From 14b0c5fdbf7645ede32913036996a903d8f9d815 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Fri, 19 May 2023 14:38:55 -0700
Subject: [PATCH 001/135] colton: ghidra runtime detection &
 GhidraFeatureExtractor

---
 capa/features/extractors/ghidra/__init__.py  |  0
 capa/features/extractors/ghidra/extractor.py | 14 +++++++
 capa/features/extractors/ghidra/file.py      |  0
 capa/features/extractors/ghidra/global_.py   |  0
 capa/main.py                                 | 39 ++++++++++++++++++++
 5 files changed, 53 insertions(+)
 create mode 100644 capa/features/extractors/ghidra/__init__.py
 create mode 100644 capa/features/extractors/ghidra/extractor.py
 create mode 100644 capa/features/extractors/ghidra/file.py
 create mode 100644 capa/features/extractors/ghidra/global_.py

diff --git a/capa/features/extractors/ghidra/__init__.py b/capa/features/extractors/ghidra/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
new file mode 100644
index 00000000..65a5f13f
--- /dev/null
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -0,0 +1,14 @@
+import logging
+import contextlib
+from typing import Tuple, Iterator
+
+from capa.features.common import Feature
+from capa.features.address import Address, AbsoluteVirtualAddress
+from capa.features.extractors.base_extractor import FeatureExtractor
+import capa.features.extractors.ghidra.global_
+
+class GhidraFeatureExtractor(FeatureExtractor):
+    def __init__(self):
+        super().__init__()
+        self.global_features: List[Tuple[Feature, Address]] = []
+        self.global_features.extend(capa.features.extractors.ghidra.global_.extract_os())
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
new file mode 100644
index 00000000..e69de29b
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
new file mode 100644
index 00000000..e69de29b
diff --git a/capa/main.py b/capa/main.py
index 14411b0e..d56a04a1 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1311,6 +1311,31 @@ def ida_main():
     print(capa.render.default.render(meta, rules, capabilities))
 
 
+def ghidra_main():
+    import capa.rules
+    #import capa.render.default
+    #import capa.features.extractors.ghidra.extractor
+    import capa.features.extractors.ghidra.global_
+
+    logging.basicConfig(level=logging.INFO)
+    logging.getLogger().setLevel(logging.INFO)
+
+    logger.debug("-" * 80)
+    logger.debug(" Using default embedded rules.")
+    logger.debug(" ")
+    logger.debug(" You can see the current default rule set here:")
+    logger.debug("     https://github.com/mandiant/capa-rules")
+    logger.debug("-" * 80)
+
+    rules_path = os.path.join(get_default_root(), "rules")
+    logger.debug("rule path: %s", rules_path)
+    rules = get_rules([rules_path])
+    
+    globl_features: List[Tuple[Feature, Address]] = []
+    globl_features.extend(capa.features.extractors.ghidra.global_.extract_os())
+    print(globl_features)
+
+
 def is_runtime_ida():
     try:
         import idc
@@ -1320,8 +1345,22 @@ def is_runtime_ida():
         return True
 
 
+def is_runtime_ghidra():
+    try:
+        import ghidra.program.flatapi
+    except ImportError:
+        print("Not in Ghidra...")
+        return False
+    else:
+        return True
+
+
 if __name__ == "__main__":
     if is_runtime_ida():
         ida_main()
+    elif is_runtime_ghidra():
+        print("Calling Ghidra Main")
+        ghidra_main()
     else:
         sys.exit(main())
+

From 1f09c923069be8597e21571d2836ce683578e3d8 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Fri, 19 May 2023 18:38:13 -0700
Subject: [PATCH 002/135] colton: OS extraction functionality implemented

---
 capa/features/extractors/ghidra/global_.py | 53 ++++++++++++++++++++++
 capa/main.py                               |  2 -
 2 files changed, 53 insertions(+), 2 deletions(-)

diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index e69de29b..645fd587 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -0,0 +1,53 @@
+import logging
+import contextlib
+from io import BytesIO
+from typing import Tuple, Iterator 
+
+import ghidra.program.flatapi as flatapi
+ghidraapi = flatapi.FlatProgramAPI(currentProgram) # Ghidrathon hacks :)
+
+import capa.features.extractors.elf
+from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Feature
+from capa.features.address import NO_ADDRESS, Address
+
+logger = logging.getLogger(__name__)
+
+def extract_os() -> Iterator[Tuple[Feature, Address]]:
+    current_program = ghidraapi.getCurrentProgram()
+    format_name: str = current_program.getExecutableFormat()
+
+    if "PE" in format_name:
+        yield OS(OS_WINDOWS), NO_ADDRESS
+
+    elif "ELF" in format_name:
+        program_memory = current_program.getMemory()
+        fbytes_list = program_memory.getAllFileBytes() # java.util.List<FileBytes>
+        fbytes = fbytes_list[0]                        # ghidra.program.database.mem.FileBytes
+
+        # Java likes to return signed ints, so we must convert them
+        # back into unsigned bytes manually and write to BytesIO
+        pb_arr = b''
+        for i in range(fbytes.getSize()):
+            pb_arr = pb_arr + (fbytes.getOriginalByte(i) & 0xff).to_bytes(1, 'little')
+        buf = BytesIO(pb_arr)
+
+        with contextlib.closing(buf) as f:
+            os = capa.features.extractors.elf.detect_elf_os(f)
+
+        yield OS(os), NO_ADDRESS
+
+    else:
+        # we likely end up here:
+        #  1. handling shellcode, or
+        #  2. handling a new file format (e.g. macho)
+        #
+        # for (1) we can't do much - its shellcode and all bets are off.
+        # we could maybe accept a further CLI argument to specify the OS,
+        # but i think this would be rarely used.
+        # rules that rely on OS conditions will fail to match on shellcode.
+        #
+        # for (2), this logic will need to be updated as the format is implemented.
+        logger.debug("unsupported file format: %s, will not guess OS", format_name)
+        return
+
+
diff --git a/capa/main.py b/capa/main.py
index d56a04a1..39a2632a 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1349,7 +1349,6 @@ def is_runtime_ghidra():
     try:
         import ghidra.program.flatapi
     except ImportError:
-        print("Not in Ghidra...")
         return False
     else:
         return True
@@ -1359,7 +1358,6 @@ if __name__ == "__main__":
     if is_runtime_ida():
         ida_main()
     elif is_runtime_ghidra():
-        print("Calling Ghidra Main")
         ghidra_main()
     else:
         sys.exit(main())

From ffe089d4448603d0ee67b6b9af5bf6fc82742e24 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Fri, 19 May 2023 19:10:39 -0700
Subject: [PATCH 003/135] colton: GhidraFeatureExtractor constructor pulls OS &
 Arch

---
 capa/features/extractors/ghidra/extractor.py |  1 +
 capa/features/extractors/ghidra/global_.py   | 30 +++++++++++++++++++-
 2 files changed, 30 insertions(+), 1 deletion(-)

diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index 65a5f13f..2f5a593a 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -12,3 +12,4 @@ class GhidraFeatureExtractor(FeatureExtractor):
         super().__init__()
         self.global_features: List[Tuple[Feature, Address]] = []
         self.global_features.extend(capa.features.extractors.ghidra.global_.extract_os())
+        self.global_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index 645fd587..b0fad5cf 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -3,6 +3,10 @@ import contextlib
 from io import BytesIO
 from typing import Tuple, Iterator 
 
+# imports for clarity
+#   note: currentProgram is a static variable accessible in
+#         the specific ghidra runtime environment
+import ghidra.program.database.mem
 import ghidra.program.flatapi as flatapi
 ghidraapi = flatapi.FlatProgramAPI(currentProgram) # Ghidrathon hacks :)
 
@@ -20,12 +24,13 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
         yield OS(OS_WINDOWS), NO_ADDRESS
 
     elif "ELF" in format_name:
-        program_memory = current_program.getMemory()
+        program_memory = current_program.getMemory()   # ghidra.program.database.mem.MemoryMapDB
         fbytes_list = program_memory.getAllFileBytes() # java.util.List<FileBytes>
         fbytes = fbytes_list[0]                        # ghidra.program.database.mem.FileBytes
 
         # Java likes to return signed ints, so we must convert them
         # back into unsigned bytes manually and write to BytesIO
+        #   note: May be deprecated if Jep has implements better support for Java Lists 
         pb_arr = b''
         for i in range(fbytes.getSize()):
             pb_arr = pb_arr + (fbytes.getOriginalByte(i) & 0xff).to_bytes(1, 'little')
@@ -51,3 +56,26 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
         return
 
 
+def extract_arch() -> Iterator[Tuple[Feature, Address]]:
+    current_program = ghidraapi.getCurrentProgram()
+    lang_id = current_program.getMetadata().get('Language ID')
+
+    if 'x86' in lang_id and '64' in lang_id:
+        yield Arch(ARCH_AMD64), NO_ADDRESS
+
+    elif 'x86' in lang_id and '32' in lang_id:
+        yield Arch(ARCH_I386), NO_ADDRESS
+
+    elif 'x86' not in lang_id:
+        logger.debug("unsupported architecture: non-32-bit nor non-64-bit intel")
+        return
+
+    else:
+        # we likely end up here:
+        #  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", lang_id)
+        return
+
+

From 50afc2f9b204a330f1367e2bf2c6efdd7df901fa Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Fri, 26 May 2023 17:51:48 -0700
Subject: [PATCH 004/135] colton: developing ghidra backend tests

---
 capa/main.py                  |  1 +
 tests/test_ghidra_features.py | 25 +++++++++++++++++++++++++
 2 files changed, 26 insertions(+)
 create mode 100644 tests/test_ghidra_features.py

diff --git a/capa/main.py b/capa/main.py
index 39a2632a..6d270fc1 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1333,6 +1333,7 @@ def ghidra_main():
     
     globl_features: List[Tuple[Feature, Address]] = []
     globl_features.extend(capa.features.extractors.ghidra.global_.extract_os())
+    globl_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
     print(globl_features)
 
 
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
new file mode 100644
index 00000000..a4a9a748
--- /dev/null
+++ b/tests/test_ghidra_features.py
@@ -0,0 +1,25 @@
+import logging
+
+import fixtures
+from fixtures import *
+
+import capa.main
+
+logger = logging.getLogger(__file__)
+
+# We need to skip the ghidra test if we cannot import ghidra modules, e.g., in GitHub CI.
+ghidra_present: bool = False
+try:
+    import ghidra.program.flatapi as flatapi
+    ghidraapi = flatapi.FlatProgramAPI(currentProgram) 
+
+    try:
+        current_program_test = ghidraapi.getCurrentProgram()
+    except RuntimeError as e:
+        logger.warning("Ghidra runtime not detected")
+    else:
+        ghidra_present = True
+except ImportError:
+    pass
+
+

From 78bd5e1e3b49796d5d58d33964dd6e22f02ba1b5 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Sun, 28 May 2023 19:04:31 -0700
Subject: [PATCH 005/135] colton: tests.yml installs Java, Ghidra, and
 Ghidrathon

---
 .github/workflows/tests.yml | 40 +++++++++++++++++++++++++++++++++++++
 1 file changed, 40 insertions(+)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 64475f65..27d82ab6 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -136,3 +136,43 @@ jobs:
       env:
         BN_LICENSE: ${{ secrets.BN_LICENSE }}
       run: pytest -v tests/test_binja_features.py  # explicitly refer to the binja tests for performance. other tests run above.
+
+  ghidra-tests:
+    name: Ghidra tests for ${{ matrix.python-version }}
+    runs-on: ubuntu-20.04
+    needs: [code_style, rule_linter]
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.7", "3.11"]
+        java-version: ["17"]
+    steps:
+    - name: Checkout capa with submodules
+      uses: actions/checkout@ac593985615ec2ede58e132d2e21d2b1cbd6127c # v3.3.0
+      with:
+        submodules: recursive
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@d27e3f3d7c64b4bbf8e4abfb9b63b83e846e0435 # v4.5.0
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Set up Java ${{ matrix.java-version }}
+      uses: actions/setup-java@v3
+      with:
+        distribution: 'temurin'
+        java-version: ${{ matrix.java-version }}
+    - name: Install Ghidra
+      run: |
+        mkdir ./.github/ghidra
+        wget "https://github.com/NationalSecurityAgency/ghidra/releases/download/Ghidra_10.3_build/ghidra_10.3_PUBLIC_20230510.zip" -O ./.github/ghidra/ghidra_10.3_PUBLIC.zip
+        unzip .github/ghidra/ghidra_10.3_PUBLIC.zip -d .github/ghidra/
+      env:
+        GHIDRA_INSTALL_DIR: /github/ghidra
+    - name: Install Ghidrathon
+      run : |
+        mkdir ./.github/ghidrathon
+        wget ""
+    - name: Install pyyaml
+      run: sudo apt-get install -y libyaml-dev
+    - name: Install capa
+      run: pip install -e .[dev]
+ 

From 8c40e82796a1da8fe678118964694060999bc58b Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Mon, 29 May 2023 19:58:59 -0700
Subject: [PATCH 006/135] configuring runner for ghidra tests

---
 .github/workflows/tests.yml | 21 ++++++++++++++++++---
 1 file changed, 18 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 27d82ab6..de67a6f7 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -146,6 +146,7 @@ jobs:
       matrix:
         python-version: ["3.7", "3.11"]
         java-version: ["17"]
+        gradle-version: ["7.3"]
     steps:
     - name: Checkout capa with submodules
       uses: actions/checkout@ac593985615ec2ede58e132d2e21d2b1cbd6127c # v3.3.0
@@ -160,17 +161,31 @@ jobs:
       with:
         distribution: 'temurin'
         java-version: ${{ matrix.java-version }}
-    - name: Install Ghidra
+    - name: Set up Gradle ${{ matrix.gradle-version }}
+      uses: actions/gradle/gradle-build-action@v2
+      with:
+        gradle-version: ${{ matrix.gradle-version }}
+    - name: Install Ghidra 10.3
       run: |
         mkdir ./.github/ghidra
         wget "https://github.com/NationalSecurityAgency/ghidra/releases/download/Ghidra_10.3_build/ghidra_10.3_PUBLIC_20230510.zip" -O ./.github/ghidra/ghidra_10.3_PUBLIC.zip
         unzip .github/ghidra/ghidra_10.3_PUBLIC.zip -d .github/ghidra/
+        export PATH="/.github/ghidra/ghidra_10.3_PUBLIC/Support:$PATH"
       env:
-        GHIDRA_INSTALL_DIR: /github/ghidra
+        GHIDRA_INSTALL_DIR: /github/ghidra/ghidra_10.3_PUBLIC
+        GHIDRA_EXT_DIR: /github/ghidra/ghidra_10.3_PUBLIC/Extensions
+    - name: Install Jep 4.1.1
+      run : |
+        mkdir ./.github/jep
+        wget "https://github.com/ninia/jep/archive/refs/tags/v4.1.1.zip" -O ./.github/jep/jep-4.1.1.zip
+        unzip .github/jep/jep-4.1.1.zip -d .github/jep/
+        pip install .github/jep/jep-4.1.1/
     - name: Install Ghidrathon
       run : |
         mkdir ./.github/ghidrathon
-        wget ""
+        wget "https://github.com/mandiant/Ghidrathon/archive/refs/tags/v2.1.0.zip" -O ./.github/ghidrathon/ghidrathon-2.1.0.zip
+        unzip .github/ghidrathon/ghidrathon-2.1.0.zip -d .github/ghidrathon/
+        gradle -p ./.github/ghidrathon/Ghidrathon-2.1.0/
     - name: Install pyyaml
       run: sudo apt-get install -y libyaml-dev
     - name: Install capa

From b35cfdaf6ae339cef35b3f2a871c05abbd9bc0b1 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Mon, 29 May 2023 20:13:35 -0700
Subject: [PATCH 007/135] workflow_dispatch - temp

---
 .github/workflows/tests.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index de67a6f7..fb8cc232 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -5,6 +5,7 @@ on:
     branches: [ master ]
   pull_request:
     branches: [ master ]
+  workflow_dispatch:
 
 # save workspaces to speed up testing
 env:

From 73183e9c1970831d2b479ed40a13d8085019709d Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Mon, 29 May 2023 20:16:10 -0700
Subject: [PATCH 008/135] run tests.yml on workflow dispatch

---
 .github/workflows/tests.yml | 7 +------
 1 file changed, 1 insertion(+), 6 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index fb8cc232..4ab33047 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -1,11 +1,6 @@
 name: CI
 
-on:
-  push:
-    branches: [ master ]
-  pull_request:
-    branches: [ master ]
-  workflow_dispatch:
+on: workflow_dispatch
 
 # save workspaces to speed up testing
 env:

From 5af1a42bf1e0c45b2b303436423a9a007e537e77 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Mon, 29 May 2023 20:24:37 -0700
Subject: [PATCH 009/135] reverting tests.yml

---
 .github/workflows/tests.yml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 4ab33047..f346e5a3 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -1,6 +1,10 @@
 name: CI
 
-on: workflow_dispatch
+on: 
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
 
 # save workspaces to speed up testing
 env:

From 16444fe5edececfebc9be31cefb039462a1bd952 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Thu, 1 Jun 2023 11:24:21 -0700
Subject: [PATCH 010/135] first working CI install

---
 .github/workflows/tests.yml | 19 ++++++++-----------
 1 file changed, 8 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index f346e5a3..f4933e5f 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -140,13 +140,11 @@ jobs:
   ghidra-tests:
     name: Ghidra tests for ${{ matrix.python-version }}
     runs-on: ubuntu-20.04
-    needs: [code_style, rule_linter]
     strategy:
       fail-fast: false
       matrix:
         python-version: ["3.7", "3.11"]
         java-version: ["17"]
-        gradle-version: ["7.3"]
     steps:
     - name: Checkout capa with submodules
       uses: actions/checkout@ac593985615ec2ede58e132d2e21d2b1cbd6127c # v3.3.0
@@ -161,19 +159,16 @@ jobs:
       with:
         distribution: 'temurin'
         java-version: ${{ matrix.java-version }}
-    - name: Set up Gradle ${{ matrix.gradle-version }}
-      uses: actions/gradle/gradle-build-action@v2
-      with:
-        gradle-version: ${{ matrix.gradle-version }}
+    - name: Set up Gradle 7.3 # must be done manually due to no gradle build in capa
+      run: |
+        mkdir /opt/gradle
+        wget "https://services.gradle.org/distributions/gradle-7.3-bin.zip" -O /opt/gradle/gradle-7.3.zip
+        unzip /opt/gradle/gradle-7.3.zip -d /opt/gradle
     - name: Install Ghidra 10.3
       run: |
         mkdir ./.github/ghidra
         wget "https://github.com/NationalSecurityAgency/ghidra/releases/download/Ghidra_10.3_build/ghidra_10.3_PUBLIC_20230510.zip" -O ./.github/ghidra/ghidra_10.3_PUBLIC.zip
         unzip .github/ghidra/ghidra_10.3_PUBLIC.zip -d .github/ghidra/
-        export PATH="/.github/ghidra/ghidra_10.3_PUBLIC/Support:$PATH"
-      env:
-        GHIDRA_INSTALL_DIR: /github/ghidra/ghidra_10.3_PUBLIC
-        GHIDRA_EXT_DIR: /github/ghidra/ghidra_10.3_PUBLIC/Extensions
     - name: Install Jep 4.1.1
       run : |
         mkdir ./.github/jep
@@ -185,7 +180,9 @@ jobs:
         mkdir ./.github/ghidrathon
         wget "https://github.com/mandiant/Ghidrathon/archive/refs/tags/v2.1.0.zip" -O ./.github/ghidrathon/ghidrathon-2.1.0.zip
         unzip .github/ghidrathon/ghidrathon-2.1.0.zip -d .github/ghidrathon/
-        gradle -p ./.github/ghidrathon/Ghidrathon-2.1.0/
+        workdir=$(pwd)
+        /opt/gradle/gradle-7.3/bin/gradle -p ./.github/ghidrathon/Ghidrathon-2.1.0/ -PGHIDRA_INSTALL_DIR=$workdir/.github/ghidra/ghidra_10.3_PUBLIC 
+        unzip .github/ghidrathon/Ghidrathon-2.1.0/dist/*.zip -d $workdir/.github/ghidra/ghidra_10.3_PUBLIC/Extensions
     - name: Install pyyaml
       run: sudo apt-get install -y libyaml-dev
     - name: Install capa

From b849cfd4a5b0ebf302951b61570ccdb68e6d459a Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Fri, 2 Jun 2023 22:41:29 -0700
Subject: [PATCH 011/135] ghidra ci setup, test files in development

---
 .github/workflows/tests.yml   |  2 +-
 tests/fixtures.py             | 12 +++++++++++
 tests/test_ghidra_features.py | 38 +++++++++++++++++++++++++++++++----
 3 files changed, 47 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index f4933e5f..841044ee 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -155,7 +155,7 @@ jobs:
       with:
         python-version: ${{ matrix.python-version }}
     - name: Set up Java ${{ matrix.java-version }}
-      uses: actions/setup-java@v3
+      uses: actions/setup-java@5ffc13f4174014e2d4d4572b3d74c3fa61aeb2c2 # v3
       with:
         distribution: 'temurin'
         java-version: ${{ matrix.java-version }}
diff --git a/tests/fixtures.py b/tests/fixtures.py
index 04c9c53b..612f49a7 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -183,6 +183,18 @@ def get_binja_extractor(path):
     return extractor
 
 
+@lru_cache(maxsize=1)
+def get_ghidra_extractor(path):
+    import capa.features.extractors.ghidra.extractor
+
+    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor(path)
+
+    # overload the extractor so that the fixture exposes `extractor.path`
+    setattr(extractor, "path", path)
+
+    return extractor
+
+
 def extract_global_features(extractor):
     features = collections.defaultdict(set)
     for feature, va in extractor.extract_global_features():
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
index a4a9a748..ff8e6485 100644
--- a/tests/test_ghidra_features.py
+++ b/tests/test_ghidra_features.py
@@ -1,11 +1,21 @@
+import sys
 import logging
+import os.path
+import binascii
+import traceback
 
-import fixtures
-from fixtures import *
+import pytest
 
-import capa.main
+try:
+    sys.path.append(os.path.dirname(__file__))
+    import fixtures
+    from fixtures import *
+finally:
+    sys.path.pop()
+
+
+logger = logging.getLogger("test_ghidra_features")
 
-logger = logging.getLogger(__file__)
 
 # We need to skip the ghidra test if we cannot import ghidra modules, e.g., in GitHub CI.
 ghidra_present: bool = False
@@ -23,3 +33,23 @@ except ImportError:
     pass
 
 
+@pytest.mark.skipif(ghidra_present is False, reason="Skip ghidra tests if the ghidra Python API is not installed")
+@fixtures.parametrize(
+    "sample,scope,feature,expected",
+    fixtures.FEATURE_PRESENCE_TESTS,
+    indirect=["sample", "scope"],
+)
+def test_ghidra_features(sample, scope, feature, expected):
+    fixtures.do_test_feature_presence(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
+
+
+@pytest.mark.skipif(ghidra_present is False, reason="Skip ghidra tests if the ghidra Python API is not installed")
+@fixtures.parametrize(
+    "sample,scope,feature,expected",
+    fixtures.FEATURE_COUNT_TESTS,
+    indirect=["sample", "scope"],
+)
+def test_ghidra_feature_counts(sample, scope, feature, expected):
+    fixtures.do_test_feature_count(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
+
+

From a7639d33b910457a9fe98cbf63bad2e48b15cb99 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Fri, 2 Jun 2023 23:11:18 -0700
Subject: [PATCH 012/135] colton: update CHANGELOG

---
 CHANGELOG.md | 3 ++-
 capa/main.py | 1 +
 rules        | 2 +-
 3 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5fe6ae2b..27915d5e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
 ### New Features
 - Utility script to detect feature overlap between new and existing CAPA rules [#1451](https://github.com/mandiant/capa/issues/1451) [@Aayush-Goel-04](https://github.com/aayush-goel-04)
+- extractor: Implement Ghidra Backend [@colton-gabertan](https://github.com/colton-gabertan)
 
 ### Breaking Changes
 
@@ -16,7 +17,7 @@
 - communication/mailslot/read-from-mailslot nick.simonian@mandiant.com
 - nursery/hash-data-using-sha512managed-in-dotnet jonathanlepore@google.com
 - nursery/compiled-with-exescript jonathanlepore@google.com
--
+
 
 ### Bug Fixes
 - extractor: update vivisect Arch extraction #1334 @mr-tz
diff --git a/capa/main.py b/capa/main.py
index ee9676cd..d4978d31 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1337,6 +1337,7 @@ def ghidra_main():
     logger.debug("rule path: %s", rules_path)
     rules = get_rules([rules_path])
     
+    # temp test for OS & ARCH extractions
     globl_features: List[Tuple[Feature, Address]] = []
     globl_features.extend(capa.features.extractors.ghidra.global_.extract_os())
     globl_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
diff --git a/rules b/rules
index 188e6552..312d4cad 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 188e65528ec496eaaa792c3470cb4ab680a1b156
+Subproject commit 312d4cad891498e1d360dffcc98f669b63869c94

From 3da233dcad430d2af14b40e7651d997690a7336d Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Wed, 7 Jun 2023 13:04:49 -0700
Subject: [PATCH 013/135] colton: removed redundant imports & object, locally
 tested

---
 capa/features/extractors/ghidra/global_.py | 15 +++------------
 1 file changed, 3 insertions(+), 12 deletions(-)

diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index b0fad5cf..2409bf0c 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -3,13 +3,6 @@ import contextlib
 from io import BytesIO
 from typing import Tuple, Iterator 
 
-# imports for clarity
-#   note: currentProgram is a static variable accessible in
-#         the specific ghidra runtime environment
-import ghidra.program.database.mem
-import ghidra.program.flatapi as flatapi
-ghidraapi = flatapi.FlatProgramAPI(currentProgram) # Ghidrathon hacks :)
-
 import capa.features.extractors.elf
 from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Feature
 from capa.features.address import NO_ADDRESS, Address
@@ -17,14 +10,13 @@ from capa.features.address import NO_ADDRESS, Address
 logger = logging.getLogger(__name__)
 
 def extract_os() -> Iterator[Tuple[Feature, Address]]:
-    current_program = ghidraapi.getCurrentProgram()
-    format_name: str = current_program.getExecutableFormat()
+    format_name: str = currentProgram.getExecutableFormat()
 
     if "PE" in format_name:
         yield OS(OS_WINDOWS), NO_ADDRESS
 
     elif "ELF" in format_name:
-        program_memory = current_program.getMemory()   # ghidra.program.database.mem.MemoryMapDB
+        program_memory = currentProgram.getMemory()   # ghidra.program.database.mem.MemoryMapDB
         fbytes_list = program_memory.getAllFileBytes() # java.util.List<FileBytes>
         fbytes = fbytes_list[0]                        # ghidra.program.database.mem.FileBytes
 
@@ -57,8 +49,7 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
 
 
 def extract_arch() -> Iterator[Tuple[Feature, Address]]:
-    current_program = ghidraapi.getCurrentProgram()
-    lang_id = current_program.getMetadata().get('Language ID')
+    lang_id = currentProgram.getMetadata().get('Language ID')
 
     if 'x86' in lang_id and '64' in lang_id:
         yield Arch(ARCH_AMD64), NO_ADDRESS

From 855463b3195aa74edfab110a5b8299f09f082c48 Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Wed, 5 Jul 2023 17:48:45 -0700
Subject: [PATCH 014/135] Add Ghidra Backend CI configuration, fix CHANGELOG
 (#1529)

* ghidra-backend ci working, fix CHANGELOG

* temp: Add backend-ghidra to CI test workflow & add versioning to matrix

* lint to avoid failure

* linting for CI

* cleanup CI, integrate actions, simplify installations

* fix gradle repo

* fix typo

* fix submodule checkout for rules & test data

* fix relative test data path

* remove unnecessary steps

* add flag to mkdir to resolve pipeline failure
---
 .github/mypy/mypy.ini                        |  3 ++
 .github/workflows/tests.yml                  | 51 ++++++++++--------
 CHANGELOG.md                                 |  2 +-
 capa/features/extractors/ghidra/extractor.py |  5 +-
 capa/features/extractors/ghidra/global_.py   | 28 +++++-----
 capa/main.py                                 |  9 ++--
 tests/fixtures.py                            | 12 -----
 tests/test_ghidra_features.py                | 55 --------------------
 8 files changed, 56 insertions(+), 109 deletions(-)
 delete mode 100644 tests/test_ghidra_features.py

diff --git a/.github/mypy/mypy.ini b/.github/mypy/mypy.ini
index c80af3de..505d5772 100644
--- a/.github/mypy/mypy.ini
+++ b/.github/mypy/mypy.ini
@@ -83,3 +83,6 @@ ignore_missing_imports = True
 
 [mypy-netnode.*]
 ignore_missing_imports = True
+
+[mypy-ghidra.*]
+ignore_missing_imports = True
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 841044ee..39cda1a3 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -2,9 +2,9 @@ name: CI
 
 on: 
   push:
-    branches: [ master ]
+    branches: [ master, backend-ghidra ]
   pull_request:
-    branches: [ master ]
+    branches: [ master, backend-ghidra ]
 
