[str, ...]
-    operands: tuple[Union[str, BinExport2OperandPattern], ...]
-    capture: Optional[str]
-
-    @classmethod
-    def from_str(cls, query: str):
-        """
-        Parse a pattern string into a Pattern instance.
-        The supported syntax is like this:
-
-            br      reg
-            br      reg                          ; capture reg
-            br      reg(stack)                   ; capture reg
-            br      reg(not-stack)               ; capture reg
-            mov     reg0, reg1                   ; capture reg0
-            adrp    reg, #int                    ; capture #int
-            add     reg, reg, #int               ; capture #int
-            ldr     reg0, [reg1]                 ; capture reg1
-            ldr|str reg, [reg, #int]             ; capture #int
-            ldr|str reg, [reg(stack), #int]      ; capture #int
-            ldr|str reg, [reg(not-stack), #int]  ; capture #int
-            ldr|str reg, [reg, #int]!            ; capture #int
-            ldr|str reg, [reg], #int             ; capture #int
-            ldp|stp reg, reg, [reg, #int]        ; capture #int
-            ldp|stp reg, reg, [reg, #int]!       ; capture #int
-            ldp|stp reg, reg, [reg], #int        ; capture #int
-        """
-        #
-        # The implementation of the parser here is obviously ugly.
-        # Its handwritten and probably fragile. But since we don't
-        # expect this to be widely used, its probably ok.
-        # Don't hesitate to rewrite this if it becomes more important.
-        #
-        # Note that this doesn't have to be very performant.
-        # We expect these patterns to be parsed once upfront and then reused
-        # (globally at the module level?) rather than within any loop.
-        #
-
-        pattern, _, comment = query.strip().partition(";")
-
-        # we don't support fs: yet
-        assert ":" not in pattern
-
-        # from "capture #int" to "#int"
-        if comment:
-            comment = comment.strip()
-            assert comment.startswith("capture ")
-            capture = comment[len("capture ") :]
-        else:
-            capture = None
-
-        # from "ldr|str ..." to ["ldr", "str"]
-        pattern = pattern.strip()
-        mnemonic, _, rest = pattern.partition(" ")
-        mnemonics = mnemonic.split("|")
-
-        operands: list[Union[str, tuple[str, ...]]] = []
-        while rest:
-            rest = rest.strip()
-            if not rest.startswith("["):
-                # If its not a dereference, which looks like `[op, op, op, ...]`,
-                # then its a simple operand, which we can split by the next comma.
-                operand, _, rest = rest.partition(", ")
-                rest = rest.strip()
-                operands.append(operand)
-
-            else:
-                # This looks like a dereference, something like `[op, op, op, ...]`.
-                # Since these can't be nested, look for the next ] and then parse backwards.
-                deref_end = rest.index("]")
-                try:
-                    deref_end = rest.index(", ", deref_end)
-                    deref_end += len(", ")
-                except ValueError:
-                    deref = rest
-                    rest = ""
-                else:
-                    deref = rest[:deref_end]
-                    rest = rest[deref_end:]
-                    rest = rest.strip()
-                    deref = deref.rstrip(" ")
-                    deref = deref.rstrip(",")
-
-                # like: [reg, #int]!
-                has_postindex_writeback = deref.endswith("!")
-
-                deref = deref.rstrip("!")
-                deref = deref.rstrip("]")
-                deref = deref.lstrip("[")
-
-                parts = tuple(split_with_delimiters(deref, (",", "+", "*")))
-                parts = tuple(s.strip() for s in parts)
-
-                # emit operands in this order to match
-                # how BinExport2 expressions are flatted
-                # by get_operand_expressions
-                if has_postindex_writeback:
-                    operands.append(("!", "[") + parts)
-                else:
-                    operands.append(("[",) + parts)
-
-        for operand in operands:  # type: ignore
-            # Try to ensure we've parsed the operands correctly.
-            # This is just sanity checking.
-            for o in (operand,) if isinstance(operand, str) else operand:
-                # operands can look like:
-                #  - reg
-                #  - reg0
-                #  - reg(stack)
-                #  - reg0(stack)
-                #  - reg(not-stack)
-                #  - reg0(not-stack)
-                #  - #int
-                #  - #int0
-                # and a limited set of supported operators.
-                # use an inline regex so that its easy to read. not perf critical.
-                assert re.match(r"^(reg|#int)[0-9]?(\(stack\)|\(not-stack\))?$", o) or o in ("[", ",", "!", "+", "*")
-
-        return cls(tuple(mnemonics), tuple(operands), capture)
-
-    @dataclass
-    class MatchResult:
-        operand_index: int
-        expression_index: int
-        expression: BinExport2.Expression
-
-    def match(
-        self, mnemonic: str, operand_expressions: list[list[BinExport2.Expression]]
-    ) -> Optional["BinExport2InstructionPattern.MatchResult"]:
-        """
-        Match the given BinExport2 data against this pattern.
-
-        The BinExport2 expression tree must have been flattened, such as with
-        capa.features.extractors.binexport2.helpers.get_operand_expressions.
-
-        If there's a match, the captured Expression instance is returned.
-        Otherwise, you get None back.
-        """
-        if mnemonic not in self.mnemonics:
-            return None
-
-        if len(self.operands) != len(operand_expressions):
-            return None
-
-        captured = None
-
-        for operand_index, found_expressions in enumerate(operand_expressions):
-            wanted_expressions = self.operands[operand_index]
-
-            # from `"reg"` to `("reg", )`
-            if isinstance(wanted_expressions, str):
-                wanted_expressions = (wanted_expressions,)
-            assert isinstance(wanted_expressions, tuple)
-
-            if len(wanted_expressions) != len(found_expressions):
-                return None
-
-            for expression_index, (wanted_expression, found_expression) in enumerate(
-                zip(wanted_expressions, found_expressions)
-            ):
-                if wanted_expression.startswith("reg"):
-                    if found_expression.type != BinExport2.Expression.REGISTER:
-                        return None
-
-                    if wanted_expression.endswith(")"):
-                        if wanted_expression.endswith("(not-stack)"):
-                            # intel 64: rsp, esp, sp,
-                            # intel 32: ebp, ebp, bp
-                            # arm: sp
-                            register_name = found_expression.symbol.lower()
-                            if register_name in ("rsp", "esp", "sp", "rbp", "ebp", "bp"):
-                                return None
-
-                        elif wanted_expression.endswith("(stack)"):
-                            register_name = found_expression.symbol.lower()
-                            if register_name not in ("rsp", "esp", "sp", "rbp", "ebp", "bp"):
-                                return None
-
-                        else:
-                            raise ValueError("unexpected expression suffix", wanted_expression)
-
-                    if self.capture == wanted_expression:
-                        captured = BinExport2InstructionPattern.MatchResult(
-                            operand_index, expression_index, found_expression
-                        )
-
-                elif wanted_expression.startswith("#int"):
-                    if found_expression.type != BinExport2.Expression.IMMEDIATE_INT:
-                        return None
-
-                    if self.capture == wanted_expression:
-                        captured = BinExport2InstructionPattern.MatchResult(
-                            operand_index, expression_index, found_expression
-                        )
-
-                elif wanted_expression == "[":
-                    if found_expression.type != BinExport2.Expression.DEREFERENCE:
-                        return None
-
-                elif wanted_expression in (",", "!", "+", "*"):
-                    if found_expression.type != BinExport2.Expression.OPERATOR:
-                        return None
-
-                    if found_expression.symbol != wanted_expression:
-                        return None
-
-                else:
-                    raise ValueError(found_expression)
-
-        if captured:
-            return captured
-        else:
-            # There were no captures, so
-            # return arbitrary non-None expression
-            return BinExport2InstructionPattern.MatchResult(operand_index, expression_index, found_expression)
-
-
-class BinExport2InstructionPatternMatcher:
-    """Index and match a collection of instruction patterns."""
-
-    def __init__(self, queries: list[BinExport2InstructionPattern]):
-        self.queries = queries
-        # shard the patterns by (mnemonic, #operands)
-        self._index: dict[tuple[str, int], list[BinExport2InstructionPattern]] = defaultdict(list)
-
-        for query in queries:
-            for mnemonic in query.mnemonics:
-                self._index[(mnemonic.lower(), len(query.operands))].append(query)
-
-    @classmethod
-    def from_str(cls, patterns: str):
-        return cls(
-            [
-                BinExport2InstructionPattern.from_str(line)
-                for line in filter(
-                    lambda line: not line.startswith("#"), (line.strip() for line in patterns.split("\n"))
-                )
-            ]
-        )
-
-    def match(
-        self, mnemonic: str, operand_expressions: list[list[BinExport2.Expression]]
-    ) -> Optional[BinExport2InstructionPattern.MatchResult]:
-        queries = self._index.get((mnemonic.lower(), len(operand_expressions)), [])
-        for query in queries:
-            captured = query.match(mnemonic.lower(), operand_expressions)
-            if captured:
-                return captured
-
-        return None
-
-    def match_with_be2(
-        self, be2: BinExport2, instruction_index: int
-    ) -> Optional[BinExport2InstructionPattern.MatchResult]:
-        instruction: BinExport2.Instruction = be2.instruction[instruction_index]
-        mnemonic: str = get_instruction_mnemonic(be2, instruction)
-
-        if (mnemonic.lower(), len(instruction.operand_index)) not in self._index:
-            # verify that we might have a hit before we realize the operand expression list
-            return None
-
-        operands = []
-        for operand_index in instruction.operand_index:
-            operands.append(get_operand_expressions(be2, be2.operand[operand_index]))
-
-        return self.match(mnemonic, operands)
--- a/capa/features/extractors/binexport2/insn.py
+++ b/capa/features/extractors/binexport2/insn.py
@@ -1,254 +0,0 @@
-# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import logging
-from typing import Iterator
-
-import capa.features.extractors.helpers
-import capa.features.extractors.strings
-import capa.features.extractors.binexport2.helpers
-import capa.features.extractors.binexport2.arch.arm.insn
-import capa.features.extractors.binexport2.arch.intel.insn
-from capa.features.insn import API, Mnemonic
-from capa.features.common import Bytes, String, Feature, Characteristic
-from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors.binexport2 import (
-    AddressSpace,
-    AnalysisContext,
-    BinExport2Index,
-    FunctionContext,
-    ReadMemoryError,
-    BinExport2Analysis,
-    InstructionContext,
-)
-from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
-from capa.features.extractors.binexport2.helpers import HAS_ARCH_ARM, HAS_ARCH_INTEL
-from capa.features.extractors.binexport2.binexport2_pb2 import BinExport2
-
-logger = logging.getLogger(__name__)
-
-
-def extract_insn_api_features(fh: FunctionHandle, _bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-    be2_index: BinExport2Index = fhi.ctx.idx
-    be2_analysis: BinExport2Analysis = fhi.ctx.analysis
-    insn: BinExport2.Instruction = be2.instruction[ii.instruction_index]
-
-    for addr in insn.call_target:
-        addr = be2_analysis.thunks.get(addr, addr)
-
-        if addr not in be2_index.vertex_index_by_address:
-            # disassembler did not define function at address
-            logger.debug("0x%x is not a vertex", addr)
-            continue
-
-        vertex_idx: int = be2_index.vertex_index_by_address[addr]
-        vertex: BinExport2.CallGraph.Vertex = be2.call_graph.vertex[vertex_idx]
-
-        if not capa.features.extractors.binexport2.helpers.is_vertex_type(
-            vertex, BinExport2.CallGraph.Vertex.Type.IMPORTED
-        ):
-            continue
-
-        if not vertex.HasField("mangled_name"):
-            logger.debug("vertex %d does not have mangled_name", vertex_idx)
-            continue
-
-        api_name: str = vertex.mangled_name
-        for name in capa.features.extractors.helpers.generate_symbols("", api_name):
-            yield API(name), ih.address
-
-
-def extract_insn_number_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    if fhi.arch & HAS_ARCH_INTEL:
-        yield from capa.features.extractors.binexport2.arch.intel.insn.extract_insn_number_features(fh, bbh, ih)
-    elif fhi.arch & HAS_ARCH_ARM:
-        yield from capa.features.extractors.binexport2.arch.arm.insn.extract_insn_number_features(fh, bbh, ih)
-
-
-def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    ctx: AnalysisContext = fhi.ctx
-    be2: BinExport2 = ctx.be2
-    idx: BinExport2Index = ctx.idx
-    address_space: AddressSpace = ctx.address_space
-
-    instruction_index: int = ii.instruction_index
-
-    if instruction_index in idx.string_reference_index_by_source_instruction_index:
-        # disassembler already identified string reference from instruction
-        return
-
-    reference_addresses: list[int] = []
-
-    if instruction_index in idx.data_reference_index_by_source_instruction_index:
-        for data_reference_index in idx.data_reference_index_by_source_instruction_index[instruction_index]:
-            data_reference: BinExport2.DataReference = be2.data_reference[data_reference_index]
-            data_reference_address: int = data_reference.address
-
-            if data_reference_address in idx.insn_address_by_index:
-                # appears to be code
-                continue
-
-            reference_addresses.append(data_reference_address)
-
-    for reference_address in reference_addresses:
-        try:
-            # if at end of segment then there might be an overrun here.
-            buf: bytes = address_space.read_memory(reference_address, 0x100)
-        except ReadMemoryError:
-            logger.debug("failed to read memory: 0x%x", reference_address)
-            continue
-
-        if capa.features.extractors.helpers.all_zeros(buf):
-            continue
-
-        is_string: bool = False
-
-        # note: we *always* break after the first iteration
-        for s in capa.features.extractors.strings.extract_ascii_strings(buf):
-            if s.offset != 0:
-                break
-
-            yield String(s.s), ih.address
-            is_string = True
-            break
-
-        # note: we *always* break after the first iteration
-        for s in capa.features.extractors.strings.extract_unicode_strings(buf):
-            if s.offset != 0:
-                break
-
-            yield String(s.s), ih.address
-            is_string = True
-            break
-
-        if not is_string:
-            yield Bytes(buf), ih.address
-
-
-def extract_insn_string_features(
-    fh: FunctionHandle, _bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-    idx: BinExport2Index = fhi.ctx.idx
-
-    instruction_index: int = ii.instruction_index
-
-    if instruction_index in idx.string_reference_index_by_source_instruction_index:
-        for string_reference_index in idx.string_reference_index_by_source_instruction_index[instruction_index]:
-            string_reference: BinExport2.Reference = be2.string_reference[string_reference_index]
-            string_index: int = string_reference.string_table_index
-            string: str = be2.string_table[string_index]
-            yield String(string), ih.address
-
-
-def extract_insn_offset_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    if fhi.arch & HAS_ARCH_INTEL:
-        yield from capa.features.extractors.binexport2.arch.intel.insn.extract_insn_offset_features(fh, bbh, ih)
-    elif fhi.arch & HAS_ARCH_ARM:
-        yield from capa.features.extractors.binexport2.arch.arm.insn.extract_insn_offset_features(fh, bbh, ih)
-
-
-def extract_insn_nzxor_characteristic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    if fhi.arch & HAS_ARCH_INTEL:
-        yield from capa.features.extractors.binexport2.arch.intel.insn.extract_insn_nzxor_characteristic_features(
-            fh, bbh, ih
-        )
-    elif fhi.arch & HAS_ARCH_ARM:
-        yield from capa.features.extractors.binexport2.arch.arm.insn.extract_insn_nzxor_characteristic_features(
-            fh, bbh, ih
-        )
-
-
-def extract_insn_mnemonic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    instruction: BinExport2.Instruction = be2.instruction[ii.instruction_index]
-    mnemonic: BinExport2.Mnemonic = be2.mnemonic[instruction.mnemonic_index]
-    mnemonic_name: str = mnemonic.name.lower()
-    yield Mnemonic(mnemonic_name), ih.address
-
-
-def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
-    """extract functions calls from features
-
-    most relevant at the function scope;
-    however, its most efficient to extract at the instruction scope.
-    """
-    fhi: FunctionContext = fh.inner
-    ii: InstructionContext = ih.inner
-
-    be2: BinExport2 = fhi.ctx.be2
-
-    instruction: BinExport2.Instruction = be2.instruction[ii.instruction_index]
-    for call_target_address in instruction.call_target:
-        addr: AbsoluteVirtualAddress = AbsoluteVirtualAddress(call_target_address)
-        yield Characteristic("calls from"), addr
-
-        if fh.address == addr:
-            yield Characteristic("recursive call"), addr
-
-
-def extract_function_indirect_call_characteristic_features(
-    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
-    fhi: FunctionContext = fh.inner
-
-    if fhi.arch & HAS_ARCH_INTEL:
-        yield from capa.features.extractors.binexport2.arch.intel.insn.extract_function_indirect_call_characteristic_features(
-            fh, bbh, ih
-        )
-    elif fhi.arch & HAS_ARCH_ARM:
-        yield from capa.features.extractors.binexport2.arch.arm.insn.extract_function_indirect_call_characteristic_features(
-            fh, bbh, ih
-        )
-
-
-def extract_features(f: FunctionHandle, bbh: BBHandle, insn: InsnHandle) -> Iterator[tuple[Feature, Address]]:
-    """extract instruction features"""
-    for inst_handler in INSTRUCTION_HANDLERS:
-        for feature, ea in inst_handler(f, bbh, insn):
-            yield feature, ea
-
-
-INSTRUCTION_HANDLERS = (
-    extract_insn_api_features,
-    extract_insn_number_features,
-    extract_insn_bytes_features,
-    extract_insn_string_features,
-    extract_insn_offset_features,
-    extract_insn_nzxor_characteristic_features,
-    extract_insn_mnemonic_features,
-    extract_function_calls_from,
-    extract_function_indirect_call_characteristic_features,
-)
--- a/capa/features/extractors/binja/basicblock.py
+++ b/capa/features/extractors/binja/basicblock.py
@@ -5,25 +5,115 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator

+import string
+from typing import Tuple, Iterator
+
+from binaryninja import Function
 from binaryninja import BasicBlock as BinjaBasicBlock
+from binaryninja import (
+    BinaryView,
+    SymbolType,
+    RegisterValueType,
+    VariableSourceType,
+    MediumLevelILOperation,
+    MediumLevelILBasicBlock,
+    MediumLevelILInstruction,
+)

 from capa.features.common import Feature, Characteristic
 from capa.features.address import Address
 from capa.features.basicblock import BasicBlock
+from capa.features.extractors.helpers import MIN_STACKSTRING_LEN
 from capa.features.extractors.base_extractor import BBHandle, FunctionHandle


-def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def get_printable_len_ascii(s: bytes) -> int:
+    """Return string length if all operand bytes are ascii or utf16-le printable"""
+    count = 0
+    for c in s:
+        if c == 0:
+            return count
+        if c < 127 and chr(c) in string.printable:
+            count += 1
+    return count
+
+
+def get_printable_len_wide(s: bytes) -> int:
+    """Return string length if all operand bytes are ascii or utf16-le printable"""
+    if all(c == 0x00 for c in s[1::2]):
+        return get_printable_len_ascii(s[::2])
+    return 0
+
+
+def get_stack_string_len(f: Function, il: MediumLevelILInstruction) -> int:
+    bv: BinaryView = f.view
+
+    if il.operation != MediumLevelILOperation.MLIL_CALL:
+        return 0
+
+    target = il.dest
+    if target.operation not in [MediumLevelILOperation.MLIL_CONST, MediumLevelILOperation.MLIL_CONST_PTR]:
+        return 0
+
+    addr = target.value.value
+    sym = bv.get_symbol_at(addr)
+    if not sym or sym.type not in [SymbolType.LibraryFunctionSymbol, SymbolType.SymbolicFunctionSymbol]:
+        return 0
+
+    if sym.name not in ["__builtin_strncpy", "__builtin_strcpy", "__builtin_wcscpy"]:
+        return 0
+
+    if len(il.params) < 2:
+        return 0
+
+    dest = il.params[0]
+    if dest.operation in [MediumLevelILOperation.MLIL_ADDRESS_OF, MediumLevelILOperation.MLIL_VAR]:
+        var = dest.src
+    else:
+        return 0
+
+    if var.source_type != VariableSourceType.StackVariableSourceType:
+        return 0
+
+    src = il.params[1]
+    if src.value.type != RegisterValueType.ConstantDataAggregateValue:
+        return 0
+
+    s = f.get_constant_data(RegisterValueType.ConstantDataAggregateValue, src.value.value)
+    return max(get_printable_len_ascii(bytes(s)), get_printable_len_wide(bytes(s)))
+
+
+def bb_contains_stackstring(f: Function, bb: MediumLevelILBasicBlock) -> bool:
+    """check basic block for stackstring indicators
+
+    true if basic block contains enough moves of constant bytes to the stack
+    """
+    count = 0
+    for il in bb:
+        count += get_stack_string_len(f, il)
+        if count > MIN_STACKSTRING_LEN:
+            return True
+
+    return False
+
+
+def extract_bb_stackstring(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
+    """extract stackstring indicators from basic block"""
+    bb: Tuple[BinjaBasicBlock, MediumLevelILBasicBlock] = bbh.inner
+    if bb[1] is not None and bb_contains_stackstring(fh.inner, bb[1]):
+        yield Characteristic("stack string"), bbh.address
+
+
+def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract tight loop indicators from a basic block"""
-    bb: BinjaBasicBlock = bbh.inner
-    for edge in bb.outgoing_edges:
-        if edge.target.start == bb.start:
+    bb: Tuple[BinjaBasicBlock, MediumLevelILBasicBlock] = bbh.inner
+    for edge in bb[0].outgoing_edges:
+        if edge.target.start == bb[0].start:
            yield Characteristic("tight loop"), bbh.address