 # save workspaces to speed up testing
 env:
@@ -140,16 +140,22 @@ jobs:
   ghidra-tests:
     name: Ghidra tests for ${{ matrix.python-version }}
     runs-on: ubuntu-20.04
+    needs: [code_style, rule_linter]
     strategy:
       fail-fast: false
       matrix:
         python-version: ["3.7", "3.11"]
         java-version: ["17"]
+        gradle-version: ["7.3"]
+        ghidra-version: ["10.3"]
+        public-version: ["PUBLIC_20230510"] # for ghidra releases
+        jep-version: ["4.1.1"]
+        ghidrathon-version: ["2.1.0"]
     steps:
     - name: Checkout capa with submodules
       uses: actions/checkout@ac593985615ec2ede58e132d2e21d2b1cbd6127c # v3.3.0
       with:
-        submodules: recursive
+        submodules: true
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@d27e3f3d7c64b4bbf8e4abfb9b63b83e846e0435 # v4.5.0
       with:
@@ -159,32 +165,33 @@ jobs:
       with:
         distribution: 'temurin'
         java-version: ${{ matrix.java-version }}
-    - name: Set up Gradle 7.3 # must be done manually due to no gradle build in capa
-      run: |
-        mkdir /opt/gradle
-        wget "https://services.gradle.org/distributions/gradle-7.3-bin.zip" -O /opt/gradle/gradle-7.3.zip
-        unzip /opt/gradle/gradle-7.3.zip -d /opt/gradle
-    - name: Install Ghidra 10.3
+    - name: Set up Gradle ${{ matrix.gradle-version }} 
+      uses: gradle/gradle-build-action@40b6781dcdec2762ad36556682ac74e31030cfe2 # v2.5.1
+      with:
+        gradle-version: ${{ matrix.gradle-version }}
+    - name: Install Jep ${{ matrix.jep-version }} 
+      run : pip install jep==${{ matrix.jep-version }}
+    - name: Install Ghidra ${{ matrix.ghidra-version }} 
       run: |
         mkdir ./.github/ghidra
-        wget "https://github.com/NationalSecurityAgency/ghidra/releases/download/Ghidra_10.3_build/ghidra_10.3_PUBLIC_20230510.zip" -O ./.github/ghidra/ghidra_10.3_PUBLIC.zip
-        unzip .github/ghidra/ghidra_10.3_PUBLIC.zip -d .github/ghidra/
-    - name: Install Jep 4.1.1
-      run : |
-        mkdir ./.github/jep
-        wget "https://github.com/ninia/jep/archive/refs/tags/v4.1.1.zip" -O ./.github/jep/jep-4.1.1.zip
-        unzip .github/jep/jep-4.1.1.zip -d .github/jep/
-        pip install .github/jep/jep-4.1.1/
+        mkdir ./.github/ghidra/project
+        wget "https://github.com/NationalSecurityAgency/ghidra/releases/download/Ghidra_${{ matrix.ghidra-version }}_build/ghidra_${{ matrix.ghidra-version }}_${{ matrix.public-version }}.zip" -O ./.github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC.zip
+        unzip .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC.zip -d .github/ghidra/
     - name: Install Ghidrathon
       run : |
         mkdir ./.github/ghidrathon
-        wget "https://github.com/mandiant/Ghidrathon/archive/refs/tags/v2.1.0.zip" -O ./.github/ghidrathon/ghidrathon-2.1.0.zip
-        unzip .github/ghidrathon/ghidrathon-2.1.0.zip -d .github/ghidrathon/
+        mkdir -p ~/.ghidra/.ghidra_${{ matrix.ghidra-version }}_PUBLIC/Extensions
+        wget "https://github.com/mandiant/Ghidrathon/archive/refs/tags/v${{ matrix.ghidrathon-version }}.zip" -O ./.github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip
+        unzip .github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip -d .github/ghidrathon/
         workdir=$(pwd)
-        /opt/gradle/gradle-7.3/bin/gradle -p ./.github/ghidrathon/Ghidrathon-2.1.0/ -PGHIDRA_INSTALL_DIR=$workdir/.github/ghidra/ghidra_10.3_PUBLIC 
-        unzip .github/ghidrathon/Ghidrathon-2.1.0/dist/*.zip -d $workdir/.github/ghidra/ghidra_10.3_PUBLIC/Extensions
+        gradle -p ./.github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/ -PGHIDRA_INSTALL_DIR=$workdir/.github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC 
+        unzip .github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/dist/*.zip -d ~/.ghidra/.ghidra_${{ matrix.ghidra-version }}_PUBLIC/Extensions
     - name: Install pyyaml
       run: sudo apt-get install -y libyaml-dev
     - name: Install capa
-      run: pip install -e .[dev]
+      run: pip install -e .[dev] 
+    - name: Run tests
+      run: | # runs main.py for now...
+        .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -Import ./tests/data/'Practical Malware Analysis Lab 01-01.dll_'
+        .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -process 'Practical Malware Analysis Lab 01-01.dll_' -ScriptPath ./capa -PostScript main.py
  
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 27915d5e..ec03dad3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,7 +4,6 @@
 
 ### New Features
 - Utility script to detect feature overlap between new and existing CAPA rules [#1451](https://github.com/mandiant/capa/issues/1451) [@Aayush-Goel-04](https://github.com/aayush-goel-04)
-- extractor: Implement Ghidra Backend [@colton-gabertan](https://github.com/colton-gabertan)
 
 ### Breaking Changes
 
@@ -17,6 +16,7 @@
 - communication/mailslot/read-from-mailslot nick.simonian@mandiant.com
 - nursery/hash-data-using-sha512managed-in-dotnet jonathanlepore@google.com
 - nursery/compiled-with-exescript jonathanlepore@google.com
+-
 
 
 ### Bug Fixes
diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index 2f5a593a..65b06706 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -1,11 +1,12 @@
 import logging
 import contextlib
-from typing import Tuple, Iterator
+from typing import List, Tuple, Iterator
 
+import capa.features.extractors.ghidra.global_
 from capa.features.common import Feature
 from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import FeatureExtractor
-import capa.features.extractors.ghidra.global_
+
 
 class GhidraFeatureExtractor(FeatureExtractor):
     def __init__(self):
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index 2409bf0c..33a1237c 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -1,13 +1,17 @@
 import logging
 import contextlib
 from io import BytesIO
-from typing import Tuple, Iterator 
+from typing import Tuple, Iterator
+
+import ghidra
 
 import capa.features.extractors.elf
 from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Feature
 from capa.features.address import NO_ADDRESS, Address
 
 logger = logging.getLogger(__name__)
+currentProgram: ghidra.program.database.ProgramDB
+
 
 def extract_os() -> Iterator[Tuple[Feature, Address]]:
     format_name: str = currentProgram.getExecutableFormat()
@@ -16,16 +20,16 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
         yield OS(OS_WINDOWS), NO_ADDRESS
 
     elif "ELF" in format_name:
-        program_memory = currentProgram.getMemory()   # ghidra.program.database.mem.MemoryMapDB
-        fbytes_list = program_memory.getAllFileBytes() # java.util.List<FileBytes>
-        fbytes = fbytes_list[0]                        # ghidra.program.database.mem.FileBytes
+        program_memory = currentProgram.getMemory()  # ghidra.program.database.mem.MemoryMapDB
+        fbytes_list = program_memory.getAllFileBytes()  # java.util.List<FileBytes>
+        fbytes = fbytes_list[0]  # ghidra.program.database.mem.FileBytes
 
         # Java likes to return signed ints, so we must convert them
         # back into unsigned bytes manually and write to BytesIO
-        #   note: May be deprecated if Jep has implements better support for Java Lists 
-        pb_arr = b''
+        #   note: May be deprecated if Jep has implements better support for Java Lists
+        pb_arr = b""
         for i in range(fbytes.getSize()):
-            pb_arr = pb_arr + (fbytes.getOriginalByte(i) & 0xff).to_bytes(1, 'little')
+            pb_arr = pb_arr + (fbytes.getOriginalByte(i) & 0xFF).to_bytes(1, "little")
         buf = BytesIO(pb_arr)
 
         with contextlib.closing(buf) as f:
@@ -49,15 +53,15 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
 
 
 def extract_arch() -> Iterator[Tuple[Feature, Address]]:
-    lang_id = currentProgram.getMetadata().get('Language ID')
+    lang_id = currentProgram.getMetadata().get("Language ID")
 
-    if 'x86' in lang_id and '64' in lang_id:
+    if "x86" in lang_id and "64" in lang_id:
         yield Arch(ARCH_AMD64), NO_ADDRESS
 
-    elif 'x86' in lang_id and '32' in lang_id:
+    elif "x86" in lang_id and "32" in lang_id:
         yield Arch(ARCH_I386), NO_ADDRESS
 
-    elif 'x86' not in lang_id:
+    elif "x86" not in lang_id:
         logger.debug("unsupported architecture: non-32-bit nor non-64-bit intel")
         return
 
@@ -68,5 +72,3 @@ def extract_arch() -> Iterator[Tuple[Feature, Address]]:
         # for (1), this logic will need to be updated as the format is implemented.
         logger.debug("unsupported architecture: %s", lang_id)
         return
-
-
diff --git a/capa/main.py b/capa/main.py
index d4978d31..8326759e 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1319,9 +1319,11 @@ def ida_main():
 
 def ghidra_main():
     import capa.rules
-    #import capa.render.default
-    #import capa.features.extractors.ghidra.extractor
+
+    # import capa.render.default
+    # import capa.features.extractors.ghidra.extractor
     import capa.features.extractors.ghidra.global_
+    from capa.features.common import Feature
 
     logging.basicConfig(level=logging.INFO)
     logging.getLogger().setLevel(logging.INFO)
@@ -1336,7 +1338,7 @@ def ghidra_main():
     rules_path = os.path.join(get_default_root(), "rules")
     logger.debug("rule path: %s", rules_path)
     rules = get_rules([rules_path])
-    
+
     # temp test for OS & ARCH extractions
     globl_features: List[Tuple[Feature, Address]] = []
     globl_features.extend(capa.features.extractors.ghidra.global_.extract_os())
@@ -1369,4 +1371,3 @@ if __name__ == "__main__":
         ghidra_main()
     else:
         sys.exit(main())
-
diff --git a/tests/fixtures.py b/tests/fixtures.py
index 612f49a7..04c9c53b 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -183,18 +183,6 @@ def get_binja_extractor(path):
     return extractor
 
 
-@lru_cache(maxsize=1)
-def get_ghidra_extractor(path):
-    import capa.features.extractors.ghidra.extractor
-
-    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor(path)
-
-    # overload the extractor so that the fixture exposes `extractor.path`
-    setattr(extractor, "path", path)
-
-    return extractor
-
-
 def extract_global_features(extractor):
     features = collections.defaultdict(set)
     for feature, va in extractor.extract_global_features():
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
deleted file mode 100644
index ff8e6485..00000000
--- a/tests/test_ghidra_features.py
+++ /dev/null
@@ -1,55 +0,0 @@
-import sys
-import logging
-import os.path
-import binascii
-import traceback
-
-import pytest
-
-try:
-    sys.path.append(os.path.dirname(__file__))
-    import fixtures
-    from fixtures import *
-finally:
-    sys.path.pop()
-
-
-logger = logging.getLogger("test_ghidra_features")
-
-
-# We need to skip the ghidra test if we cannot import ghidra modules, e.g., in GitHub CI.
-ghidra_present: bool = False
-try:
-    import ghidra.program.flatapi as flatapi
-    ghidraapi = flatapi.FlatProgramAPI(currentProgram) 
-
-    try:
-        current_program_test = ghidraapi.getCurrentProgram()
-    except RuntimeError as e:
-        logger.warning("Ghidra runtime not detected")
-    else:
-        ghidra_present = True
-except ImportError:
-    pass
-
-
-@pytest.mark.skipif(ghidra_present is False, reason="Skip ghidra tests if the ghidra Python API is not installed")
-@fixtures.parametrize(
-    "sample,scope,feature,expected",
-    fixtures.FEATURE_PRESENCE_TESTS,
-    indirect=["sample", "scope"],
-)
-def test_ghidra_features(sample, scope, feature, expected):
-    fixtures.do_test_feature_presence(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
-
-
-@pytest.mark.skipif(ghidra_present is False, reason="Skip ghidra tests if the ghidra Python API is not installed")
-@fixtures.parametrize(
-    "sample,scope,feature,expected",
-    fixtures.FEATURE_COUNT_TESTS,
-    indirect=["sample", "scope"],
-)
-def test_ghidra_feature_counts(sample, scope, feature, expected):
-    fixtures.do_test_feature_count(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
-
-

From c5f51e03f43aec06a858f9386ffe7d63e5ee4f5c Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Thu, 6 Jul 2023 01:27:37 -0700
Subject: [PATCH 015/135] ghidra: Add Global Feature Extraction (#1526)

* Revert "colton: removed redundant imports & object, locally tested"

This reverts commit 3da233dcad430d2af14b40e7651d997690a7336d.

* removed redundant imports & objects, local test confirmation

* linted with isort

* linted with black

* linted with pycodestyle

* additional linting

* rebasing to avoid merge conflicts
---
 CHANGELOG.md                               | 1 +
 capa/features/extractors/ghidra/global_.py | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ec03dad3..a67cd74f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,7 @@
 -
 
 
+
 ### Bug Fixes
 - extractor: update vivisect Arch extraction #1334 @mr-tz
 - extractor: avoid Binary Ninja exception when analyzing certain files #1441 @xusheng6 
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index 33a1237c..d4026eaf 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -14,7 +14,7 @@ currentProgram: ghidra.program.database.ProgramDB
 
 
 def extract_os() -> Iterator[Tuple[Feature, Address]]:
-    format_name: str = currentProgram.getExecutableFormat()
+    format_name: str = currentProgram.getExecutableFormat()  # currentProgram: static Ghidra variable
 
     if "PE" in format_name:
         yield OS(OS_WINDOWS), NO_ADDRESS

From 1f631b3ed16f3f857ce74b49313fa6401110171a Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Thu, 6 Jul 2023 15:42:04 -0700
Subject: [PATCH 016/135] bump min Python3 version to 3.8

---
 .github/workflows/tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index c4b2d5e0..abaddb99 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -144,7 +144,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.7", "3.11"]
+        python-version: ["3.8", "3.11"]
         java-version: ["17"]
         gradle-version: ["7.3"]
         ghidra-version: ["10.3"]

From 51ffb1d75cc3d42716a22851dd1d660bbb09cd5c Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Thu, 6 Jul 2023 17:05:08 -0700
Subject: [PATCH 017/135] Add Ghidra File Feature Extraction (#1564)

Implement Ghidra backend file feature extraction
---
 capa/features/extractors/ghidra/extractor.py |  14 ++
 capa/features/extractors/ghidra/file.py      | 201 +++++++++++++++++++
 capa/features/extractors/ghidra/global_.py   |   8 +
 capa/features/extractors/ghidra/helpers.py   |  60 ++++++
 capa/main.py                                 |  13 +-
 5 files changed, 292 insertions(+), 4 deletions(-)
 create mode 100644 capa/features/extractors/ghidra/helpers.py

diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index 65b06706..b4441bf9 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -2,15 +2,29 @@ import logging
 import contextlib
 from typing import List, Tuple, Iterator
 
+import ghidra
+
 import capa.features.extractors.ghidra.global_
 from capa.features.common import Feature
 from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import FeatureExtractor
 
+currentProgram: ghidra.program.database.ProgramDB
+
 
 class GhidraFeatureExtractor(FeatureExtractor):
     def __init__(self):
         super().__init__()
         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())
+
+    def get_base_address(self):
+        return AbsoluteVirtualAddress(currentProgram.getImageBase().getOffset())
+
+    def extract_global_features(self):
+        yield from self.global_features
+
+    def extract_file_features(self):
+        yield from capa.features.extractors.ghidra.file.extract_features()
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index e69de29b..a37d5415 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -0,0 +1,201 @@
+# Copyright (C) 2020 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 struct
+from typing import Tuple, Iterator
+
+import ghidra
+from ghidra.program.model.symbol import SourceType, SymbolType
+
+import capa.features.extractors.common
+import capa.features.extractors.helpers
+import capa.features.extractors.strings
+import capa.features.extractors.ghidra.helpers
+from capa.features.file import Export, Import, Section, FunctionName
+from capa.features.common import FORMAT_PE, FORMAT_ELF, Format, String, Feature, Characteristic
+from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, AbsoluteVirtualAddress
+
+currentProgram: ghidra.program.database.ProgramDB
+
+MAX_OFFSET_PE_AFTER_MZ = 0x200
+
+
+def check_segment_for_pe() -> Iterator[Tuple[int, int]]:
+    """check segment for embedded PE
+
+    adapted for Ghidra from:
+    https://github.com/vivisect/vivisect/blob/91e8419a861f4977https://github.com/vivisect/vivisect/blob/91e8419a861f49779f18316f155311967e696836/PE/carve.py#L259f18316f155311967e696836/PE/carve.py#L25
+    """
+
+    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 = []
+    for mzx, pex, i in mz_xor:
+        # find all segment offsets containing XOR'd "MZ" bytes
+        off: ghidra.program.model.address.GenericAddress
+        for off in capa.features.extractors.ghidra.helpers.find_byte_sequence(mzx):
+            todo.append((off, mzx, pex, i))
+
+    seg_max = currentProgram.getMaxAddress()
+    while len(todo):
+        off, mzx, pex, i = todo.pop()
+
+        # MZ header has one field we will check e_lfanew is at 0x3c
+        e_lfanew = off.add(0x3C)
+
+        if seg_max.getOffset() < (e_lfanew.getOffset() + 4):
+            continue
+
+        e_lfanew_bytes = capa.features.extractors.ghidra.helpers.get_bytes(e_lfanew, 4)
+        newoff = struct.unpack("<I", capa.features.extractors.helpers.xor_static(e_lfanew_bytes, i))[0]
+
+        # assume XOR'd "PE" bytes exist within threshold
+        if newoff > MAX_OFFSET_PE_AFTER_MZ:
+            continue
+
+        peoff = off.add(newoff)
+        if seg_max.getOffset() < (peoff.getOffset() + 2):
+            continue
+
+        pe_bytes = capa.features.extractors.ghidra.helpers.get_bytes(peoff, 2)
+        if pe_bytes == pex:
+            yield off.getOffset(), i
+
+
+def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
+    """extract embedded PE features"""
+
+    for ea, _ in check_segment_for_pe():
+        yield Characteristic("embedded pe"), FileOffsetAddress(ea)
+
+
+def extract_file_export_names() -> Iterator[Tuple[Feature, Address]]:
+    """extract function exports"""
+    st = currentProgram.getSymbolTable()
+    for addr in st.getExternalEntryPointIterator():
+        yield Export(st.getPrimarySymbol(addr).getName()), AbsoluteVirtualAddress(addr.getOffset())
+
+
+def extract_file_import_names() -> Iterator[Tuple[Feature, Address]]:
+    """extract function imports
+
+    1. imports by ordinal:
+     - modulename.#ordinal
+
+    2. imports by name, results in two features to support importname-only
+       matching:
+     - modulename.importname
+     - importname
+    """
+
+    for f in currentProgram.getFunctionManager().getExternalFunctions():
+        for r in f.getSymbol().getReferences():
+            if r.getReferenceType().isData():
+                addr = r.getFromAddress().getOffset()  # gets pointer to fake external addr
+
+        fstr = f.toString().split("::")  # format: MODULE.dll::import / MODULE::Ordinal_*
+        if "Ordinal_" in fstr[1]:
+            fstr[1] = f"#{fstr[1].split('_')[1]}"
+
+        for name in capa.features.extractors.helpers.generate_symbols(fstr[0][:-4], fstr[1]):
+            yield Import(name), AbsoluteVirtualAddress(addr)
+
+
+def extract_file_section_names() -> Iterator[Tuple[Feature, Address]]:
+    """extract section names"""
+
+    for block in currentProgram.getMemory().getBlocks():
+        yield Section(block.getName()), AbsoluteVirtualAddress(block.getStart().getOffset())
+
+
+def extract_file_strings() -> Iterator[Tuple[Feature, Address]]:
+    """extract ASCII and UTF-16 LE strings"""
+
+    for block in currentProgram.getMemory().getBlocks():
+        if block.isInitialized():
+            p_bytes = capa.features.extractors.ghidra.helpers.get_block_bytes(block)
+            if len(p_bytes) == 0:
+                break
+
+        for s in capa.features.extractors.strings.extract_ascii_strings(p_bytes):
+            offset = block.getStart().getOffset() + s.offset
+            yield String(s.s), FileOffsetAddress(offset)
+
+        for s in capa.features.extractors.strings.extract_unicode_strings(p_bytes):
+            offset = block.getStart().getOffset() + s.offset
+            yield String(s.s), FileOffsetAddress(offset)
+
+
+def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
+    """
+    extract the names of statically-linked library functions.
+    """
+
+    for sym in currentProgram.getSymbolTable().getAllSymbols(True):
+        # .isExternal() misses more than this config for the function symbols
+        if sym.getSymbolType() == SymbolType.FUNCTION and sym.getSource() == SourceType.ANALYSIS and sym.isGlobal():
+            name = sym.getName()  # starts to resolve names based on Ghidra's FidDB
+            if name.startswith("FID_conflict:"):  # format: FID_conflict:<function-name>
+                name = name[13:]
+            addr = AbsoluteVirtualAddress(sym.getAddress().getOffset())
+            yield FunctionName(name), addr
+            if name.startswith("_"):
+                # some linkers may prefix linked routines with a `_` to avoid name collisions.
+                # extract features for both the mangled and un-mangled representations.
+                # e.g. `_fwrite` -> `fwrite`
+                # see: https://stackoverflow.com/a/2628384/87207
+                yield FunctionName(name[1:]), addr
+
+
+def extract_file_format() -> Iterator[Tuple[Feature, Address]]:
+    ef = currentProgram.getExecutableFormat()
+    if "PE" in ef:
+        yield Format(FORMAT_PE), NO_ADDRESS
+    elif "ELF" in ef:
+        yield Format(FORMAT_ELF), NO_ADDRESS
+    elif "Raw" in ef:
+        # no file type to return when processing a binary file, but we want to continue processing
+        return
+    else:
+        raise NotImplementedError(f"unexpected file format: {ef}")
+
+
+def extract_features() -> Iterator[Tuple[Feature, Address]]:
+    """extract file features"""
+    for file_handler in FILE_HANDLERS:
+        for feature, addr in file_handler():
+            yield feature, addr
+
+
+FILE_HANDLERS = (
+    extract_file_embedded_pe,
+    extract_file_export_names,
+    extract_file_import_names,
+    extract_file_section_names,
+    extract_file_strings,
+    extract_file_function_names,
+    extract_file_format,
+)
+
+
+def main():
+    """ """
+    import pprint
+
+    pprint.pprint(list(extract_features()))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index d4026eaf..4db794c8 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -1,3 +1,11 @@
+# Copyright (C) 2020 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
 import contextlib
 from io import BytesIO
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
new file mode 100644
index 00000000..dac11547
--- /dev/null
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -0,0 +1,60 @@
+# Copyright (C) 2020 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 Any, Dict, Tuple, Iterator, Optional
+
+import ghidra
+
+currentProgram: ghidra.program.database.ProgramDB
+
+
+def find_byte_sequence(seq: bytes) -> Iterator[int]:
+    """yield all ea of a given byte sequence
+
+    args:
+        seq: bytes to search e.g. b"\x01\x03"
+    """
+    seqstr = "".join([f"\\x{b:02x}" for b in seq])
+    # .add(1) to avoid false positives on regular PE files
+    ea = findBytes(currentProgram.getMinAddress().add(1), seqstr, 1, 1)  # type: ignore [name-defined]
+    for e in ea:
+        yield e
+
+
+def get_bytes(addr: ghidra.program.model.address.Address, length: int) -> bytes:
+    """yield length bytes at addr
+
+    args:
+        addr: Address to begin pull from
+        length: length of bytes to pull
+    """
+
+    bytez = b""
+    try:
+        signed_ints = getBytes(addr, length)  # type: ignore [name-defined]
+        for b in signed_ints:
+            bytez = bytez + (b & 0xFF).to_bytes(1, "little")
+        return bytez
+    except RuntimeError:
+        return bytez
+
+
+def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
+    """yield all bytes in a given block
+
+    args:
+        block: MemoryBlock to pull from
+    """
+
+    bytez = b""
+    try:
+        signed_ints = getBytes(block.getStart(), block.getEnd().getOffset() - block.getStart().getOffset())  # type: ignore [name-defined]
+        for b in signed_ints:
+            bytez = bytez + (b & 0xFF).to_bytes(1, "little")
+        return bytez
+    except RuntimeError:
+        return bytez
diff --git a/capa/main.py b/capa/main.py
index 65e9c81e..06f097a2 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1004,7 +1004,7 @@ def handle_common_args(args):
         # if isinstance(sys.stdout, io.TextIOWrapper):
         #    sys.stdout.reconfigure(...)
         sys.stdout.reconfigure(encoding="utf-8")
-    colorama.just_fix_windows_console()
+    colorama.just_fix_windows_console()  # type: ignore [attr-defined]
 
     if args.color == "always":
         colorama.init(strip=False)
@@ -1341,6 +1341,7 @@ def ida_main():
 
 def ghidra_main():
     import capa.rules
+    import capa.features.extractors.ghidra.file
 
     # import capa.render.default
     # import capa.features.extractors.ghidra.extractor
@@ -1357,9 +1358,9 @@ def ghidra_main():
     logger.debug("     https://github.com/mandiant/capa-rules")
     logger.debug("-" * 80)
 
-    rules_path = os.path.join(get_default_root(), "rules")
-    logger.debug("rule path: %s", rules_path)
-    rules = get_rules([rules_path])
+    # rules_path = os.path.join(get_default_root(), "rules")
+    # logger.debug("rule path: %s", rules_path)
+    # rules = get_rules([rules_path])
 
     # temp test for OS & ARCH extractions
     globl_features: List[Tuple[Feature, Address]] = []
@@ -1367,6 +1368,10 @@ def ghidra_main():
     globl_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
     print(globl_features)
 
+    file_features: List[Tuple[Feature, Address]] = []
+    file_features.extend(capa.features.extractors.ghidra.file.extract_features())
+    print(file_features)
+
 
 def is_runtime_ida():
     try:

From 97c20056610701636994b391d2160ffc9f030773 Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Wed, 12 Jul 2023 07:58:35 -0700
Subject: [PATCH 018/135] Ghidra: Function Feature Extraction (#1597)

* save progress

* implement loop detection

* implement recursive call detection

* lint repo

* fix python/java import errors

* simplify recursion detection

* streamline loop detection, fix helper function signature
---
 capa/features/extractors/ghidra/file.py     |  2 -
 capa/features/extractors/ghidra/function.py | 72 +++++++++++++++++++++
 capa/features/extractors/ghidra/helpers.py  | 21 +++++-
 capa/main.py                                | 22 ++++---
 4 files changed, 104 insertions(+), 13 deletions(-)
 create mode 100644 capa/features/extractors/ghidra/function.py

diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index a37d5415..86c0421e 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -126,8 +126,6 @@ def extract_file_strings() -> Iterator[Tuple[Feature, Address]]:
     for block in currentProgram.getMemory().getBlocks():
         if block.isInitialized():
             p_bytes = capa.features.extractors.ghidra.helpers.get_block_bytes(block)
-            if len(p_bytes) == 0:
-                break
 
         for s in capa.features.extractors.strings.extract_ascii_strings(p_bytes):
             offset = block.getStart().getOffset() + s.offset
diff --git a/capa/features/extractors/ghidra/function.py b/capa/features/extractors/ghidra/function.py
new file mode 100644
index 00000000..ca82a03a
--- /dev/null
+++ b/capa/features/extractors/ghidra/function.py
@@ -0,0 +1,72 @@
+# Copyright (C) 2020 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 Tuple, Iterator
+
+import ghidra
+from ghidra.program.model.block import BasicBlockModel, SimpleBlockIterator
+
+import capa.features.extractors.ghidra.helpers
+from capa.features.common import Feature, Characteristic
+from capa.features.address import Address, AbsoluteVirtualAddress
+from capa.features.extractors import loops
+from capa.features.extractors.base_extractor import FunctionHandle
+
+currentProgram: ghidra.program.database.ProgramDB
+monitor: ghidra.util.task.TaskMonitor
+
+
+def extract_function_calls_to(fh: ghidra.program.database.function.FunctionDB):
+    """extract callers to a function"""
+    for ref in fh.getSymbol().getReferences():
+        if ref.getReferenceType().isCall():
+            yield Characteristic("calls to"), AbsoluteVirtualAddress(ref.getFromAddress().getOffset())
+
+
+def extract_function_loop(fh: ghidra.program.database.function.FunctionDB):
+    edges = []
+
+    for block in SimpleBlockIterator(BasicBlockModel(currentProgram), fh.getBody(), monitor):
+        dests = block.getDestinations(monitor)
+        s_addrs = block.getStartAddresses()
+
+        while dests.hasNext():  # For loop throws Python TypeError
+            for addr in s_addrs:
+                edges.append((addr.getOffset(), dests.next().getDestinationAddress().getOffset()))
+
+    if loops.has_loop(edges):
+        yield Characteristic("loop"), AbsoluteVirtualAddress(fh.getEntryPoint().getOffset())
+
+
+def extract_recursive_call(fh: ghidra.program.database.function.FunctionDB):
+    for f in fh.getCalledFunctions(monitor):
+        if f.getEntryPoint().getOffset() == fh.getEntryPoint().getOffset():
+            yield Characteristic("recursive call"), AbsoluteVirtualAddress(fh.getEntryPoint().getOffset())
+
+
+def extract_features(fh: ghidra.program.database.function.FunctionDB) -> 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)
+
+
+def main():
+    """ """
+    features = []
+    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
+        features.extend(list(extract_features(fhandle)))
+
+    import pprint
+
+    pprint.pprint(features)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index dac11547..26518ca5 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -8,10 +8,20 @@
 from typing import Any, Dict, Tuple, Iterator, Optional
 
 import ghidra
+from ghidra.program.model.symbol import SymbolType
 
 currentProgram: ghidra.program.database.ProgramDB
 
 
+def fix_byte(b: int) -> bytes:
+    """Transform signed ints from Java into bytes for Python
+
+    args:
+        b: signed int returned from Java processing
+    """
+    return (b & 0xFF).to_bytes(1, "little")
+
+
 def find_byte_sequence(seq: bytes) -> Iterator[int]:
     """yield all ea of a given byte sequence
 
@@ -37,7 +47,7 @@ def get_bytes(addr: ghidra.program.model.address.Address, length: int) -> bytes:
     try:
         signed_ints = getBytes(addr, length)  # type: ignore [name-defined]
         for b in signed_ints:
-            bytez = bytez + (b & 0xFF).to_bytes(1, "little")
+            bytez = bytez + fix_byte(b)
         return bytez
     except RuntimeError:
         return bytez
@@ -54,7 +64,14 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
     try:
         signed_ints = getBytes(block.getStart(), block.getEnd().getOffset() - block.getStart().getOffset())  # type: ignore [name-defined]
         for b in signed_ints:
-            bytez = bytez + (b & 0xFF).to_bytes(1, "little")
+            bytez = bytez + fix_byte(b)
         return bytez
     except RuntimeError:
         return bytez
+
+
+def get_function_symbols() -> Iterator[ghidra.program.database.function.FunctionDB]:
+    """yield all non-external function symbols"""
+
+    for f in currentProgram.getFunctionManager().getFunctionsNoStubs(True):
+        yield f
diff --git a/capa/main.py b/capa/main.py
index 0d381ce6..a1e4537a 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1002,7 +1002,7 @@ def handle_common_args(args):
         # if isinstance(sys.stdout, io.TextIOWrapper):
         #    sys.stdout.reconfigure(...)
         sys.stdout.reconfigure(encoding="utf-8")
-    colorama.just_fix_windows_console()  # type: ignore [attr-defined]
+    colorama.just_fix_windows_console()
 
     if args.color == "always":
         colorama.init(strip=False)
@@ -1344,6 +1344,8 @@ def ghidra_main():
     # import capa.render.default
     # import capa.features.extractors.ghidra.extractor
     import capa.features.extractors.ghidra.global_
+    import capa.features.extractors.ghidra.helpers
+    import capa.features.extractors.ghidra.function
     from capa.features.common import Feature
 
     logging.basicConfig(level=logging.INFO)
@@ -1360,15 +1362,17 @@ def ghidra_main():
     # logger.debug("rule path: %s", rules_path)
     # rules = get_rules([rules_path])
 
-    # temp test for OS & ARCH extractions
-    globl_features: List[Tuple[Feature, Address]] = []
-    globl_features.extend(capa.features.extractors.ghidra.global_.extract_os())
-    globl_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
-    print(globl_features)
+    # temp test for ghidra CI
+    ghidra_features: List[Tuple[Feature, Address]] = []
+    ghidra_features.extend(capa.features.extractors.ghidra.global_.extract_os())
+    ghidra_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
+    ghidra_features.extend(capa.features.extractors.ghidra.file.extract_features())
+    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
+        ghidra_features.extend(list(capa.features.extractors.ghidra.function.extract_features(fhandle)))
 
-    file_features: List[Tuple[Feature, Address]] = []
-    file_features.extend(capa.features.extractors.ghidra.file.extract_features())
-    print(file_features)
+    import pprint
+
+    pprint.pprint(ghidra_features)
 
 
 def is_runtime_ida():

From 94aaaa297d4fe61a02ade5055d8b1a3afae885e6 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Thu, 13 Jul 2023 18:16:11 +0000
Subject: [PATCH 019/135] remove stale is_runtime_ida function

---
 capa/main.py | 9 ---------
 1 file changed, 9 deletions(-)

diff --git a/capa/main.py b/capa/main.py
index 9724f314..ff73c3ca 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1368,15 +1368,6 @@ def ghidra_main():
     pprint.pprint(ghidra_features)
 
 
-def is_runtime_ida():
-    try:
-        import idc
-    except ImportError:
-        return False
-    else:
-        return True
-
-
 def is_runtime_ghidra():
     try:
         import ghidra.program.flatapi

From 68caece2fab1ecdad6d9c07bc4dc9cdd5afcc9a5 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Thu, 13 Jul 2023 18:49:52 +0000
Subject: [PATCH 020/135] fix linting errors

---
 capa/features/extractors/ghidra/extractor.py | 13 ++++++++----
 capa/features/extractors/ghidra/file.py      | 21 +++++++++-----------
 capa/features/extractors/ghidra/function.py  | 14 +++++--------
 capa/features/extractors/ghidra/global_.py   | 16 ++++++---------
 capa/features/extractors/ghidra/helpers.py   | 19 +++++++-----------
 capa/helpers.py                              |  4 ++++
 capa/main.py                                 | 13 ++----------
 7 files changed, 42 insertions(+), 58 deletions(-)

diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index b4441bf9..af504737 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -1,6 +1,11 @@
-import logging
-import contextlib
-from typing import List, Tuple, Iterator
+# 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 List, Tuple
 
 import ghidra
 
@@ -21,7 +26,7 @@ class GhidraFeatureExtractor(FeatureExtractor):
         self.global_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
 
     def get_base_address(self):
-        return AbsoluteVirtualAddress(currentProgram.getImageBase().getOffset())
+        return AbsoluteVirtualAddress(currentProgram.getImageBase().getOffset())  # type: ignore [name-defined] # noqa: F821
 
     def extract_global_features(self):
         yield from self.global_features
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index 86c0421e..8845354f 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -1,11 +1,10 @@
-# Copyright (C) 2020 Mandiant, Inc. All Rights Reserved.
+# 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 struct
 from typing import Tuple, Iterator
 
@@ -20,8 +19,6 @@ from capa.features.file import Export, Import, Section, FunctionName
 from capa.features.common import FORMAT_PE, FORMAT_ELF, Format, String, Feature, Characteristic
 from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, AbsoluteVirtualAddress
 
-currentProgram: ghidra.program.database.ProgramDB
-
 MAX_OFFSET_PE_AFTER_MZ = 0x200
 
 
@@ -48,7 +45,7 @@ def check_segment_for_pe() -> Iterator[Tuple[int, int]]:
         for off in capa.features.extractors.ghidra.helpers.find_byte_sequence(mzx):
             todo.append((off, mzx, pex, i))
 
-    seg_max = currentProgram.getMaxAddress()
+    seg_max = currentProgram.getMaxAddress()  # type: ignore [name-defined] # noqa: F821
     while len(todo):
         off, mzx, pex, i = todo.pop()
 
@@ -83,7 +80,7 @@ def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
 
 def extract_file_export_names() -> Iterator[Tuple[Feature, Address]]:
     """extract function exports"""
-    st = currentProgram.getSymbolTable()
+    st = currentProgram.getSymbolTable()  # type: ignore [name-defined] # noqa: F821
     for addr in st.getExternalEntryPointIterator():
         yield Export(st.getPrimarySymbol(addr).getName()), AbsoluteVirtualAddress(addr.getOffset())
 
@@ -100,7 +97,7 @@ def extract_file_import_names() -> Iterator[Tuple[Feature, Address]]:
      - importname
     """
 
-    for f in currentProgram.getFunctionManager().getExternalFunctions():
+    for f in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
         for r in f.getSymbol().getReferences():
             if r.getReferenceType().isData():
                 addr = r.getFromAddress().getOffset()  # gets pointer to fake external addr
@@ -116,14 +113,14 @@ def extract_file_import_names() -> Iterator[Tuple[Feature, Address]]:
 def extract_file_section_names() -> Iterator[Tuple[Feature, Address]]:
     """extract section names"""
 
-    for block in currentProgram.getMemory().getBlocks():
+    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]]:
     """extract ASCII and UTF-16 LE strings"""
 
-    for block in currentProgram.getMemory().getBlocks():
+    for block in currentProgram.getMemory().getBlocks():  # type: ignore [name-defined] # noqa: F821
         if block.isInitialized():
             p_bytes = capa.features.extractors.ghidra.helpers.get_block_bytes(block)
 
@@ -141,7 +138,7 @@ def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
     extract the names of statically-linked library functions.
     """
 
-    for sym in currentProgram.getSymbolTable().getAllSymbols(True):
+    for sym in currentProgram.getSymbolTable().getAllSymbols(True):  # type: ignore [name-defined] # noqa: F821
         # .isExternal() misses more than this config for the function symbols
         if sym.getSymbolType() == SymbolType.FUNCTION and sym.getSource() == SourceType.ANALYSIS and sym.isGlobal():
             name = sym.getName()  # starts to resolve names based on Ghidra's FidDB
@@ -158,7 +155,7 @@ def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
 
 
 def extract_file_format() -> Iterator[Tuple[Feature, Address]]:
-    ef = currentProgram.getExecutableFormat()
+    ef = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
     if "PE" in ef:
         yield Format(FORMAT_PE), NO_ADDRESS
     elif "ELF" in ef:
@@ -192,7 +189,7 @@ def main():
     """ """
     import pprint
 
-    pprint.pprint(list(extract_features()))
+    pprint.pprint(list(extract_features()))  # noqa: T203
 
 
 if __name__ == "__main__":
diff --git a/capa/features/extractors/ghidra/function.py b/capa/features/extractors/ghidra/function.py
index ca82a03a..98d4ee9b 100644
--- a/capa/features/extractors/ghidra/function.py
+++ b/capa/features/extractors/ghidra/function.py
@@ -1,4 +1,4 @@
-# Copyright (C) 2020 Mandiant, Inc. All Rights Reserved.
+# 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
@@ -14,10 +14,6 @@ import capa.features.extractors.ghidra.helpers
 from capa.features.common import Feature, Characteristic
 from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors import loops
-from capa.features.extractors.base_extractor import FunctionHandle
-
-currentProgram: ghidra.program.database.ProgramDB
-monitor: ghidra.util.task.TaskMonitor
 
 
 def extract_function_calls_to(fh: ghidra.program.database.function.FunctionDB):
@@ -30,8 +26,8 @@ def extract_function_calls_to(fh: ghidra.program.database.function.FunctionDB):
 def extract_function_loop(fh: ghidra.program.database.function.FunctionDB):
     edges = []
 
-    for block in SimpleBlockIterator(BasicBlockModel(currentProgram), fh.getBody(), monitor):
-        dests = block.getDestinations(monitor)
+    for block in SimpleBlockIterator(BasicBlockModel(currentProgram), fh.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
+        dests = block.getDestinations(monitor)  # type: ignore [name-defined] # noqa: F821
         s_addrs = block.getStartAddresses()
 
         while dests.hasNext():  # For loop throws Python TypeError
@@ -43,7 +39,7 @@ def extract_function_loop(fh: ghidra.program.database.function.FunctionDB):
 
 
 def extract_recursive_call(fh: ghidra.program.database.function.FunctionDB):
-    for f in fh.getCalledFunctions(monitor):
+    for f in fh.getCalledFunctions(monitor):  # type: ignore [name-defined] # noqa: F821
         if f.getEntryPoint().getOffset() == fh.getEntryPoint().getOffset():
             yield Characteristic("recursive call"), AbsoluteVirtualAddress(fh.getEntryPoint().getOffset())
 
@@ -65,7 +61,7 @@ def main():
 
     import pprint
 
-    pprint.pprint(features)
+    pprint.pprint(features)  # noqa: T203
 
 
 if __name__ == "__main__":
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index 4db794c8..bf78baec 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -1,36 +1,32 @@
-# Copyright (C) 2020 Mandiant, Inc. All Rights Reserved.
+# 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
 import contextlib
 from io import BytesIO
 from typing import Tuple, Iterator
 
-import ghidra
-
 import capa.features.extractors.elf
 from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Feature
 from capa.features.address import NO_ADDRESS, Address
 
 logger = logging.getLogger(__name__)
-currentProgram: ghidra.program.database.ProgramDB
 
 
 def extract_os() -> Iterator[Tuple[Feature, Address]]:
-    format_name: str = currentProgram.getExecutableFormat()  # currentProgram: static Ghidra variable
+    format_name: str = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
 
     if "PE" in format_name:
         yield OS(OS_WINDOWS), NO_ADDRESS
 
     elif "ELF" in format_name:
-        program_memory = currentProgram.getMemory()  # ghidra.program.database.mem.MemoryMapDB
-        fbytes_list = program_memory.getAllFileBytes()  # java.util.List<FileBytes>
-        fbytes = fbytes_list[0]  # ghidra.program.database.mem.FileBytes
+        program_memory = currentProgram.getMemory()  # type: ignore [name-defined] # noqa: F821
+        fbytes_list = program_memory.getAllFileBytes()
+        fbytes = fbytes_list[0]
 
         # Java likes to return signed ints, so we must convert them
         # back into unsigned bytes manually and write to BytesIO
@@ -61,7 +57,7 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
 
 
 def extract_arch() -> Iterator[Tuple[Feature, Address]]:
-    lang_id = currentProgram.getMetadata().get("Language ID")
+    lang_id = currentProgram.getMetadata().get("Language ID")  # type: ignore [name-defined] # noqa: F821
 
     if "x86" in lang_id and "64" in lang_id:
         yield Arch(ARCH_AMD64), NO_ADDRESS
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 26518ca5..7f4aa44f 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -1,16 +1,13 @@
-# Copyright (C) 2020 Mandiant, Inc. All Rights Reserved.
+# 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 Any, Dict, Tuple, Iterator, Optional
+from typing import Iterator
 
 import ghidra
-from ghidra.program.model.symbol import SymbolType
-
-currentProgram: ghidra.program.database.ProgramDB
 
 
 def fix_byte(b: int) -> bytes:
@@ -30,9 +27,8 @@ def find_byte_sequence(seq: bytes) -> Iterator[int]:
     """
     seqstr = "".join([f"\\x{b:02x}" for b in seq])
     # .add(1) to avoid false positives on regular PE files
-    ea = findBytes(currentProgram.getMinAddress().add(1), seqstr, 1, 1)  # type: ignore [name-defined]
-    for e in ea:
-        yield e
+    eas = findBytes(currentProgram.getMinAddress().add(1), seqstr, 1, 1)  # type: ignore [name-defined] # noqa: F821
+    yield from eas
 
 
 def get_bytes(addr: ghidra.program.model.address.Address, length: int) -> bytes:
@@ -45,7 +41,7 @@ def get_bytes(addr: ghidra.program.model.address.Address, length: int) -> bytes:
 
     bytez = b""
     try:
-        signed_ints = getBytes(addr, length)  # type: ignore [name-defined]
+        signed_ints = getBytes(addr, length)  # type: ignore [name-defined] # noqa: F821
         for b in signed_ints:
             bytez = bytez + fix_byte(b)
         return bytez
@@ -62,7 +58,7 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
 
     bytez = b""
     try:
-        signed_ints = getBytes(block.getStart(), block.getEnd().getOffset() - block.getStart().getOffset())  # type: ignore [name-defined]
+        signed_ints = getBytes(block.getStart(), block.getEnd().getOffset() - block.getStart().getOffset())  # type: ignore [name-defined] # noqa: F821
         for b in signed_ints:
             bytez = bytez + fix_byte(b)
         return bytez
@@ -73,5 +69,4 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
 def get_function_symbols() -> Iterator[ghidra.program.database.function.FunctionDB]:
     """yield all non-external function symbols"""
 
-    for f in currentProgram.getFunctionManager().getFunctionsNoStubs(True):
-        yield f
+    yield from currentProgram.getFunctionManager().getFunctionsNoStubs(True)  # type: ignore [name-defined] # noqa: F821
diff --git a/capa/helpers.py b/capa/helpers.py
index 92f26c3d..69c7ccf2 100644
--- a/capa/helpers.py
+++ b/capa/helpers.py
@@ -43,6 +43,10 @@ def is_runtime_ida():
     return importlib.util.find_spec("idc") is not None
 
 
+def is_runtime_ghidra():
+    return importlib.util.find_spec("ghidra.program.flatapi") is not None
+
+
 def assert_never(value) -> NoReturn:
     # careful: python -O will remove this assertion.
     # but this is only used for type checking, so it's ok.
diff --git a/capa/main.py b/capa/main.py
index ff73c3ca..ff418578 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1365,22 +1365,13 @@ def ghidra_main():
 
     import pprint
 
-    pprint.pprint(ghidra_features)
-
-
-def is_runtime_ghidra():
-    try:
-        import ghidra.program.flatapi
-    except ImportError:
-        return False
-    else:
-        return True
+    pprint.pprint(ghidra_features)  # noqa: T203
 
 
 if __name__ == "__main__":
     if capa.helpers.is_runtime_ida():
         ida_main()
-    elif is_runtime_ghidra():
+    elif capa.helpers.is_runtime_ghidra():
         ghidra_main()
     else:
         sys.exit(main())

From 6fa7f248183c37de544c9bad63ce8569fe786a3f Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Mon, 17 Jul 2023 08:00:03 -0700
Subject: [PATCH 021/135] Ghidra: Basic Block Feature Extraction (#1637)

* save progress

* implement loop detection

* implement recursive call detection

* lint repo

* fix python/java import errors

* simplify recursion detection

* implement tight loop extraction

* streamline loop detection, fix helper function signature

* begin stackstring extraction

* implement is_mov_imm_to_stack()

* implement stackstring extraction, fixture test passing

* clean & lint, pass fixture tests

* temp: resolve linting issues

* temp: fix linting issues

* implement reviewed changes, simplify functions

* fix tight loop extraction
---
 capa/features/extractors/ghidra/basicblock.py | 147 ++++++++++++++++++
 1 file changed, 147 insertions(+)
 create mode 100644 capa/features/extractors/ghidra/basicblock.py

diff --git a/capa/features/extractors/ghidra/basicblock.py b/capa/features/extractors/ghidra/basicblock.py
new file mode 100644
index 00000000..ddd24165
--- /dev/null
+++ b/capa/features/extractors/ghidra/basicblock.py
@@ -0,0 +1,147 @@
+# 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 string
+import struct
+from typing import Tuple, Iterator
+
+import ghidra
+from ghidra.program.model.lang import OperandType
+from ghidra.program.model.block import BasicBlockModel, SimpleBlockIterator
+
+import capa.features.extractors.ghidra.helpers
+from capa.features.common import Feature, Characteristic
+from capa.features.address import Address, AbsoluteVirtualAddress
+from capa.features.basicblock import BasicBlock
+from capa.features.extractors.helpers import MIN_STACKSTRING_LEN
+
+listing = currentProgram.getListing()  # type: ignore [name-defined] # noqa: F821
+
+
+def get_printable_len(op: ghidra.program.model.scalar.Scalar) -> int:
+    """Return string length if all operand bytes are ascii or utf16-le printable"""
+    op_bit_len = op.bitLength()
+    op_byte_len = op_bit_len // 8
+    op_val = op.getValue()
+
+    if op_bit_len == 8:
+        chars = struct.pack("<B", op_val & 0xFF)
+    elif op_bit_len == 16:
+        chars = struct.pack("<H", op_val & 0xFFFF)
+    elif op_bit_len == 32:
+        chars = struct.pack("<I", op_val & 0xFFFFFFFF)
+    elif op_bit_len == 64:
+        chars = struct.pack("<Q", op_val & 0xFFFFFFFFFFFFFFFF)
+    else:
+        raise ValueError(f"Unhandled operand data type 0x{op_bit_len:x}.")
+
+    def is_printable_ascii(chars_: bytes):
+        return all(c < 127 and chr(c) in string.printable for c in chars_)
+
+    def is_printable_utf16le(chars_: bytes):
+        if all(c == 0x00 for c in chars_[1::2]):
+            return is_printable_ascii(chars_[::2])
+
+    if is_printable_ascii(chars):
+        return op_byte_len
+
+    if is_printable_utf16le(chars):
+        return op_byte_len
+
+    return 0
+
+
+def is_mov_imm_to_stack(insn: ghidra.program.database.code.InstructionDB) -> bool:
+    """verify instruction moves immediate onto stack"""
+
+    # Ghidra will Bitwise OR the OperandTypes to assign multiple
+    # i.e., the first operand is a stackvar (dynamically allocated),
+    # and the second is a scalar value (single int/char/float/etc.)
+    mov_its_ops = [(OperandType.ADDRESS | OperandType.DYNAMIC), OperandType.SCALAR]
+    found = False
+
+    # MOV dword ptr [EBP + local_*], 0x65
+    if insn.getMnemonicString().startswith("MOV"):
+        found = all(insn.getOperandType(i) == mov_its_ops[i] for i in range(2))
+
+    return found
+
+
+def bb_contains_stackstring(bb: ghidra.program.model.block.CodeBlock) -> bool:
+    """check basic block for stackstring indicators
+
+    true if basic block contains enough moves of constant bytes to the stack
+    """
+    count = 0
+    for insn in listing.getInstructions(bb, True):
+        if is_mov_imm_to_stack(insn):
+            count += get_printable_len(insn.getScalar(1))
+        if count > MIN_STACKSTRING_LEN:
+            return True
+    return False
+
+
+def _bb_has_tight_loop(bb: ghidra.program.model.block.CodeBlock):
+    """
+    parse tight loops, true if last instruction in basic block branches to bb start
+    """
+    last_insn = listing.getInstructions(bb, False).next()  # Reverse Ordered, first InstructionDB
+
+    if last_insn.getFlowType().isJump():
+        return last_insn.getAddress(0) == bb.getMinAddress()
+
+    return False
+
+
+def extract_bb_stackstring(bb: ghidra.program.model.block.CodeBlock) -> Iterator[Tuple[Feature, Address]]:
+    """extract stackstring indicators from basic block"""
+    if bb_contains_stackstring(bb):
+        yield Characteristic("stack string"), AbsoluteVirtualAddress(bb.getMinAddress().getOffset())
+
+
+def extract_bb_tight_loop(bb: ghidra.program.model.block.CodeBlock) -> Iterator[Tuple[Feature, Address]]:
+    """check basic block for tight loop indicators"""
+    if _bb_has_tight_loop(bb):
+        yield Characteristic("tight loop"), AbsoluteVirtualAddress(bb.getMinAddress().getOffset())
+
+
+BASIC_BLOCK_HANDLERS = (
+    extract_bb_tight_loop,
+    extract_bb_stackstring,
+)
+
+
+def extract_features(bb: ghidra.program.model.block.CodeBlock) -> Iterator[Tuple[Feature, Address]]:
+    """
+    extract features from the given basic block.
+
+    args:
+        bb: the basic block to process.
+
+    yields:
+      Tuple[Feature, int]: the features and their location found in this basic block.
+    """
+    yield BasicBlock(), AbsoluteVirtualAddress(bb.getMinAddress().getOffset())
+    for bb_handler in BASIC_BLOCK_HANDLERS:
+        for feature, addr in bb_handler(bb):
+            yield feature, addr
+
+
+def main():
+    features = []
+    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
+        for bb in SimpleBlockIterator(BasicBlockModel(currentProgram), fhandle.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
+            features.extend(list(extract_features(bb)))
+
+    import pprint
+
+    pprint.pprint(features)  # noqa: T203
+
+
+if __name__ == "__main__":
+    main()

From 6287fbb95864dd4924539941dad3396c91780bad Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Tue, 8 Aug 2023 10:45:14 -0700
Subject: [PATCH 022/135] Ghidra insn features (#1670)

* Implement Ghidra Instruction Feature Extraction
---
 capa/features/extractors/ghidra/helpers.py | 189 ++++++++-
 capa/features/extractors/ghidra/insn.py    | 467 +++++++++++++++++++++
 2 files changed, 655 insertions(+), 1 deletion(-)
 create mode 100644 capa/features/extractors/ghidra/insn.py

diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 7f4aa44f..5bf6b9a8 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -5,9 +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.
-from typing import Iterator
+from typing import Dict, List, Iterator
 
 import ghidra
+from ghidra.program.model.lang import OperandType
+from ghidra.program.model.symbol import SourceType, SymbolType
+from ghidra.program.model.address import AddressSpace
+
+import capa.features.extractors.helpers
 
 
 def fix_byte(b: int) -> bytes:
@@ -70,3 +75,185 @@ def get_function_symbols() -> Iterator[ghidra.program.database.function.Function
     """yield all non-external function symbols"""
 