-def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract basic block features"""
    for bb_handler in BASIC_BLOCK_HANDLERS:
        for feature, addr in bb_handler(fh, bbh):
@@ -31,4 +121,7 @@ def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Featur
    yield BasicBlock(), bbh.address


-BASIC_BLOCK_HANDLERS = (extract_bb_tight_loop,)
+BASIC_BLOCK_HANDLERS = (
+    extract_bb_tight_loop,
+    extract_bb_stackstring,
+)
--- a/capa/features/extractors/binja/extractor.py
+++ b/capa/features/extractors/binja/extractor.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import List, Tuple, Iterator

 import binaryninja as binja

@@ -28,9 +28,9 @@ from capa.features.extractors.base_extractor import (

 class BinjaFeatureExtractor(StaticFeatureExtractor):
    def __init__(self, bv: binja.BinaryView):
-        super().__init__(hashes=SampleHashes.from_bytes(bv.file.raw.read(0, bv.file.raw.length)))
+        super().__init__(hashes=SampleHashes.from_bytes(bv.file.raw.read(0, len(bv.file.raw))))
        self.bv = bv
-        self.global_features: list[tuple[Feature, Address]] = []
+        self.global_features: List[Tuple[Feature, Address]] = []
        self.global_features.extend(capa.features.extractors.binja.file.extract_file_format(self.bv))
        self.global_features.extend(capa.features.extractors.binja.global_.extract_os(self.bv))
        self.global_features.extend(capa.features.extractors.binja.global_.extract_arch(self.bv))
@@ -48,24 +48,31 @@ class BinjaFeatureExtractor(StaticFeatureExtractor):
        for f in self.bv.functions:
            yield FunctionHandle(address=AbsoluteVirtualAddress(f.start), inner=f)

-    def extract_function_features(self, fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(self, fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.binja.function.extract_features(fh)

    def get_basic_blocks(self, fh: FunctionHandle) -> Iterator[BBHandle]:
        f: binja.Function = fh.inner
-        for bb in f.basic_blocks:
-            yield BBHandle(address=AbsoluteVirtualAddress(bb.start), inner=bb)
+        # Set up a MLIL basic block dict look up to associate the disassembly basic block with its MLIL basic block
+        mlil_lookup = {}
+        for mlil_bb in f.mlil.basic_blocks:
+            mlil_lookup[mlil_bb.source_block.start] = mlil_bb

-    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+        for bb in f.basic_blocks:
+            mlil_bb = mlil_lookup.get(bb.start)
+
+            yield BBHandle(address=AbsoluteVirtualAddress(bb.start), inner=(bb, mlil_bb))
+
+    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.binja.basicblock.extract_features(fh, bbh)

    def get_instructions(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[InsnHandle]:
        import capa.features.extractors.binja.helpers as binja_helpers

-        bb: binja.BasicBlock = bbh.inner
-        addr = bb.start
+        bb: Tuple[binja.BasicBlock, binja.MediumLevelILBasicBlock] = bbh.inner
+        addr = bb[0].start

-        for text, length in bb:
+        for text, length in bb[0]:
            insn = binja_helpers.DisassemblyInstruction(addr, length, text)
            yield InsnHandle(address=AbsoluteVirtualAddress(addr), inner=insn)
            addr += length
--- a/capa/features/extractors/binja/file.py
+++ b/capa/features/extractors/binja/file.py
@@ -5,7 +5,9 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+
+import struct
+from typing import Tuple, Iterator

 from binaryninja import Segment, BinaryView, SymbolType, SymbolBinding

@@ -13,42 +15,64 @@ import capa.features.extractors.common
 import capa.features.extractors.helpers
 import capa.features.extractors.strings
 from capa.features.file import Export, Import, Section, FunctionName
-from capa.features.common import (
-    FORMAT_PE,
-    FORMAT_ELF,
-    FORMAT_SC32,
-    FORMAT_SC64,
-    FORMAT_BINJA_DB,
-    Format,
-    String,
-    Feature,
-    Characteristic,
-)
+from capa.features.common import FORMAT_PE, FORMAT_ELF, Format, String, Feature, Characteristic
 from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, AbsoluteVirtualAddress
 from capa.features.extractors.binja.helpers import read_c_string, unmangle_c_name


-def check_segment_for_pe(bv: BinaryView, seg: Segment) -> Iterator[tuple[Feature, Address]]:
-    """check segment for embedded PE"""
-    start = 0
-    if bv.view_type == "PE" and seg.start == bv.start:
-        # If this is the first segment of the binary, skip the first bytes.
-        # Otherwise, there will always be a matched PE at the start of the binaryview.
+def check_segment_for_pe(bv: BinaryView, seg: Segment) -> Iterator[Tuple[int, int]]:
+    """check segment for embedded PE
+
+    adapted for binja from:
+    https://github.com/vivisect/vivisect/blob/7be4037b1cecc4551b397f840405a1fc606f9b53/PE/carve.py#L19
+    """
+    mz_xor = [
+        (
+            capa.features.extractors.helpers.xor_static(b"MZ", i),
+            capa.features.extractors.helpers.xor_static(b"PE", i),
+            i,
+        )
+        for i in range(256)
+    ]
+
+    todo = []
+    # If this is the first segment of the binary, skip the first bytes. Otherwise, there will always be a matched
+    # PE at the start of the binaryview.
+    start = seg.start
+    if bv.view_type == "PE" and start == bv.start:
        start += 1

-    buf = bv.read(seg.start, seg.length)
+    for mzx, pex, i in mz_xor:
+        for off, _ in bv.find_all_data(start, seg.end, mzx):
+            todo.append((off, mzx, pex, i))

-    for offset, _ in capa.features.extractors.helpers.carve_pe(buf, start):
-        yield Characteristic("embedded pe"), FileOffsetAddress(seg.start + offset)
+    while len(todo):
+        off, mzx, pex, i = todo.pop()
+
+        # The MZ header has one field we will check e_lfanew is at 0x3c
+        e_lfanew = off + 0x3C
+
+        if seg.end < (e_lfanew + 4):
+            continue
+
+        newoff = struct.unpack("<I", capa.features.extractors.helpers.xor_static(bv.read(e_lfanew, 4), i))[0]
+
+        peoff = off + newoff
+        if seg.end < (peoff + 2):
+            continue
+
+        if bv.read(peoff, 2) == pex:
+            yield off, i


-def extract_file_embedded_pe(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_file_embedded_pe(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """extract embedded PE features"""
    for seg in bv.segments:
-        yield from check_segment_for_pe(bv, seg)
+        for ea, _ in check_segment_for_pe(bv, seg):
+            yield Characteristic("embedded pe"), FileOffsetAddress(ea)


-def extract_file_export_names(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_file_export_names(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """extract function exports"""
    for sym in bv.get_symbols_of_type(SymbolType.FunctionSymbol) + bv.get_symbols_of_type(SymbolType.DataSymbol):
        if sym.binding in [SymbolBinding.GlobalBinding, SymbolBinding.WeakBinding]:
@@ -82,7 +106,7 @@ def extract_file_export_names(bv: BinaryView) -> Iterator[tuple[Feature, Address
        yield Characteristic("forwarded export"), AbsoluteVirtualAddress(sym.address)


-def extract_file_import_names(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_file_import_names(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """extract function imports

    1. imports by ordinal:
@@ -106,19 +130,19 @@ def extract_file_import_names(bv: BinaryView) -> Iterator[tuple[Feature, Address
                yield Import(name), addr


-def extract_file_section_names(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_file_section_names(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """extract section names"""
    for name, section in bv.sections.items():
        yield Section(name), AbsoluteVirtualAddress(section.start)


-def extract_file_strings(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_file_strings(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """extract ASCII and UTF-16 LE strings"""
    for s in bv.strings:
        yield String(s.value), FileOffsetAddress(s.start)


-def extract_file_function_names(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_file_function_names(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """
    extract the names of statically-linked library functions.
    """
@@ -137,22 +161,12 @@ def extract_file_function_names(bv: BinaryView) -> Iterator[tuple[Feature, Addre
                yield FunctionName(name[1:]), sym.address


-def extract_file_format(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
-    if bv.file.database is not None:
-        yield Format(FORMAT_BINJA_DB), NO_ADDRESS
-
+def extract_file_format(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    view_type = bv.view_type
    if view_type in ["PE", "COFF"]:
        yield Format(FORMAT_PE), NO_ADDRESS
    elif view_type == "ELF":
        yield Format(FORMAT_ELF), NO_ADDRESS
-    elif view_type == "Mapped":
-        if bv.arch.name == "x86":
-            yield Format(FORMAT_SC32), NO_ADDRESS
-        elif bv.arch.name == "x86_64":
-            yield Format(FORMAT_SC64), NO_ADDRESS
-        else:
-            raise NotImplementedError(f"unexpected raw file with arch: {bv.arch}")
    elif view_type == "Raw":
        # no file type to return when processing a binary file, but we want to continue processing
        return
@@ -160,7 +174,7 @@ def extract_file_format(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
        raise NotImplementedError(f"unexpected file format: {view_type}")


-def extract_features(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_features(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    """extract file features"""
    for file_handler in FILE_HANDLERS:
        for feature, addr in file_handler(bv):
--- a/capa/features/extractors/binja/find_binja_api.py
+++ b/capa/features/extractors/binja/find_binja_api.py
@@ -5,175 +5,31 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-import os
-import sys
-import logging
 import subprocess
-import importlib.util
-from typing import Optional
 from pathlib import Path

-logger = logging.getLogger(__name__)
-
-
 # When the script gets executed as a standalone executable (via PyInstaller), `import binaryninja` does not work because
 # we have excluded the binaryninja module in `pyinstaller.spec`. The trick here is to call the system Python and try
 # to find out the path of the binaryninja module that has been installed.
 # Note, including the binaryninja module in the `pyinstaller.spec` would not work, since the binaryninja module tries to
 # find the binaryninja core e.g., `libbinaryninjacore.dylib`, using a relative path. And this does not work when the
 # binaryninja module is extracted by the PyInstaller.
-CODE = r"""
+code = r"""
 from pathlib import Path
 from importlib import util
 spec = util.find_spec('binaryninja')
 if spec is not None:
    if len(spec.submodule_search_locations) > 0:
-        path = Path(spec.submodule_search_locations[0])
-        # encode the path with utf8 then convert to hex, make sure it can be read and restored properly
-        print(str(path.parent).encode('utf8').hex())
+            path = Path(spec.submodule_search_locations[0])
+            # encode the path with utf8 then convert to hex, make sure it can be read and restored properly
+            print(str(path.parent).encode('utf8').hex())
 """


-def find_binaryninja_path_via_subprocess() -> Optional[Path]:
-    raw_output = subprocess.check_output(["python", "-c", CODE]).decode("ascii").strip()
-    output = bytes.fromhex(raw_output).decode("utf8")
-    if not output.strip():
-        return None
-    return Path(output)
-
-
-def get_desktop_entry(name: str) -> Optional[Path]:
-    """
-    Find the path for the given XDG Desktop Entry name.
-
-    Like:
-
-        >> get_desktop_entry("com.vector35.binaryninja.desktop")
-        Path("~/.local/share/applications/com.vector35.binaryninja.desktop")
-    """
-    assert sys.platform in ("linux", "linux2")
-    assert name.endswith(".desktop")
-
-    data_dirs = os.environ.get("XDG_DATA_DIRS", "/usr/share") + f":{Path.home()}/.local/share"
-    for data_dir in data_dirs.split(":"):
-        applications = Path(data_dir) / "applications"
-        for application in applications.glob("*.desktop"):
-            if application.name == name:
-                return application
-
-    return None
-
-
-def get_binaryninja_path(desktop_entry: Path) -> Optional[Path]:
-    # from: Exec=/home/wballenthin/software/binaryninja/binaryninja %u
-    # to:        /home/wballenthin/software/binaryninja/
-    for line in desktop_entry.read_text(encoding="utf-8").splitlines():
-        if not line.startswith("Exec="):
-            continue
-
-        if not line.endswith("binaryninja %u"):
-            continue
-
-        binaryninja_path = Path(line[len("Exec=") : -len("binaryninja %u")])
-        if not binaryninja_path.exists():
-            return None
-
-        return binaryninja_path
-
-    return None
-
-
-def validate_binaryninja_path(binaryninja_path: Path) -> bool:
-    if not binaryninja_path:
-        return False
-
-    module_path = binaryninja_path / "python"
-    if not module_path.is_dir():
-        return False
-
-    if not (module_path / "binaryninja" / "__init__.py").is_file():
-        return False
-
-    return True
-
-
-def find_binaryninja() -> Optional[Path]:
-    binaryninja_path = find_binaryninja_path_via_subprocess()
-    if not binaryninja_path or not validate_binaryninja_path(binaryninja_path):
-        if sys.platform == "linux" or sys.platform == "linux2":
-            # ok
-            logger.debug("detected OS: linux")
-        elif sys.platform == "darwin":
-            logger.warning("unsupported platform to find Binary Ninja: %s", sys.platform)
-            return None
-        elif sys.platform == "win32":
-            logger.warning("unsupported platform to find Binary Ninja: %s", sys.platform)
-            return None
-        else:
-            logger.warning("unsupported platform to find Binary Ninja: %s", sys.platform)
-            return None
-
-        desktop_entry = get_desktop_entry("com.vector35.binaryninja.desktop")
-        if not desktop_entry:
-            logger.debug("failed to find Binary Ninja application")
-            return None
-        logger.debug("found Binary Ninja application: %s", desktop_entry)
-
-        binaryninja_path = get_binaryninja_path(desktop_entry)
-        if not binaryninja_path:
-            logger.debug("failed to determine Binary Ninja installation path")
-            return None
-
-        if not validate_binaryninja_path(binaryninja_path):
-            logger.debug("failed to validate Binary Ninja installation")
-            return None
-
-    logger.debug("found Binary Ninja installation: %s", binaryninja_path)
-
-    return binaryninja_path / "python"
-
-
-def is_binaryninja_installed() -> bool:
-    """Is the binaryninja module ready to import?"""
-    try:
-        return importlib.util.find_spec("binaryninja") is not None
-    except ModuleNotFoundError:
-        return False
-
-
-def has_binaryninja() -> bool:
-    if is_binaryninja_installed():
-        logger.debug("found installed Binary Ninja API")
-        return True
-
-    logger.debug("Binary Ninja API not installed, searching...")
-
-    binaryninja_path = find_binaryninja()
-    if not binaryninja_path:
-        logger.debug("failed to find Binary Ninja installation")
-
-    logger.debug("found Binary Ninja API: %s", binaryninja_path)
-    return binaryninja_path is not None
-
-
-def load_binaryninja() -> bool:
-    try:
-        import binaryninja
-
-        return True
-    except ImportError:
-        binaryninja_path = find_binaryninja()
-        if not binaryninja_path:
-            return False
-
-        sys.path.append(binaryninja_path.absolute().as_posix())
-        try:
-            import binaryninja  # noqa: F401 unused import
-
-            return True
-        except ImportError:
-            return False
+def find_binja_path() -> Path:
+    raw_output = subprocess.check_output(["python", "-c", code]).decode("ascii").strip()
+    return Path(bytes.fromhex(raw_output).decode("utf8"))


 if __name__ == "__main__":
-    print(find_binaryninja_path_via_subprocess())
+    print(find_binja_path())
--- a/capa/features/extractors/binja/function.py
+++ b/capa/features/extractors/binja/function.py
@@ -5,28 +5,14 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-import string
-from typing import Iterator
+from typing import Tuple, Iterator

-from binaryninja import (
-    Function,
-    BinaryView,
-    SymbolType,
-    ILException,
-    RegisterValueType,
-    VariableSourceType,
-    LowLevelILOperation,
-    MediumLevelILOperation,
-    MediumLevelILBasicBlock,
-    MediumLevelILInstruction,
-)
+from binaryninja import Function, BinaryView, SymbolType, RegisterValueType, LowLevelILOperation

 from capa.features.file import FunctionName
 from capa.features.common import Feature, Characteristic
 from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors import loops
-from capa.features.extractors.helpers import MIN_STACKSTRING_LEN
-from capa.features.extractors.binja.helpers import get_llil_instr_at_addr
 from capa.features.extractors.base_extractor import FunctionHandle


@@ -38,7 +24,7 @@ def extract_function_calls_to(fh: FunctionHandle):
        # Everything that is a code reference to the current function is considered a caller, which actually includes
        # many other references that are NOT a caller. For example, an instruction `push function_start` will also be
        # considered a caller to the function
-        llil = get_llil_instr_at_addr(func.view, caller.address)
+        llil = caller.llil
        if (llil is None) or llil.operation not in [
            LowLevelILOperation.LLIL_CALL,
            LowLevelILOperation.LLIL_CALL_STACK_ADJUST,
@@ -47,13 +33,14 @@ def extract_function_calls_to(fh: FunctionHandle):
        ]:
            continue

-        if llil.dest.operation not in [
-            LowLevelILOperation.LLIL_CONST,
-            LowLevelILOperation.LLIL_CONST_PTR,
+        if llil.dest.value.type not in [
+            RegisterValueType.ImportedAddressValue,
+            RegisterValueType.ConstantValue,
+            RegisterValueType.ConstantPointerValue,
        ]:
            continue

-        address = llil.dest.constant
+        address = llil.dest.value.value
        if address != func.start:
            continue

@@ -108,103 +95,10 @@ def extract_function_name(fh: FunctionHandle):
            yield FunctionName(name[1:]), sym.address


-def get_printable_len_ascii(s: bytes) -> int:
-    """Return string length if all operand bytes are ascii or utf16-le printable"""
-    count = 0
-    for c in s:
-        if c == 0:
-            return count
-        if c < 127 and chr(c) in string.printable:
-            count += 1
-    return count
-
-
-def get_printable_len_wide(s: bytes) -> int:
-    """Return string length if all operand bytes are ascii or utf16-le printable"""
-    if all(c == 0x00 for c in s[1::2]):
-        return get_printable_len_ascii(s[::2])
-    return 0
-
-
-def get_stack_string_len(f: Function, il: MediumLevelILInstruction) -> int:
-    bv: BinaryView = f.view
-
-    if il.operation != MediumLevelILOperation.MLIL_CALL:
-        return 0
-
-    target = il.dest
-    if target.operation not in [MediumLevelILOperation.MLIL_CONST, MediumLevelILOperation.MLIL_CONST_PTR]:
-        return 0
-
-    addr = target.value.value
-    sym = bv.get_symbol_at(addr)
-    if not sym or sym.type not in [SymbolType.LibraryFunctionSymbol, SymbolType.SymbolicFunctionSymbol]:
-        return 0
-
-    if sym.name not in ["__builtin_strncpy", "__builtin_strcpy", "__builtin_wcscpy"]:
-        return 0
-
-    if len(il.params) < 2:
-        return 0
-
-    dest = il.params[0]
-    if dest.operation in [MediumLevelILOperation.MLIL_ADDRESS_OF, MediumLevelILOperation.MLIL_VAR]:
-        var = dest.src
-    else:
-        return 0
-
-    if var.source_type != VariableSourceType.StackVariableSourceType:
-        return 0
-
-    src = il.params[1]
-    if src.value.type != RegisterValueType.ConstantDataAggregateValue:
-        return 0
-
-    s = f.get_constant_data(RegisterValueType.ConstantDataAggregateValue, src.value.value)
-    return max(get_printable_len_ascii(bytes(s)), get_printable_len_wide(bytes(s)))
-
-
-def bb_contains_stackstring(f: Function, bb: MediumLevelILBasicBlock) -> bool:
-    """check basic block for stackstring indicators
-
-    true if basic block contains enough moves of constant bytes to the stack
-    """
-    count = 0
-    for il in bb:
-        count += get_stack_string_len(f, il)
-        if count > MIN_STACKSTRING_LEN:
-            return True
-
-    return False
-
-
-def extract_stackstring(fh: FunctionHandle):
-    """extract stackstring indicators"""
-    func: Function = fh.inner
-    bv: BinaryView = func.view
-    if bv is None:
-        return
-
-    try:
-        mlil = func.mlil
-    except ILException:
-        return
-
-    for block in mlil.basic_blocks:
-        if bb_contains_stackstring(func, block):
-            yield Characteristic("stack string"), block.source_block.start
-
-
-def extract_features(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
    for func_handler in FUNCTION_HANDLERS:
        for feature, addr in func_handler(fh):
            yield feature, addr