     yield from currentProgram.getFunctionManager().getFunctionsNoStubs(True)  # type: ignore [name-defined] # noqa: F821
+
+
+def get_file_imports() -> Dict[int, List[str]]:
+    """get all import names & addrs"""
+
+    import_dict: Dict[int, List[str]] = {}
+
+    for f in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+        for r in f.getSymbol().getReferences():
+            if r.getReferenceType().isData():
+                addr = r.getFromAddress().getOffset()  # gets pointer to fake external addr
+
+        fstr = f.toString().split("::")  # format: MODULE.dll::import / MODULE::Ordinal_*
+        if "Ordinal_" in fstr[1]:
+            fstr[1] = f"#{fstr[1].split('_')[1]}"
+
+        for name in capa.features.extractors.helpers.generate_symbols(fstr[0][:-4], fstr[1]):
+            import_dict.setdefault(addr, []).append(name)
+
+    return import_dict
+
+
+def get_file_externs() -> Dict[int, List[str]]:
+    """
+    Gets function names & addresses of statically-linked library functions
+
+    Ghidra's external namespace is mostly reserved for dynamically-linked
+    imports. Statically-linked functions are part of the global namespace.
+    Filtering on the type, source, and namespace of the symbols yield more
+    statically-linked library functions.
+
+    Example: (PMA Lab 16-01.exe_) 7faafc7e4a5c736ebfee6abbbc812d80:0x407490
+    - __aulldiv
+    - Note: See Symbol Table labels
+    """
+
+    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
+        if sym.getSymbolType() == SymbolType.FUNCTION and sym.getSource() == SourceType.ANALYSIS and sym.isGlobal():
+            name = sym.getName()  # starts to resolve names based on Ghidra's FidDB
+            if name.startswith("FID_conflict:"):  # format: FID_conflict:<function-name>
+                name = name[13:]
+            extern_dict.setdefault(sym.getAddress().getOffset(), []).append(name)
+            if name.startswith("_"):
+                # some linkers may prefix linked routines with a `_` to avoid name collisions.
+                # extract features for both the mangled and un-mangled representations.
+                # e.g. `_fwrite` -> `fwrite`
+                # see: https://stackoverflow.com/a/2628384/87207
+                extern_dict.setdefault(sym.getAddress().getOffset(), []).append(name[1:])
+
+    return extern_dict
+
+
+def map_fake_import_addrs() -> Dict[int, List[int]]:
+    """
+    Map ghidra's fake import entrypoints to their
+    real addresses
+
+    Helps as many Ghidra Scripting API calls end up returning
+    these external (fake) addresses.
+
+    Undocumented but intended Ghidra behavior:
+     - Import entryPoint fields are stored in the 'EXTERNAL:' AddressSpace.
+       'getEntryPoint()' returns the entryPoint field, which is an offset
+       from the beginning of the assigned AddressSpace. In the case of externals,
+       they start from 1 and increment.
+    https://github.com/NationalSecurityAgency/ghidra/blob/26d4bd9104809747c21f2528cab8aba9aef9acd5/Ghidra/Features/Base/src/test.slow/java/ghidra/program/database/function/ExternalFunctionDBTest.java#L90
+
+    Example: (mimikatz.exe_) 5f66b82558ca92e54e77f216ef4c066c:0x473090
+    - 0x473090 -> PTR_CreateServiceW_00473090
+    - 'EXTERNAL:00000025' -> External Address (ghidra.program.model.address.SpecialAddress)
+    """
+    fake_dict: Dict[int, List[int]] = {}
+
+    for f in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+        for r in f.getSymbol().getReferences():
+            if r.getReferenceType().isData():
+                fake_dict.setdefault(f.getEntryPoint().getOffset(), []).append(r.getFromAddress().getOffset())
+
+    return fake_dict
+
+
+def get_external_locs() -> List[int]:
+    """
+     Helps to discern external offsets from regular bytes when extracting
+     data.
+
+    Ghidra behavior:
+     - Offsets that point to specific sections of external programs
+      i.e. library code.
+     - Stored in data, and pointed to by an absolute address
+     https://github.com/NationalSecurityAgency/ghidra/blob/26d4bd9104809747c21f2528cab8aba9aef9acd5/Ghidra/Framework/SoftwareModeling/src/main/java/ghidra/program/model/symbol/ExternalLocation.java#L25-30
+
+    Example: (mimikatz.exe_) 5f66b82558ca92e54e77f216ef4c066c:0x473090
+    - 0x473090 -> PTR_CreateServiceW_00473090
+    - 0x000b34EC -> External Location
+    """
+    locs = []
+    for fh in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+        external_loc = fh.getExternalLocation().getAddress()
+        if external_loc:
+            locs.append(external_loc)
+    return locs
+
+
+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]],
+    ex_locs: List[int],
+) -> bool:
+    offset = addr.getOffset()
+
+    fake = fakes.get(offset)
+    if fake:
+        return True
+
+    imp = imports.get(offset)
+    if imp:
+        return True
+
+    extern = externs.get(offset)
+    if extern:
+        return True
+
+    if addr in ex_locs:
+        return True
+
+    return False
+
+
+def is_call_or_jmp(insn: ghidra.program.database.code.InstructionDB) -> bool:
+    return any(mnem in insn.getMnemonicString() for mnem in ["CALL", "J"])  # JMP, JNE, JNZ, etc
+
+
+def is_sp_modified(insn: ghidra.program.database.code.InstructionDB) -> bool:
+    for i in range(insn.getNumOperands()):
+        if insn.getOperandType(i) == OperandType.REGISTER:
+            return "SP" in insn.getRegister(i).getName() and insn.getOperandRefType(i).isWrite()
+    return False
+
+
+def is_stack_referenced(insn: ghidra.program.database.code.InstructionDB) -> bool:
+    """generic catch-all for stack references"""
+    return any(ref.isStackReference() for ref in insn.getReferencesFrom())
+
+
+def is_zxor(insn: ghidra.program.database.code.InstructionDB) -> bool:
+    # assume XOR insn
+    # XOR's against the same operand zero out
+    ops = []
+    operands = []
+    for i in range(insn.getNumOperands()):
+        ops.append(insn.getOpObjects(i))
+
+    # Operands stored in a 2D array
+    for j in range(len(ops)):
+        for k in range(len(ops[j])):
+            operands.append(ops[j][k])
+
+    return all(n == operands[0] for n in operands)
+
+
+def dereference_ptr(insn: ghidra.program.database.code.InstructionDB):
+    to_deref = insn.getAddress(0)
+    dat = getDataContaining(to_deref)  # type: ignore [name-defined] # noqa: F821
+    if not dat:
+        return to_deref
+    if dat.isDefined() and dat.isPointer():
+        addr = dat.getValue()
+        # now we need to check the addr space to see if it is truly resolvable
+        # ghidra sometimes likes to hand us direct RAM addrs, which typically point
+        # to api calls that we can't actually resolve as such
+        if addr.getAddressSpace().getType() == AddressSpace.TYPE_RAM:
+            return to_deref
+        else:
+            return addr
+    else:
+        return to_deref
diff --git a/capa/features/extractors/ghidra/insn.py b/capa/features/extractors/ghidra/insn.py
new file mode 100644
index 00000000..4002ae28
--- /dev/null
+++ b/capa/features/extractors/ghidra/insn.py
@@ -0,0 +1,467 @@
+# 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 Any, Dict, Tuple, Iterator
+
+import ghidra
+from ghidra.program.model.lang import OperandType
+from ghidra.program.model.block import BasicBlockModel, SimpleBlockModel, SimpleBlockIterator
+
+import capa.features.extractors.helpers
+import capa.features.extractors.ghidra.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
+
+# 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 = 0x40
+
+# significantly cut down on runtime by caching api info
+imports = capa.features.extractors.ghidra.helpers.get_file_imports()
+externs = capa.features.extractors.ghidra.helpers.get_file_externs()
+mapped_fake_addrs = capa.features.extractors.ghidra.helpers.map_fake_import_addrs()
+external_locs = capa.features.extractors.ghidra.helpers.get_external_locs()
+
+
+def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
+    """check instruction for API call"""
+    info = ()
+
+    # assume only CALLs or JMPs are passed
+    ref_type = insn.getOperandType(0)
+    addr_data = OperandType.ADDRESS | OperandType.DATA  # needs dereferencing
+
+    if OperandType.isRegister(ref_type):
+        if OperandType.isAddress(ref_type):
+            # If it's an address in a register, check the mapped fake addrs
+            # since they're dereferenced to their fake addrs
+            op_ref = insn.getAddress(0).getOffset()
+            ref = mapped_fake_addrs.get(op_ref)  # obtain the real addr
+            if not ref:
+                return
+        else:
+            return
+    elif ref_type == addr_data:
+        # we must dereference and check if the addr is a pointer to an api function
+        addr_ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
+        if addr_ref != insn.getAddress(0):
+            if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
+                addr_ref, mapped_fake_addrs, imports, externs, external_locs
+            ):
+                return
+            ref = addr_ref.getOffset()
+        else:
+            # could not dereference
+            return
+    elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
+        return  # cannot resolve dynamics statically
+    elif OperandType.isIndirect(ref_type):
+        return  # cannot resolve the indirection statically
+    else:
+        # pure address does not need to get dereferenced/ handled
+        addr_ref = insn.getAddress(0)
+        if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
+            addr_ref, mapped_fake_addrs, imports, externs, external_locs
+        ):
+            return
+        ref = addr_ref.getOffset()
+
+    if isinstance(ref, list):  # ref from REG | ADDR
+        for r in ref:
+            info = funcs.get(r)  # type: ignore
+            if info:
+                yield info
+    else:
+        info = funcs.get(ref)  # type: ignore
+        if info:
+            yield info
+
+
+def extract_insn_api_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
+        return
+
+    # check calls to imported functions
+    for api in check_for_api_call(insn, imports):
+        for imp in api:
+            yield API(imp), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+    # check calls to extern functions
+    for api in check_for_api_call(insn, externs):
+        for ext in api:
+            yield API(ext), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_number_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """
+    parse instruction number features
+    example:
+        push    3136B0h         ; dwControlCode
+    """
+    if insn.getMnemonicString().startswith("RET"):
+        # skip things like:
+        #   .text:0042250E retn 8
+        return
+
+    if capa.features.extractors.ghidra.helpers.is_sp_modified(insn):
+        # skip things like:
+        #   .text:00401145 add esp, 0Ch
+        return
+
+    for i in range(insn.getNumOperands()):
+        if insn.getOperandType(i) != OperandType.SCALAR:
+            # skip things like:
+            #   references, void types
+            continue
+
+        const = insn.getScalar(i).getValue()
+        addr = AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+        yield Number(const), addr
+        yield OperandNumber(i, const), addr
+
+        if insn.getMnemonicString().startswith("ADD") and 0 < const < MAX_STRUCTURE_SIZE:
+            # for pattern like:
+            #
+            #     add eax, 0x10
+            #
+            # assume 0x10 is also an offset (imagine eax is a pointer).
+            yield Offset(const), addr
+            yield OperandOffset(i, const), addr
+
+
+def extract_insn_offset_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """
+    parse instruction structure offset features
+
+    example:
+        .text:0040112F cmp [esi+4], ebx
+    """
+
+    # ignore any stack references
+    if not capa.features.extractors.ghidra.helpers.is_stack_referenced(insn):
+        # Ghidra stores operands in 2D arrays if they contain offsets
+        for i in range(insn.getNumOperands()):
+            if insn.getOperandType(i) == OperandType.DYNAMIC:  # e.g. [esi + 4]
+                # manual extraction, since the default api calls only work on the 1st dimension of the array
+                op_objs = insn.getOpObjects(i)
+                if isinstance(op_objs[-1], ghidra.program.model.scalar.Scalar):
+                    op_off = op_objs[-1].getValue()
+                    yield Offset(op_off), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+                    yield OperandOffset(i, op_off), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_bytes_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """
+    parse referenced byte sequences
+    example:
+        push    offset iid_004118d4_IShellLinkA ; riid
+    """
+
+    if capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
+        return
+
+    ref = insn.getAddress()  # init to insn addr
+    for i in range(insn.getNumOperands()):
+        if OperandType.isScalarAsAddress(insn.getOperandType(i)):
+            ref = insn.getAddress(i)  # pulls pointer if there is one
+
+    if ref != insn.getAddress():  # bail out if there's no pointer
+        ghidra_dat = getDataAt(ref)  # type: ignore [name-defined] # noqa: F821
+        if (
+            ghidra_dat and not ghidra_dat.hasStringValue() and not ghidra_dat.isPointer()
+        ):  # avoid if the data itself is a pointer
+            extracted_bytes = capa.features.extractors.ghidra.helpers.get_bytes(ref, MAX_BYTES_FEATURE_SIZE)
+            if extracted_bytes and not capa.features.extractors.helpers.all_zeros(extracted_bytes):
+                # don't extract byte features for obvious strings
+                yield Bytes(extracted_bytes), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_string_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """
+    parse instruction string features
+
+    example:
+        push offset aAcr     ; "ACR  > "
+    """
+    ref = insn.getAddress()
+    for i in range(insn.getNumOperands()):
+        if OperandType.isScalarAsAddress(insn.getOperandType(i)):
+            ref = insn.getAddress(i)
+
+    if ref != insn.getAddress():
+        ghidra_dat = getDataAt(ref)  # type: ignore [name-defined] # noqa: F821
+        if ghidra_dat and ghidra_dat.hasStringValue():
+            yield String(ghidra_dat.getValue()), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_mnemonic_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """parse instruction mnemonic features"""
+    yield Mnemonic(insn.getMnemonicString().lower()), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_obfs_call_plus_5_characteristic_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """
+    parse call $+5 instruction from the given instruction.
+    """
+
+    if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
+        return
+
+    code_ref = OperandType.ADDRESS | OperandType.CODE
+    ref = insn.getAddress()
+    for i in range(insn.getNumOperands()):
+        if insn.getOperandType(i) == code_ref:
+            ref = insn.getAddress(i)
+
+    if insn.getAddress().add(5) == ref:
+        yield Characteristic("call $+5"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_segment_access_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """parse instruction fs or gs access"""
+    insn_str = insn.toString()
+
+    if "FS:" in insn_str:
+        yield Characteristic("fs access"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+    if "GS:" in insn_str:
+        yield Characteristic("gs access"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_peb_access_characteristic_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """parse instruction peb access
+
+    fs:[0x30] on x86, gs:[0x60] on x64
+
+    """
+    insn_str = insn.toString()
+    if insn_str.startswith(("PUSH", "MOV")):
+        if "FS:[0x30]" in insn_str or "GS:[0x60]" in insn_str:
+            yield Characteristic("peb access"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_insn_cross_section_cflow(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    """inspect the instruction for a CALL or JMP that crosses section boundaries"""
+
+    if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
+        return
+
+    # OperandType to dereference
+    addr_data = OperandType.ADDRESS | OperandType.DATA
+
+    ref_type = insn.getOperandType(0)
+
+    # both OperandType flags must be present
+    # bail on REGISTER alone
+    if OperandType.isRegister(ref_type):
+        if OperandType.isAddress(ref_type):
+            ref = insn.getAddress(0)  # Ghidra dereferences REG | ADDR
+            if capa.features.extractors.ghidra.helpers.check_addr_for_api(
+                ref, mapped_fake_addrs, imports, externs, external_locs
+            ):
+                return
+        else:
+            return
+    elif ref_type == addr_data:
+        # we must dereference and check if the addr is a pointer to an api function
+        ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
+        if ref != insn.getAddress(0):
+            if capa.features.extractors.ghidra.helpers.check_addr_for_api(
+                ref, mapped_fake_addrs, imports, externs, external_locs
+            ):
+                return
+        else:
+            # could not dereference
+            return
+    elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
+        return  # cannot resolve dynamics statically
+    elif OperandType.isIndirect(ref_type):
+        return  # cannot resolve the indirection statically
+    else:
+        # pure address does not need to get dereferenced/ handled
+        ref = insn.getAddress(0)
+        if capa.features.extractors.ghidra.helpers.check_addr_for_api(
+            ref, mapped_fake_addrs, imports, externs, external_locs
+        ):
+            return
+
+    this_mem_block = getMemoryBlock(insn.getAddress())  # type: ignore [name-defined] # noqa: F821
+    ref_block = getMemoryBlock(ref)  # type: ignore [name-defined] # noqa: F821
+    if ref_block != this_mem_block:
+        yield Characteristic("cross section flow"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_function_calls_from(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> 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
+    """
+
+    if insn.getMnemonicString().startswith("CALL"):
+        # This method of "dereferencing" addresses/ pointers
+        # is not as robust as methods in other functions,
+        # but works just fine for this one
+        reference = 0
+        for ref in insn.getReferencesFrom():
+            addr = ref.getToAddress()
+
+            # avoid returning fake addrs
+            if not addr.isExternalAddress():
+                reference = addr.getOffset()
+
+            # if a reference is < 0, then ghidra pulled an offset from a DYNAMIC | ADDR (usually a stackvar)
+            # these cannot be resolved to actual addrs
+            if reference > 0:
+                yield Characteristic("calls from"), AbsoluteVirtualAddress(reference)
+
+
+def extract_function_indirect_call_characteristic_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> 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
+
+    most relevant at the function or basic block scope;
+    however, its most efficient to extract at the instruction scope
+    """
+    if insn.getMnemonicString().startswith("CALL"):
+        if OperandType.isIndirect(insn.getOperandType(0)):
+            yield Characteristic("indirect call"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def check_nzxor_security_cookie_delta(
+    fh: ghidra.program.database.function.FunctionDB, insn: ghidra.program.database.code.InstructionDB
+):
+    """Get the function containing the insn
+    Get the last block of the function that contains the insn
+
+    Check the bb containing the insn
+    Check the last bb of the function containing the insn
+    """
+
+    model = SimpleBlockModel(currentProgram)  # type: ignore [name-defined] # noqa: F821
+    insn_addr = insn.getAddress()
+    func_asv = fh.getBody()
+    first_addr = func_asv.getMinAddress()
+    last_addr = func_asv.getMaxAddress()
+
+    if model.getFirstCodeBlockContaining(first_addr, monitor) == model.getFirstCodeBlockContaining(last_addr, monitor):  # type: ignore [name-defined] # noqa: F821
+        if insn_addr < first_addr.add(SECURITY_COOKIE_BYTES_DELTA):
+            return True
+        else:
+            return insn_addr > last_addr.add(SECURITY_COOKIE_BYTES_DELTA * -1)
+    else:
+        return False
+
+
+def extract_insn_nzxor_characteristic_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    if "XOR" not in insn.getMnemonicString():
+        return
+    if capa.features.extractors.ghidra.helpers.is_stack_referenced(insn):
+        return
+    if capa.features.extractors.ghidra.helpers.is_zxor(insn):
+        return
+    if check_nzxor_security_cookie_delta(fh, insn):
+        return
+    yield Characteristic("nzxor"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+
+
+def extract_features(
+    fh: ghidra.program.database.function.FunctionDB,
+    bb: ghidra.program.model.block.CodeBlock,
+    insn: ghidra.program.database.code.InstructionDB,
+) -> Iterator[Tuple[Feature, Address]]:
+    for insn_handler in INSTRUCTION_HANDLERS:
+        for feature, addr in insn_handler(fh, bb, insn):
+            yield feature, addr
+
+
+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_insn_obfs_call_plus_5_characteristic_features,
+    extract_insn_peb_access_characteristic_features,
+    extract_insn_cross_section_cflow,
+    extract_insn_segment_access_features,
+    extract_function_calls_from,
+    extract_function_indirect_call_characteristic_features,
+)
+
+
+def main():
+    """ """
+    listing = currentProgram.getListing()  # type: ignore [name-defined] # noqa: F821
+    features = []
+    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
+        for bab in SimpleBlockIterator(BasicBlockModel(currentProgram), fhandle.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
+            for insnh in listing.getInstructions(bab, True):
+                features.extend(list(extract_features(fhandle, bab, insnh)))
+
+    import pprint
+
+    pprint.pprint(features)  # noqa: T203
+
+
+if __name__ == "__main__":
+    main()

From b3cf1129e3a938482662bfe75fbc66713e5e27b3 Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Wed, 16 Aug 2023 15:58:47 -0700
Subject: [PATCH 023/135] Ghidra: Implement GhidraFeatureExtractor (#1681)

* Implement GhidraFeatureExtractor & repo changes
---
 capa/features/extractors/ghidra/basicblock.py |  31 ++--
 capa/features/extractors/ghidra/extractor.py  |  43 ++++-
 capa/features/extractors/ghidra/file.py       |   1 +
 capa/features/extractors/ghidra/function.py   |  30 ++--
 capa/features/extractors/ghidra/global_.py    |   1 +
 capa/features/extractors/ghidra/helpers.py    |  29 +++-
 capa/features/extractors/ghidra/insn.py       | 164 ++++++++----------
 capa/ghidra/__init__.py                       |   0
 capa/ghidra/helpers.py                        | 156 +++++++++++++++++
 capa/helpers.py                               |   2 +-
 capa/main.py                                  |  44 ++---
 rules                                         |   2 +-
 tests/data                                    |   2 +-
 13 files changed, 362 insertions(+), 143 deletions(-)
 create mode 100644 capa/ghidra/__init__.py
 create mode 100644 capa/ghidra/helpers.py

diff --git a/capa/features/extractors/ghidra/basicblock.py b/capa/features/extractors/ghidra/basicblock.py
index ddd24165..f27ad6ed 100644
--- a/capa/features/extractors/ghidra/basicblock.py
+++ b/capa/features/extractors/ghidra/basicblock.py
@@ -12,15 +12,16 @@ from typing import Tuple, Iterator
 
 import ghidra
 from ghidra.program.model.lang import OperandType
-from ghidra.program.model.block import BasicBlockModel, SimpleBlockIterator
 
 import capa.features.extractors.ghidra.helpers
 from capa.features.common import Feature, Characteristic
-from capa.features.address import Address, AbsoluteVirtualAddress
+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
 
-listing = currentProgram.getListing()  # type: ignore [name-defined] # noqa: F821
+currentProgram = currentProgram()  # type: ignore # noqa: F821
+listing = currentProgram.getListing()  # type: ignore # noqa: F821
 
 
 def get_printable_len(op: ghidra.program.model.scalar.Scalar) -> int:
@@ -98,16 +99,20 @@ def _bb_has_tight_loop(bb: ghidra.program.model.block.CodeBlock):
     return False
 
 
-def extract_bb_stackstring(bb: ghidra.program.model.block.CodeBlock) -> 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
+
     if bb_contains_stackstring(bb):
-        yield Characteristic("stack string"), AbsoluteVirtualAddress(bb.getMinAddress().getOffset())
+        yield Characteristic("stack string"), bbh.address
 
 
-def extract_bb_tight_loop(bb: ghidra.program.model.block.CodeBlock) -> 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
+
     if _bb_has_tight_loop(bb):
-        yield Characteristic("tight loop"), AbsoluteVirtualAddress(bb.getMinAddress().getOffset())
+        yield Characteristic("tight loop"), bbh.address
 
 
 BASIC_BLOCK_HANDLERS = (
@@ -116,7 +121,7 @@ BASIC_BLOCK_HANDLERS = (
 )
 
 
-def extract_features(bb: ghidra.program.model.block.CodeBlock) -> Iterator[Tuple[Feature, Address]]:
+def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Feature, Address]]:
     """
     extract features from the given basic block.
 
@@ -126,17 +131,17 @@ def extract_features(bb: ghidra.program.model.block.CodeBlock) -> Iterator[Tuple
     yields:
       Tuple[Feature, int]: the features and their location found in this basic block.
     """
-    yield BasicBlock(), AbsoluteVirtualAddress(bb.getMinAddress().getOffset())
+    yield BasicBlock(), bbh.address
     for bb_handler in BASIC_BLOCK_HANDLERS:
-        for feature, addr in bb_handler(bb):
+        for feature, addr in bb_handler(fh, bbh):
             yield feature, addr
 
 
 def main():
     features = []
-    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
-        for bb in SimpleBlockIterator(BasicBlockModel(currentProgram), fhandle.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
-            features.extend(list(extract_features(bb)))
+    for fh in capa.features.extractors.ghidra.helpers.get_function_symbols():
+        for bbh in capa.features.extractors.ghidra.helpers.get_function_blocks(fh):
+            features.extend(list(extract_features(fh, bbh)))
 
     import pprint
 
diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index af504737..83a6716a 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -5,16 +5,19 @@
 # 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 List, Tuple
-
-import ghidra
+from typing import List, Tuple, Iterator
 
+import capa.features.extractors.ghidra.file
+import capa.features.extractors.ghidra.insn
 import capa.features.extractors.ghidra.global_
+import capa.features.extractors.ghidra.function
+import capa.features.extractors.ghidra.basicblock
 from capa.features.common import Feature
 from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors.base_extractor import FeatureExtractor
+from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle, FeatureExtractor
 
-currentProgram: ghidra.program.database.ProgramDB
+currentProgram = currentProgram()  # type: ignore # noqa: F821
+currentAddress = currentAddress()  # type: ignore # noqa: F821
 
 
 class GhidraFeatureExtractor(FeatureExtractor):
@@ -33,3 +36,33 @@ class GhidraFeatureExtractor(FeatureExtractor):
 
     def extract_file_features(self):
         yield from capa.features.extractors.ghidra.file.extract_features()
+
+    def get_functions(self) -> Iterator[FunctionHandle]:
+        import capa.features.extractors.ghidra.helpers as ghidra_helpers
+
+        yield from ghidra_helpers.get_function_symbols()
+
+    @staticmethod
+    def get_function(addr: int) -> FunctionHandle:
+        get_addr = currentAddress.getAddress(hex(addr))  # type: ignore [name-defined] # noqa: F821
+        func = getFunctionContaining(get_addr)  # type: ignore [name-defined] # noqa: F821
+        return FunctionHandle(address=AbsoluteVirtualAddress(func.getAddress().getOffset()), inner=func)
+
+    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]:
+        import capa.features.extractors.ghidra.helpers as ghidra_helpers
+
+        yield from ghidra_helpers.get_function_blocks(fh)
+
+    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]:
+        import capa.features.extractors.ghidra.helpers as ghidra_helpers
+
+        yield from ghidra_helpers.get_insn_in_range(bbh)
+
+    def extract_insn_features(self, fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle):
+        yield from capa.features.extractors.ghidra.insn.extract_features(fh, bbh, ih)
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index 8845354f..f3da41f9 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -19,6 +19,7 @@ from capa.features.file import Export, Import, Section, FunctionName
 from capa.features.common import FORMAT_PE, FORMAT_ELF, Format, String, Feature, Characteristic
 from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, AbsoluteVirtualAddress
 
+currentProgram = currentProgram()  # type: ignore # noqa: F821
 MAX_OFFSET_PE_AFTER_MZ = 0x200
 
 
diff --git a/capa/features/extractors/ghidra/function.py b/capa/features/extractors/ghidra/function.py
index 98d4ee9b..3f9c956c 100644
--- a/capa/features/extractors/ghidra/function.py
+++ b/capa/features/extractors/ghidra/function.py
@@ -14,19 +14,25 @@ import capa.features.extractors.ghidra.helpers
 from capa.features.common import Feature, Characteristic
 from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors import loops
+from capa.features.extractors.base_extractor import FunctionHandle
+
+currentProgram = currentProgram()  # type: ignore # noqa: F821
+monitor = monitor()  # type: ignore # noqa: F821
 
 
-def extract_function_calls_to(fh: ghidra.program.database.function.FunctionDB):
+def extract_function_calls_to(fh: FunctionHandle):
     """extract callers to a function"""
-    for ref in fh.getSymbol().getReferences():
+    f: ghidra.program.database.function.FunctionDB = fh.inner
+    for ref in f.getSymbol().getReferences():
         if ref.getReferenceType().isCall():
             yield Characteristic("calls to"), AbsoluteVirtualAddress(ref.getFromAddress().getOffset())
 
 
-def extract_function_loop(fh: ghidra.program.database.function.FunctionDB):
-    edges = []
+def extract_function_loop(fh: FunctionHandle):
+    f: ghidra.program.database.function.FunctionDB = fh.inner
 
-    for block in SimpleBlockIterator(BasicBlockModel(currentProgram), fh.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
+    edges = []
+    for block in SimpleBlockIterator(BasicBlockModel(currentProgram), f.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
         dests = block.getDestinations(monitor)  # type: ignore [name-defined] # noqa: F821
         s_addrs = block.getStartAddresses()
 
@@ -35,16 +41,18 @@ def extract_function_loop(fh: ghidra.program.database.function.FunctionDB):
                 edges.append((addr.getOffset(), dests.next().getDestinationAddress().getOffset()))
 
     if loops.has_loop(edges):
-        yield Characteristic("loop"), AbsoluteVirtualAddress(fh.getEntryPoint().getOffset())
+        yield Characteristic("loop"), AbsoluteVirtualAddress(f.getEntryPoint().getOffset())
 
 
-def extract_recursive_call(fh: ghidra.program.database.function.FunctionDB):
-    for f in fh.getCalledFunctions(monitor):  # type: ignore [name-defined] # noqa: F821
-        if f.getEntryPoint().getOffset() == fh.getEntryPoint().getOffset():
-            yield Characteristic("recursive call"), AbsoluteVirtualAddress(fh.getEntryPoint().getOffset())
+def extract_recursive_call(fh: FunctionHandle):
+    f: ghidra.program.database.function.FunctionDB = fh.inner
+
+    for func in f.getCalledFunctions(monitor):  # type: ignore [name-defined] # noqa: F821
+        if func.getEntryPoint().getOffset() == f.getEntryPoint().getOffset():
+            yield Characteristic("recursive call"), AbsoluteVirtualAddress(f.getEntryPoint().getOffset())
 
 
-def extract_features(fh: ghidra.program.database.function.FunctionDB) -> 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
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index bf78baec..59797dec 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -15,6 +15,7 @@ from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Fe
 from capa.features.address import NO_ADDRESS, Address
 
 logger = logging.getLogger(__name__)
+currentProgram = currentProgram()  # type: ignore # noqa: F821
 
 
 def extract_os() -> Iterator[Tuple[Feature, Address]]:
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 5bf6b9a8..6f520b09 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -9,10 +9,16 @@ from typing import Dict, List, Iterator
 
 import ghidra
 from ghidra.program.model.lang import OperandType
+from ghidra.program.model.block import BasicBlockModel, SimpleBlockIterator
 from ghidra.program.model.symbol import SourceType, SymbolType
 from ghidra.program.model.address import AddressSpace
 
 import capa.features.extractors.helpers
+from capa.features.address import AbsoluteVirtualAddress
+from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
+
+monitor = monitor()  # type: ignore # noqa: F821
+currentProgram = currentProgram()  # type: ignore # noqa: F821
 
 
 def fix_byte(b: int) -> bytes:
@@ -71,10 +77,29 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
         return bytez
 
 
-def get_function_symbols() -> Iterator[ghidra.program.database.function.FunctionDB]:
+def get_function_symbols() -> Iterator[FunctionHandle]:
     """yield all non-external function symbols"""
 
-    yield from currentProgram.getFunctionManager().getFunctionsNoStubs(True)  # type: ignore [name-defined] # noqa: F821
+    for fhandle in currentProgram.getFunctionManager().getFunctionsNoStubs(True):  # type: ignore [name-defined] # noqa: F821
+        yield FunctionHandle(address=AbsoluteVirtualAddress(fhandle.getEntryPoint().getOffset()), inner=fhandle)
+
+
+def get_function_blocks(fh: FunctionHandle) -> Iterator[BBHandle]:
+    """yield BBHandle for each bb in a given function"""
+
+    func: ghidra.program.database.function.FunctionDB = fh.inner
+    for bb in SimpleBlockIterator(BasicBlockModel(currentProgram), func.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
+        yield BBHandle(address=AbsoluteVirtualAddress(bb.getMinAddress().getOffset()), inner=bb)
+
+
+def get_insn_in_range(bbh: BBHandle) -> Iterator[InsnHandle]:
+    """yield InshHandle for each insn in a given basicblock"""
+
+    bb: ghidra.program.model.block.CodeBlock = bbh.inner
+    for addr in bb.getAddresses(True):
+        insn = getInstructionAt(addr)  # type: ignore [name-defined] # noqa: F821
+        if insn:
+            yield InsnHandle(address=AbsoluteVirtualAddress(insn.getAddress().getOffset()), inner=insn)
 
 
 def get_file_imports() -> Dict[int, List[str]]:
diff --git a/capa/features/extractors/ghidra/insn.py b/capa/features/extractors/ghidra/insn.py
index 4002ae28..9c77286f 100644
--- a/capa/features/extractors/ghidra/insn.py
+++ b/capa/features/extractors/ghidra/insn.py
@@ -9,17 +9,20 @@ from typing import Any, Dict, Tuple, Iterator
 
 import ghidra
 from ghidra.program.model.lang import OperandType
-from ghidra.program.model.block import BasicBlockModel, SimpleBlockModel, SimpleBlockIterator
+from ghidra.program.model.block import SimpleBlockModel
 
 import capa.features.extractors.helpers
 import capa.features.extractors.ghidra.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.base_extractor import BBHandle, InsnHandle, FunctionHandle
 
 # 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 = 0x40
+currentProgram = currentProgram()  # type: ignore # noqa: F821
+monitor = monitor()  # type: ignore # noqa: F821
 
 # significantly cut down on runtime by caching api info
 imports = capa.features.extractors.ghidra.helpers.get_file_imports()
@@ -49,15 +52,11 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
     elif ref_type == addr_data:
         # we must dereference and check if the addr is a pointer to an api function
         addr_ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
-        if addr_ref != insn.getAddress(0):
-            if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
-                addr_ref, mapped_fake_addrs, imports, externs, external_locs
-            ):
-                return
-            ref = addr_ref.getOffset()
-        else:
-            # could not dereference
+        if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
+            addr_ref, mapped_fake_addrs, imports, externs, external_locs
+        ):
             return
+        ref = addr_ref.getOffset()
     elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
         return  # cannot resolve dynamics statically
     elif OperandType.isIndirect(ref_type):
@@ -82,35 +81,31 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
             yield info
 
 
-def extract_insn_api_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
-) -> 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):
         return
 
     # check calls to imported functions
     for api in check_for_api_call(insn, imports):
         for imp in api:
-            yield API(imp), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+            yield API(imp), ih.address
 
     # check calls to extern functions
     for api in check_for_api_call(insn, externs):
         for ext in api:
-            yield API(ext), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+            yield API(ext), ih.address
 
 
-def extract_insn_number_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
-) -> Iterator[Tuple[Feature, Address]]:
+def extract_insn_number_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
     """
     parse instruction number features
     example:
         push    3136B0h         ; dwControlCode
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
     if insn.getMnemonicString().startswith("RET"):
         # skip things like:
         #   .text:0042250E retn 8
@@ -128,7 +123,7 @@ def extract_insn_number_features(
             continue
 
         const = insn.getScalar(i).getValue()
-        addr = AbsoluteVirtualAddress(insn.getAddress().getOffset())
+        addr = ih.address
 
         yield Number(const), addr
         yield OperandNumber(i, const), addr
@@ -143,17 +138,14 @@ def extract_insn_number_features(
             yield OperandOffset(i, const), addr
 
 
-def extract_insn_offset_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
-) -> Iterator[Tuple[Feature, Address]]:
+def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
     """
     parse instruction structure offset features
 
     example:
         .text:0040112F cmp [esi+4], ebx
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
 
     # ignore any stack references
     if not capa.features.extractors.ghidra.helpers.is_stack_referenced(insn):
@@ -164,20 +156,17 @@ def extract_insn_offset_features(
                 op_objs = insn.getOpObjects(i)
                 if isinstance(op_objs[-1], ghidra.program.model.scalar.Scalar):
                     op_off = op_objs[-1].getValue()
-                    yield Offset(op_off), AbsoluteVirtualAddress(insn.getAddress().getOffset())
-                    yield OperandOffset(i, op_off), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+                    yield Offset(op_off), ih.address
+                    yield OperandOffset(i, op_off), ih.address
 
 
-def extract_insn_bytes_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
-) -> Iterator[Tuple[Feature, Address]]:
+def extract_insn_bytes_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
     """
     parse referenced byte sequences
     example:
         push    offset iid_004118d4_IShellLinkA ; riid
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
 
     if capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
         return
@@ -195,20 +184,18 @@ def extract_insn_bytes_features(
             extracted_bytes = capa.features.extractors.ghidra.helpers.get_bytes(ref, MAX_BYTES_FEATURE_SIZE)
             if extracted_bytes and not capa.features.extractors.helpers.all_zeros(extracted_bytes):
                 # don't extract byte features for obvious strings
-                yield Bytes(extracted_bytes), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+                yield Bytes(extracted_bytes), ih.address
 
 
-def extract_insn_string_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
-) -> Iterator[Tuple[Feature, Address]]:
+def extract_insn_string_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
     """
     parse instruction string features
 
     example:
         push offset aAcr     ; "ACR  > "
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
     ref = insn.getAddress()
     for i in range(insn.getNumOperands()):
         if OperandType.isScalarAsAddress(insn.getOperandType(i)):
@@ -217,26 +204,25 @@ def extract_insn_string_features(
     if ref != insn.getAddress():
         ghidra_dat = getDataAt(ref)  # type: ignore [name-defined] # noqa: F821
         if ghidra_dat and ghidra_dat.hasStringValue():
-            yield String(ghidra_dat.getValue()), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+            yield String(ghidra_dat.getValue()), ih.address
 
 
 def extract_insn_mnemonic_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
 ) -> Iterator[Tuple[Feature, Address]]:
     """parse instruction mnemonic features"""
-    yield Mnemonic(insn.getMnemonicString().lower()), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
+    yield Mnemonic(insn.getMnemonicString().lower()), ih.address
 
 
 def extract_insn_obfs_call_plus_5_characteristic_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
 ) -> Iterator[Tuple[Feature, Address]]:
     """
     parse call $+5 instruction from the given instruction.
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
 
     if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
         return
@@ -248,46 +234,45 @@ def extract_insn_obfs_call_plus_5_characteristic_features(
             ref = insn.getAddress(i)
 
     if insn.getAddress().add(5) == ref:
-        yield Characteristic("call $+5"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+        yield Characteristic("call $+5"), ih.address
 
 
 def extract_insn_segment_access_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
 ) -> Iterator[Tuple[Feature, Address]]:
     """parse instruction fs or gs access"""
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
     insn_str = insn.toString()
 
     if "FS:" in insn_str:
-        yield Characteristic("fs access"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+        yield Characteristic("fs access"), ih.address
 
     if "GS:" in insn_str:
-        yield Characteristic("gs access"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+        yield Characteristic("gs access"), ih.address
 
 
 def extract_insn_peb_access_characteristic_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
 ) -> Iterator[Tuple[Feature, Address]]:
     """parse instruction peb access
 
     fs:[0x30] on x86, gs:[0x60] on x64
 
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
     insn_str = insn.toString()
     if insn_str.startswith(("PUSH", "MOV")):
         if "FS:[0x30]" in insn_str or "GS:[0x60]" in insn_str:
-            yield Characteristic("peb access"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+            yield Characteristic("peb access"), ih.address
 
 
 def extract_insn_cross_section_cflow(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
 ) -> Iterator[Tuple[Feature, Address]]:
     """inspect the instruction for a CALL or JMP that crosses section boundaries"""
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
 
     if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
         return
@@ -311,13 +296,9 @@ def extract_insn_cross_section_cflow(
     elif ref_type == addr_data:
         # we must dereference and check if the addr is a pointer to an api function
         ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
-        if ref != insn.getAddress(0):
-            if capa.features.extractors.ghidra.helpers.check_addr_for_api(
-                ref, mapped_fake_addrs, imports, externs, external_locs
-            ):
-                return
-        else:
-            # could not dereference
+        if capa.features.extractors.ghidra.helpers.check_addr_for_api(
+            ref, mapped_fake_addrs, imports, externs, external_locs
+        ):
             return
     elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
         return  # cannot resolve dynamics statically
@@ -334,18 +315,19 @@ def extract_insn_cross_section_cflow(
     this_mem_block = getMemoryBlock(insn.getAddress())  # type: ignore [name-defined] # noqa: F821
     ref_block = getMemoryBlock(ref)  # type: ignore [name-defined] # noqa: F821
     if ref_block != this_mem_block:
-        yield Characteristic("cross section flow"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+        yield Characteristic("cross section flow"), ih.address
 
 
 def extract_function_calls_from(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle,
+    bb: 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
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
 
     if insn.getMnemonicString().startswith("CALL"):
         # This method of "dereferencing" addresses/ pointers
@@ -366,9 +348,9 @@ def extract_function_calls_from(
 
 
 def extract_function_indirect_call_characteristic_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle,
+    bb: BBHandle,
+    ih: InsnHandle,
 ) -> 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
@@ -376,9 +358,11 @@ def extract_function_indirect_call_characteristic_features(
     most relevant at the function or basic block scope;
     however, its most efficient to extract at the instruction scope
     """
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
     if insn.getMnemonicString().startswith("CALL"):
         if OperandType.isIndirect(insn.getOperandType(0)):
-            yield Characteristic("indirect call"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+            yield Characteristic("indirect call"), ih.address
 
 
 def check_nzxor_security_cookie_delta(
@@ -407,25 +391,28 @@ def check_nzxor_security_cookie_delta(
 
 
 def extract_insn_nzxor_characteristic_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle,
+    bb: BBHandle,
+    ih: InsnHandle,
 ) -> Iterator[Tuple[Feature, Address]]:
+    f: ghidra.program.database.function.FunctionDB = fh.inner
+    insn: ghidra.program.database.code.InstructionDB = ih.inner
+
     if "XOR" not in insn.getMnemonicString():
         return
     if capa.features.extractors.ghidra.helpers.is_stack_referenced(insn):
         return
     if capa.features.extractors.ghidra.helpers.is_zxor(insn):
         return
-    if check_nzxor_security_cookie_delta(fh, insn):
+    if check_nzxor_security_cookie_delta(f, insn):
         return
-    yield Characteristic("nzxor"), AbsoluteVirtualAddress(insn.getAddress().getOffset())
+    yield Characteristic("nzxor"), ih.address
 
 
 def extract_features(
-    fh: ghidra.program.database.function.FunctionDB,
-    bb: ghidra.program.model.block.CodeBlock,
-    insn: ghidra.program.database.code.InstructionDB,
+    fh: FunctionHandle,
+    bb: BBHandle,
+    insn: InsnHandle,
 ) -> Iterator[Tuple[Feature, Address]]:
     for insn_handler in INSTRUCTION_HANDLERS:
         for feature, addr in insn_handler(fh, bb, insn):
@@ -451,12 +438,11 @@ INSTRUCTION_HANDLERS = (
 
 def main():
     """ """
-    listing = currentProgram.getListing()  # type: ignore [name-defined] # noqa: F821
     features = []
-    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
-        for bab in SimpleBlockIterator(BasicBlockModel(currentProgram), fhandle.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
-            for insnh in listing.getInstructions(bab, True):
-                features.extend(list(extract_features(fhandle, bab, insnh)))
+    for fh in capa.features.extractors.ghidra.helpers.get_function_symbols():
+        for bb in capa.features.extractors.ghidra.helpers.get_function_blocks(fh):
+            for insn in capa.features.extractors.ghidra.helpers.get_insn_in_range(bb):
+                features.extend(list(extract_features(fh, bb, insn)))
 
     import pprint
 
diff --git a/capa/ghidra/__init__.py b/capa/ghidra/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/capa/ghidra/helpers.py b/capa/ghidra/helpers.py
new file mode 100644
index 00000000..ffe0d373
--- /dev/null
+++ b/capa/ghidra/helpers.py
@@ -0,0 +1,156 @@
+# 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
+import datetime
+import contextlib
+from typing import List
+from pathlib import Path
+
+import capa
+import capa.version
+import capa.features.common
+import capa.features.freeze
+import capa.render.result_document as rdoc
+import capa.features.extractors.ghidra.helpers
+
+logger = logging.getLogger("capa")
+
+currentProgram = currentProgram()  # type: ignore # noqa: F821
+currentAddress = currentAddress()  # type: ignore # noqa: F821
+
+# file type as returned by Ghidra
+SUPPORTED_FILE_TYPES = ("Executable and Linking Format (ELF)", "Portable Executable (PE)", "Raw Binary")
+
+
+class GHIDRAIO:
+    """
+    An object that acts as a file-like object,
+    using bytes from the current Ghidra listing.
+    """
+
+    def __init__(self):
+        super().__init__()
+        self.offset = 0
+
+    def seek(self, offset, whence=0):
+        assert whence == 0
+        self.offset = offset
+
+    def read(self, size):
+        try:
+            # ghidra.program.model.address.Address has no public constructor,
+            # so we have to use the exposed currentAddress object for its
+            # member function .getAddress()
+            ea = currentAddress.getAddress(hex(self.offset))  # type: ignore [name-defined] # noqa: F821
+        except RuntimeError:  # AddressFormatException to Ghidra
+            logger.debug("cannot read 0x%x bytes at 0x%x (ea: BADADDR)", size, self.offset)
+            return b""
+
+        logger.debug("reading 0x%x bytes at 0x%x (ea: 0x%x)", size, self.offset, ea.getOffset())
+
+        # returns bytes or b""
+        return capa.features.extractors.ghidra.helpers.get_bytes(ea, size)
+
+    def close(self):
+        return
+
+
+def is_supported_ghidra_version():
+    version = float(getGhidraVersion()[:4])  # type: ignore [name-defined] # noqa: F821
+    if version < 10.2:
+        warning_msg = "capa does not support this Ghidra version"
+        logger.warning(warning_msg)
+        logger.warning("Your Ghidra version is: %s. Supported versions are: Ghidra >= 10.2", version)
+        return False
+    return True
+
+
+def is_running_headless():
+    return isRunningHeadless()  # type: ignore [name-defined] # noqa: F821
+
+
+def is_supported_file_type():
+    file_info = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
+    if file_info.filetype not in SUPPORTED_FILE_TYPES:
+        logger.error("-" * 80)
+        logger.error(" Input file does not appear to be a supported file type.")
+        logger.error(" ")
+        logger.error(
+            " capa currently only supports analyzing PE, ELF, or binary files containing x86 (32- and 64-bit) shellcode."
+        )
+        logger.error(" If you don't know the input file type, you can try using the `file` utility to guess it.")
+        logger.error("-" * 80)
+        return False
+    return True
+
+
+def is_supported_arch_type():
+    file_info = currentProgram.getLanguageID()  # type: ignore [name-defined] # noqa: F821
+    if "x86" not in file_info or not any(arch in file_info for arch in ["32", "64"]):
+        logger.error("-" * 80)
+        logger.error(" Input file does not appear to target a supported architecture.")
+        logger.error(" ")
+        logger.error(" capa currently only supports analyzing x86 (32- and 64-bit).")
+        logger.error("-" * 80)
+        return False
+    return True
+
+
+def get_file_md5():
+    return currentProgram.getExecutableMD5()  # type: ignore [name-defined] # noqa: F821
+
+
+def get_file_sha256():
+    return currentProgram.getExecutableSHA256()  # type: ignore [name-defined] # noqa: F821
+
+
+def collect_metadata(rules: List[Path]):
+    md5 = get_file_md5()
+    sha256 = get_file_sha256()
+
+    info = currentProgram.getLanguageID().toString()  # type: ignore [name-defined] # noqa: F821
+    if "x86" in info and "64" in info:
+        arch = "x86_64"
+    elif "x86" in info and "32" in info:
+        arch = "x86"
+    else:
+        arch = "unknown arch"
+
+    format_name: str = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
+    if "PE" in format_name:
+        os = "windows"
+    elif "ELF" in format_name:
+        with contextlib.closing(capa.ghidra.helpers.GHIDRAIO()) as f:
+            os = capa.features.extractors.elf.detect_elf_os(f)
+    else:
+        os = "unknown os"
+
+    return rdoc.Metadata(
+        timestamp=datetime.datetime.now(),
+        version=capa.version.__version__,
+        argv=(),
+        sample=rdoc.Sample(
+            md5=md5,
+            sha1="",
+            sha256=sha256,
+            path=currentProgram.getExecutablePath(),  # type: ignore [name-defined] # noqa: F821
+        ),
+        analysis=rdoc.Analysis(
+            format=currentProgram.getExecutableFormat(),  # type: ignore [name-defined] # noqa: F821
+            arch=arch,
+            os=os,
+            extractor="ghidra",
+            rules=tuple(r.resolve().absolute().as_posix() for r in rules),
+            base_address=capa.features.freeze.Address.from_capa(currentProgram.getImageBase().getOffset()),  # type: ignore [name-defined] # noqa: F821
+            layout=rdoc.Layout(
+                functions=(),
+            ),
+            feature_counts=rdoc.FeatureCounts(file=0, functions=()),
+            library_functions=(),
+        ),
+    )
diff --git a/capa/helpers.py b/capa/helpers.py
index 69c7ccf2..c1d2ebf5 100644
--- a/capa/helpers.py
+++ b/capa/helpers.py
@@ -44,7 +44,7 @@ def is_runtime_ida():
 
 
 def is_runtime_ghidra():
-    return importlib.util.find_spec("ghidra.program.flatapi") is not None
+    return importlib.util.find_spec("ghidra") is not None
 
 
 def assert_never(value) -> NoReturn:
diff --git a/capa/main.py b/capa/main.py
index 07bb007d..8839f889 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -256,6 +256,11 @@ def find_capabilities(ruleset: RuleSet, extractor: FeatureExtractor, disable_pro
     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
@@ -1340,14 +1345,9 @@ def ida_main():
 
 def ghidra_main():
     import capa.rules
-    import capa.features.extractors.ghidra.file
-
-    # import capa.render.default
-    # import capa.features.extractors.ghidra.extractor
-    import capa.features.extractors.ghidra.global_
-    import capa.features.extractors.ghidra.helpers
-    import capa.features.extractors.ghidra.function
-    from capa.features.common import Feature
+    import capa.ghidra.helpers
+    import capa.render.default
+    import capa.features.extractors.ghidra.extractor
 
     logging.basicConfig(level=logging.INFO)
     logging.getLogger().setLevel(logging.INFO)
@@ -1359,21 +1359,25 @@ def ghidra_main():
     logger.debug("     https://github.com/mandiant/capa-rules")
     logger.debug("-" * 80)
 
-    # rules_path = os.path.join(get_default_root(), "rules")
-    # logger.debug("rule path: %s", rules_path)
-    # rules = get_rules([rules_path])
+    rules_path = get_default_root() / "rules"
+    logger.debug("rule path: %s", rules_path)
+    rules = get_rules([rules_path])
 
-    # temp test for ghidra CI
-    ghidra_features: List[Tuple[Feature, Address]] = []
-    ghidra_features.extend(capa.features.extractors.ghidra.global_.extract_os())
-    ghidra_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
-    ghidra_features.extend(capa.features.extractors.ghidra.file.extract_features())
-    for fhandle in capa.features.extractors.ghidra.helpers.get_function_symbols():
-        ghidra_features.extend(list(capa.features.extractors.ghidra.function.extract_features(fhandle)))
+    meta = capa.ghidra.helpers.collect_metadata([rules_path])
 
-    import pprint
+    capabilities, counts = find_capabilities(
+        rules,
+        capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor(),
+        not capa.ghidra.helpers.is_running_headless(),
+    )
 
-    pprint.pprint(ghidra_features)  # noqa: T203
+    meta.analysis.feature_counts = counts["feature_counts"]
+    meta.analysis.library_functions = counts["library_functions"]
+
+    if has_file_limitation(rules, capabilities, is_standalone=False):
+        logger.info("capa encountered warnings during analysis")
+
+    print(capa.render.default.render(meta, rules, capabilities))
 
 
 if __name__ == "__main__":
diff --git a/rules b/rules
index 149cf2d1..7685a232 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 149cf2d133a0ea08b4eb250388e9f93c67b83cbf
+Subproject commit 7685a232d94acbe7e69addb8bd89d752c9fa27a2
diff --git a/tests/data b/tests/data
index cf965117..faf741a5 160000
--- a/tests/data
+++ b/tests/data
@@ -1 +1 @@
-Subproject commit cf965117cbb3d7391bf01ab8dfb049262a3ad4fd
+Subproject commit faf741a538224f52d4412468f910d52a70911662

From 1027da9be0a074f907929dcf5ed1e69cfbfa1a23 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Sun, 20 Aug 2023 00:36:37 +0530
Subject: [PATCH 024/135] add new feature for com

---
 assets/classes.pickle    | Bin 0 -> 218915 bytes
 assets/interfaces.pickle | Bin 0 -> 1769330 bytes
 capa/features/common.py  |  46 +++++++++++++++++++++++++++++++++++++++
 capa/rules/__init__.py   |   7 ++++++
 4 files changed, 53 insertions(+)
 create mode 100644 assets/classes.pickle
 create mode 100644 assets/interfaces.pickle

diff --git a/assets/classes.pickle b/assets/classes.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..dc50b9445aef58fb21dc5a119a83fdaef3edd8a9
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/capa/features/common.py b/capa/features/common.py
index 9278f7e8..4a12cb7a 100644
--- a/capa/features/common.py
+++ b/capa/features/common.py
@@ -9,10 +9,12 @@
 import re
 import abc
 import codecs
+import pickle
 import typing
 import logging
 import collections
 from typing import TYPE_CHECKING, Set, Dict, List, Union, Optional
+from pathlib import Path
 
 if TYPE_CHECKING:
     # circular import, otherwise
@@ -404,6 +406,50 @@ class Bytes(Feature):
         return hex_string(bytes_to_str(self.value))
 
 
+# COM data source https://github.com/stevemk14ebr/COM-Code-Helper/tree/master
+VALID_COM_TYPES = {"class": "assets/classes.pickle", "interface": "assets/interfaces.pickle"}
+
+
+def get_guid_string_and_bytes(name: str, com_type: str):
+    if com_type not in VALID_COM_TYPES:
+        raise ValueError(f"unexpected COM feature type {com_type}")
+
+    with Path(VALID_COM_TYPES[com_type]).open("rb") as pickle_file:
+        com_data = pickle.load(pickle_file)
+        guid_string = com_data.get(name)
+        if guid_string is None:
+            raise ValueError(f"{name} doesn't exist in COM {com_type} database")
+
+    hex_chars = guid_string.replace("-", "")
+    h = [hex_chars[i : i + 2] for i in range(0, len(hex_chars), 2)]
+    reordered_hex_pairs = [
+        h[3],
+        h[2],
+        h[1],
+        h[0],
+        h[5],
+        h[4],
+        h[7],
+        h[6],
+        h[8],
+        h[9],
+        h[10],
+        h[11],
+        h[12],
+        h[13],
+        h[14],
+        h[15],
+    ]
+    guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
+    return guid_string, guid_bytes
+
+
+class COMFactory:
+    def __new__(cls, com_name: str, com_type: str):
+        guid_string, guid_bytes = get_guid_string_and_bytes(com_name, com_type)
+        return capa.engine.Or([Bytes(guid_bytes, com_name), String(guid_string, com_name)])
+
+
 # other candidates here: https://docs.microsoft.com/en-us/windows/win32/debug/pe-format#machine-types
 ARCH_I386 = "i386"
 ARCH_AMD64 = "amd64"
diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 688b1733..c455b10c 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -591,6 +591,13 @@ def build_statements(d, scope: str):
         ensure_feature_valid_for_scope(scope, feature)
         return feature
 
+    elif key.startswith("com/"):
+        com_name = d[key]
+        com_type = key[len("com/") :]
+        if com_type not in capa.features.common.VALID_COM_TYPES:
+            raise InvalidRule(f"unexpected {key} type {com_type}")
+        return capa.features.common.COMFactory(com_name, com_type)
+
     else:
         Feature = parse_feature(key)
         value, description = parse_description(d[key], key, d.get("description"))

From 7c2a736c4b54b6f77e0c69119b776746e0f884de Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Sun, 20 Aug 2023 00:38:35 +0530
Subject: [PATCH 025/135] Update CHANGELOG.md

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e4f40db0..412f51f3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,7 @@
 - ELF: implement file import and export name extractor #1607 #1608 @Aayush-Goel-04
 - bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
 - develop script to highlight the features that are not used during matching #331 @Aayush-Goel-04
+- add com class/interface features #322 @Aayush-Goel-04
 
 ### Breaking Changes
 

From 058c1fefd2ddb9e2c01d16b104c1848729c8353b Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Mon, 21 Aug 2023 11:16:13 -0700
Subject: [PATCH 026/135] ghidra: unit tests (#1727)

* restore from corrupted .git

* lint repo

* temp: remove lint failing rule

* implement dereferencing, clean up extractors

* implement proper dereferencing routines as applicable

* fix nzxor implementation, remediate ghidra analysis issues

* lint repo

* Assert typing, lint repo

* avoid extracting pointers in bytes extraction

* attempt to recover submodule

* implement GhidraFeatureExtractor & ghidra_main()

* lint repo

* document examples, clean-up & testing

* lint repo

* properly map import dict

* properly map fake addresses

* fix fake addr mapping

* properly map externs

* re-align consistency with other backends

* lint repo

* fix dereferencing routine

* clean up helpers

* fix format string

* disable progress bar to exit gracefully

* enable pbar in headless runtime mode

* implement fixture test script

* implement ghidra unit test script

* refactor repo for breaking Ghidrathon change

* bump ghidrathon CI version, run unit test in CI

* change CI config

* fix wget line for ghidrathon

* fix unzip paths

* fix ghidra import issue

* disable pytest faulthandler module

* fix ghidra state variables

* use toAddr

* restructure for consistency

* Bump Ghidrathon version for CI, fix pytest ghidra runtime detection
---
 .github/workflows/tests.yml                   |  6 +-
 capa/features/extractors/ghidra/basicblock.py |  8 +-
 capa/features/extractors/ghidra/extractor.py  |  8 +-
 capa/features/extractors/ghidra/file.py       | 15 ++--
 capa/features/extractors/ghidra/function.py   |  9 +-
 capa/features/extractors/ghidra/global_.py    |  7 +-
 capa/features/extractors/ghidra/helpers.py    | 17 ++--
 capa/features/extractors/ghidra/insn.py       | 10 ++-
 tests/fixtures.py                             | 12 ++-
 tests/test_ghidra_features.py                 | 89 +++++++++++++++++++
 10 files changed, 133 insertions(+), 48 deletions(-)
 create mode 100644 tests/test_ghidra_features.py

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index e5265340..6b0f7dd0 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -153,7 +153,7 @@ jobs:
         ghidra-version: ["10.3"]
         public-version: ["PUBLIC_20230510"] # for ghidra releases
         jep-version: ["4.1.1"]
-        ghidrathon-version: ["2.1.0"]
+        ghidrathon-version: ["3.0.0"]
     steps:
     - name: Checkout capa with submodules
       uses: actions/checkout@ac593985615ec2ede58e132d2e21d2b1cbd6127c # v3.3.0
@@ -194,7 +194,5 @@ jobs:
     - name: Install capa
       run: pip install -e .[dev] 
     - name: Run tests
-      run: | # runs main.py for now...
-        .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -Import ./tests/data/'Practical Malware Analysis Lab 01-01.dll_'
-        .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -process 'Practical Malware Analysis Lab 01-01.dll_' -ScriptPath ./capa -PostScript main.py
+      run: .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -Import ./tests/data/'mimikatz.exe_' -ScriptPath ./tests/ -PostScript test_ghidra_features.py
  
diff --git a/capa/features/extractors/ghidra/basicblock.py b/capa/features/extractors/ghidra/basicblock.py
index f27ad6ed..7811ba0c 100644
--- a/capa/features/extractors/ghidra/basicblock.py
+++ b/capa/features/extractors/ghidra/basicblock.py
@@ -20,9 +20,6 @@ from capa.features.basicblock import BasicBlock
 from capa.features.extractors.helpers import MIN_STACKSTRING_LEN
 from capa.features.extractors.base_extractor import BBHandle, FunctionHandle
 
-currentProgram = currentProgram()  # type: ignore # noqa: F821
-listing = currentProgram.getListing()  # type: ignore # noqa: F821
-
 
 def get_printable_len(op: ghidra.program.model.scalar.Scalar) -> int:
     """Return string length if all operand bytes are ascii or utf16-le printable"""
@@ -79,7 +76,7 @@ def bb_contains_stackstring(bb: ghidra.program.model.block.CodeBlock) -> bool:
     true if basic block contains enough moves of constant bytes to the stack
     """
     count = 0
-    for insn in listing.getInstructions(bb, True):
+    for insn in currentProgram().getListing().getInstructions(bb, True):  # type: ignore [name-defined] # noqa: F821
         if is_mov_imm_to_stack(insn):
             count += get_printable_len(insn.getScalar(1))
         if count > MIN_STACKSTRING_LEN:
@@ -91,7 +88,8 @@ def _bb_has_tight_loop(bb: ghidra.program.model.block.CodeBlock):
     """
     parse tight loops, true if last instruction in basic block branches to bb start
     """
-    last_insn = listing.getInstructions(bb, False).next()  # Reverse Ordered, first InstructionDB
+    # Reverse Ordered, first InstructionDB
+    last_insn = currentProgram().getListing().getInstructions(bb, False).next()  # type: ignore [name-defined] # noqa: F821
 
     if last_insn.getFlowType().isJump():
         return last_insn.getAddress(0) == bb.getMinAddress()
diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index 83a6716a..36c4a994 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -16,9 +16,6 @@ from capa.features.common import Feature
 from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle, FeatureExtractor
 
-currentProgram = currentProgram()  # type: ignore # noqa: F821
-currentAddress = currentAddress()  # type: ignore # noqa: F821
-
 
 class GhidraFeatureExtractor(FeatureExtractor):
     def __init__(self):
@@ -29,7 +26,7 @@ class GhidraFeatureExtractor(FeatureExtractor):
         self.global_features.extend(capa.features.extractors.ghidra.global_.extract_arch())
 
     def get_base_address(self):
-        return AbsoluteVirtualAddress(currentProgram.getImageBase().getOffset())  # type: ignore [name-defined] # noqa: F821
+        return AbsoluteVirtualAddress(currentProgram().getImageBase().getOffset())  # type: ignore [name-defined] # noqa: F821
 
     def extract_global_features(self):
         yield from self.global_features
@@ -44,8 +41,7 @@ class GhidraFeatureExtractor(FeatureExtractor):
 
     @staticmethod
     def get_function(addr: int) -> FunctionHandle:
-        get_addr = currentAddress.getAddress(hex(addr))  # type: ignore [name-defined] # noqa: F821
-        func = getFunctionContaining(get_addr)  # type: ignore [name-defined] # noqa: F821
+        func = getFunctionContaining(toAddr(addr))  # type: ignore [name-defined] # noqa: F821
         return FunctionHandle(address=AbsoluteVirtualAddress(func.getAddress().getOffset()), inner=func)
 
     def extract_function_features(self, fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index f3da41f9..4de925da 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -19,7 +19,6 @@ from capa.features.file import Export, Import, Section, FunctionName
 from capa.features.common import FORMAT_PE, FORMAT_ELF, Format, String, Feature, Characteristic
 from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, AbsoluteVirtualAddress
 
-currentProgram = currentProgram()  # type: ignore # noqa: F821
 MAX_OFFSET_PE_AFTER_MZ = 0x200
 
 
@@ -46,7 +45,7 @@ def check_segment_for_pe() -> Iterator[Tuple[int, int]]:
         for off in capa.features.extractors.ghidra.helpers.find_byte_sequence(mzx):
             todo.append((off, mzx, pex, i))
 
-    seg_max = currentProgram.getMaxAddress()  # type: ignore [name-defined] # noqa: F821
+    seg_max = currentProgram().getMaxAddress()  # type: ignore [name-defined] # noqa: F821
     while len(todo):
         off, mzx, pex, i = todo.pop()
 
@@ -81,7 +80,7 @@ def extract_file_embedded_pe() -> 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
+    st = currentProgram().getSymbolTable()  # type: ignore [name-defined] # noqa: F821
     for addr in st.getExternalEntryPointIterator():
         yield Export(st.getPrimarySymbol(addr).getName()), AbsoluteVirtualAddress(addr.getOffset())
 
@@ -98,7 +97,7 @@ def extract_file_import_names() -> Iterator[Tuple[Feature, Address]]:
      - importname
     """
 
-    for f in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+    for f in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
         for r in f.getSymbol().getReferences():
             if r.getReferenceType().isData():
                 addr = r.getFromAddress().getOffset()  # gets pointer to fake external addr
@@ -114,14 +113,14 @@ def extract_file_import_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
+    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]]:
     """extract ASCII and UTF-16 LE strings"""
 
-    for block in currentProgram.getMemory().getBlocks():  # type: ignore [name-defined] # noqa: F821
+    for block in currentProgram().getMemory().getBlocks():  # type: ignore [name-defined] # noqa: F821
         if block.isInitialized():
             p_bytes = capa.features.extractors.ghidra.helpers.get_block_bytes(block)
 
@@ -139,7 +138,7 @@ def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
     extract the names of statically-linked library functions.
     """
 
-    for sym in currentProgram.getSymbolTable().getAllSymbols(True):  # type: ignore [name-defined] # noqa: F821
+    for sym in currentProgram().getSymbolTable().getAllSymbols(True):  # type: ignore [name-defined] # noqa: F821
         # .isExternal() misses more than this config for the function symbols
         if sym.getSymbolType() == SymbolType.FUNCTION and sym.getSource() == SourceType.ANALYSIS and sym.isGlobal():
             name = sym.getName()  # starts to resolve names based on Ghidra's FidDB
@@ -156,7 +155,7 @@ def extract_file_function_names() -> Iterator[Tuple[Feature, Address]]:
 
 
 def extract_file_format() -> Iterator[Tuple[Feature, Address]]:
-    ef = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
+    ef = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
     if "PE" in ef:
         yield Format(FORMAT_PE), NO_ADDRESS
     elif "ELF" in ef:
diff --git a/capa/features/extractors/ghidra/function.py b/capa/features/extractors/ghidra/function.py
index 3f9c956c..d31ba86a 100644
--- a/capa/features/extractors/ghidra/function.py
+++ b/capa/features/extractors/ghidra/function.py
@@ -16,9 +16,6 @@ from capa.features.address import Address, AbsoluteVirtualAddress
 from capa.features.extractors import loops
 from capa.features.extractors.base_extractor import FunctionHandle
 