-FUNCTION_HANDLERS = (
-    extract_function_calls_to,
-    extract_function_loop,
-    extract_recursive_call,
-    extract_function_name,
-    extract_stackstring,
-)
+FUNCTION_HANDLERS = (extract_function_calls_to, extract_function_loop, extract_recursive_call, extract_function_name)
--- a/capa/features/extractors/binja/global_.py
+++ b/capa/features/extractors/binja/global_.py
@@ -6,7 +6,7 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 import logging
-from typing import Iterator
+from typing import Tuple, Iterator

 from binaryninja import BinaryView

@@ -16,7 +16,7 @@ from capa.features.address import NO_ADDRESS, Address
 logger = logging.getLogger(__name__)


-def extract_os(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_os(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    name = bv.platform.name
    if "-" in name:
        name = name.split("-")[0]
@@ -45,7 +45,7 @@ def extract_os(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
        return


-def extract_arch(bv: BinaryView) -> Iterator[tuple[Feature, Address]]:
+def extract_arch(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
    arch = bv.arch.name
    if arch == "x86_64":
        yield Arch(ARCH_AMD64), NO_ADDRESS
--- a/capa/features/extractors/binja/helpers.py
+++ b/capa/features/extractors/binja/helpers.py
@@ -6,10 +6,10 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 import re
-from typing import Callable, Optional
+from typing import List, Callable
 from dataclasses import dataclass

-from binaryninja import BinaryView, LowLevelILFunction, LowLevelILInstruction
+from binaryninja import BinaryView, LowLevelILInstruction
 from binaryninja.architecture import InstructionTextToken


@@ -17,7 +17,7 @@ from binaryninja.architecture import InstructionTextToken
 class DisassemblyInstruction:
    address: int
    length: int
-    text: list[InstructionTextToken]
+    text: List[InstructionTextToken]


 LLIL_VISITOR = Callable[[LowLevelILInstruction, LowLevelILInstruction, int], bool]
@@ -54,7 +54,7 @@ def unmangle_c_name(name: str) -> str:


 def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
-    s: list[str] = []
+    s: List[str] = []
    while len(s) < max_len:
        try:
            c = bv.read(offset + len(s), 1)[0]
@@ -67,13 +67,3 @@ def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
        s.append(chr(c))

    return "".join(s)
-
-
-def get_llil_instr_at_addr(bv: BinaryView, addr: int) -> Optional[LowLevelILInstruction]:
-    arch = bv.arch
-    buffer = bv.read(addr, arch.max_instr_length)
-    llil = LowLevelILFunction(arch=arch)
-    llil.current_address = addr
-    if arch.get_instruction_low_level_il(buffer, addr, llil) == 0:
-        return None
-    return llil[0]
--- a/capa/features/extractors/binja/insn.py
+++ b/capa/features/extractors/binja/insn.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Any, Iterator, Optional
+from typing import Any, List, Tuple, Iterator, Optional

 from binaryninja import Function
 from binaryninja import BasicBlock as BinjaBasicBlock
@@ -23,7 +23,7 @@ import capa.features.extractors.helpers
 from capa.features.insn import API, MAX_STRUCTURE_SIZE, Number, Offset, Mnemonic, OperandNumber, OperandOffset
 from capa.features.common import MAX_BYTES_FEATURE_SIZE, Bytes, String, Feature, Characteristic
 from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors.binja.helpers import DisassemblyInstruction, visit_llil_exprs, get_llil_instr_at_addr
+from capa.features.extractors.binja.helpers import DisassemblyInstruction, visit_llil_exprs
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle

 # security cookie checks may perform non-zeroing XORs, these are expected within a certain
@@ -36,27 +36,35 @@ SECURITY_COOKIE_BYTES_DELTA = 0x40
 # 2. The function must only make one call/jump to another address
 # If the function being checked is a stub function, returns the target address. Otherwise, return None.
 def is_stub_function(bv: BinaryView, addr: int) -> Optional[int]:
-    llil = get_llil_instr_at_addr(bv, addr)
-    if llil is None or llil.operation not in [
-        LowLevelILOperation.LLIL_CALL,
-        LowLevelILOperation.LLIL_CALL_STACK_ADJUST,
-        LowLevelILOperation.LLIL_JUMP,
-        LowLevelILOperation.LLIL_TAILCALL,
-    ]:
-        return None
+    funcs = bv.get_functions_at(addr)
+    for func in funcs:
+        if len(func.basic_blocks) != 1:
+            continue

-    # The LLIL instruction retrieved by `get_llil_instr_at_addr` did not go through a full analysis, so we cannot check
-    # `llil.dest.value.type` here
-    if llil.dest.operation not in [
-        LowLevelILOperation.LLIL_CONST,
-        LowLevelILOperation.LLIL_CONST_PTR,
-    ]:
-        return None
+        call_count = 0
+        call_target = None
+        for il in func.llil.instructions:
+            if il.operation in [
+                LowLevelILOperation.LLIL_CALL,
+                LowLevelILOperation.LLIL_CALL_STACK_ADJUST,
+                LowLevelILOperation.LLIL_JUMP,
+                LowLevelILOperation.LLIL_TAILCALL,
+            ]:
+                call_count += 1
+                if il.dest.value.type in [
+                    RegisterValueType.ImportedAddressValue,
+                    RegisterValueType.ConstantValue,
+                    RegisterValueType.ConstantPointerValue,
+                ]:
+                    call_target = il.dest.value.value

-    return llil.dest.constant
+        if call_count == 1 and call_target is not None:
+            return call_target
+
+    return None


-def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction API features

@@ -115,7 +123,7 @@ def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle)

 def extract_insn_number_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction number features
    example:
@@ -123,7 +131,7 @@ def extract_insn_number_features(
    """
    func: Function = fh.inner

-    results: list[tuple[Any[Number, OperandNumber], Address]] = []
+    results: List[Tuple[Any[Number, OperandNumber], Address]] = []

    def llil_checker(il: LowLevelILInstruction, parent: LowLevelILInstruction, index: int) -> bool:
        if il.operation == LowLevelILOperation.LLIL_LOAD:
@@ -154,7 +162,7 @@ def extract_insn_number_features(
    yield from results


-def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse referenced byte sequences
    example:
@@ -201,7 +209,7 @@ def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandl

 def extract_insn_string_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction string features

@@ -258,7 +266,7 @@ def extract_insn_string_features(

 def extract_insn_offset_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction structure offset features

@@ -267,7 +275,7 @@ def extract_insn_offset_features(
    """
    func: Function = fh.inner

-    results: list[tuple[Any[Offset, OperandOffset], Address]] = []
+    results: List[Tuple[Any[Offset, OperandOffset], Address]] = []
    address_size = func.view.arch.address_size * 8

    def llil_checker(il: LowLevelILInstruction, parent: LowLevelILInstruction, index: int) -> bool:
@@ -345,7 +353,7 @@ def is_nzxor_stack_cookie(f: Function, bb: BinjaBasicBlock, llil: LowLevelILInst

 def extract_insn_nzxor_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction non-zeroing XOR instruction
    ignore expected non-zeroing XORs, e.g. security cookies
@@ -359,7 +367,7 @@ def extract_insn_nzxor_characteristic_features(
        # e.g., <llil: eax = 0>, (LLIL_SET_REG). So we do not need to check whether the two operands are the same.
        if il.operation == LowLevelILOperation.LLIL_XOR:
            # Exclude cases related to the stack cookie
-            if is_nzxor_stack_cookie(fh.inner, bbh.inner, il):
+            if is_nzxor_stack_cookie(fh.inner, bbh.inner[0], il):
                return False
            results.append((Characteristic("nzxor"), ih.address))
            return False
@@ -374,7 +382,7 @@ def extract_insn_nzxor_characteristic_features(

 def extract_insn_mnemonic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction mnemonic features"""
    insn: DisassemblyInstruction = ih.inner
    yield Mnemonic(insn.text[0].text), ih.address
@@ -382,7 +390,7 @@ def extract_insn_mnemonic_features(

 def extract_insn_obfs_call_plus_5_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse call $+5 instruction from the given instruction.
    """
@@ -393,7 +401,7 @@ def extract_insn_obfs_call_plus_5_characteristic_features(

 def extract_insn_peb_access_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction peb access

    fs:[0x30] on x86, gs:[0x60] on x64
@@ -436,7 +444,7 @@ def extract_insn_peb_access_characteristic_features(

 def extract_insn_segment_access_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction fs or gs access"""
    func: Function = fh.inner

@@ -463,7 +471,7 @@ def extract_insn_segment_access_features(

 def extract_insn_cross_section_cflow(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """inspect the instruction for a CALL or JMP that crosses section boundaries"""
    func: Function = fh.inner
    bv: BinaryView = func.view
@@ -483,7 +491,7 @@ def extract_insn_cross_section_cflow(
            yield Characteristic("cross section flow"), ih.address


-def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract functions calls from features

    most relevant at the function scope, however, its most efficient to extract at the instruction scope
@@ -526,7 +534,7 @@ def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandl

 def extract_function_indirect_call_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """extract indirect function calls (e.g., call eax or call dword ptr [edx+4])
    does not include calls like => call ds:dword_ABD4974

@@ -554,7 +562,7 @@ def extract_function_indirect_call_characteristic_features(
    yield Characteristic("indirect call"), ih.address


-def extract_features(f: FunctionHandle, bbh: BBHandle, insn: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(f: FunctionHandle, bbh: BBHandle, insn: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract instruction features"""
    for inst_handler in INSTRUCTION_HANDLERS:
        for feature, ea in inst_handler(f, bbh, insn):
--- a/capa/features/extractors/cape/call.py
+++ b/capa/features/extractors/cape/call.py
@@ -7,9 +7,8 @@
 # See the License for the specific language governing permissions and limitations under the License.

 import logging
-from typing import Iterator
+from typing import Tuple, Iterator

-import capa.features.extractors.helpers
 from capa.helpers import assert_never
 from capa.features.insn import API, Number
 from capa.features.common import String, Feature
@@ -20,7 +19,7 @@ from capa.features.extractors.base_extractor import CallHandle, ThreadHandle, Pr
 logger = logging.getLogger(__name__)


-def extract_call_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_call_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    this method extracts the given call's features (such as API name and arguments),
    and returns them as API, Number, and String features.
@@ -51,11 +50,10 @@ def extract_call_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -
        else:
            assert_never(value)

-    for name in capa.features.extractors.helpers.generate_symbols("", call.api):
-        yield API(name), ch.address
+    yield API(call.api), ch.address


-def extract_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[Tuple[Feature, Address]]:
    for handler in CALL_HANDLERS:
        for feature, addr in handler(ph, th, ch):
            yield feature, addr
--- a/capa/features/extractors/cape/extractor.py
+++ b/capa/features/extractors/cape/extractor.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.

 import logging
-from typing import Union, Iterator
+from typing import Dict, Tuple, Union, Iterator

 import capa.features.extractors.cape.call
 import capa.features.extractors.cape.file
@@ -50,16 +50,16 @@ class CapeExtractor(DynamicFeatureExtractor):
        assert self.report.static is not None and self.report.static.pe is not None
        return AbsoluteVirtualAddress(self.report.static.pe.imagebase)

-    def extract_global_features(self) -> Iterator[tuple[Feature, Address]]:
+    def extract_global_features(self) -> Iterator[Tuple[Feature, Address]]:
        yield from self.global_features

-    def extract_file_features(self) -> Iterator[tuple[Feature, Address]]:
+    def extract_file_features(self) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.cape.file.extract_features(self.report)

    def get_processes(self) -> Iterator[ProcessHandle]:
        yield from capa.features.extractors.cape.file.get_processes(self.report)

-    def extract_process_features(self, ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_process_features(self, ph: ProcessHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.cape.process.extract_features(ph)

    def get_process_name(self, ph) -> str:
@@ -69,7 +69,7 @@ class CapeExtractor(DynamicFeatureExtractor):
    def get_threads(self, ph: ProcessHandle) -> Iterator[ThreadHandle]:
        yield from capa.features.extractors.cape.process.get_threads(ph)

-    def extract_thread_features(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_thread_features(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[Tuple[Feature, Address]]:
        if False:
            # force this routine to be a generator,
            # but we don't actually have any elements to generate.
@@ -81,7 +81,7 @@ class CapeExtractor(DynamicFeatureExtractor):

    def extract_call_features(
        self, ph: ProcessHandle, th: ThreadHandle, ch: CallHandle
-    ) -> Iterator[tuple[Feature, Address]]:
+    ) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.cape.call.extract_features(ph, th, ch)

    def get_call_name(self, ph, th, ch) -> str:
@@ -122,7 +122,7 @@ class CapeExtractor(DynamicFeatureExtractor):
        return "".join(parts)

    @classmethod
-    def from_report(cls, report: dict) -> "CapeExtractor":
+    def from_report(cls, report: Dict) -> "CapeExtractor":
        cr = CapeReport.model_validate(report)

        if cr.info.version not in TESTED_VERSIONS:
--- a/capa/features/extractors/cape/file.py
+++ b/capa/features/extractors/cape/file.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.

 import logging
-from typing import Iterator
+from typing import Tuple, Iterator

 from capa.features.file import Export, Import, Section
 from capa.features.common import String, Feature
@@ -41,7 +41,7 @@ def get_processes(report: CapeReport) -> Iterator[ProcessHandle]:
            seen_processes[addr].append(process)


-def extract_import_names(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_import_names(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    """
    extract imported function names
    """
@@ -62,57 +62,57 @@ def extract_import_names(report: CapeReport) -> Iterator[tuple[Feature, Address]
                yield Import(name), AbsoluteVirtualAddress(function.address)


-def extract_export_names(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_export_names(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    assert report.static is not None and report.static.pe is not None
    for function in report.static.pe.exports:
        yield Export(function.name), AbsoluteVirtualAddress(function.address)


-def extract_section_names(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_section_names(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    assert report.static is not None and report.static.pe is not None
    for section in report.static.pe.sections:
        yield Section(section.name), AbsoluteVirtualAddress(section.virtual_address)


-def extract_file_strings(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_file_strings(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    if report.strings is not None:
        for string in report.strings:
            yield String(string), NO_ADDRESS


-def extract_used_regkeys(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_used_regkeys(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for regkey in report.behavior.summary.keys:
        yield String(regkey), NO_ADDRESS


-def extract_used_files(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_used_files(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for file in report.behavior.summary.files:
        yield String(file), NO_ADDRESS


-def extract_used_mutexes(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_used_mutexes(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for mutex in report.behavior.summary.mutexes:
        yield String(mutex), NO_ADDRESS


-def extract_used_commands(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_used_commands(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for cmd in report.behavior.summary.executed_commands:
        yield String(cmd), NO_ADDRESS


-def extract_used_apis(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_used_apis(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for symbol in report.behavior.summary.resolved_apis:
        yield String(symbol), NO_ADDRESS


-def extract_used_services(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_used_services(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for svc in report.behavior.summary.created_services:
        yield String(svc), NO_ADDRESS
    for svc in report.behavior.summary.started_services:
        yield String(svc), NO_ADDRESS


-def extract_features(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_features(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for handler in FILE_HANDLERS:
        for feature, addr in handler(report):
            yield feature, addr
--- a/capa/features/extractors/cape/global_.py
+++ b/capa/features/extractors/cape/global_.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.

 import logging
-from typing import Iterator
+from typing import Tuple, Iterator

 from capa.features.common import (
    OS,
@@ -28,7 +28,7 @@ from capa.features.extractors.cape.models import CapeReport
 logger = logging.getLogger(__name__)


-def extract_arch(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_arch(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    if "Intel 80386" in report.target.file.type:
        yield Arch(ARCH_I386), NO_ADDRESS
    elif "x86-64" in report.target.file.type:
@@ -40,7 +40,7 @@ def extract_arch(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
        )


-def extract_format(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_format(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    if "PE" in report.target.file.type:
        yield Format(FORMAT_PE), NO_ADDRESS
    elif "ELF" in report.target.file.type:
@@ -48,11 +48,11 @@ def extract_format(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
    else:
        logger.warning("unknown file format, file command output: %s", report.target.file.type)
        raise ValueError(
-            f"unrecognized file format from the CAPE report; output of file command: {report.target.file.type}"
+            "unrecognized file format from the CAPE report; output of file command: {report.target.file.type}"
        )


-def extract_os(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_os(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    # this variable contains the output of the file command
    file_output = report.target.file.type

@@ -73,14 +73,14 @@ def extract_os(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
        else:
            # if the operating system information is missing from the cape report, it's likely a bug
            logger.warning("unrecognized OS: %s", file_output)
-            raise ValueError(f"unrecognized OS from the CAPE report; output of file command: {file_output}")
+            raise ValueError("unrecognized OS from the CAPE report; output of file command: {file_output}")
    else:
        # the sample is shellcode
        logger.debug("unsupported file format, file command output: %s", file_output)
        yield OS(OS_ANY), NO_ADDRESS


-def extract_features(report: CapeReport) -> Iterator[tuple[Feature, Address]]:
+def extract_features(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
    for global_handler in GLOBAL_HANDLER:
        for feature, addr in global_handler(report):
            yield feature, addr
--- a/capa/features/extractors/cape/helpers.py
+++ b/capa/features/extractors/cape/helpers.py
@@ -6,12 +6,12 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.

-from typing import Any
+from typing import Any, Dict, List

 from capa.features.extractors.base_extractor import ProcessHandle


-def find_process(processes: list[dict[str, Any]], ph: ProcessHandle) -> dict[str, Any]:
+def find_process(processes: List[Dict[str, Any]], ph: ProcessHandle) -> Dict[str, Any]:
    """
    find a specific process identified by a process handler.

--- a/capa/features/extractors/cape/models.py
+++ b/capa/features/extractors/cape/models.py
@@ -6,9 +6,10 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 import binascii
-from typing import Any, Union, Literal, Optional, Annotated, TypeAlias
+from typing import Any, Dict, List, Union, Literal, Optional

 from pydantic import Field, BaseModel, ConfigDict
+from typing_extensions import Annotated, TypeAlias
 from pydantic.functional_validators import BeforeValidator


@@ -58,11 +59,11 @@ Skip: TypeAlias = Optional[Any]
 # in a field with this type.
 # then we can update the model with the discovered shape.
 TODO: TypeAlias = None
-ListTODO: TypeAlias = list[None]
+ListTODO: TypeAlias = List[None]
 DictTODO: TypeAlias = ExactModel

-Emptydict: TypeAlias = BaseModel
-EmptyList: TypeAlias = list[Any]
+EmptyDict: TypeAlias = BaseModel
+EmptyList: TypeAlias = List[Any]


 class Info(FlexibleModel):
@@ -76,7 +77,7 @@ class ImportedSymbol(ExactModel):

 class ImportedDll(ExactModel):
    dll: str
-    imports: list[ImportedSymbol]
+    imports: List[ImportedSymbol]


 class DirectoryEntry(ExactModel):
@@ -148,7 +149,7 @@ class Signer(ExactModel):
    aux_valid: Optional[bool] = None
    aux_error: Optional[bool] = None
    aux_error_desc: Optional[str] = None
-    aux_signers: Optional[list[AuxSigner]] = None
+    aux_signers: Optional[List[AuxSigner]] = None


 class Overlay(ExactModel):
@@ -177,22 +178,22 @@ class PE(ExactModel):
    pdbpath: Optional[str] = None
    timestamp: str

-    # list[ImportedDll], or dict[basename(dll), ImportedDll]
-    imports: Union[list[ImportedDll], dict[str, ImportedDll]]
+    # List[ImportedDll], or Dict[basename(dll), ImportedDll]
+    imports: Union[List[ImportedDll], Dict[str, ImportedDll]]
    imported_dll_count: Optional[int] = None
    imphash: str

    exported_dll_name: Optional[str] = None
-    exports: list[ExportedSymbol]
+    exports: List[ExportedSymbol]

-    dirents: list[DirectoryEntry]
-    sections: list[Section]
+    dirents: List[DirectoryEntry]
+    sections: List[Section]

    ep_bytes: Optional[HexBytes] = None

    overlay: Optional[Overlay] = None
-    resources: list[Resource]
-    versioninfo: list[KV]
+    resources: List[Resource]
+    versioninfo: List[KV]

    # base64 encoded data
    icon: Optional[str] = None
@@ -203,7 +204,7 @@ class PE(ExactModel):
    # short hex string
    icon_dhash: Optional[str] = None

-    digital_signers: list[DigitalSigner]
+    digital_signers: List[DigitalSigner]
    guest_signers: Signer


@@ -216,9 +217,9 @@ class File(FlexibleModel):
    cape_type: Optional[str] = None

    pid: Optional[Union[int, Literal[""]]] = None
-    name: Union[list[str], str]
+    name: Union[List[str], str]
    path: str
-    guest_paths: Union[list[str], str, None]
+    guest_paths: Union[List[str], str, None]
    timestamp: Optional[str] = None

    #
@@ -243,7 +244,7 @@ class File(FlexibleModel):
    ep_bytes: Optional[HexBytes] = None
    entrypoint: Optional[int] = None
    data: Optional[str] = None
-    strings: Optional[list[str]] = None
+    strings: Optional[List[str]] = None

    #
    # detections (skip)
@@ -282,7 +283,7 @@ class Call(ExactModel):

    api: str

-    arguments: list[Argument]
+    arguments: List[Argument]
    status: bool
    return_: HexInt = Field(alias="return")
    pretty_return: Optional[str] = None
@@ -297,18 +298,15 @@ class Call(ExactModel):
    id: int


-# FlexibleModel to account for extended fields
-# refs: https://github.com/mandiant/capa/issues/2466
-# https://github.com/kevoreilly/CAPEv2/pull/2199
-class Process(FlexibleModel):
+class Process(ExactModel):
    process_id: int
    process_name: str
    parent_id: int
    module_path: str
    first_seen: str
-    calls: list[Call]
-    threads: list[int]
-    environ: dict[str, str]
+    calls: List[Call]
+    threads: List[int]
+    environ: Dict[str, str]


 class ProcessTree(ExactModel):
@@ -316,25 +314,25 @@ class ProcessTree(ExactModel):
    pid: int
    parent_id: int
    module_path: str
-    threads: list[int]
-    environ: dict[str, str]
-    children: list["ProcessTree"]
+    threads: List[int]
+    environ: Dict[str, str]
+    children: List["ProcessTree"]


 class Summary(ExactModel):
-    files: list[str]
-    read_files: list[str]
-    write_files: list[str]
-    delete_files: list[str]
-    keys: list[str]
-    read_keys: list[str]
-    write_keys: list[str]
-    delete_keys: list[str]
-    executed_commands: list[str]
-    resolved_apis: list[str]
-    mutexes: list[str]
-    created_services: list[str]
-    started_services: list[str]
+    files: List[str]
+    read_files: List[str]
+    write_files: List[str]
+    delete_files: List[str]
+    keys: List[str]
+    read_keys: List[str]
+    write_keys: List[str]
+    delete_keys: List[str]
+    executed_commands: List[str]
+    resolved_apis: List[str]
+    mutexes: List[str]
+    created_services: List[str]
+    started_services: List[str]


 class EncryptedBuffer(ExactModel):
@@ -351,12 +349,12 @@ class Behavior(ExactModel):
    summary: Summary

    # list of processes, of threads, of calls
-    processes: list[Process]
+    processes: List[Process]
    # tree of processes
-    processtree: list[ProcessTree]
+    processtree: List[ProcessTree]

-    anomaly: list[str]
-    encryptedbuffers: list[EncryptedBuffer]
+    anomaly: List[str]
+    encryptedbuffers: List[EncryptedBuffer]
    # these are small objects that describe atomic events,
    # like file move, registry access.
    # we'll detect the same with our API call analysis.
@@ -375,7 +373,7 @@ class Static(ExactModel):


 class Cape(ExactModel):
-    payloads: list[ProcessFile]
+    payloads: List[ProcessFile]
    configs: Skip = None


@@ -391,7 +389,7 @@ class CapeReport(FlexibleModel):
    # static analysis results
    #
    static: Optional[Static] = None
-    strings: Optional[list[str]] = None
+    strings: Optional[List[str]] = None

    #
    # dynamic analysis results
@@ -400,10 +398,10 @@ class CapeReport(FlexibleModel):
    behavior: Behavior

    # post-processed results: payloads and extracted configs
-    CAPE: Optional[Union[Cape, list]] = None
-    dropped: Optional[list[File]] = None
-    procdump: Optional[list[ProcessFile]] = None
-    procmemory: Optional[ListTODO] = None
+    CAPE: Optional[Union[Cape, List]] = None
+    dropped: Optional[List[File]] = None
+    procdump: Optional[List[ProcessFile]] = None
+    procmemory: ListTODO

    # =========================================================================
    # information we won't use in capa
@@ -439,7 +437,7 @@ class CapeReport(FlexibleModel):
    malfamily_tag: Optional[str] = None
    malscore: float
    detections: Skip = None
-    detections2pid: Optional[dict[int, list[str]]] = None
+    detections2pid: Optional[Dict[int, List[str]]] = None
    # AV detections for the sample.
    virustotal: Skip = None

--- a/capa/features/extractors/cape/process.py
+++ b/capa/features/extractors/cape/process.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.

 import logging
-from typing import Iterator
+from typing import List, Tuple, Iterator

 from capa.features.common import String, Feature
 from capa.features.address import Address, ThreadAddress
@@ -22,14 +22,14 @@ def get_threads(ph: ProcessHandle) -> Iterator[ThreadHandle]:
    get the threads associated with a given process
    """
    process: Process = ph.inner
-    threads: list[int] = process.threads
+    threads: List[int] = process.threads

    for thread in threads:
        address: ThreadAddress = ThreadAddress(process=ph.address, tid=thread)
        yield ThreadHandle(address=address, inner={})


-def extract_environ_strings(ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_environ_strings(ph: ProcessHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    extract strings from a process' provided environment variables.
    """
@@ -39,7 +39,7 @@ def extract_environ_strings(ph: ProcessHandle) -> Iterator[tuple[Feature, Addres
        yield String(value), ph.address


-def extract_features(ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(ph: ProcessHandle) -> Iterator[Tuple[Feature, Address]]:
    for handler in PROCESS_HANDLERS:
        for feature, addr in handler(ph):
            yield feature, addr
--- a/capa/features/extractors/common.py
+++ b/capa/features/extractors/common.py
@@ -10,7 +10,7 @@ import re
 import logging
 import binascii
 import contextlib
-from typing import Iterator
+from typing import Tuple, Iterator

 import pefile

@@ -45,7 +45,7 @@ MATCH_RESULT = b'{"meta":'
 MATCH_JSON_OBJECT = b'{"'


-def extract_file_strings(buf: bytes, **kwargs) -> Iterator[tuple[String, Address]]:
+def extract_file_strings(buf: bytes, **kwargs) -> Iterator[Tuple[String, Address]]:
    """
    extract ASCII and UTF-16 LE strings from file
    """
@@ -56,7 +56,7 @@ def extract_file_strings(buf: bytes, **kwargs) -> Iterator[tuple[String, Address
        yield String(s.s), FileOffsetAddress(s.offset)


-def extract_format(buf: bytes) -> Iterator[tuple[Feature, Address]]:
+def extract_format(buf: bytes) -> Iterator[Tuple[Feature, Address]]:
    if buf.startswith(MATCH_PE):
        yield Format(FORMAT_PE), NO_ADDRESS
    elif buf.startswith(MATCH_ELF):
@@ -75,11 +75,11 @@ def extract_format(buf: bytes) -> Iterator[tuple[Feature, Address]]:
        #  1. handling a file format (e.g. macho)
        #
        # for (1), this logic will need to be updated as the format is implemented.
-        logger.debug("unknown file format: %s", buf[:4].hex())
+        logger.debug("unsupported file format: %s", binascii.hexlify(buf[:4]).decode("ascii"))
        return


-def extract_arch(buf) -> Iterator[tuple[Feature, Address]]:
+def extract_arch(buf) -> Iterator[Tuple[Feature, Address]]:
    if buf.startswith(MATCH_PE):
        yield from capa.features.extractors.pefile.extract_file_arch(pe=pefile.PE(data=buf))

@@ -111,7 +111,7 @@ def extract_arch(buf) -> Iterator[tuple[Feature, Address]]:
        return


-def extract_os(buf, os=OS_AUTO) -> Iterator[tuple[Feature, Address]]:
+def extract_os(buf, os=OS_AUTO) -> Iterator[Tuple[Feature, Address]]:
    if os != OS_AUTO:
        yield OS(os), NO_ADDRESS

--- a/capa/features/extractors/dnfile/extractor.py
+++ b/capa/features/extractors/dnfile/extractor.py
@@ -8,7 +8,7 @@

 from __future__ import annotations

-from typing import Union, Iterator, Optional
+from typing import Dict, List, Tuple, Union, Iterator, Optional
 from pathlib import Path

 import dnfile
@@ -41,11 +41,11 @@ from capa.features.extractors.dnfile.helpers import (

 class DnFileFeatureExtractorCache:
    def __init__(self, pe: dnfile.dnPE):
-        self.imports: dict[int, Union[DnType, DnUnmanagedMethod]] = {}
-        self.native_imports: dict[int, Union[DnType, DnUnmanagedMethod]] = {}
-        self.methods: dict[int, Union[DnType, DnUnmanagedMethod]] = {}
-        self.fields: dict[int, Union[DnType, DnUnmanagedMethod]] = {}
-        self.types: dict[int, Union[DnType, DnUnmanagedMethod]] = {}
+        self.imports: Dict[int, Union[DnType, DnUnmanagedMethod]] = {}
+        self.native_imports: Dict[int, Union[DnType, DnUnmanagedMethod]] = {}
+        self.methods: Dict[int, Union[DnType, DnUnmanagedMethod]] = {}
+        self.fields: Dict[int, Union[DnType, DnUnmanagedMethod]] = {}
+        self.types: Dict[int, Union[DnType, DnUnmanagedMethod]] = {}

        for import_ in get_dotnet_managed_imports(pe):
            self.imports[import_.token] = import_
@@ -84,7 +84,7 @@ class DnfileFeatureExtractor(StaticFeatureExtractor):
        self.token_cache: DnFileFeatureExtractorCache = DnFileFeatureExtractorCache(self.pe)

        # pre-compute these because we'll yield them at *every* scope.
-        self.global_features: list[tuple[Feature, Address]] = []
+        self.global_features: List[Tuple[Feature, Address]] = []
        self.global_features.extend(capa.features.extractors.dotnetfile.extract_file_format())
        self.global_features.extend(capa.features.extractors.dotnetfile.extract_file_os(pe=self.pe))
        self.global_features.extend(capa.features.extractors.dotnetfile.extract_file_arch(pe=self.pe))
@@ -100,7 +100,7 @@ class DnfileFeatureExtractor(StaticFeatureExtractor):

    def get_functions(self) -> Iterator[FunctionHandle]:
        # create a method lookup table
-        methods: dict[Address, FunctionHandle] = {}
+        methods: Dict[Address, FunctionHandle] = {}
        for token, method in get_dotnet_managed_method_bodies(self.pe):
            fh: FunctionHandle = FunctionHandle(
                address=DNTokenAddress(token),
@@ -136,7 +136,7 @@ class DnfileFeatureExtractor(StaticFeatureExtractor):

        yield from methods.values()

-    def extract_function_features(self, fh) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(self, fh) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.dnfile.function.extract_features(fh)

    def get_basic_blocks(self, f) -> Iterator[BBHandle]:
@@ -157,5 +157,5 @@ class DnfileFeatureExtractor(StaticFeatureExtractor):
                inner=insn,
            )

-    def extract_insn_features(self, fh, bbh, ih) -> Iterator[tuple[Feature, Address]]:
+    def extract_insn_features(self, fh, bbh, ih) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.dnfile.insn.extract_features(fh, bbh, ih)
--- a/capa/features/extractors/dnfile/file.py
+++ b/capa/features/extractors/dnfile/file.py
@@ -8,7 +8,7 @@

 from __future__ import annotations

-from typing import Iterator
+from typing import Tuple, Iterator

 import dnfile

@@ -18,35 +18,35 @@ from capa.features.common import Class, Format, String, Feature, Namespace, Char
 from capa.features.address import Address


-def extract_file_import_names(pe: dnfile.dnPE) -> Iterator[tuple[Import, Address]]:
+def extract_file_import_names(pe: dnfile.dnPE) -> Iterator[Tuple[Import, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_import_names(pe=pe)


-def extract_file_format(pe: dnfile.dnPE) -> Iterator[tuple[Format, Address]]:
+def extract_file_format(pe: dnfile.dnPE) -> Iterator[Tuple[Format, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_format(pe=pe)


-def extract_file_function_names(pe: dnfile.dnPE) -> Iterator[tuple[FunctionName, Address]]:
+def extract_file_function_names(pe: dnfile.dnPE) -> Iterator[Tuple[FunctionName, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_function_names(pe=pe)


-def extract_file_strings(pe: dnfile.dnPE) -> Iterator[tuple[String, Address]]:
+def extract_file_strings(pe: dnfile.dnPE) -> Iterator[Tuple[String, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_strings(pe=pe)


-def extract_file_mixed_mode_characteristic_features(pe: dnfile.dnPE) -> Iterator[tuple[Characteristic, Address]]:
+def extract_file_mixed_mode_characteristic_features(pe: dnfile.dnPE) -> Iterator[Tuple[Characteristic, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_mixed_mode_characteristic_features(pe=pe)


-def extract_file_namespace_features(pe: dnfile.dnPE) -> Iterator[tuple[Namespace, Address]]:
+def extract_file_namespace_features(pe: dnfile.dnPE) -> Iterator[Tuple[Namespace, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_namespace_features(pe=pe)


-def extract_file_class_features(pe: dnfile.dnPE) -> Iterator[tuple[Class, Address]]:
+def extract_file_class_features(pe: dnfile.dnPE) -> Iterator[Tuple[Class, Address]]:
    yield from capa.features.extractors.dotnetfile.extract_file_class_features(pe=pe)


-def extract_features(pe: dnfile.dnPE) -> Iterator[tuple[Feature, Address]]:
+def extract_features(pe: dnfile.dnPE) -> Iterator[Tuple[Feature, Address]]:
    for file_handler in FILE_HANDLERS:
        for feature, address in file_handler(pe):
            yield feature, address
--- a/capa/features/extractors/dnfile/function.py
+++ b/capa/features/extractors/dnfile/function.py
@@ -9,7 +9,7 @@
 from __future__ import annotations

 import logging
-from typing import Iterator
+from typing import Tuple, Iterator

 from capa.features.common import Feature, Characteristic
 from capa.features.address import Address
@@ -18,30 +18,30 @@ from capa.features.extractors.base_extractor import FunctionHandle
 logger = logging.getLogger(__name__)


-def extract_function_calls_to(fh: FunctionHandle) -> Iterator[tuple[Characteristic, Address]]:
+def extract_function_calls_to(fh: FunctionHandle) -> Iterator[Tuple[Characteristic, Address]]:
    """extract callers to a function"""
    for dest in fh.ctx["calls_to"]:
        yield Characteristic("calls to"), dest


-def extract_function_calls_from(fh: FunctionHandle) -> Iterator[tuple[Characteristic, Address]]:
+def extract_function_calls_from(fh: FunctionHandle) -> Iterator[Tuple[Characteristic, Address]]:
    """extract callers from a function"""
    for src in fh.ctx["calls_from"]:
        yield Characteristic("calls from"), src


-def extract_recursive_call(fh: FunctionHandle) -> Iterator[tuple[Characteristic, Address]]:
+def extract_recursive_call(fh: FunctionHandle) -> Iterator[Tuple[Characteristic, Address]]:
    """extract recursive function call"""
    if fh.address in fh.ctx["calls_to"]:
        yield Characteristic("recursive call"), fh.address


-def extract_function_loop(fh: FunctionHandle) -> Iterator[tuple[Characteristic, Address]]:
+def extract_function_loop(fh: FunctionHandle) -> Iterator[Tuple[Characteristic, Address]]:
    """extract loop indicators from a function"""
    raise NotImplementedError()


-def extract_features(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
    for func_handler in FUNCTION_HANDLERS:
        for feature, addr in func_handler(fh):
            yield feature, addr
--- a/capa/features/extractors/dnfile/helpers.py
+++ b/capa/features/extractors/dnfile/helpers.py
@@ -9,7 +9,7 @@
 from __future__ import annotations

 import logging
-from typing import Union, Iterator, Optional
+from typing import Dict, Tuple, Union, Iterator, Optional

 import dnfile
 from dncil.cil.body import CilMethodBody
@@ -144,7 +144,7 @@ def get_dotnet_managed_imports(pe: dnfile.dnPE) -> Iterator[DnType]:
        )


-def get_dotnet_methoddef_property_accessors(pe: dnfile.dnPE) -> Iterator[tuple[int, str]]:
+def get_dotnet_methoddef_property_accessors(pe: dnfile.dnPE) -> Iterator[Tuple[int, str]]:
    """get MethodDef methods used to access properties

    see https://www.ntcore.com/files/dotnetformat.htm
@@ -194,7 +194,7 @@ def get_dotnet_managed_methods(pe: dnfile.dnPE) -> Iterator[DnType]:
    """
    nested_class_table = get_dotnet_nested_class_table_index(pe)

-    accessor_map: dict[int, str] = {}
+    accessor_map: Dict[int, str] = {}
    for methoddef, methoddef_access in get_dotnet_methoddef_property_accessors(pe):
        accessor_map[methoddef] = methoddef_access

@@ -252,7 +252,7 @@ def get_dotnet_fields(pe: dnfile.dnPE) -> Iterator[DnType]:
            yield DnType(token, typedefname, namespace=typedefnamespace, member=field.row.Name)


-def get_dotnet_managed_method_bodies(pe: dnfile.dnPE) -> Iterator[tuple[int, CilMethodBody]]:
+def get_dotnet_managed_method_bodies(pe: dnfile.dnPE) -> Iterator[Tuple[int, CilMethodBody]]:
    """get managed methods from MethodDef table"""
    for rid, method_def in iter_dotnet_table(pe, dnfile.mdtable.MethodDef.number):
        assert isinstance(method_def, dnfile.mdtable.MethodDefRow)
@@ -332,7 +332,7 @@ def get_dotnet_table_row(pe: dnfile.dnPE, table_index: int, row_index: int) -> O

 def resolve_nested_typedef_name(
    nested_class_table: dict, index: int, typedef: dnfile.mdtable.TypeDefRow, pe: dnfile.dnPE
-) -> tuple[str, tuple[str, ...]]:
+) -> Tuple[str, Tuple[str, ...]]:
    """Resolves all nested TypeDef class names. Returns the namespace as a str and the nested TypeRef name as a tuple"""

    if index in nested_class_table:
@@ -368,7 +368,7 @@ def resolve_nested_typedef_name(

 def resolve_nested_typeref_name(
    index: int, typeref: dnfile.mdtable.TypeRefRow, pe: dnfile.dnPE
-) -> tuple[str, tuple[str, ...]]:
+) -> Tuple[str, Tuple[str, ...]]:
    """Resolves all nested TypeRef class names. Returns the namespace as a str and the nested TypeRef name as a tuple"""
    # If the ResolutionScope decodes to a typeRef type then it is nested
    if isinstance(typeref.ResolutionScope.table, dnfile.mdtable.TypeRef):
@@ -398,7 +398,7 @@ def resolve_nested_typeref_name(
        return str(typeref.TypeNamespace), (str(typeref.TypeName),)


-def get_dotnet_nested_class_table_index(pe: dnfile.dnPE) -> dict[int, int]:
+def get_dotnet_nested_class_table_index(pe: dnfile.dnPE) -> Dict[int, int]:
    """Build index for EnclosingClass based off the NestedClass row index in the nestedclass table"""
    nested_class_table = {}

@@ -442,7 +442,7 @@ def is_dotnet_mixed_mode(pe: dnfile.dnPE) -> bool:
    return not bool(pe.net.Flags.CLR_ILONLY)


-def iter_dotnet_table(pe: dnfile.dnPE, table_index: int) -> Iterator[tuple[int, dnfile.base.MDTableRow]]:
+def iter_dotnet_table(pe: dnfile.dnPE, table_index: int) -> Iterator[Tuple[int, dnfile.base.MDTableRow]]:
    assert pe.net is not None
    assert pe.net.mdtables is not None

--- a/capa/features/extractors/dnfile/insn.py
+++ b/capa/features/extractors/dnfile/insn.py
@@ -9,7 +9,7 @@
 from __future__ import annotations

 import logging
-from typing import TYPE_CHECKING, Union, Iterator, Optional
+from typing import TYPE_CHECKING, Tuple, Union, Iterator, Optional

 if TYPE_CHECKING:
    from capa.features.extractors.dnfile.extractor import DnFileFeatureExtractorCache
@@ -61,7 +61,7 @@ def get_callee(
    return callee


-def extract_insn_api_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_api_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction API features"""
    if ih.inner.opcode not in (
        OpCodes.Call,
@@ -83,7 +83,7 @@ def extract_insn_api_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterato
            yield API(name), ih.address


-def extract_insn_property_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_property_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction property features"""
    name: Optional[str] = None
    access: Optional[str] = None
@@ -118,7 +118,7 @@ def extract_insn_property_features(fh: FunctionHandle, bh, ih: InsnHandle) -> It

 def extract_insn_namespace_class_features(
    fh: FunctionHandle, bh, ih: InsnHandle
-) -> Iterator[tuple[Union[Namespace, Class], Address]]:
+) -> Iterator[Tuple[Union[Namespace, Class], Address]]:
    """parse instruction namespace and class features"""
    type_: Optional[Union[DnType, DnUnmanagedMethod]] = None

@@ -173,13 +173,13 @@ def extract_insn_namespace_class_features(
            yield Namespace(type_.namespace), ih.address


-def extract_insn_number_features(fh, bh, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_number_features(fh, bh, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction number features"""
    if ih.inner.is_ldc():
        yield Number(ih.inner.get_ldc()), ih.address


-def extract_insn_string_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_string_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction string features"""
    if not ih.inner.is_ldstr():
        return
@@ -197,7 +197,7 @@ def extract_insn_string_features(fh: FunctionHandle, bh, ih: InsnHandle) -> Iter

 def extract_unmanaged_call_characteristic_features(
    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Characteristic, Address]]:
+) -> Iterator[Tuple[Characteristic, Address]]:
    if ih.inner.opcode not in (OpCodes.Call, OpCodes.Callvirt, OpCodes.Jmp):
        return

@@ -209,7 +209,7 @@ def extract_unmanaged_call_characteristic_features(
        yield Characteristic("unmanaged call"), ih.address


-def extract_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract instruction features"""
    for inst_handler in INSTRUCTION_HANDLERS:
        for feature, addr in inst_handler(fh, bbh, ih):
--- a/capa/features/extractors/dnfile/types.py
+++ b/capa/features/extractors/dnfile/types.py
@@ -6,17 +6,17 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.