-currentProgram = currentProgram()  # type: ignore # noqa: F821
-monitor = monitor()  # type: ignore # noqa: F821
-
 
 def extract_function_calls_to(fh: FunctionHandle):
     """extract callers to a function"""
@@ -32,8 +29,8 @@ def extract_function_loop(fh: FunctionHandle):
     f: ghidra.program.database.function.FunctionDB = fh.inner
 
     edges = []
-    for block in SimpleBlockIterator(BasicBlockModel(currentProgram), f.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
-        dests = block.getDestinations(monitor)  # type: ignore [name-defined] # noqa: F821
+    for block in SimpleBlockIterator(BasicBlockModel(currentProgram()), f.getBody(), monitor()):  # type: ignore [name-defined] # noqa: F821
+        dests = block.getDestinations(monitor())  # type: ignore [name-defined] # noqa: F821
         s_addrs = block.getStartAddresses()
 
         while dests.hasNext():  # For loop throws Python TypeError
@@ -47,7 +44,7 @@ def extract_function_loop(fh: FunctionHandle):
 def extract_recursive_call(fh: FunctionHandle):
     f: ghidra.program.database.function.FunctionDB = fh.inner
 
-    for func in f.getCalledFunctions(monitor):  # type: ignore [name-defined] # noqa: F821
+    for func in f.getCalledFunctions(monitor()):  # type: ignore [name-defined] # noqa: F821
         if func.getEntryPoint().getOffset() == f.getEntryPoint().getOffset():
             yield Characteristic("recursive call"), AbsoluteVirtualAddress(f.getEntryPoint().getOffset())
 
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index 59797dec..b2e3093a 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -15,17 +15,16 @@ from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Fe
 from capa.features.address import NO_ADDRESS, Address
 
 logger = logging.getLogger(__name__)
-currentProgram = currentProgram()  # type: ignore # noqa: F821
 
 
 def extract_os() -> Iterator[Tuple[Feature, Address]]:
-    format_name: str = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
+    format_name: str = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
 
     if "PE" in format_name:
         yield OS(OS_WINDOWS), NO_ADDRESS
 
     elif "ELF" in format_name:
-        program_memory = currentProgram.getMemory()  # type: ignore [name-defined] # noqa: F821
+        program_memory = currentProgram().getMemory()  # type: ignore [name-defined] # noqa: F821
         fbytes_list = program_memory.getAllFileBytes()
         fbytes = fbytes_list[0]
 
@@ -58,7 +57,7 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
 
 
 def extract_arch() -> Iterator[Tuple[Feature, Address]]:
-    lang_id = currentProgram.getMetadata().get("Language ID")  # type: ignore [name-defined] # noqa: F821
+    lang_id = currentProgram().getMetadata().get("Language ID")  # type: ignore [name-defined] # noqa: F821
 
     if "x86" in lang_id and "64" in lang_id:
         yield Arch(ARCH_AMD64), NO_ADDRESS
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 6f520b09..9cf70485 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -17,9 +17,6 @@ import capa.features.extractors.helpers
 from capa.features.address import AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
 
-monitor = monitor()  # type: ignore # noqa: F821
-currentProgram = currentProgram()  # type: ignore # noqa: F821
-
 
 def fix_byte(b: int) -> bytes:
     """Transform signed ints from Java into bytes for Python
@@ -38,7 +35,7 @@ def find_byte_sequence(seq: bytes) -> Iterator[int]:
     """
     seqstr = "".join([f"\\x{b:02x}" for b in seq])
     # .add(1) to avoid false positives on regular PE files
-    eas = findBytes(currentProgram.getMinAddress().add(1), seqstr, 1, 1)  # type: ignore [name-defined] # noqa: F821
+    eas = findBytes(currentProgram().getMinAddress().add(1), seqstr, 1, 1)  # type: ignore [name-defined] # noqa: F821
     yield from eas
 
 
@@ -80,7 +77,7 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
 def get_function_symbols() -> Iterator[FunctionHandle]:
     """yield all non-external function symbols"""
 
-    for fhandle in currentProgram.getFunctionManager().getFunctionsNoStubs(True):  # type: ignore [name-defined] # noqa: F821
+    for fhandle in currentProgram().getFunctionManager().getFunctionsNoStubs(True):  # type: ignore [name-defined] # noqa: F821
         yield FunctionHandle(address=AbsoluteVirtualAddress(fhandle.getEntryPoint().getOffset()), inner=fhandle)
 
 
@@ -88,7 +85,7 @@ def get_function_blocks(fh: FunctionHandle) -> Iterator[BBHandle]:
     """yield BBHandle for each bb in a given function"""
 
     func: ghidra.program.database.function.FunctionDB = fh.inner
-    for bb in SimpleBlockIterator(BasicBlockModel(currentProgram), func.getBody(), monitor):  # type: ignore [name-defined] # noqa: F821
+    for bb in SimpleBlockIterator(BasicBlockModel(currentProgram()), func.getBody(), monitor()):  # type: ignore [name-defined] # noqa: F821
         yield BBHandle(address=AbsoluteVirtualAddress(bb.getMinAddress().getOffset()), inner=bb)
 
 
@@ -107,7 +104,7 @@ def get_file_imports() -> Dict[int, List[str]]:
 
     import_dict: Dict[int, List[str]] = {}
 
-    for f in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+    for f in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
         for r in f.getSymbol().getReferences():
             if r.getReferenceType().isData():
                 addr = r.getFromAddress().getOffset()  # gets pointer to fake external addr
@@ -138,7 +135,7 @@ def get_file_externs() -> Dict[int, List[str]]:
 
     extern_dict: Dict[int, List[str]] = {}
 
-    for sym in currentProgram.getSymbolTable().getAllSymbols(True):  # type: ignore [name-defined] # noqa: F821
+    for sym in currentProgram().getSymbolTable().getAllSymbols(True):  # type: ignore [name-defined] # noqa: F821
         # .isExternal() misses more than this config for the function symbols
         if sym.getSymbolType() == SymbolType.FUNCTION and sym.getSource() == SourceType.ANALYSIS and sym.isGlobal():
             name = sym.getName()  # starts to resolve names based on Ghidra's FidDB
@@ -176,7 +173,7 @@ def map_fake_import_addrs() -> Dict[int, List[int]]:
     """
     fake_dict: Dict[int, List[int]] = {}
 
-    for f in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+    for f in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
         for r in f.getSymbol().getReferences():
             if r.getReferenceType().isData():
                 fake_dict.setdefault(f.getEntryPoint().getOffset(), []).append(r.getFromAddress().getOffset())
@@ -200,7 +197,7 @@ def get_external_locs() -> List[int]:
     - 0x000b34EC -> External Location
     """
     locs = []
-    for fh in currentProgram.getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
+    for fh in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
         external_loc = fh.getExternalLocation().getAddress()
         if external_loc:
             locs.append(external_loc)
diff --git a/capa/features/extractors/ghidra/insn.py b/capa/features/extractors/ghidra/insn.py
index 9c77286f..bf733472 100644
--- a/capa/features/extractors/ghidra/insn.py
+++ b/capa/features/extractors/ghidra/insn.py
@@ -21,8 +21,6 @@ from capa.features.extractors.base_extractor import BBHandle, InsnHandle, Functi
 # 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 = 0x40
-currentProgram = currentProgram()  # type: ignore # noqa: F821
-monitor = monitor()  # type: ignore # noqa: F821
 
 # significantly cut down on runtime by caching api info
 imports = capa.features.extractors.ghidra.helpers.get_file_imports()
@@ -375,13 +373,17 @@ def check_nzxor_security_cookie_delta(
     Check the last bb of the function containing the insn
     """
 
-    model = SimpleBlockModel(currentProgram)  # type: ignore [name-defined] # noqa: F821
+    model = SimpleBlockModel(currentProgram())  # type: ignore [name-defined] # noqa: F821
     insn_addr = insn.getAddress()
     func_asv = fh.getBody()
     first_addr = func_asv.getMinAddress()
     last_addr = func_asv.getMaxAddress()
 
-    if model.getFirstCodeBlockContaining(first_addr, monitor) == model.getFirstCodeBlockContaining(last_addr, monitor):  # type: ignore [name-defined] # noqa: F821
+    if model.getFirstCodeBlockContaining(
+        first_addr, monitor()  # type: ignore [name-defined] # noqa: F821
+    ) == model.getFirstCodeBlockContaining(
+        last_addr, monitor()  # type: ignore [name-defined] # noqa: F821
+    ):
         if insn_addr < first_addr.add(SECURITY_COOKIE_BYTES_DELTA):
             return True
         else:
diff --git a/tests/fixtures.py b/tests/fixtures.py
index 0dd6ea59..d2339f1e 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -180,6 +180,16 @@ def get_binja_extractor(path: Path):
     return extractor
 
 
+@lru_cache(maxsize=1)
+def get_ghidra_extractor(path: Path):
+    import capa.features.extractors.ghidra.extractor
+
+    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor()
+    setattr(extractor, "path", path.as_posix())
+
+    return extractor
+
+
 def extract_global_features(extractor):
     features = collections.defaultdict(set)
     for feature, va in extractor.extract_global_features():
@@ -357,7 +367,7 @@ def get_sample_md5_by_name(name):
     elif name.startswith("3b13b"):
         # file name is SHA256 hash
         return "56a6ffe6a02941028cc8235204eef31d"
-    elif name == "7351f.elf":
+    elif name.startswith("7351f"):
         return "7351f8a40c5450557b24622417fc478d"
     elif name.startswith("79abd"):
         return "79abd17391adc6251ecdc58d13d76baf"
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
new file mode 100644
index 00000000..cbd05782
--- /dev/null
+++ b/tests/test_ghidra_features.py
@@ -0,0 +1,89 @@
+# 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.
+"""
+Must invoke this script from within the Ghidra Runtime Enviornment
+"""
+import sys
+import logging
+
+import pytest
+import fixtures
+
+logger = logging.getLogger("test_ghidra_features")
+
+ghidra_present: bool = False
+try:
+    import ghidra  # noqa: F401
+
+    ghidra_present = True
+except ImportError:
+    pass
+
+
+def standardize_posix_str(psx_str):
+    """fixture test passes the PosixPath to the test data
+
+    params: psx_str - PosixPath() to the test data
+    return: string that matches test-id sample name
+    """
+
+    if "Practical Malware Analysis Lab" in str(psx_str):
+        # <PosixPath>/'Practical Malware Analysis Lab 16-01.exe_' -> 'pma16-01'
+        wanted_str = "pma" + str(psx_str).split("/")[-1][len("Practical Malware Analysis Lab ") : -5]
+    else:
+        # <PosixPath>/mimikatz.exe_ -> mimikatz
+        wanted_str = str(psx_str).split("/")[-1][:-5]
+
+    if "_" in wanted_str:
+        # al-khaser_x86 -> al-khaser x86
+        wanted_str = wanted_str.replace("_", " ")
+
+    return wanted_str
+
+
+def check_input_file(wanted):
+    """check that test is running on the loaded sample
+
+    params: wanted - PosixPath() passed from test arg
+    """
+
+    import capa.ghidra.helpers as ghidra_helpers
+
+    found = ghidra_helpers.get_file_md5()
+    sample_name = standardize_posix_str(wanted)
+
+    if not found.startswith(fixtures.get_sample_md5_by_name(sample_name)):
+        raise RuntimeError(f"please run the tests against sample with MD5: `{found}`")
+
+
+@pytest.mark.skipif(ghidra_present is False, reason="Ghidra tests must be ran within Ghidra")
+@fixtures.parametrize("sample,scope,feature,expected", fixtures.FEATURE_PRESENCE_TESTS, indirect=["sample", "scope"])
+def test_ghidra_features(sample, scope, feature, expected):
+    try:
+        check_input_file(sample)
+    except RuntimeError:
+        pytest.skip(reason="Test must be ran against sample loaded in Ghidra")
+
+    fixtures.do_test_feature_presence(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
+
+
+@pytest.mark.skipif(ghidra_present is False, reason="Ghidra tests must be ran within Ghidra")
+@fixtures.parametrize("sample,scope,feature,expected", fixtures.FEATURE_COUNT_TESTS, indirect=["sample", "scope"])
+def test_ghidra_feature_counts(sample, scope, feature, expected):
+    try:
+        check_input_file(sample)
+    except RuntimeError:
+        pytest.skip(reason="Test must be ran against sample loaded in Ghidra")
+
+    fixtures.do_test_feature_count(fixtures.get_ghidra_extractor, sample, scope, feature, expected)
+
+
+if __name__ == "__main__":
+    # No support for faulthandler module in Ghidrathon, see:
+    # https://github.com/mandiant/Ghidrathon/issues/70
+    sys.exit(pytest.main(["--pyargs", "-p no:faulthandler", "test_ghidra_features"]))

From c6ee9196197a6fc1af2e690c944d667a837a6b55 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 22 Aug 2023 15:52:04 +0530
Subject: [PATCH 027/135] Update capa/features/common.py

Co-authored-by: Willi Ballenthin <wballenthin@google.com>
---
 capa/features/common.py | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/capa/features/common.py b/capa/features/common.py
index 4a12cb7a..2b54e52d 100644
--- a/capa/features/common.py
+++ b/capa/features/common.py
@@ -444,10 +444,9 @@ def get_guid_string_and_bytes(name: str, com_type: str):
     return guid_string, guid_bytes
 
 
-class COMFactory:
-    def __new__(cls, com_name: str, com_type: str):
-        guid_string, guid_bytes = get_guid_string_and_bytes(com_name, com_type)
-        return capa.engine.Or([Bytes(guid_bytes, com_name), String(guid_string, com_name)])
+def translate_com_feature(com_name: str, com_type: str) -> capa.engine.Statement:
+    guid_string, guid_bytes = get_guid_string_and_bytes(com_name, com_type)
+    return capa.engine.Or([Bytes(guid_bytes, com_name), String(guid_string, com_name)])
 
 
 # other candidates here: https://docs.microsoft.com/en-us/windows/win32/debug/pe-format#machine-types

From 19b8000c004984045628d62826436fb471e54cfa Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Wed, 23 Aug 2023 13:35:18 -0700
Subject: [PATCH 028/135] Ghidra: Fixes & Enhancements (#1733)

* restore from corrupted .git

* lint repo

* temp: remove lint failing rule

* implement dereferencing, clean up extractors

* implement proper dereferencing routines as applicable

* fix nzxor implementation, remediate ghidra analysis issues

* lint repo

* Assert typing, lint repo

* avoid extracting pointers in bytes extraction

* attempt to recover submodule

* implement GhidraFeatureExtractor & ghidra_main()

* lint repo

* document examples, clean-up & testing

* lint repo

* properly map import dict

* properly map fake addresses

* fix fake addr mapping

* properly map externs

* re-align consistency with other backends

* lint repo

* fix dereferencing routine

* clean up helpers

* fix format string

* disable progress bar to exit gracefully

* enable pbar in headless runtime mode

* implement fixture test script

* implement ghidra unit test script

* refactor repo for breaking Ghidrathon change

* bump ghidrathon CI version, run unit test in CI

* change CI config

* fix wget line for ghidrathon

* fix unzip paths

* fix ghidra import issue

* disable pytest faulthandler module

* fix dereference function

* fix ghidra state variables

* implement dereferencing for string extraction

* use toAddr

* restructure for consistency

* Bump Ghidrathon version for CI, fix pytest ghidra runtime detection

* fix number & offset extractors

* yield both signed & unsgned values for offset extraction

* add LEA insn handling to number & offset extraction

* fix indirect call extraction

* implement thunk function checking for dereferences

* revise ghidra feature count tests, pass unit testing

* fix feature test format

* implement additional support for dereferencing thunked functions

* integrate external locations into find_file_imports

* change api yield string for .elf samples to match other extractors

* fix potential NoneType errors during dereferencing

* user helper in global_

* fix GHIDRAIO class, implement in global_

* comment on getOriginalByte

* simplify get_file_imports

* implement explicit thunk chain handling

* simplify LEA number extraction

* simplify thunk handling

* temp: demonstrate CI failure & output

* fix log path

* run new test against mimikatz
---
 .github/workflows/tests.yml                |  6 +-
 capa/features/extractors/elf.py            |  2 +-
 capa/features/extractors/ghidra/global_.py | 17 +----
 capa/features/extractors/ghidra/helpers.py | 71 ++++++++++--------
 capa/features/extractors/ghidra/insn.py    | 87 ++++++++++++++--------
 capa/ghidra/helpers.py                     | 55 ++++++++------
 tests/fixtures.py                          |  8 ++
 tests/test_ghidra_features.py              |  4 +-
 8 files changed, 148 insertions(+), 102 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6b0f7dd0..9b18f8f6 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -194,5 +194,9 @@ jobs:
     - name: Install capa
       run: pip install -e .[dev] 
     - name: Run tests
-      run: .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -Import ./tests/data/'mimikatz.exe_' -ScriptPath ./tests/ -PostScript test_ghidra_features.py
+      run: | 
+        .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -Import ./tests/data/mimikatz.exe_ -ScriptPath ./tests/ -PostScript test_ghidra_features.py > ../output.log
+        cat ../output.log
+        exit_code=$(cat ../output.log | grep exit | awk '{print $NF}')
+        exit $exit_code
  
diff --git a/capa/features/extractors/elf.py b/capa/features/extractors/elf.py
index f9558c1b..bad8543e 100644
--- a/capa/features/extractors/elf.py
+++ b/capa/features/extractors/elf.py
@@ -898,7 +898,7 @@ def guess_os_from_symtab(elf: ELF) -> Optional[OS]:
 
 def detect_elf_os(f) -> str:
     """
-    f: type Union[BinaryIO, IDAIO]
+    f: type Union[BinaryIO, IDAIO, GHIDRAIO]
     """
     try:
         elf = ELF(f)
diff --git a/capa/features/extractors/ghidra/global_.py b/capa/features/extractors/ghidra/global_.py
index b2e3093a..0df58a08 100644
--- a/capa/features/extractors/ghidra/global_.py
+++ b/capa/features/extractors/ghidra/global_.py
@@ -7,10 +7,11 @@
 # See the License for the specific language governing permissions and limitations under the License.
 import logging
 import contextlib
-from io import BytesIO
 from typing import Tuple, Iterator
 
+import capa.ghidra.helpers
 import capa.features.extractors.elf
+import capa.features.extractors.ghidra.helpers
 from capa.features.common import OS, ARCH_I386, ARCH_AMD64, OS_WINDOWS, Arch, Feature
 from capa.features.address import NO_ADDRESS, Address
 
@@ -24,19 +25,7 @@ def extract_os() -> Iterator[Tuple[Feature, Address]]:
         yield OS(OS_WINDOWS), NO_ADDRESS
 
     elif "ELF" in format_name:
-        program_memory = currentProgram().getMemory()  # type: ignore [name-defined] # noqa: F821
-        fbytes_list = program_memory.getAllFileBytes()
-        fbytes = fbytes_list[0]
-
-        # Java likes to return signed ints, so we must convert them
-        # back into unsigned bytes manually and write to BytesIO
-        #   note: May be deprecated if Jep has implements better support for Java Lists
-        pb_arr = b""
-        for i in range(fbytes.getSize()):
-            pb_arr = pb_arr + (fbytes.getOriginalByte(i) & 0xFF).to_bytes(1, "little")
-        buf = BytesIO(pb_arr)
-
-        with contextlib.closing(buf) as f:
+        with contextlib.closing(capa.ghidra.helpers.GHIDRAIO()) as f:
             os = capa.features.extractors.elf.detect_elf_os(f)
 
         yield OS(os), NO_ADDRESS
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 9cf70485..b2f1238e 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -14,6 +14,7 @@ from ghidra.program.model.symbol import SourceType, SymbolType
 from ghidra.program.model.address import AddressSpace
 
 import capa.features.extractors.helpers
+from capa.features.common import THUNK_CHAIN_DEPTH_DELTA
 from capa.features.address import AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
 
@@ -109,12 +110,19 @@ def get_file_imports() -> Dict[int, List[str]]:
             if r.getReferenceType().isData():
                 addr = r.getFromAddress().getOffset()  # gets pointer to fake external addr
 
-        fstr = f.toString().split("::")  # format: MODULE.dll::import / MODULE::Ordinal_*
+        ex_loc = f.getExternalLocation().getAddress()  # map external locations as well (offset into module files)
+
+        fstr = f.toString().split("::")  # format: MODULE.dll::import / MODULE::Ordinal_* / <EXTERNAL>::import
         if "Ordinal_" in fstr[1]:
             fstr[1] = f"#{fstr[1].split('_')[1]}"
 
-        for name in capa.features.extractors.helpers.generate_symbols(fstr[0][:-4], fstr[1]):
+        # <EXTERNAL> mostly shows up in ELF files, otherwise, strip '.dll' w/ [:-4]
+        fstr[0] = "*" if "<EXTERNAL>" in fstr[0] else fstr[0][:-4]
+
+        for name in capa.features.extractors.helpers.generate_symbols(fstr[0], fstr[1]):
             import_dict.setdefault(addr, []).append(name)
+            if ex_loc:
+                import_dict.setdefault(ex_loc.getOffset(), []).append(name)
 
     return import_dict
 
@@ -181,35 +189,11 @@ def map_fake_import_addrs() -> Dict[int, List[int]]:
     return fake_dict
 
 
-def get_external_locs() -> List[int]:
-    """
-     Helps to discern external offsets from regular bytes when extracting
-     data.
-
-    Ghidra behavior:
-     - Offsets that point to specific sections of external programs
-      i.e. library code.
-     - Stored in data, and pointed to by an absolute address
-     https://github.com/NationalSecurityAgency/ghidra/blob/26d4bd9104809747c21f2528cab8aba9aef9acd5/Ghidra/Framework/SoftwareModeling/src/main/java/ghidra/program/model/symbol/ExternalLocation.java#L25-30
-
-    Example: (mimikatz.exe_) 5f66b82558ca92e54e77f216ef4c066c:0x473090
-    - 0x473090 -> PTR_CreateServiceW_00473090
-    - 0x000b34EC -> External Location
-    """
-    locs = []
-    for fh in currentProgram().getFunctionManager().getExternalFunctions():  # type: ignore [name-defined] # noqa: F821
-        external_loc = fh.getExternalLocation().getAddress()
-        if external_loc:
-            locs.append(external_loc)
-    return locs
-
-
 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]],
-    ex_locs: List[int],
 ) -> bool:
     offset = addr.getOffset()
 
@@ -225,9 +209,6 @@ def check_addr_for_api(
     if extern:
         return True
 
-    if addr in ex_locs:
-        return True
-
     return False
 
 
@@ -244,6 +225,13 @@ def is_sp_modified(insn: ghidra.program.database.code.InstructionDB) -> bool:
 
 def is_stack_referenced(insn: ghidra.program.database.code.InstructionDB) -> bool:
     """generic catch-all for stack references"""
+    for i in range(insn.getNumOperands()):
+        if insn.getOperandType(i) == OperandType.REGISTER:
+            if "BP" in insn.getRegister(i).getName():
+                return True
+            else:
+                continue
+
     return any(ref.isStackReference() for ref in insn.getReferencesFrom())
 
 
@@ -263,9 +251,34 @@ def is_zxor(insn: ghidra.program.database.code.InstructionDB) -> bool:
     return all(n == operands[0] for n in operands)
 
 
+def handle_thunk(addr: ghidra.program.model.address.Address):
+    """Follow thunk chains down to a reasonable depth"""
+    ref = addr
+    for _ in range(THUNK_CHAIN_DEPTH_DELTA):
+        thunk_jmp = getInstructionAt(ref)  # type: ignore [name-defined] # noqa: F821
+        if thunk_jmp and is_call_or_jmp(thunk_jmp):
+            if OperandType.isAddress(thunk_jmp.getOperandType(0)):
+                ref = thunk_jmp.getAddress(0)
+        else:
+            thunk_dat = getDataContaining(ref)  # type: ignore [name-defined] # noqa: F821
+            if thunk_dat and thunk_dat.isDefined() and thunk_dat.isPointer():
+                ref = thunk_dat.getValue()
+                break  # end of thunk chain reached
+    return ref
+
+
 def dereference_ptr(insn: ghidra.program.database.code.InstructionDB):
+    addr_code = OperandType.ADDRESS | OperandType.CODE
     to_deref = insn.getAddress(0)
     dat = getDataContaining(to_deref)  # type: ignore [name-defined] # noqa: F821
+
+    if insn.getOperandType(0) == addr_code:
+        thfunc = getFunctionContaining(to_deref)  # type: ignore [name-defined] # noqa: F821
+        if thfunc and thfunc.isThunk():
+            return handle_thunk(to_deref)
+        else:
+            # if it doesn't poin to a thunk, it's usually a jmp to a label
+            return to_deref
     if not dat:
         return to_deref
     if dat.isDefined() and dat.isPointer():
diff --git a/capa/features/extractors/ghidra/insn.py b/capa/features/extractors/ghidra/insn.py
index bf733472..17fb9cc0 100644
--- a/capa/features/extractors/ghidra/insn.py
+++ b/capa/features/extractors/ghidra/insn.py
@@ -26,7 +26,6 @@ SECURITY_COOKIE_BYTES_DELTA = 0x40
 imports = capa.features.extractors.ghidra.helpers.get_file_imports()
 externs = capa.features.extractors.ghidra.helpers.get_file_externs()
 mapped_fake_addrs = capa.features.extractors.ghidra.helpers.map_fake_import_addrs()
-external_locs = capa.features.extractors.ghidra.helpers.get_external_locs()
 
 
 def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
@@ -36,6 +35,7 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
     # assume only CALLs or JMPs are passed
     ref_type = insn.getOperandType(0)
     addr_data = OperandType.ADDRESS | OperandType.DATA  # needs dereferencing
+    addr_code = OperandType.ADDRESS | OperandType.CODE  # needs dereferencing
 
     if OperandType.isRegister(ref_type):
         if OperandType.isAddress(ref_type):
@@ -47,23 +47,21 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
                 return
         else:
             return
-    elif ref_type == addr_data:
+    elif ref_type in (addr_data, addr_code) or OperandType.isIndirect(ref_type):
         # we must dereference and check if the addr is a pointer to an api function
         addr_ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
         if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
-            addr_ref, mapped_fake_addrs, imports, externs, external_locs
+            addr_ref, mapped_fake_addrs, imports, externs
         ):
             return
         ref = addr_ref.getOffset()
     elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
         return  # cannot resolve dynamics statically
-    elif OperandType.isIndirect(ref_type):
-        return  # cannot resolve the indirection statically
     else:
         # pure address does not need to get dereferenced/ handled
         addr_ref = insn.getAddress(0)
         if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
-            addr_ref, mapped_fake_addrs, imports, externs, external_locs
+            addr_ref, mapped_fake_addrs, imports, externs
         ):
             return
         ref = addr_ref.getOffset()
@@ -115,25 +113,40 @@ def extract_insn_number_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl
         return
 
     for i in range(insn.getNumOperands()):
-        if insn.getOperandType(i) != OperandType.SCALAR:
+        # Exceptions for LEA insn:
+        # invalid operand encoding, considered numbers instead of offsets
+        # see: mimikatz.exe_:0x4018C0
+        if insn.getOperandType(i) == OperandType.DYNAMIC and insn.getMnemonicString().startswith("LEA"):
+            # Additional check, avoid yielding "wide" values (ex. mimikatz.exe:0x471EE6 LEA EBX, [ECX + EAX*0x4])
+            op_objs = insn.getOpObjects(i)
+            if len(op_objs) == 3:  # ECX, EAX, 0x4
+                continue
+
+            if isinstance(op_objs[-1], ghidra.program.model.scalar.Scalar):
+                const = op_objs[-1].getUnsignedValue()
+                addr = ih.address
+
+                yield Number(const), addr
+                yield OperandNumber(i, const), addr
+        elif not OperandType.isScalar(insn.getOperandType(i)):
             # skip things like:
             #   references, void types
             continue
+        else:
+            const = insn.getScalar(i).getUnsignedValue()
+            addr = ih.address
 
-        const = insn.getScalar(i).getValue()
-        addr = ih.address
+            yield Number(const), addr
+            yield OperandNumber(i, const), addr
 
-        yield Number(const), addr
-        yield OperandNumber(i, const), addr
-
-        if insn.getMnemonicString().startswith("ADD") and 0 < const < MAX_STRUCTURE_SIZE:
-            # for pattern like:
-            #
-            #     add eax, 0x10
-            #
-            # assume 0x10 is also an offset (imagine eax is a pointer).
-            yield Offset(const), addr
-            yield OperandOffset(i, const), addr
+            if insn.getMnemonicString().startswith("ADD") and 0 < const < MAX_STRUCTURE_SIZE:
+                # for pattern like:
+                #
+                #     add eax, 0x10
+                #
+                # assume 0x10 is also an offset (imagine eax is a pointer).
+                yield Offset(const), addr
+                yield OperandOffset(i, const), addr
 
 
 def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
@@ -145,6 +158,9 @@ def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl
     """
     insn: ghidra.program.database.code.InstructionDB = ih.inner
 
+    if insn.getMnemonicString().startswith("LEA"):
+        return
+
     # ignore any stack references
     if not capa.features.extractors.ghidra.helpers.is_stack_referenced(insn):
         # Ghidra stores operands in 2D arrays if they contain offsets
@@ -156,6 +172,9 @@ def extract_insn_offset_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl
                     op_off = op_objs[-1].getValue()
                     yield Offset(op_off), ih.address
                     yield OperandOffset(i, op_off), ih.address
+                else:
+                    yield Offset(0), ih.address
+                    yield OperandOffset(i, 0), ih.address
 
 
 def extract_insn_bytes_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle) -> Iterator[Tuple[Feature, Address]]:
@@ -171,7 +190,7 @@ def extract_insn_bytes_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle
 
     ref = insn.getAddress()  # init to insn addr
     for i in range(insn.getNumOperands()):
-        if OperandType.isScalarAsAddress(insn.getOperandType(i)):
+        if OperandType.isAddress(insn.getOperandType(i)):
             ref = insn.getAddress(i)  # pulls pointer if there is one
 
     if ref != insn.getAddress():  # bail out if there's no pointer
@@ -193,11 +212,18 @@ def extract_insn_string_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandl
         push offset aAcr     ; "ACR  > "
     """
     insn: ghidra.program.database.code.InstructionDB = ih.inner
+    dyn_addr = OperandType.DYNAMIC | OperandType.ADDRESS
 
     ref = insn.getAddress()
     for i in range(insn.getNumOperands()):
         if OperandType.isScalarAsAddress(insn.getOperandType(i)):
             ref = insn.getAddress(i)
+        # strings are also referenced dynamically via pointers & arrays, so we need to deref them
+        if insn.getOperandType(i) == dyn_addr:
+            ref = insn.getAddress(i)
+            dat = getDataAt(ref)  # type: ignore [name-defined] # noqa: F821
+            if dat and dat.isPointer():
+                ref = dat.getValue()
 
     if ref != insn.getAddress():
         ghidra_dat = getDataAt(ref)  # type: ignore [name-defined] # noqa: F821
@@ -277,6 +303,7 @@ def extract_insn_cross_section_cflow(
 