-from typing import Optional
+from typing import Tuple, Optional


 class DnType:
    def __init__(
-        self, token: int, class_: tuple[str, ...], namespace: str = "", member: str = "", access: Optional[str] = None
+        self, token: int, class_: Tuple[str, ...], namespace: str = "", member: str = "", access: Optional[str] = None
    ):
        self.token: int = token
        self.access: Optional[str] = access
        self.namespace: str = namespace
-        self.class_: tuple[str, ...] = class_
+        self.class_: Tuple[str, ...] = class_

        if member == ".ctor":
            member = "ctor"
@@ -44,7 +44,7 @@ class DnType:
        return str(self)

    @staticmethod
-    def format_name(class_: tuple[str, ...], namespace: str = "", member: str = ""):
+    def format_name(class_: Tuple[str, ...], namespace: str = "", member: str = ""):
        if len(class_) > 1:
            class_str = "/".join(class_)  # Concat items in tuple, separated by a "/"
        else:
--- a/capa/features/extractors/dotnetfile.py
+++ b/capa/features/extractors/dotnetfile.py
@@ -6,7 +6,7 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 import logging
-from typing import Iterator
+from typing import Tuple, Iterator
 from pathlib import Path

 import dnfile
@@ -48,12 +48,12 @@ from capa.features.extractors.dnfile.helpers import (
 logger = logging.getLogger(__name__)


-def extract_file_format(**kwargs) -> Iterator[tuple[Format, Address]]:
+def extract_file_format(**kwargs) -> Iterator[Tuple[Format, Address]]:
    yield Format(FORMAT_DOTNET), NO_ADDRESS
    yield Format(FORMAT_PE), NO_ADDRESS


-def extract_file_import_names(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Import, Address]]:
+def extract_file_import_names(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[Import, Address]]:
    for method in get_dotnet_managed_imports(pe):
        # like System.IO.File::OpenRead
        yield Import(str(method)), DNTokenAddress(method.token)
@@ -64,12 +64,12 @@ def extract_file_import_names(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Impor
            yield Import(name), DNTokenAddress(imp.token)


-def extract_file_function_names(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[FunctionName, Address]]:
+def extract_file_function_names(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[FunctionName, Address]]:
    for method in get_dotnet_managed_methods(pe):
        yield FunctionName(str(method)), DNTokenAddress(method.token)


-def extract_file_namespace_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Namespace, Address]]:
+def extract_file_namespace_features(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[Namespace, Address]]:
    """emit namespace features from TypeRef and TypeDef tables"""

    # namespaces may be referenced multiple times, so we need to filter
@@ -93,7 +93,7 @@ def extract_file_namespace_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple
        yield Namespace(namespace), NO_ADDRESS


-def extract_file_class_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Class, Address]]:
+def extract_file_class_features(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[Class, Address]]:
    """emit class features from TypeRef and TypeDef tables"""
    nested_class_table = get_dotnet_nested_class_table_index(pe)

@@ -116,11 +116,11 @@ def extract_file_class_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Cla
        yield Class(DnType.format_name(typerefname, namespace=typerefnamespace)), DNTokenAddress(token)


-def extract_file_os(**kwargs) -> Iterator[tuple[OS, Address]]:
+def extract_file_os(**kwargs) -> Iterator[Tuple[OS, Address]]:
    yield OS(OS_ANY), NO_ADDRESS


-def extract_file_arch(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Arch, Address]]:
+def extract_file_arch(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[Arch, Address]]:
    # to distinguish in more detail, see https://stackoverflow.com/a/23614024/10548020
    # .NET 4.5 added option: any CPU, 32-bit preferred
    assert pe.net is not None
@@ -134,18 +134,18 @@ def extract_file_arch(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Arch, Address
        yield Arch(ARCH_ANY), NO_ADDRESS


-def extract_file_strings(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[String, Address]]:
+def extract_file_strings(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[String, Address]]:
    yield from capa.features.extractors.common.extract_file_strings(pe.__data__)


 def extract_file_mixed_mode_characteristic_features(
    pe: dnfile.dnPE, **kwargs
-) -> Iterator[tuple[Characteristic, Address]]:
+) -> Iterator[Tuple[Characteristic, Address]]:
    if is_dotnet_mixed_mode(pe):
        yield Characteristic("mixed mode"), NO_ADDRESS


-def extract_file_features(pe: dnfile.dnPE) -> Iterator[tuple[Feature, Address]]:
+def extract_file_features(pe: dnfile.dnPE) -> Iterator[Tuple[Feature, Address]]:
    for file_handler in FILE_HANDLERS:
        for feature, addr in file_handler(pe=pe):  # type: ignore
            yield feature, addr
@@ -162,7 +162,7 @@ FILE_HANDLERS = (
 )


-def extract_global_features(pe: dnfile.dnPE) -> Iterator[tuple[Feature, Address]]:
+def extract_global_features(pe: dnfile.dnPE) -> Iterator[Tuple[Feature, Address]]:
    for handler in GLOBAL_HANDLERS:
        for feature, va in handler(pe=pe):  # type: ignore
            yield feature, va
@@ -204,7 +204,7 @@ class DotnetFileFeatureExtractor(StaticFeatureExtractor):
    def is_mixed_mode(self) -> bool:
        return is_dotnet_mixed_mode(self.pe)

-    def get_runtime_version(self) -> tuple[int, int]:
+    def get_runtime_version(self) -> Tuple[int, int]:
        assert self.pe.net is not None
        assert self.pe.net.struct is not None
        assert self.pe.net.struct.MajorRuntimeVersion is not None
--- a/capa/features/extractors/drakvuf/call.py
+++ b/capa/features/extractors/drakvuf/call.py
@@ -1,58 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import logging
-from typing import Iterator
-
-import capa.features.extractors.helpers
-from capa.features.insn import API, Number
-from capa.features.common import String, Feature
-from capa.features.address import Address
-from capa.features.extractors.base_extractor import CallHandle, ThreadHandle, ProcessHandle
-from capa.features.extractors.drakvuf.models import Call
-
-logger = logging.getLogger(__name__)
-
-
-def extract_call_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[tuple[Feature, Address]]:
-    """
-    This method extracts the given call's features (such as API name and arguments),
-    and returns them as API, Number, and String features.
-
-    args:
-      ph: process handle (for defining the extraction scope)
-      th: thread handle (for defining the extraction scope)
-      ch: call handle (for defining the extraction scope)
-
-    yields:
-      Feature, address; where Feature is either: API, Number, or String.
-    """
-    call: Call = ch.inner
-
-    # list similar to disassembly: arguments right-to-left, call
-    for arg_value in reversed(call.arguments.values()):
-        try:
-            yield Number(int(arg_value, 0)), ch.address
-        except ValueError:
-            # DRAKVUF automatically resolves the contents of memory addresses, (e.g. Arg1="0xc6f217efe0:\"ntdll.dll\"").
-            # For those cases we yield the entire string as it, since yielding the address only would
-            # likely not provide any matches, and yielding just the memory contentswould probably be misleading,
-            # but yielding the entire string would be helpful for an analyst looking at the verbose output
-            yield String(arg_value), ch.address
-
-    for name in capa.features.extractors.helpers.generate_symbols("", call.name):
-        yield API(name), ch.address
-
-
-def extract_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[tuple[Feature, Address]]:
-    for handler in CALL_HANDLERS:
-        for feature, addr in handler(ph, th, ch):
-            yield feature, addr
-
-
-CALL_HANDLERS = (extract_call_features,)
--- a/capa/features/extractors/drakvuf/extractor.py
+++ b/capa/features/extractors/drakvuf/extractor.py
@@ -1,96 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import logging
-from typing import Union, Iterator
-
-import capa.features.extractors.drakvuf.call
-import capa.features.extractors.drakvuf.file
-import capa.features.extractors.drakvuf.thread
-import capa.features.extractors.drakvuf.global_
-import capa.features.extractors.drakvuf.process
-from capa.features.common import Feature, Characteristic
-from capa.features.address import NO_ADDRESS, Address, ThreadAddress, ProcessAddress, AbsoluteVirtualAddress, _NoAddress
-from capa.features.extractors.base_extractor import (
-    CallHandle,
-    SampleHashes,
-    ThreadHandle,
-    ProcessHandle,
-    DynamicFeatureExtractor,
-)
-from capa.features.extractors.drakvuf.models import Call, DrakvufReport
-from capa.features.extractors.drakvuf.helpers import index_calls
-
-logger = logging.getLogger(__name__)
-
-
-class DrakvufExtractor(DynamicFeatureExtractor):
-    def __init__(self, report: DrakvufReport):
-        super().__init__(
-            # DRAKVUF currently does not yield hash information about the sample in its output
-            hashes=SampleHashes(md5="", sha1="", sha256="")
-        )
-
-        self.report: DrakvufReport = report
-
-        # sort the api calls to prevent going through the entire list each time
-        self.sorted_calls: dict[ProcessAddress, dict[ThreadAddress, list[Call]]] = index_calls(report)
-
-        # pre-compute these because we'll yield them at *every* scope.
-        self.global_features = list(capa.features.extractors.drakvuf.global_.extract_features(self.report))
-
-    def get_base_address(self) -> Union[AbsoluteVirtualAddress, _NoAddress, None]:
-        # DRAKVUF currently does not yield information about the PE's address
-        return NO_ADDRESS
-
-    def extract_global_features(self) -> Iterator[tuple[Feature, Address]]:
-        yield from self.global_features
-
-    def extract_file_features(self) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.drakvuf.file.extract_features(self.report)
-
-    def get_processes(self) -> Iterator[ProcessHandle]:
-        yield from capa.features.extractors.drakvuf.file.get_processes(self.sorted_calls)
-
-    def extract_process_features(self, ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.drakvuf.process.extract_features(ph)
-
-    def get_process_name(self, ph: ProcessHandle) -> str:
-        return ph.inner["process_name"]
-
-    def get_threads(self, ph: ProcessHandle) -> Iterator[ThreadHandle]:
-        yield from capa.features.extractors.drakvuf.process.get_threads(self.sorted_calls, ph)
-
-    def extract_thread_features(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[tuple[Feature, Address]]:
-        if False:
-            # force this routine to be a generator,
-            # but we don't actually have any elements to generate.
-            yield Characteristic("never"), NO_ADDRESS
-        return
-
-    def get_calls(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[CallHandle]:
-        yield from capa.features.extractors.drakvuf.thread.get_calls(self.sorted_calls, ph, th)
-
-    def get_call_name(self, ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> str:
-        call: Call = ch.inner
-        call_name = "{}({}){}".format(
-            call.name,
-            ", ".join(f"{arg_name}={arg_value}" for arg_name, arg_value in call.arguments.items()),
-            (f" -> {getattr(call, 'return_value', '')}"),  # SysCalls don't have a return value, while WinApi calls do
-        )
-        return call_name
-
-    def extract_call_features(
-        self, ph: ProcessHandle, th: ThreadHandle, ch: CallHandle
-    ) -> Iterator[tuple[Feature, Address]]:
-        yield from capa.features.extractors.drakvuf.call.extract_features(ph, th, ch)
-
-    @classmethod
-    def from_report(cls, report: Iterator[dict]) -> "DrakvufExtractor":
-        dr = DrakvufReport.from_raw_report(report)
-        return DrakvufExtractor(report=dr)
--- a/capa/features/extractors/drakvuf/file.py
+++ b/capa/features/extractors/drakvuf/file.py
@@ -1,56 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import logging
-from typing import Iterator
-
-from capa.features.file import Import
-from capa.features.common import Feature
-from capa.features.address import Address, ThreadAddress, ProcessAddress, AbsoluteVirtualAddress
-from capa.features.extractors.helpers import generate_symbols
-from capa.features.extractors.base_extractor import ProcessHandle
-from capa.features.extractors.drakvuf.models import Call, DrakvufReport
-
-logger = logging.getLogger(__name__)
-
-
-def get_processes(calls: dict[ProcessAddress, dict[ThreadAddress, list[Call]]]) -> Iterator[ProcessHandle]:
-    """
-    Get all the created processes for a sample.
-    """
-    for proc_addr, calls_per_thread in calls.items():
-        sample_call = next(iter(calls_per_thread.values()))[0]  # get process name
-        yield ProcessHandle(proc_addr, inner={"process_name": sample_call.process_name})
-
-
-def extract_import_names(report: DrakvufReport) -> Iterator[tuple[Feature, Address]]:
-    """
-    Extract imported function names.
-    """
-    if report.loaded_dlls is None:
-        return
-    dlls = report.loaded_dlls
-
-    for dll in dlls:
-        dll_base_name = dll.name.split("\\")[-1]
-        for function_name, function_address in dll.imports.items():
-            for name in generate_symbols(dll_base_name, function_name, include_dll=True):
-                yield Import(name), AbsoluteVirtualAddress(function_address)
-
-
-def extract_features(report: DrakvufReport) -> Iterator[tuple[Feature, Address]]:
-    for handler in FILE_HANDLERS:
-        for feature, addr in handler(report):
-            yield feature, addr
-
-
-FILE_HANDLERS = (
-    # TODO(yelhamer): extract more file features from other DRAKVUF plugins
-    # https://github.com/mandiant/capa/issues/2169
-    extract_import_names,
-)
--- a/capa/features/extractors/drakvuf/global_.py
+++ b/capa/features/extractors/drakvuf/global_.py
@@ -1,44 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import logging
-from typing import Iterator
-
-from capa.features.common import OS, FORMAT_PE, ARCH_AMD64, OS_WINDOWS, Arch, Format, Feature
-from capa.features.address import NO_ADDRESS, Address
-from capa.features.extractors.drakvuf.models import DrakvufReport
-
-logger = logging.getLogger(__name__)
-
-
-def extract_format(report: DrakvufReport) -> Iterator[tuple[Feature, Address]]:
-    # DRAKVUF sandbox currently supports only Windows as the guest: https://drakvuf-sandbox.readthedocs.io/en/latest/usage/getting_started.html
-    yield Format(FORMAT_PE), NO_ADDRESS
-
-
-def extract_os(report: DrakvufReport) -> Iterator[tuple[Feature, Address]]:
-    # DRAKVUF sandbox currently supports only PE files: https://drakvuf-sandbox.readthedocs.io/en/latest/usage/getting_started.html
-    yield OS(OS_WINDOWS), NO_ADDRESS
-
-
-def extract_arch(report: DrakvufReport) -> Iterator[tuple[Feature, Address]]:
-    # DRAKVUF sandbox currently supports only x64 Windows as the guest: https://drakvuf-sandbox.readthedocs.io/en/latest/usage/getting_started.html
-    yield Arch(ARCH_AMD64), NO_ADDRESS
-
-
-def extract_features(report: DrakvufReport) -> Iterator[tuple[Feature, Address]]:
-    for global_handler in GLOBAL_HANDLER:
-        for feature, addr in global_handler(report):
-            yield feature, addr
-
-
-GLOBAL_HANDLER = (
-    extract_format,
-    extract_os,
-    extract_arch,
-)
--- a/capa/features/extractors/drakvuf/helpers.py
+++ b/capa/features/extractors/drakvuf/helpers.py
@@ -1,38 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import itertools
-
-from capa.features.address import ThreadAddress, ProcessAddress
-from capa.features.extractors.drakvuf.models import Call, DrakvufReport
-
-
-def index_calls(report: DrakvufReport) -> dict[ProcessAddress, dict[ThreadAddress, list[Call]]]:
-    # this method organizes calls into processes and threads, and then sorts them based on
-    # timestamp so that we can address individual calls per index (CallAddress requires call index)
-    result: dict[ProcessAddress, dict[ThreadAddress, list[Call]]] = {}
-    for call in itertools.chain(report.syscalls, report.apicalls):
-        if call.pid == 0:
-            # DRAKVUF captures api/native calls from all processes running on the system.
-            # we ignore the pid 0 since it's a system process and it's unlikely for it to
-            # be hijacked or so on, in addition to capa addresses not supporting null pids
-            continue
-        proc_addr = ProcessAddress(pid=call.pid, ppid=call.ppid)
-        thread_addr = ThreadAddress(process=proc_addr, tid=call.tid)
-        if proc_addr not in result:
-            result[proc_addr] = {}
-        if thread_addr not in result[proc_addr]:
-            result[proc_addr][thread_addr] = []
-
-        result[proc_addr][thread_addr].append(call)
-
-    for proc, threads in result.items():
-        for thread in threads:
-            result[proc][thread].sort(key=lambda call: call.timestamp)
-
-    return result
--- a/capa/features/extractors/drakvuf/models.py
+++ b/capa/features/extractors/drakvuf/models.py
@@ -1,137 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import logging
-from typing import Any, Iterator
-
-from pydantic import Field, BaseModel, ConfigDict, model_validator
-
-logger = logging.getLogger(__name__)
-
-
-REQUIRED_SYSCALL_FIELD_NAMES = {
-    "Plugin",
-    "TimeStamp",
-    "PID",
-    "PPID",
-    "TID",
-    "UserName",
-    "UserId",
-    "ProcessName",
-    "Method",
-    "EventUID",
-    "Module",
-    "vCPU",
-    "CR3",
-    "Syscall",
-    "NArgs",
-}
-
-
-class ConciseModel(BaseModel):
-    ConfigDict(extra="ignore")
-
-
-class DiscoveredDLL(ConciseModel):
-    plugin_name: str = Field(alias="Plugin")
-    event: str = Field(alias="Event")
-    name: str = Field(alias="DllName")
-    pid: int = Field(alias="PID")
-
-
-class LoadedDLL(ConciseModel):
-    plugin_name: str = Field(alias="Plugin")
-    event: str = Field(alias="Event")
-    name: str = Field(alias="DllName")
-    imports: dict[str, int] = Field(alias="Rva")
-
-
-class Call(ConciseModel):
-    plugin_name: str = Field(alias="Plugin")
-    timestamp: str = Field(alias="TimeStamp")
-    process_name: str = Field(alias="ProcessName")
-    ppid: int = Field(alias="PPID")
-    pid: int = Field(alias="PID")
-    tid: int = Field(alias="TID")
-    name: str = Field(alias="Method")
-    arguments: dict[str, str]
-
-
-class WinApiCall(Call):
-    # This class models Windows API calls captured by DRAKVUF (DLLs, etc.).
-    arguments: dict[str, str] = Field(alias="Arguments")
-    event: str = Field(alias="Event")
-    return_value: str = Field(alias="ReturnValue")
-
-    @model_validator(mode="before")
-    @classmethod
-    def build_arguments(cls, values: dict[str, Any]) -> dict[str, Any]:
-        args = values["Arguments"]
-        values["Arguments"] = dict(arg.split("=", 1) for arg in args)
-        return values
-
-
-class SystemCall(Call):
-    # This class models native Windows API calls captured by DRAKVUF.
-    # Schema: {
-    #   "Plugin": "syscall",
-    #   "TimeStamp": "1716999134.582553",
-    #   "PID": 3888, "PPID": 2852, "TID": 368, "UserName": "SessionID", "UserId": 2,
-    #   "ProcessName": "\\Device\\HarddiskVolume2\\Windows\\explorer.exe",
-    #   "Method": "NtSetIoCompletionEx",
-    #   "EventUID": "0x27",
-    #   "Module": "nt",
-    #   "vCPU": 0,
-    #   "CR3": "0x119b1002",
-    #   "Syscall": 419,
-    #   "NArgs": 6,
-    #   "IoCompletionHandle": "0xffffffff80001ac0", "IoCompletionReserveHandle": "0xffffffff8000188c",
-    #   "KeyContext": "0x0", "ApcContext": "0x2", "IoStatus": "0x7ffb00000000", "IoStatusInformation": "0x0"
-    # }
-    # The keys up until "NArgs" are common to all the native calls that DRAKVUF reports, with
-    # the remaining keys representing the call's specific arguments.
-    syscall_number: int = Field(alias="Syscall")
-    module: str = Field(alias="Module")
-    nargs: int = Field(alias="NArgs")
-
-    @model_validator(mode="before")
-    @classmethod
-    def build_extra(cls, values: dict[str, Any]) -> dict[str, Any]:
-        # DRAKVUF stores argument names and values as entries in the syscall's entry.
-        # This model validator collects those arguments into a list in the model.
-        values["arguments"] = {
-            name: value for name, value in values.items() if name not in REQUIRED_SYSCALL_FIELD_NAMES
-        }
-        return values
-
-
-class DrakvufReport(ConciseModel):
-    syscalls: list[SystemCall] = []
-    apicalls: list[WinApiCall] = []
-    discovered_dlls: list[DiscoveredDLL] = []
-    loaded_dlls: list[LoadedDLL] = []
-
-    @classmethod
-    def from_raw_report(cls, entries: Iterator[dict]) -> "DrakvufReport":
-        report = cls()
-
-        for entry in entries:
-            plugin = entry.get("Plugin")
-            # TODO(yelhamer): add support for more DRAKVUF plugins
-            # https://github.com/mandiant/capa/issues/2181
-            if plugin == "syscall":
-                report.syscalls.append(SystemCall(**entry))
-            elif plugin == "apimon":
-                event = entry.get("Event")
-                if event == "api_called":
-                    report.apicalls.append(WinApiCall(**entry))
-                elif event == "dll_loaded":
-                    report.loaded_dlls.append(LoadedDLL(**entry))
-                elif event == "dll_discovered":
-                    report.discovered_dlls.append(DiscoveredDLL(**entry))
-
-        return report
--- a/capa/features/extractors/drakvuf/process.py
+++ b/capa/features/extractors/drakvuf/process.py
@@ -1,40 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import logging
-from typing import Iterator
-
-from capa.features.common import String, Feature
-from capa.features.address import Address, ThreadAddress, ProcessAddress
-from capa.features.extractors.base_extractor import ThreadHandle, ProcessHandle
-from capa.features.extractors.drakvuf.models import Call
-
-logger = logging.getLogger(__name__)
-
-
-def get_threads(
-    calls: dict[ProcessAddress, dict[ThreadAddress, list[Call]]], ph: ProcessHandle
-) -> Iterator[ThreadHandle]:
-    """
-    Get the threads associated with a given process.
-    """
-    for thread_addr in calls[ph.address]:
-        yield ThreadHandle(address=thread_addr, inner={})
-
-
-def extract_process_name(ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
-    yield String(ph.inner["process_name"]), ph.address
-
-
-def extract_features(ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
-    for handler in PROCESS_HANDLERS:
-        for feature, addr in handler(ph):
-            yield feature, addr
-
-
-PROCESS_HANDLERS = (extract_process_name,)
--- a/capa/features/extractors/drakvuf/thread.py
+++ b/capa/features/extractors/drakvuf/thread.py
@@ -1,24 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-
-import logging
-from typing import Iterator
-
-from capa.features.address import ThreadAddress, ProcessAddress, DynamicCallAddress
-from capa.features.extractors.base_extractor import CallHandle, ThreadHandle, ProcessHandle
-from capa.features.extractors.drakvuf.models import Call
-
-logger = logging.getLogger(__name__)
-
-
-def get_calls(
-    sorted_calls: dict[ProcessAddress, dict[ThreadAddress, list[Call]]], ph: ProcessHandle, th: ThreadHandle
-) -> Iterator[CallHandle]:
-    for i, call in enumerate(sorted_calls[ph.address][th.address]):
-        call_addr = DynamicCallAddress(thread=th.address, id=i)
-        yield CallHandle(address=call_addr, inner=call)
--- a/capa/features/extractors/elf.py
+++ b/capa/features/extractors/elf.py
@@ -10,7 +10,7 @@ import logging
 import itertools
 import collections
 from enum import Enum
-from typing import TYPE_CHECKING, BinaryIO, Iterator, Optional
+from typing import TYPE_CHECKING, Set, Dict, List, Tuple, BinaryIO, Iterator, Optional
 from dataclasses import dataclass

 if TYPE_CHECKING:
@@ -310,9 +310,6 @@ class ELF:
        98: "TPC",
        99: "SNP1K",
        100: "ST200",
-        # https://www.sco.com/developers/gabi/latest/ch4.eheader.html
-        183: "aarch64",
-        243: "riscv",
    }

    @property
@@ -394,7 +391,7 @@ class ELF:
            return read_cstr(phdr.buf, 0)

    @property
-    def versions_needed(self) -> dict[str, set[str]]:
+    def versions_needed(self) -> Dict[str, Set[str]]:
        # symbol version requirements are stored in the .gnu.version_r section,
        # which has type SHT_GNU_verneed (0x6ffffffe).
        #
@@ -452,7 +449,7 @@ class ELF:
        return {}

    @property
-    def dynamic_entries(self) -> Iterator[tuple[int, int]]:
+    def dynamic_entries(self) -> Iterator[Tuple[int, int]]:
        """
        read the entries from the dynamic section,
        yielding the tag and value for each entry.
@@ -547,7 +544,7 @@ class ELF:
                logger.warning("failed to read DT_NEEDED entry: %s", str(e))

    @property
-    def symtab(self) -> Optional[tuple[Shdr, Shdr]]:
+    def symtab(self) -> Optional[Tuple[Shdr, Shdr]]:
        """
        fetch the Shdr for the symtab and the associated strtab.
        """
@@ -682,7 +679,7 @@ class SymTab:
        symtab: Shdr,
        strtab: Shdr,
    ) -> None:
-        self.symbols: list[Symbol] = []
+        self.symbols: List[Symbol] = []

        self.symtab = symtab
        self.strtab = strtab
--- a/capa/features/extractors/elffile.py
+++ b/capa/features/extractors/elffile.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.
 import io
 import logging
-from typing import Iterator
+from typing import Tuple, Iterator
 from pathlib import Path

 from elftools.elf.elffile import ELFFile, DynamicSegment, SymbolTableSection
@@ -50,12 +50,7 @@ def extract_file_export_names(elf: ELFFile, **kwargs):
        if not isinstance(segment, DynamicSegment):
            continue

-        tab_ptr, tab_offset = segment.get_table_offset("DT_SYMTAB")
-        if tab_ptr is None or tab_offset is None:
-            logger.debug("Dynamic segment doesn't contain DT_SYMTAB")
-            continue
-
-        logger.debug("Dynamic segment contains %s symbols: ", segment.num_symbols())
+        logger.debug("Dynamic Segment contains %s symbols: ", segment.num_symbols())

        for symbol in segment.iter_symbols():
            # The following conditions are based on the following article
@@ -81,11 +76,6 @@ def extract_file_import_names(elf: ELFFile, **kwargs):
        if not isinstance(segment, DynamicSegment):
            continue

-        tab_ptr, tab_offset = segment.get_table_offset("DT_SYMTAB")
-        if tab_ptr is None or tab_offset is None:
-            logger.debug("Dynamic segment doesn't contain DT_SYMTAB")
-            continue
-
        for _, symbol in enumerate(segment.iter_symbols()):
            # The following conditions are based on the following article
            # http://www.m4b.io/elf/export/binary/analysis/2015/05/25/what-is-an-elf-export.html
@@ -110,16 +100,7 @@ def extract_file_import_names(elf: ELFFile, **kwargs):
        logger.debug("Dynamic Segment contains %s relocation tables:", len(relocation_tables))

        for relocation_table in relocation_tables.values():
-            relocations = []
-            for i in range(relocation_table.num_relocations()):
-                try:
-                    relocations.append(relocation_table.get_relocation(i))
-                except TypeError:
-                    # ELF is corrupt and the relocation table is invalid,
-                    # so stop processing it.
-                    break
-
-            for relocation in relocations:
+            for relocation in relocation_table.iter_relocations():
                # Extract the symbol name from the symbol table using the symbol index in the relocation
                if relocation["r_info_sym"] not in symbol_names:
                    continue
@@ -158,15 +139,11 @@ def extract_file_arch(elf: ELFFile, **kwargs):
        yield Arch("i386"), NO_ADDRESS
    elif arch == "x64":
        yield Arch("amd64"), NO_ADDRESS
-    elif arch == "ARM":
-        yield Arch("arm"), NO_ADDRESS
-    elif arch == "AArch64":
-        yield Arch("aarch64"), NO_ADDRESS
    else:
        logger.warning("unsupported architecture: %s", arch)


-def extract_file_features(elf: ELFFile, buf: bytes) -> Iterator[tuple[Feature, int]]:
+def extract_file_features(elf: ELFFile, buf: bytes) -> Iterator[Tuple[Feature, int]]:
    for file_handler in FILE_HANDLERS:
        for feature, addr in file_handler(elf=elf, buf=buf):  # type: ignore
            yield feature, addr
@@ -182,7 +159,7 @@ FILE_HANDLERS = (
 )


-def extract_global_features(elf: ELFFile, buf: bytes) -> Iterator[tuple[Feature, int]]:
+def extract_global_features(elf: ELFFile, buf: bytes) -> Iterator[Tuple[Feature, int]]:
    for global_handler in GLOBAL_HANDLERS:
        for feature, addr in global_handler(elf=elf, buf=buf):  # type: ignore
            yield feature, addr
--- a/capa/features/extractors/ghidra/basicblock.py
+++ b/capa/features/extractors/ghidra/basicblock.py
@@ -8,7 +8,7 @@

 import string
 import struct
-from typing import Iterator
+from typing import Tuple, Iterator

 import ghidra
 from ghidra.program.model.lang import OperandType
@@ -97,7 +97,7 @@ def _bb_has_tight_loop(bb: ghidra.program.model.block.CodeBlock):
    return False


-def extract_bb_stackstring(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_bb_stackstring(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract stackstring indicators from basic block"""
    bb: ghidra.program.model.block.CodeBlock = bbh.inner

@@ -105,7 +105,7 @@ def extract_bb_stackstring(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[
        yield Characteristic("stack string"), bbh.address


-def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """check basic block for tight loop indicators"""
    bb: ghidra.program.model.block.CodeBlock = bbh.inner

@@ -119,7 +119,7 @@ BASIC_BLOCK_HANDLERS = (
 )


-def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    extract features from the given basic block.

@@ -127,7 +127,7 @@ def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Featur
        bb: the basic block to process.

    yields:
-      tuple[Feature, int]: the features and their location found in this basic block.
+      Tuple[Feature, int]: the features and their location found in this basic block.
    """
    yield BasicBlock(), bbh.address
    for bb_handler in BASIC_BLOCK_HANDLERS:
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import List, Tuple, Iterator

 import capa.features.extractors.ghidra.file
 import capa.features.extractors.ghidra.insn
@@ -40,7 +40,7 @@ class GhidraFeatureExtractor(StaticFeatureExtractor):
            )
        )

-        self.global_features: list[tuple[Feature, Address]] = []
+        self.global_features: List[Tuple[Feature, Address]] = []
        self.global_features.extend(capa.features.extractors.ghidra.file.extract_file_format())
        self.global_features.extend(capa.features.extractors.ghidra.global_.extract_os())
        self.global_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
@@ -73,7 +73,7 @@ class GhidraFeatureExtractor(StaticFeatureExtractor):
        func = getFunctionContaining(toAddr(addr))  # type: ignore [name-defined] # noqa: F821
        return FunctionHandle(address=AbsoluteVirtualAddress(func.getEntryPoint().getOffset()), inner=func)

-    def extract_function_features(self, fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(self, fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.ghidra.function.extract_features(fh)

    def get_basic_blocks(self, fh: FunctionHandle) -> Iterator[BBHandle]:
@@ -81,7 +81,7 @@ class GhidraFeatureExtractor(StaticFeatureExtractor):

        yield from ghidra_helpers.get_function_blocks(fh)

-    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.ghidra.basicblock.extract_features(fh, bbh)

    def get_instructions(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[InsnHandle]:
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.
 import re
 import struct
-from typing import Iterator
+from typing import List, Tuple, Iterator

 from ghidra.program.model.symbol import SourceType, SymbolType

@@ -22,7 +22,7 @@ from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, Absolu
 MAX_OFFSET_PE_AFTER_MZ = 0x200


-def find_embedded_pe(block_bytez: bytes, mz_xor: list[tuple[bytes, bytes, int]]) -> Iterator[tuple[int, int]]:
+def find_embedded_pe(block_bytez: bytes, mz_xor: List[Tuple[bytes, bytes, int]]) -> Iterator[Tuple[int, int]]:
    """check segment for embedded PE

    adapted for Ghidra from:
@@ -60,11 +60,11 @@ def find_embedded_pe(block_bytez: bytes, mz_xor: list[tuple[bytes, bytes, int]])
            yield off, i


-def extract_file_embedded_pe() -> Iterator[tuple[Feature, Address]]:
+def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
    """extract embedded PE features"""

    # pre-compute XOR pairs
-    mz_xor: list[tuple[bytes, bytes, int]] = [
+    mz_xor: List[Tuple[bytes, bytes, int]] = [
        (
            capa.features.extractors.helpers.xor_static(b"MZ", i),
            capa.features.extractors.helpers.xor_static(b"PE", i),
@@ -84,14 +84,14 @@ def extract_file_embedded_pe() -> Iterator[tuple[Feature, Address]]:
            yield Characteristic("embedded pe"), FileOffsetAddress(ea)


-def extract_file_export_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_export_names() -> Iterator[Tuple[Feature, Address]]:
    """extract function exports"""
    st = currentProgram().getSymbolTable()  # type: ignore [name-defined] # noqa: F821
    for addr in st.getExternalEntryPointIterator():
        yield Export(st.getPrimarySymbol(addr).getName()), AbsoluteVirtualAddress(addr.getOffset())


-def extract_file_import_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_import_names() -> Iterator[Tuple[Feature, Address]]:
    """extract function imports

    1. imports by ordinal:
@@ -116,14 +116,14 @@ def extract_file_import_names() -> Iterator[tuple[Feature, Address]]:
            yield Import(name), AbsoluteVirtualAddress(addr)


-def extract_file_section_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_section_names() -> Iterator[Tuple[Feature, Address]]:
    """extract section names"""

    for block in currentProgram().getMemory().getBlocks():  # type: ignore [name-defined] # noqa: F821
        yield Section(block.getName()), AbsoluteVirtualAddress(block.getStart().getOffset())


-def extract_file_strings() -> Iterator[tuple[Feature, Address]]:
+def extract_file_strings() -> Iterator[Tuple[Feature, Address]]:
    """extract ASCII and UTF-16 LE strings"""

    for block in currentProgram().getMemory().getBlocks():  # type: ignore [name-defined] # noqa: F821
@@ -141,7 +141,7 @@ def extract_file_strings() -> Iterator[tuple[Feature, Address]]:
            yield String(s.s), FileOffsetAddress(offset)


-def extract_file_function_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
    """
    extract the names of statically-linked library functions.
    """
@@ -162,7 +162,7 @@ def extract_file_function_names() -> Iterator[tuple[Feature, Address]]:
                yield FunctionName(name[1:]), addr


-def extract_file_format() -> Iterator[tuple[Feature, Address]]:
+def extract_file_format() -> Iterator[Tuple[Feature, Address]]:
    ef = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
    if "PE" in ef:
        yield Format(FORMAT_PE), NO_ADDRESS
@@ -175,7 +175,7 @@ def extract_file_format() -> Iterator[tuple[Feature, Address]]:
        raise NotImplementedError(f"unexpected file format: {ef}")


-def extract_features() -> Iterator[tuple[Feature, Address]]:
+def extract_features() -> Iterator[Tuple[Feature, Address]]:
    """extract file features"""
    for file_handler in FILE_HANDLERS:
        for feature, addr in file_handler():
--- a/capa/features/extractors/ghidra/function.py
+++ b/capa/features/extractors/ghidra/function.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import Tuple, Iterator

 import ghidra
 from ghidra.program.model.block import BasicBlockModel, SimpleBlockIterator
@@ -49,7 +49,7 @@ def extract_recursive_call(fh: FunctionHandle):
            yield Characteristic("recursive call"), AbsoluteVirtualAddress(f.getEntryPoint().getOffset())


-def extract_features(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
    for func_handler in FUNCTION_HANDLERS:
        for feature, addr in func_handler(fh):
            yield feature, addr
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.
 import logging
 import contextlib
-from typing import Iterator
+from typing import Tuple, Iterator

 import capa.ghidra.helpers
 import capa.features.extractors.elf
@@ -18,7 +18,7 @@ from capa.features.address import NO_ADDRESS, Address
 logger = logging.getLogger(__name__)


-def extract_os() -> Iterator[tuple[Feature, Address]]:
+def extract_os() -> Iterator[Tuple[Feature, Address]]:
    format_name: str = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821

    if "PE" in format_name:
@@ -45,7 +45,7 @@ def extract_os() -> Iterator[tuple[Feature, Address]]:
        return


-def extract_arch() -> Iterator[tuple[Feature, Address]]:
+def extract_arch() -> Iterator[Tuple[Feature, Address]]:
    lang_id = currentProgram().getMetadata().get("Language ID")  # type: ignore [name-defined] # noqa: F821

    if "x86" in lang_id and "64" in lang_id:
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import Dict, List, Iterator

 import ghidra
 import java.lang
@@ -20,7 +20,7 @@ from capa.features.address import AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle


-def ints_to_bytes(bytez: list[int]) -> bytes:
+def ints_to_bytes(bytez: List[int]) -> bytes:
    """convert Java signed ints to Python bytes

    args:
@@ -83,10 +83,10 @@ def get_insn_in_range(bbh: BBHandle) -> Iterator[InsnHandle]:
        yield InsnHandle(address=AbsoluteVirtualAddress(insn.getAddress().getOffset()), inner=insn)


-def get_file_imports() -> dict[int, list[str]]:
+def get_file_imports() -> Dict[int, List[str]]:
    """get all import names & addrs"""

-    import_dict: dict[int, list[str]] = {}
+    import_dict: Dict[int, List[str]] = {}

    for f in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
        for r in f.getSymbol().getReferences():
@@ -110,7 +110,7 @@ def get_file_imports() -> dict[int, list[str]]:
    return import_dict


-def get_file_externs() -> dict[int, list[str]]:
+def get_file_externs() -> Dict[int, List[str]]:
    """
    Gets function names & addresses of statically-linked library functions

@@ -124,7 +124,7 @@ def get_file_externs() -> dict[int, list[str]]:
    - Note: See Symbol Table labels
    """

-    extern_dict: dict[int, list[str]] = {}
+    extern_dict: Dict[int, List[str]] = {}

    for sym in currentProgram().getSymbolTable().getAllSymbols(True):  # type: ignore [name-defined] # noqa: F821
        # .isExternal() misses more than this config for the function symbols
@@ -143,7 +143,7 @@ def get_file_externs() -> dict[int, list[str]]:
    return extern_dict


-def map_fake_import_addrs() -> dict[int, list[int]]:
+def map_fake_import_addrs() -> Dict[int, List[int]]:
    """
    Map ghidra's fake import entrypoints to their
    real addresses
@@ -162,7 +162,7 @@ def map_fake_import_addrs() -> dict[int, list[int]]:
    - 0x473090 -> PTR_CreateServiceW_00473090
    - 'EXTERNAL:00000025' -> External Address (ghidra.program.model.address.SpecialAddress)
    """
-    fake_dict: dict[int, list[int]] = {}
+    fake_dict: Dict[int, List[int]] = {}

    for f in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
        for r in f.getSymbol().getReferences():
@@ -174,9 +174,9 @@ def map_fake_import_addrs() -> dict[int, list[int]]:

 def check_addr_for_api(
    addr: ghidra.program.model.address.Address,
-    fakes: dict[int, list[int]],
-    imports: dict[int, list[str]],
-    externs: dict[int, list[str]],
+    fakes: Dict[int, List[int]],
+    imports: Dict[int, List[str]],
+    externs: Dict[int, List[str]],
 ) -> bool:
    offset = addr.getOffset()

--- a/capa/features/extractors/ghidra/insn.py
+++ b/capa/features/extractors/ghidra/insn.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Any, Iterator
+from typing import Any, Dict, Tuple, Iterator

 import ghidra
 from ghidra.program.model.lang import OperandType
@@ -26,21 +26,21 @@ SECURITY_COOKIE_BYTES_DELTA = 0x40
 OPERAND_TYPE_DYNAMIC_ADDRESS = OperandType.DYNAMIC | OperandType.ADDRESS


-def get_imports(ctx: dict[str, Any]) -> dict[int, Any]:
+def get_imports(ctx: Dict[str, Any]) -> Dict[int, Any]:
    """Populate the import cache for this context"""
    if "imports_cache" not in ctx:
        ctx["imports_cache"] = capa.features.extractors.ghidra.helpers.get_file_imports()
    return ctx["imports_cache"]


-def get_externs(ctx: dict[str, Any]) -> dict[int, Any]:
+def get_externs(ctx: Dict[str, Any]) -> Dict[int, Any]:
    """Populate the externs cache for this context"""
    if "externs_cache" not in ctx:
        ctx["externs_cache"] = capa.features.extractors.ghidra.helpers.get_file_externs()
    return ctx["externs_cache"]


-def get_fakes(ctx: dict[str, Any]) -> dict[int, Any]:
+def get_fakes(ctx: Dict[str, Any]) -> Dict[int, Any]:
    """Populate the fake import addrs cache for this context"""
    if "fakes_cache" not in ctx:
        ctx["fakes_cache"] = capa.features.extractors.ghidra.helpers.map_fake_import_addrs()
@@ -48,7 +48,7 @@ def get_fakes(ctx: dict[str, Any]) -> dict[int, Any]:


 def check_for_api_call(
-    insn, externs: dict[int, Any], fakes: dict[int, Any], imports: dict[int, Any], imp_or_ex: bool
+    insn, externs: Dict[int, Any], fakes: Dict[int, Any], imports: Dict[int, Any], imp_or_ex: bool
 ) -> Iterator[Any]:
    """check instruction for API call