     # OperandType to dereference
     addr_data = OperandType.ADDRESS | OperandType.DATA
+    addr_code = OperandType.ADDRESS | OperandType.CODE
 
     ref_type = insn.getOperandType(0)
 
@@ -285,29 +312,21 @@ def extract_insn_cross_section_cflow(
     if OperandType.isRegister(ref_type):
         if OperandType.isAddress(ref_type):
             ref = insn.getAddress(0)  # Ghidra dereferences REG | ADDR
-            if capa.features.extractors.ghidra.helpers.check_addr_for_api(
-                ref, mapped_fake_addrs, imports, externs, external_locs
-            ):
+            if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
                 return
         else:
             return
-    elif ref_type == addr_data:
+    elif ref_type in (addr_data, addr_code) or OperandType.isIndirect(ref_type):
         # we must dereference and check if the addr is a pointer to an api function
         ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
-        if capa.features.extractors.ghidra.helpers.check_addr_for_api(
-            ref, mapped_fake_addrs, imports, externs, external_locs
-        ):
+        if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
             return
     elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
         return  # cannot resolve dynamics statically
-    elif OperandType.isIndirect(ref_type):
-        return  # cannot resolve the indirection statically
     else:
         # pure address does not need to get dereferenced/ handled
         ref = insn.getAddress(0)
-        if capa.features.extractors.ghidra.helpers.check_addr_for_api(
-            ref, mapped_fake_addrs, imports, externs, external_locs
-        ):
+        if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
             return
 
     this_mem_block = getMemoryBlock(insn.getAddress())  # type: ignore [name-defined] # noqa: F821
@@ -359,6 +378,8 @@ def extract_function_indirect_call_characteristic_features(
     insn: ghidra.program.database.code.InstructionDB = ih.inner
 
     if insn.getMnemonicString().startswith("CALL"):
+        if OperandType.isRegister(insn.getOperandType(0)):
+            yield Characteristic("indirect call"), ih.address
         if OperandType.isIndirect(insn.getOperandType(0)):
             yield Characteristic("indirect call"), ih.address
 
diff --git a/capa/ghidra/helpers.py b/capa/ghidra/helpers.py
index ffe0d373..a9ddebad 100644
--- a/capa/ghidra/helpers.py
+++ b/capa/ghidra/helpers.py
@@ -20,9 +20,6 @@ import capa.features.extractors.ghidra.helpers
 
 logger = logging.getLogger("capa")
 
-currentProgram = currentProgram()  # type: ignore # noqa: F821
-currentAddress = currentAddress()  # type: ignore # noqa: F821
-
 # file type as returned by Ghidra
 SUPPORTED_FILE_TYPES = ("Executable and Linking Format (ELF)", "Portable Executable (PE)", "Raw Binary")
 
@@ -36,29 +33,41 @@ class GHIDRAIO:
     def __init__(self):
         super().__init__()
         self.offset = 0
+        self.bytez = self.get_file_bytes()
 
     def seek(self, offset, whence=0):
         assert whence == 0
         self.offset = offset
 
     def read(self, size):
-        try:
-            # ghidra.program.model.address.Address has no public constructor,
-            # so we have to use the exposed currentAddress object for its
-            # member function .getAddress()
-            ea = currentAddress.getAddress(hex(self.offset))  # type: ignore [name-defined] # noqa: F821
-        except RuntimeError:  # AddressFormatException to Ghidra
+        logger.debug("reading 0x%x bytes at 0x%x (ea: 0x%x)", size, self.offset, currentProgram().getImageBase().add(self.offset).getOffset())  # type: ignore [name-defined] # noqa: F821
+
+        b_len = len(self.bytez)
+        if size > b_len - self.offset:
             logger.debug("cannot read 0x%x bytes at 0x%x (ea: BADADDR)", size, self.offset)
             return b""
-
-        logger.debug("reading 0x%x bytes at 0x%x (ea: 0x%x)", size, self.offset, ea.getOffset())
-
-        # returns bytes or b""
-        return capa.features.extractors.ghidra.helpers.get_bytes(ea, size)
+        else:
+            read_bytes = b""
+            read = [
+                capa.features.extractors.ghidra.helpers.fix_byte(b)
+                for b in self.bytez[self.offset : self.offset + size]
+            ]
+            for b in read:
+                read_bytes = read_bytes + b
+            return read_bytes
 
     def close(self):
         return
 
+    def get_file_bytes(self):
+        fbytes = currentProgram().getMemory().getAllFileBytes()[0]  # type: ignore [name-defined] # noqa: F821
+        bytez = b""
+        for i in range(fbytes.getSize()):
+            # getOriginalByte() allows for raw file parsing on the Ghidra side
+            # other functions will fail as Ghidra will think that it's reading uninitialized memory
+            bytez = bytez + capa.features.extractors.ghidra.helpers.fix_byte(fbytes.getOriginalByte(i))
+        return bytez
+
 
 def is_supported_ghidra_version():
     version = float(getGhidraVersion()[:4])  # type: ignore [name-defined] # noqa: F821
@@ -75,7 +84,7 @@ def is_running_headless():
 
 
 def is_supported_file_type():
-    file_info = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
+    file_info = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
     if file_info.filetype not in SUPPORTED_FILE_TYPES:
         logger.error("-" * 80)
         logger.error(" Input file does not appear to be a supported file type.")
@@ -90,7 +99,7 @@ def is_supported_file_type():
 
 
 def is_supported_arch_type():
-    file_info = currentProgram.getLanguageID()  # type: ignore [name-defined] # noqa: F821
+    file_info = currentProgram().getLanguageID()  # type: ignore [name-defined] # noqa: F821
     if "x86" not in file_info or not any(arch in file_info for arch in ["32", "64"]):
         logger.error("-" * 80)
         logger.error(" Input file does not appear to target a supported architecture.")
@@ -102,18 +111,18 @@ def is_supported_arch_type():
 
 
 def get_file_md5():
-    return currentProgram.getExecutableMD5()  # type: ignore [name-defined] # noqa: F821
+    return currentProgram().getExecutableMD5()  # type: ignore [name-defined] # noqa: F821
 
 
 def get_file_sha256():
-    return currentProgram.getExecutableSHA256()  # type: ignore [name-defined] # noqa: F821
+    return currentProgram().getExecutableSHA256()  # type: ignore [name-defined] # noqa: F821
 
 
 def collect_metadata(rules: List[Path]):
     md5 = get_file_md5()
     sha256 = get_file_sha256()
 
-    info = currentProgram.getLanguageID().toString()  # type: ignore [name-defined] # noqa: F821
+    info = currentProgram().getLanguageID().toString()  # type: ignore [name-defined] # noqa: F821
     if "x86" in info and "64" in info:
         arch = "x86_64"
     elif "x86" in info and "32" in info:
@@ -121,7 +130,7 @@ def collect_metadata(rules: List[Path]):
     else:
         arch = "unknown arch"
 
-    format_name: str = currentProgram.getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
+    format_name: str = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
     if "PE" in format_name:
         os = "windows"
     elif "ELF" in format_name:
@@ -138,15 +147,15 @@ def collect_metadata(rules: List[Path]):
             md5=md5,
             sha1="",
             sha256=sha256,
-            path=currentProgram.getExecutablePath(),  # type: ignore [name-defined] # noqa: F821
+            path=currentProgram().getExecutablePath(),  # type: ignore [name-defined] # noqa: F821
         ),
         analysis=rdoc.Analysis(
-            format=currentProgram.getExecutableFormat(),  # type: ignore [name-defined] # noqa: F821
+            format=currentProgram().getExecutableFormat(),  # type: ignore [name-defined] # noqa: F821
             arch=arch,
             os=os,
             extractor="ghidra",
             rules=tuple(r.resolve().absolute().as_posix() for r in rules),
-            base_address=capa.features.freeze.Address.from_capa(currentProgram.getImageBase().getOffset()),  # type: ignore [name-defined] # noqa: F821
+            base_address=capa.features.freeze.Address.from_capa(currentProgram().getImageBase().getOffset()),  # type: ignore [name-defined] # noqa: F821
             layout=rdoc.Layout(
                 functions=(),
             ),
diff --git a/tests/fixtures.py b/tests/fixtures.py
index d2339f1e..a8a930b3 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -1063,6 +1063,14 @@ FEATURE_COUNT_TESTS_DOTNET = [
 ]
 
 
+FEATURE_COUNT_TESTS_GHIDRA = [
+    # Ghidra may render functions as labels, as well as provide differing amounts of call references
+    # (Colton) TODO: Add more test cases
+    ("mimikatz", "function=0x4702FD", capa.features.common.Characteristic("calls from"), 0),
+    ("mimikatz", "function=0x4556E5", capa.features.common.Characteristic("calls to"), 0),
+]
+
+
 def do_test_feature_presence(get_extractor, sample, scope, feature, expected):
     extractor = get_extractor(sample)
     features = scope(extractor)
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
index cbd05782..0ea1b1a7 100644
--- a/tests/test_ghidra_features.py
+++ b/tests/test_ghidra_features.py
@@ -73,7 +73,9 @@ def test_ghidra_features(sample, scope, feature, expected):
 
 
 @pytest.mark.skipif(ghidra_present is False, reason="Ghidra tests must be ran within Ghidra")
-@fixtures.parametrize("sample,scope,feature,expected", fixtures.FEATURE_COUNT_TESTS, indirect=["sample", "scope"])
+@fixtures.parametrize(
+    "sample,scope,feature,expected", fixtures.FEATURE_COUNT_TESTS_GHIDRA, indirect=["sample", "scope"]
+)
 def test_ghidra_feature_counts(sample, scope, feature, expected):
     try:
         check_input_file(sample)

From 70d36ab6406a46b5bc9c2cac3866a80a8c8ea38d Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Wed, 23 Aug 2023 14:40:15 -0700
Subject: [PATCH 029/135] properly set bounds for find_byte_sequence (#1757)

---
 capa/features/extractors/ghidra/helpers.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index b2f1238e..3acae264 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -8,6 +8,7 @@
 from typing import Dict, List, Iterator
 
 import ghidra
+import java.lang
 from ghidra.program.model.lang import OperandType
 from ghidra.program.model.block import BasicBlockModel, SimpleBlockIterator
 from ghidra.program.model.symbol import SourceType, SymbolType
@@ -36,7 +37,7 @@ def find_byte_sequence(seq: bytes) -> Iterator[int]:
     """
     seqstr = "".join([f"\\x{b:02x}" for b in seq])
     # .add(1) to avoid false positives on regular PE files
-    eas = findBytes(currentProgram().getMinAddress().add(1), seqstr, 1, 1)  # type: ignore [name-defined] # noqa: F821
+    eas = findBytes(currentProgram().getMinAddress().add(1), seqstr, java.lang.Integer.MAX_VALUE, 1)  # type: ignore [name-defined] # noqa: F821
     yield from eas
 
 

From bd2f7bc1f4f724218543c9153d8b9b0c0425d646 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Thu, 24 Aug 2023 22:09:08 +0000
Subject: [PATCH 030/135] hotfix: fix indirect address dereference handling

---
 capa/features/extractors/ghidra/insn.py | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/capa/features/extractors/ghidra/insn.py b/capa/features/extractors/ghidra/insn.py
index 17fb9cc0..41787cc8 100644
--- a/capa/features/extractors/ghidra/insn.py
+++ b/capa/features/extractors/ghidra/insn.py
@@ -47,7 +47,7 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
                 return
         else:
             return
-    elif ref_type in (addr_data, addr_code) or OperandType.isIndirect(ref_type):
+    elif ref_type in (addr_data, addr_code) or (OperandType.isIndirect(ref_type) and OperandType.isAddress(ref_type)):
         # we must dereference and check if the addr is a pointer to an api function
         addr_ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
         if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
@@ -60,6 +60,11 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
     else:
         # pure address does not need to get dereferenced/ handled
         addr_ref = insn.getAddress(0)
+        if not addr_ref:
+            # If it returned null, it was an indirect
+            # that had no address reference.
+            # This check is faster than checking for (indirect and not address)
+            return
         if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
             addr_ref, mapped_fake_addrs, imports, externs
         ):
@@ -316,7 +321,7 @@ def extract_insn_cross_section_cflow(
                 return
         else:
             return
-    elif ref_type in (addr_data, addr_code) or OperandType.isIndirect(ref_type):
+    elif ref_type in (addr_data, addr_code) or (OperandType.isIndirect(ref_type) and OperandType.isAddress(ref_type)):
         # we must dereference and check if the addr is a pointer to an api function
         ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
         if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
@@ -326,6 +331,11 @@ def extract_insn_cross_section_cflow(
     else:
         # pure address does not need to get dereferenced/ handled
         ref = insn.getAddress(0)
+        if not ref:
+            # If it returned null, it was an indirect
+            # that had no address reference.
+            # This check is faster than checking for (indirect and not address)
+            return
         if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
             return
 

From 448b122ef0821af640199912464e979f361ff57a Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Thu, 24 Aug 2023 17:01:41 -0600
Subject: [PATCH 031/135] fix ints_to_bytes performance (#1761)

* fix ints_to_bytes performance
---
 CHANGELOG.md                               |  1 +
 capa/features/extractors/ghidra/file.py    |  8 ++---
 capa/features/extractors/ghidra/helpers.py | 34 +++++++---------------
 capa/ghidra/helpers.py                     | 31 ++++++++------------
 4 files changed, 28 insertions(+), 46 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 74623cad..078b8648 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -28,6 +28,7 @@
 - ELF: fix parsing of symtab #1704 @williballenthin
 - result document: don't use deprecated pydantic functions #1718 @williballenthin
 - pytest: don't mark IDA tests as pytest tests #1719 @williballenthin
+- ghidra: fix ints_to_bytes performance #1761 @mike-hunhoff
 
 ### capa explorer IDA Pro plugin
 - fix unhandled exception when resolving rule path #1693 @mike-hunhoff
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index 4de925da..332f8785 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -22,7 +22,7 @@ from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, Absolu
 MAX_OFFSET_PE_AFTER_MZ = 0x200
 
 
-def check_segment_for_pe() -> Iterator[Tuple[int, int]]:
+def find_embedded_pe() -> Iterator[Tuple[int, int]]:
     """check segment for embedded PE
 
     adapted for Ghidra from:
@@ -39,10 +39,11 @@ def check_segment_for_pe() -> Iterator[Tuple[int, int]]:
     ]
 
     todo = []
+    start_addr = currentProgram().getMinAddress().add(1)  # type: ignore [name-defined] # noqa: F821
     for mzx, pex, i in mz_xor:
         # find all segment offsets containing XOR'd "MZ" bytes
         off: ghidra.program.model.address.GenericAddress
-        for off in capa.features.extractors.ghidra.helpers.find_byte_sequence(mzx):
+        for off in capa.features.extractors.ghidra.helpers.find_byte_sequence(start_addr, mzx):
             todo.append((off, mzx, pex, i))
 
     seg_max = currentProgram().getMaxAddress()  # type: ignore [name-defined] # noqa: F821
@@ -73,8 +74,7 @@ def check_segment_for_pe() -> Iterator[Tuple[int, int]]:
 
 def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
     """extract embedded PE features"""
-
-    for ea, _ in check_segment_for_pe():
+    for ea, _ in find_embedded_pe():
         yield Characteristic("embedded pe"), FileOffsetAddress(ea)
 
 
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 3acae264..9324e100 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -20,24 +20,25 @@ from capa.features.address import AbsoluteVirtualAddress
 from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle
 
 
-def fix_byte(b: int) -> bytes:
-    """Transform signed ints from Java into bytes for Python
+def ints_to_bytes(bytez: List[int]) -> bytes:
+    """convert Java signed ints to Python bytes
 
     args:
-        b: signed int returned from Java processing
+        bytez: list of Java signed ints
     """
-    return (b & 0xFF).to_bytes(1, "little")
+    return bytes([b & 0xFF for b in bytez])
 
 
-def find_byte_sequence(seq: bytes) -> Iterator[int]:
+def find_byte_sequence(addr: ghidra.program.model.address.Address, seq: bytes) -> Iterator[int]:
     """yield all ea of a given byte sequence
 
     args:
+        addr: start address
         seq: bytes to search e.g. b"\x01\x03"
     """
     seqstr = "".join([f"\\x{b:02x}" for b in seq])
-    # .add(1) to avoid false positives on regular PE files
-    eas = findBytes(currentProgram().getMinAddress().add(1), seqstr, java.lang.Integer.MAX_VALUE, 1)  # type: ignore [name-defined] # noqa: F821
+    eas = findBytes(addr, seqstr, java.lang.Integer.MAX_VALUE, 1)  # type: ignore [name-defined] # noqa: F821
+
     yield from eas
 
 
@@ -48,15 +49,10 @@ def get_bytes(addr: ghidra.program.model.address.Address, length: int) -> bytes:
         addr: Address to begin pull from
         length: length of bytes to pull
     """
-
-    bytez = b""
     try:
-        signed_ints = getBytes(addr, length)  # type: ignore [name-defined] # noqa: F821
-        for b in signed_ints:
-            bytez = bytez + fix_byte(b)
-        return bytez
+        return ints_to_bytes(getBytes(addr, length))  # type: ignore [name-defined] # noqa: F821
     except RuntimeError:
-        return bytez
+        return b""
 
 
 def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
@@ -65,15 +61,7 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
     args:
         block: MemoryBlock to pull from
     """
-
-    bytez = b""
-    try:
-        signed_ints = getBytes(block.getStart(), block.getEnd().getOffset() - block.getStart().getOffset())  # type: ignore [name-defined] # noqa: F821
-        for b in signed_ints:
-            bytez = bytez + fix_byte(b)
-        return bytez
-    except RuntimeError:
-        return bytez
+    return get_bytes(block.getStart(), block.getSize())
 
 
 def get_function_symbols() -> Iterator[FunctionHandle]:
diff --git a/capa/ghidra/helpers.py b/capa/ghidra/helpers.py
index a9ddebad..342d4f9a 100644
--- a/capa/ghidra/helpers.py
+++ b/capa/ghidra/helpers.py
@@ -32,8 +32,9 @@ class GHIDRAIO:
 
     def __init__(self):
         super().__init__()
+
         self.offset = 0
-        self.bytez = self.get_file_bytes()
+        self.bytes_ = self.get_bytes()
 
     def seek(self, offset, whence=0):
         assert whence == 0
@@ -42,31 +43,23 @@ class GHIDRAIO:
     def read(self, size):
         logger.debug("reading 0x%x bytes at 0x%x (ea: 0x%x)", size, self.offset, currentProgram().getImageBase().add(self.offset).getOffset())  # type: ignore [name-defined] # noqa: F821
 
-        b_len = len(self.bytez)
-        if size > b_len - self.offset:
+        if size > len(self.bytes_) - self.offset:
             logger.debug("cannot read 0x%x bytes at 0x%x (ea: BADADDR)", size, self.offset)
             return b""
         else:
-            read_bytes = b""
-            read = [
-                capa.features.extractors.ghidra.helpers.fix_byte(b)
-                for b in self.bytez[self.offset : self.offset + size]
-            ]
-            for b in read:
-                read_bytes = read_bytes + b
-            return read_bytes
+            return self.bytes_[self.offset : self.offset + size]
 
     def close(self):
         return
 
-    def get_file_bytes(self):
-        fbytes = currentProgram().getMemory().getAllFileBytes()[0]  # type: ignore [name-defined] # noqa: F821
-        bytez = b""
-        for i in range(fbytes.getSize()):
-            # getOriginalByte() allows for raw file parsing on the Ghidra side
-            # other functions will fail as Ghidra will think that it's reading uninitialized memory
-            bytez = bytez + capa.features.extractors.ghidra.helpers.fix_byte(fbytes.getOriginalByte(i))
-        return bytez
+    def get_bytes(self):
+        file_bytes = currentProgram().getMemory().getAllFileBytes()[0]  # type: ignore [name-defined] # noqa: F821
+
+        # getOriginalByte() allows for raw file parsing on the Ghidra side
+        # other functions will fail as Ghidra will think that it's reading uninitialized memory
+        bytes_ = [file_bytes.getOriginalByte(i) for i in range(file_bytes.getSize())]
+
+        return capa.features.extractors.ghidra.helpers.ints_to_bytes(bytes_)
 
 
 def is_supported_ghidra_version():

From 95e279a03bc27a0b4e04a1ba05a179087fe4a1fb Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Fri, 25 Aug 2023 15:32:40 +0530
Subject: [PATCH 032/135] update com db

moved code to rules/init.py , create db for coms
---
 assets/classes.json.gz    | Bin 0 -> 94220 bytes
 assets/classes.pickle     | Bin 218915 -> 0 bytes
 assets/interfaces.json.gz | Bin 0 -> 704644 bytes
 assets/interfaces.pickle  | Bin 1769330 -> 0 bytes
 capa/features/common.py   |  46 -----------------------------
 capa/rules/__init__.py    |  60 ++++++++++++++++++++++++++++++++++----
 6 files changed, 55 insertions(+), 51 deletions(-)
 create mode 100644 assets/classes.json.gz
 delete mode 100644 assets/classes.pickle
 create mode 100644 assets/interfaces.json.gz
 delete mode 100644 assets/interfaces.pickle

diff --git a/assets/classes.json.gz b/assets/classes.json.gz
new file mode 100644
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diff --git a/assets/classes.pickle b/assets/classes.pickle
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diff --git a/capa/features/common.py b/capa/features/common.py
index 4a12cb7a..9278f7e8 100644
--- a/capa/features/common.py
+++ b/capa/features/common.py
@@ -9,12 +9,10 @@
 import re
 import abc
 import codecs
-import pickle
 import typing
 import logging
 import collections
 from typing import TYPE_CHECKING, Set, Dict, List, Union, Optional
-from pathlib import Path
 
 if TYPE_CHECKING:
     # circular import, otherwise
@@ -406,50 +404,6 @@ class Bytes(Feature):
         return hex_string(bytes_to_str(self.value))
 
 
-# COM data source https://github.com/stevemk14ebr/COM-Code-Helper/tree/master
-VALID_COM_TYPES = {"class": "assets/classes.pickle", "interface": "assets/interfaces.pickle"}
-
-
-def get_guid_string_and_bytes(name: str, com_type: str):
-    if com_type not in VALID_COM_TYPES:
-        raise ValueError(f"unexpected COM feature type {com_type}")
-
-    with Path(VALID_COM_TYPES[com_type]).open("rb") as pickle_file:
-        com_data = pickle.load(pickle_file)
-        guid_string = com_data.get(name)
-        if guid_string is None:
-            raise ValueError(f"{name} doesn't exist in COM {com_type} database")
-
-    hex_chars = guid_string.replace("-", "")
-    h = [hex_chars[i : i + 2] for i in range(0, len(hex_chars), 2)]
-    reordered_hex_pairs = [
-        h[3],
-        h[2],
-        h[1],
-        h[0],
-        h[5],
-        h[4],
-        h[7],
-        h[6],
-        h[8],
-        h[9],
-        h[10],
-        h[11],
-        h[12],
-        h[13],
-        h[14],
-        h[15],
-    ]
-    guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
-    return guid_string, guid_bytes
-
-
-class COMFactory:
-    def __new__(cls, com_name: str, com_type: str):
-        guid_string, guid_bytes = get_guid_string_and_bytes(com_name, com_type)
-        return capa.engine.Or([Bytes(guid_bytes, com_name), String(guid_string, com_name)])
-
-
 # other candidates here: https://docs.microsoft.com/en-us/windows/win32/debug/pe-format#machine-types
 ARCH_I386 = "i386"
 ARCH_AMD64 = "amd64"
diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index c455b10c..36353ea1 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -8,6 +8,8 @@
 
 import io
 import re
+import gzip
+import json
 import uuid
 import codecs
 import logging
@@ -25,7 +27,7 @@ except ImportError:
     # https://github.com/python/mypy/issues/1153
     from backports.functools_lru_cache import lru_cache  # type: ignore
 
-from typing import Any, Set, Dict, List, Tuple, Union, Iterator
+from typing import Any, Set, Dict, List, Tuple, Union, Iterator, Optional
 
 import yaml
 import pydantic
@@ -194,6 +196,55 @@ class InvalidRuleSet(ValueError):
         return str(self)
 
 
+# COM data source https://github.com/stevemk14ebr/COM-Code-Helper/tree/master
+CD = Path(__file__).resolve().parent.parent.parent
+VALID_COM_TYPES = {
+    "class": CD / "assets" / "classes.json.gz",
+    "interface": CD / "assets" / "interfaces.json.gz",
+}
+
+
+def translate_com_feature(com_name: str, com_type: str, description) -> ceng.Or:
+    com_db_path = Path(VALID_COM_TYPES[com_type])
+    if not com_db_path.exists():
+        logger.error(f"Using COM: {com_type} database '{com_db_path}', but it doesn't exist")
+        raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")
+
+    with gzip.open(com_db_path, "rb") as gzfile:
+        com_db: Dict[str, List[str]] = json.loads(gzfile.read().decode("utf-8"))
+        guid_strings: Optional[List[str]] = com_db.get(com_name)
+        if guid_strings is None or len(guid_strings) == 0:
+            logger.error(f"{com_name} doesn't exist in COM {com_type} database")
+            raise ValueError(f"{com_name} doesn't exist in COM {com_type} database")
+
+    com_features: List = []
+    for guid_string in guid_strings:
+        hex_chars = guid_string.replace("-", "")
+        h = [hex_chars[i : i + 2] for i in range(0, len(hex_chars), 2)]
+        reordered_hex_pairs = [
+            h[3],
+            h[2],
+            h[1],
+            h[0],
+            h[5],
+            h[4],
+            h[7],
+            h[6],
+            h[8],
+            h[9],
+            h[10],
+            h[11],
+            h[12],
+            h[13],
+            h[14],
+            h[15],
+        ]
+        guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
+        com_features.append(capa.features.common.StringFactory(guid_string, com_name))
+        com_features.append(capa.features.common.Bytes(guid_bytes, com_name))
+    return ceng.Or(com_features)
+
+
 def ensure_feature_valid_for_scope(scope: str, feature: Union[Feature, Statement]):
     # if the given feature is a characteristic,
     # check that is a valid characteristic for the given scope.
@@ -592,11 +643,10 @@ def build_statements(d, scope: str):
         return feature
 
     elif key.startswith("com/"):
-        com_name = d[key]
         com_type = key[len("com/") :]
-        if com_type not in capa.features.common.VALID_COM_TYPES:
-            raise InvalidRule(f"unexpected {key} type {com_type}")
-        return capa.features.common.COMFactory(com_name, com_type)
+        if com_type not in VALID_COM_TYPES:
+            raise InvalidRule(f"unexpected COM type: {com_type}")
+        return translate_com_feature(d[key], com_type, d.get("description"))
 
     else:
         Feature = parse_feature(key)

From 155a2904fb66c2d2b5ae12bd8ffccb4834f24457 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Fri, 25 Aug 2023 15:38:00 +0530
Subject: [PATCH 033/135] Update CHANGELOG.md

---
 CHANGELOG.md | 45 ++++++++++++++++++++++++++++++++++-----------
 1 file changed, 34 insertions(+), 11 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 897984e4..3fe6add6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,13 +3,38 @@
 ## master (unreleased)
 
 ### New Features
-- ELF: implement file import and export name extractor #1607 #1608 @Aayush-Goel-04
-- bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
-- develop script to highlight the features that are not used during matching #331 @Aayush-Goel-04
-- add com class/interface features #322 @Aayush-Goel-04
 
 ### Breaking Changes
 
+### New Rules (0)
+
+-
+
+### Bug Fixes
+
+### capa explorer IDA Pro plugin
+
+### Development
+
+### Raw diffs
+- [capa v6.1.0...master](https://github.com/mandiant/capa/compare/v6.1.0...master)
+- [capa-rules v6.1.0...master](https://github.com/mandiant/capa-rules/compare/v6.1.0...master)
+
+## v6.1.0
+
+capa v6.1.0 is a bug fix release, most notably fixing unhandled exceptions in the capa explorer IDA Pro plugin.
+@Aayush-Goel-04 put a lot of effort into improving code quality and adding a script for rule authors.
+The script shows which features are present in a sample but not referenced by any existing rule.
+You could use this script to find opportunities for new rules.
+
+Speaking of new rules, we have eight additions, coming from Ronnie, Jakub, Moritz, Ervin, and still@teamt5.org!
+
+### New Features
+- ELF: implement import and export name extractor #1607 #1608 @Aayush-Goel-04
+- bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
+- develop script to highlight features not used during matching #331 @Aayush-Goel-04
+- add com class/interface features #322 @Aayush-Goel-04
+
 ### New Rules (8)
 
 - executable/pe/export/forwarded-export ronnie.salomonsen@mandiant.com
@@ -19,11 +44,11 @@
 - anti-analysis/anti-vm/vm-detection/check-for-foreground-window-switch ervin.ocampo@mandiant.com
 - linking/static/sqlite3/linked-against-cppsqlite3 still@teamt5.org
 - linking/static/sqlite3/linked-against-sqlite3 still@teamt5.org
--
 
 ### Bug Fixes
 
-- Fix binja backend stack string detection. #1473 @xusheng6
+- rules: fix forwarded export characteristic #1656 @RonnieSalomonsen
+- Binary Ninja: Fix stack string detection #1473 @xusheng6
 - linter: skip native API check for NtProtectVirtualMemory #1675 @williballenthin 
 - OS: detect Android ELF files #1705 @williballenthin
 - ELF: fix parsing of symtab #1704 @williballenthin
@@ -33,11 +58,9 @@
 ### capa explorer IDA Pro plugin
 - fix unhandled exception when resolving rule path #1693 @mike-hunhoff
 