@@ -110,7 +110,7 @@ def check_for_api_call(
            yield info


-def extract_insn_api_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_api_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    insn: ghidra.program.database.code.InstructionDB = ih.inner

    if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
@@ -131,7 +131,7 @@ def extract_insn_api_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle)
            yield API(ext), ih.address


-def extract_insn_number_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_number_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction number features
    example:
@@ -186,7 +186,7 @@ def extract_insn_number_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl
                yield OperandOffset(i, const), addr


-def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction structure offset features

@@ -219,7 +219,7 @@ def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl
            yield OperandOffset(i, op_off), ih.address


-def extract_insn_bytes_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_bytes_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse referenced byte sequences

@@ -234,7 +234,7 @@ def extract_insn_bytes_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
                yield Bytes(extracted_bytes), ih.address


-def extract_insn_string_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_string_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction string features

@@ -249,7 +249,7 @@ def extract_insn_string_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl

 def extract_insn_mnemonic_features(
    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction mnemonic features"""
    insn: ghidra.program.database.code.InstructionDB = ih.inner

@@ -258,7 +258,7 @@ def extract_insn_mnemonic_features(

 def extract_insn_obfs_call_plus_5_characteristic_features(
    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse call $+5 instruction from the given instruction.
    """
@@ -279,7 +279,7 @@ def extract_insn_obfs_call_plus_5_characteristic_features(

 def extract_insn_segment_access_features(
    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction fs or gs access"""
    insn: ghidra.program.database.code.InstructionDB = ih.inner

@@ -294,7 +294,7 @@ def extract_insn_segment_access_features(

 def extract_insn_peb_access_characteristic_features(
    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction peb access

    fs:[0x30] on x86, gs:[0x60] on x64
@@ -310,7 +310,7 @@ def extract_insn_peb_access_characteristic_features(

 def extract_insn_cross_section_cflow(
    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """inspect the instruction for a CALL or JMP that crosses section boundaries"""
    insn: ghidra.program.database.code.InstructionDB = ih.inner

@@ -364,7 +364,7 @@ def extract_function_calls_from(
    fh: FunctionHandle,
    bb: BBHandle,
    ih: InsnHandle,
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """extract functions calls from features

    most relevant at the function scope, however, its most efficient to extract at the instruction scope
@@ -393,7 +393,7 @@ def extract_function_indirect_call_characteristic_features(
    fh: FunctionHandle,
    bb: BBHandle,
    ih: InsnHandle,
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """extract indirect function calls (e.g., call eax or call dword ptr [edx+4])
    does not include calls like => call ds:dword_ABD4974

@@ -442,7 +442,7 @@ def extract_insn_nzxor_characteristic_features(
    fh: FunctionHandle,
    bb: BBHandle,
    ih: InsnHandle,
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    f: ghidra.program.database.function.FunctionDB = fh.inner
    insn: ghidra.program.database.code.InstructionDB = ih.inner

@@ -461,7 +461,7 @@ def extract_features(
    fh: FunctionHandle,
    bb: BBHandle,
    insn: InsnHandle,
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    for insn_handler in INSTRUCTION_HANDLERS:
        for feature, addr in insn_handler(fh, bb, insn):
            yield feature, addr
--- a/capa/features/extractors/helpers.py
+++ b/capa/features/extractors/helpers.py
@@ -8,7 +8,7 @@

 import struct
 import builtins
-from typing import Iterator
+from typing import Tuple, Iterator

 MIN_STACKSTRING_LEN = 8

@@ -63,7 +63,6 @@ def generate_symbols(dll: str, symbol: str, include_dll=False) -> Iterator[str]:
    # trim extensions observed in dynamic traces
    dll = dll[0:-4] if dll.endswith(".dll") else dll
    dll = dll[0:-4] if dll.endswith(".drv") else dll
-    dll = dll[0:-3] if dll.endswith(".so") else dll

    if include_dll or is_ordinal(symbol):
        # ws2_32.#1
@@ -119,7 +118,7 @@ def twos_complement(val: int, bits: int) -> int:
        return val


-def carve_pe(pbytes: bytes, offset: int = 0) -> Iterator[tuple[int, int]]:
+def carve_pe(pbytes: bytes, offset: int = 0) -> Iterator[Tuple[int, int]]:
    """
    Generate (offset, key) tuples of embedded PEs

--- a/capa/features/extractors/ida/basicblock.py
+++ b/capa/features/extractors/ida/basicblock.py
@@ -8,7 +8,7 @@

 import string
 import struct
-from typing import Iterator
+from typing import Tuple, Iterator

 import idaapi

@@ -80,19 +80,19 @@ def bb_contains_stackstring(f: idaapi.func_t, bb: idaapi.BasicBlock) -> bool:
    return False


-def extract_bb_stackstring(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_bb_stackstring(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract stackstring indicators from basic block"""
    if bb_contains_stackstring(fh.inner, bbh.inner):
        yield Characteristic("stack string"), bbh.address


-def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_bb_tight_loop(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract tight loop indicators from a basic block"""
    if capa.features.extractors.ida.helpers.is_basic_block_tight_loop(bbh.inner):
        yield Characteristic("tight loop"), bbh.address


-def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract basic block features"""
    for bb_handler in BASIC_BLOCK_HANDLERS:
        for feature, addr in bb_handler(fh, bbh):
--- a/capa/features/extractors/ida/extractor.py
+++ b/capa/features/extractors/ida/extractor.py
@@ -5,9 +5,10 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import List, Tuple, Iterator

 import idaapi
+import ida_nalt

 import capa.ida.helpers
 import capa.features.extractors.elf
@@ -31,12 +32,10 @@ class IdaFeatureExtractor(StaticFeatureExtractor):
    def __init__(self):
        super().__init__(
            hashes=SampleHashes(
-                md5=capa.ida.helpers.retrieve_input_file_md5(),
-                sha1="(unknown)",
-                sha256=capa.ida.helpers.retrieve_input_file_sha256(),
+                md5=ida_nalt.retrieve_input_file_md5(), sha1="(unknown)", sha256=ida_nalt.retrieve_input_file_sha256()
            )
        )
-        self.global_features: list[tuple[Feature, Address]] = []
+        self.global_features: List[Tuple[Feature, Address]] = []
        self.global_features.extend(capa.features.extractors.ida.file.extract_file_format())
        self.global_features.extend(capa.features.extractors.ida.global_.extract_os())
        self.global_features.extend(capa.features.extractors.ida.global_.extract_arch())
@@ -61,7 +60,7 @@ class IdaFeatureExtractor(StaticFeatureExtractor):
        f = idaapi.get_func(ea)
        return FunctionHandle(address=AbsoluteVirtualAddress(f.start_ea), inner=f)

-    def extract_function_features(self, fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(self, fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.ida.function.extract_features(fh)

    def get_basic_blocks(self, fh: FunctionHandle) -> Iterator[BBHandle]:
@@ -70,7 +69,7 @@ class IdaFeatureExtractor(StaticFeatureExtractor):
        for bb in ida_helpers.get_function_blocks(fh.inner):
            yield BBHandle(address=AbsoluteVirtualAddress(bb.start_ea), inner=bb)

-    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_basic_block_features(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.ida.basicblock.extract_features(fh, bbh)

    def get_instructions(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[InsnHandle]:
--- a/capa/features/extractors/ida/file.py
+++ b/capa/features/extractors/ida/file.py
@@ -7,14 +7,13 @@
 # See the License for the specific language governing permissions and limitations under the License.

 import struct
-from typing import Iterator
+from typing import Tuple, Iterator

 import idc
 import idaapi
 import idautils
 import ida_entry

-import capa.ida.helpers
 import capa.features.extractors.common
 import capa.features.extractors.helpers
 import capa.features.extractors.strings
@@ -26,7 +25,7 @@ from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, Absolu
 MAX_OFFSET_PE_AFTER_MZ = 0x200


-def check_segment_for_pe(seg: idaapi.segment_t) -> Iterator[tuple[int, int]]:
+def check_segment_for_pe(seg: idaapi.segment_t) -> Iterator[Tuple[int, int]]:
    """check segment for embedded PE

    adapted for IDA from:
@@ -71,7 +70,7 @@ def check_segment_for_pe(seg: idaapi.segment_t) -> Iterator[tuple[int, int]]:
            yield off, i


-def extract_file_embedded_pe() -> Iterator[tuple[Feature, Address]]:
+def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
    """extract embedded PE features

    IDA must load resource sections for this to be complete
@@ -83,7 +82,7 @@ def extract_file_embedded_pe() -> Iterator[tuple[Feature, Address]]:
            yield Characteristic("embedded pe"), FileOffsetAddress(ea)


-def extract_file_export_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_export_names() -> Iterator[Tuple[Feature, Address]]:
    """extract function exports"""
    for _, ordinal, ea, name in idautils.Entries():
        forwarded_name = ida_entry.get_entry_forwarder(ordinal)
@@ -95,7 +94,7 @@ def extract_file_export_names() -> Iterator[tuple[Feature, Address]]:
            yield Characteristic("forwarded export"), AbsoluteVirtualAddress(ea)


-def extract_file_import_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_import_names() -> Iterator[Tuple[Feature, Address]]:
    """extract function imports

    1. imports by ordinal:
@@ -131,7 +130,7 @@ def extract_file_import_names() -> Iterator[tuple[Feature, Address]]:
        yield Import(info[1]), AbsoluteVirtualAddress(ea)


-def extract_file_section_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_section_names() -> Iterator[Tuple[Feature, Address]]:
    """extract section names

    IDA must load resource sections for this to be complete
@@ -142,7 +141,7 @@ def extract_file_section_names() -> Iterator[tuple[Feature, Address]]:
        yield Section(idaapi.get_segm_name(seg)), AbsoluteVirtualAddress(seg.start_ea)


-def extract_file_strings() -> Iterator[tuple[Feature, Address]]:
+def extract_file_strings() -> Iterator[Tuple[Feature, Address]]:
    """extract ASCII and UTF-16 LE strings

    IDA must load resource sections for this to be complete
@@ -160,7 +159,7 @@ def extract_file_strings() -> Iterator[tuple[Feature, Address]]:
            yield String(s.s), FileOffsetAddress(seg.start_ea + s.offset)


-def extract_file_function_names() -> Iterator[tuple[Feature, Address]]:
+def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
    """
    extract the names of statically-linked library functions.
    """
@@ -177,21 +176,21 @@ def extract_file_function_names() -> Iterator[tuple[Feature, Address]]:
                yield FunctionName(name[1:]), addr


-def extract_file_format() -> Iterator[tuple[Feature, Address]]:
-    filetype = capa.ida.helpers.get_filetype()
+def extract_file_format() -> Iterator[Tuple[Feature, Address]]:
+    file_info = idaapi.get_inf_structure()

-    if filetype in (idaapi.f_PE, idaapi.f_COFF):
+    if file_info.filetype in (idaapi.f_PE, idaapi.f_COFF):
        yield Format(FORMAT_PE), NO_ADDRESS
-    elif filetype == idaapi.f_ELF:
+    elif file_info.filetype == idaapi.f_ELF:
        yield Format(FORMAT_ELF), NO_ADDRESS
-    elif filetype == idaapi.f_BIN:
+    elif file_info.filetype == idaapi.f_BIN:
        # no file type to return when processing a binary file, but we want to continue processing
        return
    else:
-        raise NotImplementedError(f"unexpected file format: {filetype}")
+        raise NotImplementedError(f"unexpected file format: {file_info.filetype}")


-def extract_features() -> Iterator[tuple[Feature, Address]]:
+def extract_features() -> Iterator[Tuple[Feature, Address]]:
    """extract file features"""
    for file_handler in FILE_HANDLERS:
        for feature, addr in file_handler():
--- a/capa/features/extractors/ida/function.py
+++ b/capa/features/extractors/ida/function.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import Tuple, Iterator

 import idaapi
 import idautils
@@ -43,7 +43,7 @@ def extract_recursive_call(fh: FunctionHandle):
        yield Characteristic("recursive call"), fh.address


-def extract_features(fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
    for func_handler in FUNCTION_HANDLERS:
        for feature, addr in func_handler(fh):
            yield feature, addr
--- a/capa/features/extractors/ida/global_.py
+++ b/capa/features/extractors/ida/global_.py
@@ -7,8 +7,9 @@
 # See the License for the specific language governing permissions and limitations under the License.
 import logging
 import contextlib
-from typing import Iterator
+from typing import Tuple, Iterator

+import idaapi
 import ida_loader

 import capa.ida.helpers
@@ -19,7 +20,7 @@ from capa.features.address import NO_ADDRESS, Address
 logger = logging.getLogger(__name__)


-def extract_os() -> Iterator[tuple[Feature, Address]]:
+def extract_os() -> Iterator[Tuple[Feature, Address]]:
    format_name: str = ida_loader.get_file_type_name()

    if "PE" in format_name:
@@ -46,13 +47,13 @@ def extract_os() -> Iterator[tuple[Feature, Address]]:
        return


-def extract_arch() -> Iterator[tuple[Feature, Address]]:
-    procname = capa.ida.helpers.get_processor_name()
-    if procname == "metapc" and capa.ida.helpers.is_64bit():
+def extract_arch() -> Iterator[Tuple[Feature, Address]]:
+    info: idaapi.idainfo = idaapi.get_inf_structure()
+    if info.procname == "metapc" and info.is_64bit():
        yield Arch(ARCH_AMD64), NO_ADDRESS
-    elif procname == "metapc" and capa.ida.helpers.is_32bit():
+    elif info.procname == "metapc" and info.is_32bit():
        yield Arch(ARCH_I386), NO_ADDRESS
-    elif procname == "metapc":
+    elif info.procname == "metapc":
        logger.debug("unsupported architecture: non-32-bit nor non-64-bit intel")
        return
    else:
@@ -60,5 +61,5 @@ def extract_arch() -> Iterator[tuple[Feature, Address]]:
        #  1. handling a new architecture (e.g. aarch64)
        #
        # for (1), this logic will need to be updated as the format is implemented.
-        logger.debug("unsupported architecture: %s", procname)
+        logger.debug("unsupported architecture: %s", info.procname)
        return
--- a/capa/features/extractors/ida/helpers.py
+++ b/capa/features/extractors/ida/helpers.py
@@ -6,7 +6,7 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 import functools
-from typing import Any, Iterator, Optional
+from typing import Any, Dict, Tuple, Iterator, Optional

 import idc
 import idaapi
@@ -21,57 +21,28 @@ from capa.features.extractors.base_extractor import FunctionHandle
 IDA_NALT_ENCODING = ida_nalt.get_default_encoding_idx(ida_nalt.BPU_1B)  # use one byte-per-character encoding


-if hasattr(ida_bytes, "parse_binpat_str"):
-    # TODO (mr): use find_bytes
-    # https://github.com/mandiant/capa/issues/2339
-    def find_byte_sequence(start: int, end: int, seq: bytes) -> Iterator[int]:
-        """yield all ea of a given byte sequence
+def find_byte_sequence(start: int, end: int, seq: bytes) -> Iterator[int]:
+    """yield all ea of a given byte sequence

-        args:
-            start: min virtual address
-            end: max virtual address
-            seq: bytes to search e.g. b"\x01\x03"
-        """
-        patterns = ida_bytes.compiled_binpat_vec_t()
+    args:
+        start: min virtual address
+        end: max virtual address
+        seq: bytes to search e.g. b"\x01\x03"
+    """
+    patterns = ida_bytes.compiled_binpat_vec_t()

-        seqstr = " ".join([f"{b:02x}" for b in seq])
-        err = ida_bytes.parse_binpat_str(patterns, 0, seqstr, 16, IDA_NALT_ENCODING)
+    seqstr = " ".join([f"{b:02x}" for b in seq])
+    err = ida_bytes.parse_binpat_str(patterns, 0, seqstr, 16, IDA_NALT_ENCODING)

-        if err:
-            return
+    if err:
+        return

-        while True:
-            ea = ida_bytes.bin_search(start, end, patterns, ida_bytes.BIN_SEARCH_FORWARD)
-            if isinstance(ea, int):
-                # "ea_t" in IDA 8.4, 8.3
-                pass
-            elif isinstance(ea, tuple):
-                # "drc_t" in IDA 9
-                ea = ea[0]
-            else:
-                raise NotImplementedError(f"bin_search returned unhandled type: {type(ea)}")
-            if ea == idaapi.BADADDR:
-                break
-            start = ea + 1
-            yield ea
-
-else:
-    # for IDA 7.5 and older; using deprecated find_binary instead of bin_search
-    def find_byte_sequence(start: int, end: int, seq: bytes) -> Iterator[int]:
-        """yield all ea of a given byte sequence
-
-        args:
-            start: min virtual address
-            end: max virtual address
-            seq: bytes to search e.g. b"\x01\x03"
-        """
-        seqstr = " ".join([f"{b:02x}" for b in seq])
-        while True:
-            ea = idaapi.find_binary(start, end, seqstr, 0, idaapi.SEARCH_DOWN)
-            if ea == idaapi.BADADDR:
-                break
-            start = ea + 1
-            yield ea
+    while True:
+        ea = ida_bytes.bin_search(start, end, patterns, ida_bytes.BIN_SEARCH_FORWARD)
+        if ea == idaapi.BADADDR:
+            break
+        start = ea + 1
+        yield ea


 def get_functions(
@@ -132,9 +103,9 @@ def inspect_import(imports, library, ea, function, ordinal):
    return True


-def get_file_imports() -> dict[int, tuple[str, str, int]]:
+def get_file_imports() -> Dict[int, Tuple[str, str, int]]:
    """get file imports"""
-    imports: dict[int, tuple[str, str, int]] = {}
+    imports: Dict[int, Tuple[str, str, int]] = {}

    for idx in range(idaapi.get_import_module_qty()):
        library = idaapi.get_import_module_name(idx)
@@ -155,7 +126,7 @@ def get_file_imports() -> dict[int, tuple[str, str, int]]:
    return imports


-def get_file_externs() -> dict[int, tuple[str, str, int]]:
+def get_file_externs() -> Dict[int, Tuple[str, str, int]]:
    externs = {}

    for seg in get_segments(skip_header_segments=True):
@@ -256,7 +227,7 @@ def find_string_at(ea: int, min_: int = 4) -> str:
    return ""


-def get_op_phrase_info(op: idaapi.op_t) -> dict:
+def get_op_phrase_info(op: idaapi.op_t) -> Dict:
    """parse phrase features from operand

    Pretty much dup of sark's implementation:
@@ -331,7 +302,7 @@ def is_frame_register(reg: int) -> bool:
    return reg in (idautils.procregs.sp.reg, idautils.procregs.bp.reg)


-def get_insn_ops(insn: idaapi.insn_t, target_ops: Optional[tuple[Any]] = None) -> idaapi.op_t:
+def get_insn_ops(insn: idaapi.insn_t, target_ops: Optional[Tuple[Any]] = None) -> idaapi.op_t:
    """yield op_t for instruction, filter on type if specified"""
    for op in insn.ops:
        if op.type == idaapi.o_void:
--- a/capa/features/extractors/ida/idalib.py
+++ b/capa/features/extractors/ida/idalib.py
@@ -1,117 +0,0 @@
-# Copyright (C) 2024 Mandiant, Inc. All Rights Reserved.
-# Licensed under the Apache License, Version 2.0 (the "License");
-#  you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at: [package root]/LICENSE.txt
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-#  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and limitations under the License.
-import os
-import sys
-import json
-import logging
-import importlib.util
-from typing import Optional
-from pathlib import Path
-
-logger = logging.getLogger(__name__)
-
-
-def is_idalib_installed() -> bool:
-    try:
-        return importlib.util.find_spec("idapro") is not None
-    except ModuleNotFoundError:
-        return False
-
-
-def get_idalib_user_config_path() -> Optional[Path]:
-    """Get the path to the user's config file based on platform following IDA's user directories."""
-    # derived from `py-activate-idalib.py` from IDA v9.0 Beta 4
-
-    if sys.platform == "win32":
-        # On Windows, use the %APPDATA%\Hex-Rays\IDA Pro directory
-        config_dir = Path(os.getenv("APPDATA")) / "Hex-Rays" / "IDA Pro"
-    else:
-        # On macOS and Linux, use ~/.idapro
-        config_dir = Path.home() / ".idapro"
-
-    # Return the full path to the config file (now in JSON format)
-    user_config_path = config_dir / "ida-config.json"
-    if not user_config_path.exists():
-        return None
-    return user_config_path
-
-
-def find_idalib() -> Optional[Path]:
-    config_path = get_idalib_user_config_path()
-    if not config_path:
-        logger.error("IDA Pro user configuration does not exist, please make sure you've installed idalib properly.")
-        return None
-
-    config = json.loads(config_path.read_text(encoding="utf-8"))
-
-    try:
-        ida_install_dir = Path(config["Paths"]["ida-install-dir"])
-    except KeyError:
-        logger.error(
-            "IDA Pro user configuration does not contain location of IDA Pro installation, please make sure you've installed idalib properly."
-        )
-        return None
-
-    if not ida_install_dir.exists():
-        return None
-
-    libname = {
-        "win32": "idalib.dll",
-        "linux": "libidalib.so",
-        "linux2": "libidalib.so",
-        "darwin": "libidalib.dylib",
-    }[sys.platform]
-
-    if not (ida_install_dir / "ida.hlp").is_file():
-        return None
-
-    if not (ida_install_dir / libname).is_file():
-        return None
-
-    idalib_path = ida_install_dir / "idalib" / "python"
-    if not idalib_path.exists():
-        return None
-
-    if not (idalib_path / "idapro" / "__init__.py").is_file():
-        return None
-
-    return idalib_path
-
-
-def has_idalib() -> bool:
-    if is_idalib_installed():
-        logger.debug("found installed IDA idalib API")
-        return True
-
-    logger.debug("IDA idalib API not installed, searching...")
-
-    idalib_path = find_idalib()
-    if not idalib_path:
-        logger.debug("failed to find IDA idalib installation")
-
-    logger.debug("found IDA idalib API: %s", idalib_path)
-    return idalib_path is not None
-
-
-def load_idalib() -> bool:
-    try:
-        import idapro
-
-        return True
-    except ImportError:
-        idalib_path = find_idalib()
-        if not idalib_path:
-            return False
-
-        sys.path.append(idalib_path.absolute().as_posix())
-        try:
-            import idapro  # noqa: F401 unused import
-
-            return True
-        except ImportError:
-            return False
--- a/capa/features/extractors/ida/insn.py
+++ b/capa/features/extractors/ida/insn.py
@@ -5,11 +5,9 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-import re
-from typing import Any, Iterator, Optional
+from typing import Any, Dict, Tuple, Iterator

 import idc
-import ida_ua
 import idaapi
 import idautils

@@ -25,21 +23,21 @@ from capa.features.extractors.base_extractor import BBHandle, InsnHandle, Functi
 SECURITY_COOKIE_BYTES_DELTA = 0x40


-def get_imports(ctx: dict[str, Any]) -> dict[int, Any]:
+def get_imports(ctx: Dict[str, Any]) -> Dict[int, Any]:
    if "imports_cache" not in ctx:
        ctx["imports_cache"] = capa.features.extractors.ida.helpers.get_file_imports()
    return ctx["imports_cache"]


-def get_externs(ctx: dict[str, Any]) -> dict[int, Any]:
+def get_externs(ctx: Dict[str, Any]) -> Dict[int, Any]:
    if "externs_cache" not in ctx:
        ctx["externs_cache"] = capa.features.extractors.ida.helpers.get_file_externs()
    return ctx["externs_cache"]


-def check_for_api_call(insn: idaapi.insn_t, funcs: dict[int, Any]) -> Optional[tuple[str, str]]:
+def check_for_api_call(insn: idaapi.insn_t, funcs: Dict[int, Any]) -> Iterator[Any]:
    """check instruction for API call"""
-    info = None
+    info = ()
    ref = insn.ea

    # attempt to resolve API calls by following chained thunks to a reasonable depth
@@ -54,7 +52,7 @@ def check_for_api_call(insn: idaapi.insn_t, funcs: dict[int, Any]) -> Optional[t
            except IndexError:
                break

-        info = funcs.get(ref)
+        info = funcs.get(ref, ())
        if info:
            break

@@ -62,10 +60,11 @@ def check_for_api_call(insn: idaapi.insn_t, funcs: dict[int, Any]) -> Optional[t
        if not f or not (f.flags & idaapi.FUNC_THUNK):
            break

-    return info
+    if info:
+        yield info


-def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction API features

@@ -77,39 +76,16 @@ def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle)
    if insn.get_canon_mnem() not in ("call", "jmp"):
        return

-    # check call to imported functions
-    api = check_for_api_call(insn, get_imports(fh.ctx))
-    if api:
+    # check calls to imported functions
+    for api in check_for_api_call(insn, get_imports(fh.ctx)):
        # tuple (<module>, <function>, <ordinal>)
        for name in capa.features.extractors.helpers.generate_symbols(api[0], api[1]):
            yield API(name), ih.address
-        # a call instruction should only call one function, stop if a call to an import is extracted
-        return

-    # check call to extern functions
-    api = check_for_api_call(insn, get_externs(fh.ctx))
-    if api:
+    # check calls to extern functions
+    for api in check_for_api_call(insn, get_externs(fh.ctx)):
        # tuple (<module>, <function>, <ordinal>)
        yield API(api[1]), ih.address
-        # a call instruction should only call one function, stop if a call to an extern is extracted
-        return
-
-    # extract dynamically resolved APIs stored in renamed globals (renamed for example using `renimp.idc`)
-    # examples: `CreateProcessA`, `HttpSendRequestA`
-    if insn.Op1.type == ida_ua.o_mem:
-        op_addr = insn.Op1.addr
-        op_name = idaapi.get_name(op_addr)
-        # when renaming a global using an API name, IDA assigns it the function type
-        # ensure we do not extract something wrong by checking that the address has a name and a type
-        # we could check that the type is a function definition, but that complicates the code
-        if (not op_name.startswith("off_")) and idc.get_type(op_addr):
-            # Remove suffix used in repeated names, for example _0 in VirtualFree_0
-            match = re.match(r"(.+)_\d+", op_name)
-            if match:
-                op_name = match.group(1)
-            # the global name does not include the DLL name, so we can't extract it
-            for name in capa.features.extractors.helpers.generate_symbols("", op_name):
-                yield API(name), ih.address

    # extract IDA/FLIRT recognized API functions
    targets = tuple(idautils.CodeRefsFrom(insn.ea, False))
@@ -135,7 +111,7 @@ def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle)

 def extract_insn_number_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction number features
    example:
@@ -181,7 +157,7 @@ def extract_insn_number_features(
            yield OperandOffset(i, const), ih.address


-def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse referenced byte sequences
    example:
@@ -203,7 +179,7 @@ def extract_insn_bytes_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandl

 def extract_insn_string_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction string features

@@ -221,7 +197,7 @@ def extract_insn_string_features(

 def extract_insn_offset_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction structure offset features

@@ -369,7 +345,7 @@ def is_nzxor_stack_cookie(f: idaapi.func_t, bb: idaapi.BasicBlock, insn: idaapi.

 def extract_insn_nzxor_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse instruction non-zeroing XOR instruction
    ignore expected non-zeroing XORs, e.g. security cookies
@@ -387,14 +363,14 @@ def extract_insn_nzxor_characteristic_features(

 def extract_insn_mnemonic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction mnemonic features"""
    yield Mnemonic(idc.print_insn_mnem(ih.inner.ea)), ih.address


 def extract_insn_obfs_call_plus_5_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """
    parse call $+5 instruction from the given instruction.
    """
@@ -409,7 +385,7 @@ def extract_insn_obfs_call_plus_5_characteristic_features(

 def extract_insn_peb_access_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction peb access

    fs:[0x30] on x86, gs:[0x60] on x64
@@ -437,7 +413,7 @@ def extract_insn_peb_access_characteristic_features(

 def extract_insn_segment_access_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """parse instruction fs or gs access

    TODO:
@@ -466,7 +442,7 @@ def extract_insn_segment_access_features(

 def extract_insn_cross_section_cflow(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """inspect the instruction for a CALL or JMP that crosses section boundaries"""
    insn: idaapi.insn_t = ih.inner

@@ -482,7 +458,7 @@ def extract_insn_cross_section_cflow(
        yield Characteristic("cross section flow"), ih.address


-def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract functions calls from features

    most relevant at the function scope, however, its most efficient to extract at the instruction scope
@@ -496,7 +472,7 @@ def extract_function_calls_from(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandl

 def extract_function_indirect_call_characteristic_features(
    fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-) -> Iterator[tuple[Feature, Address]]:
+) -> Iterator[Tuple[Feature, Address]]:
    """extract indirect function calls (e.g., call eax or call dword ptr [edx+4])
    does not include calls like => call ds:dword_ABD4974

@@ -509,7 +485,7 @@ def extract_function_indirect_call_characteristic_features(
        yield Characteristic("indirect call"), ih.address


-def extract_features(f: FunctionHandle, bbh: BBHandle, insn: InsnHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(f: FunctionHandle, bbh: BBHandle, insn: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
    """extract instruction features"""
    for inst_handler in INSTRUCTION_HANDLERS:
        for feature, ea in inst_handler(f, bbh, insn):
--- a/capa/features/extractors/null.py
+++ b/capa/features/extractors/null.py
@@ -5,9 +5,11 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Union, TypeAlias
+from typing import Dict, List, Tuple, Union
 from dataclasses import dataclass

+from typing_extensions import TypeAlias
+
 from capa.features.common import Feature
 from capa.features.address import NO_ADDRESS, Address, ThreadAddress, ProcessAddress, DynamicCallAddress
 from capa.features.extractors.base_extractor import (
@@ -25,19 +27,19 @@ from capa.features.extractors.base_extractor import (

@dataclass
 class InstructionFeatures:
-    features: list[tuple[Address, Feature]]
+    features: List[Tuple[Address, Feature]]


@dataclass
 class BasicBlockFeatures:
-    features: list[tuple[Address, Feature]]
-    instructions: dict[Address, InstructionFeatures]
+    features: List[Tuple[Address, Feature]]
+    instructions: Dict[Address, InstructionFeatures]


@dataclass
 class FunctionFeatures:
-    features: list[tuple[Address, Feature]]
-    basic_blocks: dict[Address, BasicBlockFeatures]
+    features: List[Tuple[Address, Feature]]
+    basic_blocks: Dict[Address, BasicBlockFeatures]


@dataclass
@@ -50,9 +52,9 @@ class NullStaticFeatureExtractor(StaticFeatureExtractor):

    base_address: Address
    sample_hashes: SampleHashes
-    global_features: list[Feature]
-    file_features: list[tuple[Address, Feature]]
-    functions: dict[Address, FunctionFeatures]
+    global_features: List[Feature]
+    file_features: List[Tuple[Address, Feature]]
+    functions: Dict[Address, FunctionFeatures]

    def get_base_address(self):
        return self.base_address
@@ -96,19 +98,19 @@ class NullStaticFeatureExtractor(StaticFeatureExtractor):
@dataclass
 class CallFeatures:
    name: str
-    features: list[tuple[Address, Feature]]
+    features: List[Tuple[Address, Feature]]


@dataclass
 class ThreadFeatures:
-    features: list[tuple[Address, Feature]]
-    calls: dict[Address, CallFeatures]
+    features: List[Tuple[Address, Feature]]
+    calls: Dict[Address, CallFeatures]


@dataclass
 class ProcessFeatures:
-    features: list[tuple[Address, Feature]]
-    threads: dict[Address, ThreadFeatures]
+    features: List[Tuple[Address, Feature]]
+    threads: Dict[Address, ThreadFeatures]
    name: str


@@ -116,9 +118,9 @@ class ProcessFeatures:
 class NullDynamicFeatureExtractor(DynamicFeatureExtractor):
    base_address: Address
    sample_hashes: SampleHashes
-    global_features: list[Feature]
-    file_features: list[tuple[Address, Feature]]
-    processes: dict[Address, ProcessFeatures]
+    global_features: List[Feature]
+    file_features: List[Tuple[Address, Feature]]
+    processes: Dict[Address, ProcessFeatures]

    def extract_global_features(self):
        for feature in self.global_features:
--- a/capa/features/extractors/pefile.py
+++ b/capa/features/extractors/pefile.py
@@ -130,13 +130,7 @@ def extract_file_arch(pe, **kwargs):
    elif pe.FILE_HEADER.Machine == pefile.MACHINE_TYPE["IMAGE_FILE_MACHINE_AMD64"]:
        yield Arch(ARCH_AMD64), NO_ADDRESS
    else:
-        try:
-            logger.warning(
-                "unsupported architecture: %s",
-                pefile.MACHINE_TYPE[pe.FILE_HEADER.Machine],
-            )
-        except KeyError:
-            logger.warning("unknown architecture: %s", pe.FILE_HEADER.Machine)
+        logger.warning("unsupported architecture: %s", pefile.MACHINE_TYPE[pe.FILE_HEADER.Machine])


 def extract_file_features(pe, buf):
@@ -148,11 +142,11 @@ def extract_file_features(pe, buf):
      buf: the raw sample bytes

    yields:
-      tuple[Feature, VA]: a feature and its location.
+      Tuple[Feature, VA]: a feature and its location.
    """

    for file_handler in FILE_HANDLERS:
-        # file_handler: type: (pe, bytes) -> Iterable[tuple[Feature, Address]]
+        # file_handler: type: (pe, bytes) -> Iterable[Tuple[Feature, Address]]
        for feature, va in file_handler(pe=pe, buf=buf):  # type: ignore
            yield feature, va

@@ -177,10 +171,10 @@ def extract_global_features(pe, buf):
      buf: the raw sample bytes

    yields:
-      tuple[Feature, VA]: a feature and its location.
+      Tuple[Feature, VA]: a feature and its location.
    """
    for handler in GLOBAL_HANDLERS:
-        # file_handler: type: (pe, bytes) -> Iterable[tuple[Feature, Address]]
+        # file_handler: type: (pe, bytes) -> Iterable[Tuple[Feature, Address]]
        for feature, va in handler(pe=pe, buf=buf):  # type: ignore
            yield feature, va

--- a/capa/features/extractors/viv/basicblock.py
+++ b/capa/features/extractors/viv/basicblock.py
@@ -8,7 +8,7 @@

 import string
 import struct
-from typing import Iterator
+from typing import Tuple, Iterator

 import envi
 import envi.archs.i386.disasm
@@ -20,7 +20,7 @@ from capa.features.extractors.helpers import MIN_STACKSTRING_LEN
 from capa.features.extractors.base_extractor import BBHandle, FunctionHandle


-def interface_extract_basic_block_XXX(f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def interface_extract_basic_block_XXX(f: FunctionHandle, bb: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    parse features from the given basic block.

@@ -47,7 +47,7 @@ def _bb_has_tight_loop(f, bb):
    return False


-def extract_bb_tight_loop(f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_bb_tight_loop(f: FunctionHandle, bb: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """check basic block for tight loop indicators"""
    if _bb_has_tight_loop(f, bb.inner):
        yield Characteristic("tight loop"), bb.address
@@ -70,7 +70,7 @@ def _bb_has_stackstring(f, bb):
    return False


-def extract_stackstring(f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_stackstring(f: FunctionHandle, bb: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """check basic block for stackstring indicators"""
    if _bb_has_stackstring(f, bb.inner):
        yield Characteristic("stack string"), bb.address
@@ -145,7 +145,7 @@ def is_printable_utf16le(chars: bytes) -> bool:
    return False


-def extract_features(f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature, Address]]:
+def extract_features(f: FunctionHandle, bb: BBHandle) -> Iterator[Tuple[Feature, Address]]:
    """
    extract features from the given basic block.

@@ -154,7 +154,7 @@ def extract_features(f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature,
      bb (viv_utils.BasicBlock): the basic block to process.

    yields:
-      tuple[Feature, int]: the features and their location found in this basic block.
+      Tuple[Feature, int]: the features and their location found in this basic block.
    """
    yield BasicBlock(), AbsoluteVirtualAddress(bb.inner.va)
    for bb_handler in BASIC_BLOCK_HANDLERS:
--- a/capa/features/extractors/viv/extractor.py
+++ b/capa/features/extractors/viv/extractor.py
@@ -6,7 +6,7 @@
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
 import logging
-from typing import Any, Iterator
+from typing import Any, Dict, List, Tuple, Iterator
 from pathlib import Path

 import viv_utils
@@ -39,7 +39,7 @@ class VivisectFeatureExtractor(StaticFeatureExtractor):
        super().__init__(hashes=SampleHashes.from_bytes(self.buf))

        # pre-compute these because we'll yield them at *every* scope.
-        self.global_features: list[tuple[Feature, Address]] = []
+        self.global_features: List[Tuple[Feature, Address]] = []
        self.global_features.extend(capa.features.extractors.viv.file.extract_file_format(self.buf))
        self.global_features.extend(capa.features.extractors.common.extract_os(self.buf, os))
        self.global_features.extend(capa.features.extractors.viv.global_.extract_arch(self.vw))
@@ -55,13 +55,13 @@ class VivisectFeatureExtractor(StaticFeatureExtractor):
        yield from capa.features.extractors.viv.file.extract_features(self.vw, self.buf)

    def get_functions(self) -> Iterator[FunctionHandle]:
-        cache: dict[str, Any] = {}
+        cache: Dict[str, Any] = {}
        for va in sorted(self.vw.getFunctions()):
            yield FunctionHandle(
                address=AbsoluteVirtualAddress(va), inner=viv_utils.Function(self.vw, va), ctx={"cache": cache}
            )

-    def extract_function_features(self, fh: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(self, fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.viv.function.extract_features(fh)

    def get_basic_blocks(self, fh: FunctionHandle) -> Iterator[BBHandle]:
@@ -69,7 +69,7 @@ class VivisectFeatureExtractor(StaticFeatureExtractor):
        for bb in f.basic_blocks:
            yield BBHandle(address=AbsoluteVirtualAddress(bb.va), inner=bb)

-    def extract_basic_block_features(self, fh: FunctionHandle, bbh) -> Iterator[tuple[Feature, Address]]:
+    def extract_basic_block_features(self, fh: FunctionHandle, bbh) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.viv.basicblock.extract_features(fh, bbh)

    def get_instructions(self, fh: FunctionHandle, bbh: BBHandle) -> Iterator[InsnHandle]:
@@ -79,7 +79,7 @@ class VivisectFeatureExtractor(StaticFeatureExtractor):

    def extract_insn_features(
        self, fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
-    ) -> Iterator[tuple[Feature, Address]]:
+    ) -> Iterator[Tuple[Feature, Address]]:
        yield from capa.features.extractors.viv.insn.extract_features(fh, bbh, ih)

    def is_library_function(self, addr):
--- a/capa/features/extractors/viv/file.py
+++ b/capa/features/extractors/viv/file.py
@@ -5,7 +5,7 @@
 # Unless required by applicable law or agreed to in writing, software distributed under the License
 #  is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and limitations under the License.
-from typing import Iterator
+from typing import Tuple, Iterator

 import PE.carve as pe_carve  # vivisect PE
 import vivisect
@@ -21,7 +21,7 @@ from capa.features.common import Feature, Characteristic
 from capa.features.address import Address, FileOffsetAddress, AbsoluteVirtualAddress


-def extract_file_embedded_pe(buf, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_embedded_pe(buf, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    for offset, _ in pe_carve.carve(buf, 1):
        yield Characteristic("embedded pe"), FileOffsetAddress(offset)

@@ -37,7 +37,7 @@ def get_first_vw_filename(vw: vivisect.VivWorkspace):
    return next(iter(vw.filemeta.keys()))


-def extract_file_export_names(vw: vivisect.VivWorkspace, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_export_names(vw: vivisect.VivWorkspace, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    for va, _, name, _ in vw.getExports():
        yield Export(name), AbsoluteVirtualAddress(va)

@@ -56,7 +56,7 @@ def extract_file_export_names(vw: vivisect.VivWorkspace, **kwargs) -> Iterator[t
            yield Characteristic("forwarded export"), AbsoluteVirtualAddress(va)


-def extract_file_import_names(vw, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_import_names(vw, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    """
    extract imported function names
    1. imports by ordinal:
@@ -91,16 +91,16 @@ def is_viv_ord_impname(impname: str) -> bool:
        return True


-def extract_file_section_names(vw, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_section_names(vw, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    for va, _, segname, _ in vw.getSegments():
        yield Section(segname), AbsoluteVirtualAddress(va)


-def extract_file_strings(buf, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_strings(buf, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    yield from capa.features.extractors.common.extract_file_strings(buf)


-def extract_file_function_names(vw, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_function_names(vw, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    """
    extract the names of statically-linked library functions.
    """
@@ -117,11 +117,11 @@ def extract_file_function_names(vw, **kwargs) -> Iterator[tuple[Feature, Address
                yield FunctionName(name[1:]), addr


-def extract_file_format(buf, **kwargs) -> Iterator[tuple[Feature, Address]]:
+def extract_file_format(buf, **kwargs) -> Iterator[Tuple[Feature, Address]]:
    yield from capa.features.extractors.common.extract_format(buf)


-def extract_features(vw, buf: bytes) -> Iterator[tuple[Feature, Address]]:
+def extract_features(vw, buf: bytes) -> Iterator[Tuple[Feature, Address]]:
    """
    extract file features from given workspace

@@ -130,7 +130,7 @@ def extract_features(vw, buf: bytes) -> Iterator[tuple[Feature, Address]]:
      buf: the raw input file bytes

    yields:
-      tuple[Feature, Address]: a feature and its location.
+      Tuple[Feature, Address]: a feature and its location.
    """

    for file_handler in FILE_HANDLERS:
--- a/Show More
+++ b/Show More