-### Development
-
 ### Raw diffs
-- [capa v6.0.0...master](https://github.com/mandiant/capa/compare/v6.0.0...master)
-- [capa-rules v6.0.0...master](https://github.com/mandiant/capa-rules/compare/v6.0.0...master)
+- [capa v6.0.0...v6.1.0](https://github.com/mandiant/capa/compare/v6.0.0...v6.1.0)
+- [capa-rules v6.0.0...v6.1.0](https://github.com/mandiant/capa-rules/compare/v6.0.0...v6.1.0)
 
 ## v6.0.0
 
@@ -1551,4 +1574,4 @@ Download a standalone binary below and checkout the readme [here on GitHub](http
 ### Raw diffs
 
   - [capa v1.0.0...v1.1.0](https://github.com/mandiant/capa/compare/v1.0.0...v1.1.0)
-  - [capa-rules v1.0.0...v1.1.0](https://github.com/mandiant/capa-rules/compare/v1.0.0...v1.1.0)
+  - [capa-rules v1.0.0...v1.1.0](https://github.com/mandiant/capa-rules/compare/v1.0.0...v1.1.0)
\ No newline at end of file

From 172968c77edc0f7485a21983cbeadf708a36fe5d Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Fri, 25 Aug 2023 15:42:02 +0530
Subject: [PATCH 034/135] Update CHANGELOG.md

---
 CHANGELOG.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3fe6add6..dfee4397 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -33,7 +33,6 @@ Speaking of new rules, we have eight additions, coming from Ronnie, Jakub, Morit
 - ELF: implement import and export name extractor #1607 #1608 @Aayush-Goel-04
 - bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
 - develop script to highlight features not used during matching #331 @Aayush-Goel-04
-- add com class/interface features #322 @Aayush-Goel-04
 
 ### New Rules (8)
 

From bd0d8eb4037f130601deb23f38973098e26050c9 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Fri, 25 Aug 2023 15:44:34 +0530
Subject: [PATCH 035/135] Update __init__.py

added parse_description for com feature
Update CHANGELOG.md
added comments, dealt with errors
---
 CHANGELOG.md           |  1 +
 capa/rules/__init__.py | 15 ++++++++-------
 2 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dfee4397..45e671c7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -33,6 +33,7 @@ Speaking of new rules, we have eight additions, coming from Ronnie, Jakub, Morit
 - ELF: implement import and export name extractor #1607 #1608 @Aayush-Goel-04
 - bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
 - develop script to highlight features not used during matching #331 @Aayush-Goel-04
+- add com class/interface features #322 @Aayush-goel-04
 
 ### New Rules (8)
 
diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 36353ea1..1255823f 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -204,18 +204,18 @@ VALID_COM_TYPES = {
 }
 
 
-def translate_com_feature(com_name: str, com_type: str, description) -> ceng.Or:
+def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
     com_db_path = Path(VALID_COM_TYPES[com_type])
     if not com_db_path.exists():
-        logger.error(f"Using COM: {com_type} database '{com_db_path}', but it doesn't exist")
+        logger.error("Using COM %s database '%s', but it doesn't exist", com_type, com_db_path)
         raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")
 
     with gzip.open(com_db_path, "rb") as gzfile:
         com_db: Dict[str, List[str]] = json.loads(gzfile.read().decode("utf-8"))
         guid_strings: Optional[List[str]] = com_db.get(com_name)
         if guid_strings is None or len(guid_strings) == 0:
-            logger.error(f"{com_name} doesn't exist in COM {com_type} database")
-            raise ValueError(f"{com_name} doesn't exist in COM {com_type} database")
+            logger.error(" %s doesn't exist in COM %s database", com_name, com_type)
+            raise InvalidRule(f"'{com_name}' doesn't exist in COM {com_type} database")
 
     com_features: List = []
     for guid_string in guid_strings:
@@ -240,8 +240,8 @@ def translate_com_feature(com_name: str, com_type: str, description) -> ceng.Or:
             h[15],
         ]
         guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
-        com_features.append(capa.features.common.StringFactory(guid_string, com_name))
-        com_features.append(capa.features.common.Bytes(guid_bytes, com_name))
+        com_features.append(capa.features.common.StringFactory(guid_string, f"{com_name} as guid string"))
+        com_features.append(capa.features.common.Bytes(guid_bytes, f"{com_name} as bytes"))
     return ceng.Or(com_features)
 
 
@@ -646,7 +646,8 @@ def build_statements(d, scope: str):
         com_type = key[len("com/") :]
         if com_type not in VALID_COM_TYPES:
             raise InvalidRule(f"unexpected COM type: {com_type}")
-        return translate_com_feature(d[key], com_type, d.get("description"))
+        value, description = parse_description(d[key], key, d.get("description"))
+        return translate_com_feature(value, com_type)
 
     else:
         Feature = parse_feature(key)

From 90df85b33246f9244987cb67287f67fd2eb6d045 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Fri, 25 Aug 2023 20:59:58 +0530
Subject: [PATCH 036/135] test for com_feature

matching a file as expected
generating the bytes/strings
if an unknown COM class/interface is provided?
---
 tests/fixtures.py   |  7 +++++
 tests/test_main.py  | 24 ++++++++++++++++
 tests/test_rules.py | 70 +++++++++++++++++++++++++++++++++++++++++++++
 3 files changed, 101 insertions(+)

diff --git a/tests/fixtures.py b/tests/fixtures.py
index 0dd6ea59..5b2f4efd 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -256,6 +256,8 @@ def get_data_path_by_name(name) -> Path:
         return CD / "data" / "499c2a85f6e8142c3f48d4251c9c7cd6.raw32"
     elif name.startswith("9324d"):
         return CD / "data" / "9324d1a8ae37a36ae560c37448c9705a.exe_"
+    elif name.startswith("395eb"):
+        return CD / "data" / "395eb0ddd99d2c9e37b6d0b73485ee9c.exe_"
     elif name.startswith("a1982"):
         return CD / "data" / "a198216798ca38f280dc413f8c57f2c2.exe_"
     elif name.startswith("a933a"):
@@ -1102,6 +1104,11 @@ def z9324d_extractor():
     return get_extractor(get_data_path_by_name("9324d..."))
 
 
+@pytest.fixture
+def z395eb_extractor():
+    return get_extractor(get_data_path_by_name("395eb..."))
+
+
 @pytest.fixture
 def pma12_04_extractor():
     return get_extractor(get_data_path_by_name("pma12-04"))
diff --git a/tests/test_main.py b/tests/test_main.py
index 278bc729..c6deb173 100644
--- a/tests/test_main.py
+++ b/tests/test_main.py
@@ -303,6 +303,30 @@ def test_byte_matching(z9324d_extractor):
     assert "byte match test" in capabilities
 
 
+def test_com_feature_matching(z395eb_extractor):
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent(
+                    """
+                    rule:
+                        meta:
+                            name: initialize IWebBrowser2
+                            scope: basic block
+                        features:
+                            - and:
+                                - api: ole32.CoCreateInstance
+                                - com/class: InternetExplorer #bytes: 01 DF 02 00 00 00 00 00 C0 00 00 00 00 00 00 46 = CLSID_InternetExplorer
+                                - com/interface: IWebBrowser2 #bytes: 61 16 0C D3 AF CD D0 11 8A 3E 00 C0 4F C9 E2 6E = IID_IWebBrowser2
+                    """
+                )
+            )
+        ]
+    )
+    capabilities, meta = capa.main.find_capabilities(rules, z395eb_extractor)
+    assert "initialize IWebBrowser2" in capabilities
+
+
 def test_count_bb(z9324d_extractor):
     rules = capa.rules.RuleSet(
         [
diff --git a/tests/test_rules.py b/tests/test_rules.py
index 024a40d3..f91a3214 100644
--- a/tests/test_rules.py
+++ b/tests/test_rules.py
@@ -1003,3 +1003,73 @@ def test_property_access_symbol():
         )
         is True
     )
+
+
+def test_translate_com_features():
+    r = capa.rules.Rule.from_yaml(
+        textwrap.dedent(
+            """
+            rule:
+                meta:
+                    name: test rule
+                features:
+                    - com/class: WICPngDecoder
+                    # 389ea17b-5078-4cde-b6ef-25c15175c751 WICPngDecoder
+                    # e018945b-aa86-4008-9bd4-6777a1e40c11 WICPngDecoder
+            """
+        )
+    )
+    com_name = "WICPngDecoder"
+    com_features = [
+        capa.features.common.Bytes(b"{\xa1\x9e8xP\xdeL\xb6\xef%\xc1Qu\xc7Q", f"{com_name} as bytes"),
+        capa.features.common.StringFactory("389ea17b-5078-4cde-b6ef-25c15175c751", f"{com_name} as guid string"),
+        capa.features.common.Bytes(b"[\x94\x18\xe0\x86\xaa\x08@\x9b\xd4gw\xa1\xe4\x0c\x11", f"{com_name} as bytes"),
+        capa.features.common.StringFactory("e018945b-aa86-4008-9bd4-6777a1e40c11", f"{com_name} as guid string"),
+    ]
+    for child in r.statement.get_children():
+        assert child in com_features
+
+
+def test_invalid_com_features():
+    # test for unknown COM class
+    with pytest.raises(capa.rules.InvalidRule):
+        _ = capa.rules.Rule.from_yaml(
+            textwrap.dedent(
+                """
+                rule:
+                    meta:
+                        name: test rule
+                    features:
+                        - com/class: invalid_com
+                """
+            )
+        )
+
+    # test for unknown COM interface
+    with pytest.raises(capa.rules.InvalidRule):
+        _ = capa.rules.Rule.from_yaml(
+            textwrap.dedent(
+                """
+                rule:
+                    meta:
+                        name: test rule
+                    features:
+                        - com/interface: invalid_com
+                """
+            )
+        )
+
+    # test for invalid COM type
+    # valid_com_types = "class", "interface"
+    with pytest.raises(capa.rules.InvalidRule):
+        _ = capa.rules.Rule.from_yaml(
+            textwrap.dedent(
+                """
+                rule:
+                    meta:
+                        name: test rule
+                    features:
+                        - com/invalid_COM_type: WICPngDecoder
+                """
+            )
+        )

From 65179805a77cd17b5dd8abd5027e8caed312b0f6 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Fri, 25 Aug 2023 19:35:59 -0600
Subject: [PATCH 037/135] add a Ghidra entry script users can invoke to run
 capa against a loaded Ghidra database (#1767)

* enable use of Ghidra with show-features.py

* fix bug in is_supported_file_type

* fix bug in GhidraFeatureExtractor.get_function

* refactor get_insn_in_range

* add Ghidra entry script for users to more easily run capa against a loaded Ghidra database

* update CHANGELOG

* fixing lint

* fix fixtures import issue

* fix bug in is_supported_arch_type

* add check for supported arch type

* fix extract_embedded_pe performance
---
 CHANGELOG.md                                 |   1 +
 capa/features/extractors/ghidra/extractor.py |   2 +-
 capa/features/extractors/ghidra/file.py      |  84 +++++-----
 capa/features/extractors/ghidra/helpers.py   |   8 +-
 capa/ghidra/capa_ghidra.py                   | 166 +++++++++++++++++++
 capa/ghidra/helpers.py                       |   7 +-
 capa/main.py                                 |   1 +
 scripts/show-features.py                     |  17 ++
 tests/test_ghidra_features.py                |   9 +-
 9 files changed, 245 insertions(+), 50 deletions(-)
 create mode 100644 capa/ghidra/capa_ghidra.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 078b8648..62722e43 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,7 @@
 - ELF: implement file import and export name extractor #1607 #1608 @Aayush-Goel-04
 - bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
 - develop script to highlight the features that are not used during matching #331 @Aayush-Goel-04
+- ghidra: add entry script helping users run capa against a loaded Ghidra database #1767 @mike-hunhoff
 
 ### Breaking Changes
 
diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index 36c4a994..4034ba50 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -42,7 +42,7 @@ class GhidraFeatureExtractor(FeatureExtractor):
     @staticmethod
     def get_function(addr: int) -> FunctionHandle:
         func = getFunctionContaining(toAddr(addr))  # type: ignore [name-defined] # noqa: F821
-        return FunctionHandle(address=AbsoluteVirtualAddress(func.getAddress().getOffset()), inner=func)
+        return FunctionHandle(address=AbsoluteVirtualAddress(func.getEntryPoint().getOffset()), inner=func)
 
     def extract_function_features(self, fh: FunctionHandle) -> Iterator[Tuple[Feature, Address]]:
         yield from capa.features.extractors.ghidra.function.extract_features(fh)
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index 332f8785..f0bb0d04 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -5,10 +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.
+import re
 import struct
-from typing import Tuple, Iterator
+from typing import List, Tuple, Iterator
 
-import ghidra
 from ghidra.program.model.symbol import SourceType, SymbolType
 
 import capa.features.extractors.common
@@ -22,14 +22,49 @@ from capa.features.address import NO_ADDRESS, Address, FileOffsetAddress, Absolu
 MAX_OFFSET_PE_AFTER_MZ = 0x200
 
 
-def find_embedded_pe() -> 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:
     https://github.com/vivisect/vivisect/blob/91e8419a861f4977https://github.com/vivisect/vivisect/blob/91e8419a861f49779f18316f155311967e696836/PE/carve.py#L259f18316f155311967e696836/PE/carve.py#L25
     """
+    todo = []
 
-    mz_xor = [
+    for mzx, pex, i in mz_xor:
+        for match in re.finditer(re.escape(mzx), block_bytez):
+            todo.append((match.start(), mzx, pex, i))
+
+    seg_max = len(block_bytez)  # type: ignore [name-defined] # noqa: F821
+    while len(todo):
+        off, mzx, pex, i = todo.pop()
+
+        # MZ header has one field we will check e_lfanew is at 0x3c
+        e_lfanew = off + 0x3C
+
+        if seg_max < e_lfanew + 4:
+            continue
+
+        e_lfanew_bytes = block_bytez[e_lfanew : e_lfanew + 4]
+        newoff = struct.unpack("<I", capa.features.extractors.helpers.xor_static(e_lfanew_bytes, i))[0]
+
+        # assume XOR'd "PE" bytes exist within threshold
+        if newoff > MAX_OFFSET_PE_AFTER_MZ:
+            continue
+
+        peoff = off + newoff
+        if seg_max < peoff + 2:
+            continue
+
+        pe_bytes = block_bytez[peoff : peoff + 2]
+        if pe_bytes == pex:
+            yield off, i
+
+
+def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
+    """extract embedded PE features"""
+
+    # pre-compute XOR pairs
+    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),
@@ -38,44 +73,15 @@ def find_embedded_pe() -> Iterator[Tuple[int, int]]:
         for i in range(256)
     ]
 
-    todo = []
-    start_addr = currentProgram().getMinAddress().add(1)  # type: ignore [name-defined] # noqa: F821
-    for mzx, pex, i in mz_xor:
-        # find all segment offsets containing XOR'd "MZ" bytes
-        off: ghidra.program.model.address.GenericAddress
-        for off in capa.features.extractors.ghidra.helpers.find_byte_sequence(start_addr, mzx):
-            todo.append((off, mzx, pex, i))
-
-    seg_max = currentProgram().getMaxAddress()  # type: ignore [name-defined] # noqa: F821
-    while len(todo):
-        off, mzx, pex, i = todo.pop()
-
-        # MZ header has one field we will check e_lfanew is at 0x3c
-        e_lfanew = off.add(0x3C)
-
-        if seg_max.getOffset() < (e_lfanew.getOffset() + 4):
+    for block in currentProgram().getMemory().getBlocks():  # type: ignore [name-defined] # noqa: F821
+        if not all((block.isLoaded(), block.isInitialized(), "Headers" not in block.getName())):
             continue
 
-        e_lfanew_bytes = capa.features.extractors.ghidra.helpers.get_bytes(e_lfanew, 4)
-        newoff = struct.unpack("<I", capa.features.extractors.helpers.xor_static(e_lfanew_bytes, i))[0]
+        for off, _ in find_embedded_pe(capa.features.extractors.ghidra.helpers.get_block_bytes(block), mz_xor):
+            # add offset back to block start
+            ea: int = block.getStart().add(off).getOffset()
 
-        # assume XOR'd "PE" bytes exist within threshold
-        if newoff > MAX_OFFSET_PE_AFTER_MZ:
-            continue
-
-        peoff = off.add(newoff)
-        if seg_max.getOffset() < (peoff.getOffset() + 2):
-            continue
-
-        pe_bytes = capa.features.extractors.ghidra.helpers.get_bytes(peoff, 2)
-        if pe_bytes == pex:
-            yield off.getOffset(), i
-
-
-def extract_file_embedded_pe() -> Iterator[Tuple[Feature, Address]]:
-    """extract embedded PE features"""
-    for ea, _ in find_embedded_pe():
-        yield Characteristic("embedded pe"), FileOffsetAddress(ea)
+            yield Characteristic("embedded pe"), FileOffsetAddress(ea)
 
 
 def extract_file_export_names() -> Iterator[Tuple[Feature, Address]]:
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 9324e100..9a339460 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -81,12 +81,8 @@ def get_function_blocks(fh: FunctionHandle) -> Iterator[BBHandle]:
 
 def get_insn_in_range(bbh: BBHandle) -> Iterator[InsnHandle]:
     """yield InshHandle for each insn in a given basicblock"""
-
-    bb: ghidra.program.model.block.CodeBlock = bbh.inner
-    for addr in bb.getAddresses(True):
-        insn = getInstructionAt(addr)  # type: ignore [name-defined] # noqa: F821
-        if insn:
-            yield InsnHandle(address=AbsoluteVirtualAddress(insn.getAddress().getOffset()), inner=insn)
+    for insn in currentProgram().getListing().getInstructions(bbh.inner, True):  # type: ignore [name-defined] # noqa: F821
+        yield InsnHandle(address=AbsoluteVirtualAddress(insn.getAddress().getOffset()), inner=insn)
 
 
 def get_file_imports() -> Dict[int, List[str]]:
diff --git a/capa/ghidra/capa_ghidra.py b/capa/ghidra/capa_ghidra.py
new file mode 100644
index 00000000..99beaffc
--- /dev/null
+++ b/capa/ghidra/capa_ghidra.py
@@ -0,0 +1,166 @@
+# Run capa against loaded Ghidra database
+# @author Mike Hunhoff (mehunhoff@google.com)
+# @category Python 3.capa
+
+# 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 sys
+import logging
+import pathlib
+import argparse
+
+import capa
+import capa.main
+import capa.rules
+import capa.ghidra.helpers
+import capa.render.default
+import capa.features.extractors.ghidra.extractor
+
+logger = logging.getLogger("capa_ghidra")
+
+
+def run_headless():
+    parser = argparse.ArgumentParser(description="The FLARE team's open-source tool to integrate capa with Ghidra.")
+
+    parser.add_argument(
+        "rules",
+        type=str,
+        help="path to rule file or directory",
+    )
+    parser.add_argument(
+        "-v", "--verbose", action="store_true", help="enable verbose result document (no effect with --json)"
+    )
+    parser.add_argument(
+        "-vv", "--vverbose", action="store_true", help="enable very verbose result document (no effect with --json)"
+    )
+    parser.add_argument("-d", "--debug", action="store_true", help="enable debugging output on STDERR")
+    parser.add_argument("-q", "--quiet", action="store_true", help="disable all output but errors")
+    parser.add_argument("-j", "--json", action="store_true", help="emit JSON instead of text")
+
+    script_args = list(getScriptArgs())  # type: ignore [name-defined] # noqa: F821
+    if not script_args or len(script_args) > 1:
+        script_args = []
+    else:
+        script_args = script_args[0].split()
+        for idx, arg in enumerate(script_args):
+            if arg.lower() == "help":
+                script_args[idx] = "--help"
+
+    args = parser.parse_args(args=script_args)
+
+    if args.quiet:
+        logging.basicConfig(level=logging.WARNING)
+        logging.getLogger().setLevel(logging.WARNING)
+    elif args.debug:
+        logging.basicConfig(level=logging.DEBUG)
+        logging.getLogger().setLevel(logging.DEBUG)
+    else:
+        logging.basicConfig(level=logging.INFO)
+        logging.getLogger().setLevel(logging.INFO)
+
+    logger.debug("running in Ghidra headless mode")
+
+    rules_path = pathlib.Path(args.rules)
+
+    logger.debug("rule path: %s", rules_path)
+    rules = capa.main.get_rules([rules_path])
+
+    meta = capa.ghidra.helpers.collect_metadata([rules_path])
+    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor()
+
+    capabilities, counts = capa.main.find_capabilities(rules, extractor, False)
+
+    meta.analysis.feature_counts = counts["feature_counts"]
+    meta.analysis.library_functions = counts["library_functions"]
+    meta.analysis.layout = capa.main.compute_layout(rules, extractor, capabilities)
+
+    if capa.main.has_file_limitation(rules, capabilities, is_standalone=True):
+        logger.info("capa encountered warnings during analysis")
+
+    if args.json:
+        print(capa.render.json.render(meta, rules, capabilities))  # noqa: T201
+    elif args.vverbose:
+        print(capa.render.vverbose.render(meta, rules, capabilities))  # noqa: T201
+    elif args.verbose:
+        print(capa.render.verbose.render(meta, rules, capabilities))  # noqa: T201
+    else:
+        print(capa.render.default.render(meta, rules, capabilities))  # noqa: T201
+
+    return 0
+
+
+def run_ui():
+    logging.basicConfig(level=logging.INFO)
+    logging.getLogger().setLevel(logging.INFO)
+
+    rules_dir: str = ""
+    try:
+        selected_dir = askDirectory("Choose capa rules directory", "Ok")  # type: ignore [name-defined] # noqa: F821
+        if selected_dir:
+            rules_dir = selected_dir.getPath()
+    except RuntimeError:
+        # RuntimeError thrown when user selects "Cancel"
+        pass
+
+    if not rules_dir:
+        logger.info("You must choose a capa rules directory before running capa.")
+        return capa.main.E_MISSING_RULES
+
+    verbose = askChoice(  # type: ignore [name-defined] # noqa: F821
+        "capa output verbosity", "Choose capa output verbosity", ["default", "verbose", "vverbose"], "default"
+    )
+
+    rules_path: pathlib.Path = pathlib.Path(rules_dir)
+    logger.info("running capa using rules from %s", str(rules_path))
+
+    rules = capa.main.get_rules([rules_path])
+
+    meta = capa.ghidra.helpers.collect_metadata([rules_path])
+    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor()
+
+    capabilities, counts = capa.main.find_capabilities(rules, extractor, True)
+
+    meta.analysis.feature_counts = counts["feature_counts"]
+    meta.analysis.library_functions = counts["library_functions"]
+    meta.analysis.layout = capa.main.compute_layout(rules, extractor, capabilities)
+
+    if capa.main.has_file_limitation(rules, capabilities, is_standalone=False):
+        logger.info("capa encountered warnings during analysis")
+
+    if verbose == "vverbose":
+        print(capa.render.vverbose.render(meta, rules, capabilities))  # noqa: T201
+    elif verbose == "verbose":
+        print(capa.render.verbose.render(meta, rules, capabilities))  # noqa: T201
+    else:
+        print(capa.render.default.render(meta, rules, capabilities))  # noqa: T201
+
+    return 0
+
+
+def main():
+    if not capa.ghidra.helpers.is_supported_ghidra_version():
+        return capa.main.E_UNSUPPORTED_GHIDRA_VERSION
+
+    if not capa.ghidra.helpers.is_supported_file_type():
+        return capa.main.E_INVALID_FILE_TYPE
+
+    if not capa.ghidra.helpers.is_supported_arch_type():
+        return capa.main.E_INVALID_FILE_ARCH
+
+    if isRunningHeadless():  # type: ignore [name-defined] # noqa: F821
+        return run_headless()
+    else:
+        return run_ui()
+
+
+if __name__ == "__main__":
+    if sys.version_info < (3, 8):
+        from capa.exceptions import UnsupportedRuntimeError
+
+        raise UnsupportedRuntimeError("This version of capa can only be used with Python 3.8+")
+    sys.exit(main())
diff --git a/capa/ghidra/helpers.py b/capa/ghidra/helpers.py
index 342d4f9a..b7debc16 100644
--- a/capa/ghidra/helpers.py
+++ b/capa/ghidra/helpers.py
@@ -78,7 +78,7 @@ def is_running_headless():
 
 def is_supported_file_type():
     file_info = currentProgram().getExecutableFormat()  # type: ignore [name-defined] # noqa: F821
-    if file_info.filetype not in SUPPORTED_FILE_TYPES:
+    if file_info not in SUPPORTED_FILE_TYPES:
         logger.error("-" * 80)
         logger.error(" Input file does not appear to be a supported file type.")
         logger.error(" ")
@@ -92,8 +92,9 @@ def is_supported_file_type():
 
 
 def is_supported_arch_type():
-    file_info = currentProgram().getLanguageID()  # type: ignore [name-defined] # noqa: F821
-    if "x86" not in file_info or not any(arch in file_info for arch in ["32", "64"]):
+    lang_id = str(currentProgram().getLanguageID()).lower()  # type: ignore [name-defined] # noqa: F821
+
+    if not all((lang_id.startswith("x86"), any(arch in lang_id for arch in ("32", "64")))):
         logger.error("-" * 80)
         logger.error(" Input file does not appear to target a supported architecture.")
         logger.error(" ")
diff --git a/capa/main.py b/capa/main.py
index 53f8fa59..b91ca1e2 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -97,6 +97,7 @@ E_INVALID_FILE_TYPE = 16
 E_INVALID_FILE_ARCH = 17
 E_INVALID_FILE_OS = 18
 E_UNSUPPORTED_IDA_VERSION = 19
+E_UNSUPPORTED_GHIDRA_VERSION = 20
 
 logger = logging.getLogger("capa")
 
diff --git a/scripts/show-features.py b/scripts/show-features.py
index 9437caa5..295176a9 100644
--- a/scripts/show-features.py
+++ b/scripts/show-features.py
@@ -199,6 +199,21 @@ def ida_main():
     return 0
 
 
+def ghidra_main():
+    import capa.features.extractors.ghidra.extractor
+
+    extractor = capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor()
+
+    for feature, addr in extractor.extract_file_features():
+        print(f"file: {format_address(addr)}: {feature}")
+
+    function_handles = tuple(extractor.get_functions())
+
+    print_features(function_handles, extractor)
+
+    return 0
+
+
 def print_features(functions, extractor: capa.features.extractors.base_extractor.FeatureExtractor):
     for f in functions:
         if extractor.is_library_function(f.address):
@@ -248,5 +263,7 @@ def print_features(functions, extractor: capa.features.extractors.base_extractor
 if __name__ == "__main__":
     if capa.helpers.is_runtime_ida():
         ida_main()
+    elif capa.helpers.is_runtime_ghidra():
+        ghidra_main()
     else:
         sys.exit(main())
diff --git a/tests/test_ghidra_features.py b/tests/test_ghidra_features.py
index 0ea1b1a7..dc51aef4 100644
--- a/tests/test_ghidra_features.py
+++ b/tests/test_ghidra_features.py
@@ -10,9 +10,16 @@ Must invoke this script from within the Ghidra Runtime Enviornment
 """
 import sys
 import logging
+from pathlib import Path
 
 import pytest
-import fixtures
+
+try:
+    sys.path.append(str(Path(__file__).parent))
+    import fixtures
+finally:
+    sys.path.pop()
+
 
 logger = logging.getLogger("test_ghidra_features")
 

From fddec33d04d98ebca2c17b45db73ed3332117d28 Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Fri, 25 Aug 2023 19:03:38 -0700
Subject: [PATCH 038/135] ghidra: fix api info caching (#1766)

* cache and retrive imports, externs, and fakes in FunctionHandle objects

* reduce cache retreival calls

* cache in GhidraFeatureExtractor, point fh.ctx to cache

* move caching routine to __init__
---
 capa/features/extractors/ghidra/basicblock.py |  4 +-
 capa/features/extractors/ghidra/extractor.py  | 13 +++-
 capa/features/extractors/ghidra/helpers.py    |  6 +-
 capa/features/extractors/ghidra/insn.py       | 73 ++++++++++++++-----
 4 files changed, 71 insertions(+), 25 deletions(-)

diff --git a/capa/features/extractors/ghidra/basicblock.py b/capa/features/extractors/ghidra/basicblock.py
index 7811ba0c..b3271586 100644
--- a/capa/features/extractors/ghidra/basicblock.py
+++ b/capa/features/extractors/ghidra/basicblock.py
@@ -137,7 +137,9 @@ def extract_features(fh: FunctionHandle, bbh: BBHandle) -> Iterator[Tuple[Featur
 
 def main():
     features = []
-    for fh in capa.features.extractors.ghidra.helpers.get_function_symbols():
+    from capa.features.extractors.ghidra.extractor import GhidraFeatureExtractor
+
+    for fh in GhidraFeatureExtractor().get_functions():
         for bbh in capa.features.extractors.ghidra.helpers.get_function_blocks(fh):
             features.extend(list(extract_features(fh, bbh)))
 
diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index 4034ba50..f68b5dd0 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -20,10 +20,15 @@ from capa.features.extractors.base_extractor import BBHandle, InsnHandle, Functi
 class GhidraFeatureExtractor(FeatureExtractor):
     def __init__(self):
         super().__init__()
+        import capa.features.extractors.ghidra.helpers as ghidra_helpers
+
         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())
+        self.imports = ghidra_helpers.get_file_imports()
+        self.externs = ghidra_helpers.get_file_externs()
+        self.fakes = ghidra_helpers.map_fake_import_addrs()
 
     def get_base_address(self):
         return AbsoluteVirtualAddress(currentProgram().getImageBase().getOffset())  # type: ignore [name-defined] # noqa: F821
@@ -37,7 +42,13 @@ class GhidraFeatureExtractor(FeatureExtractor):
     def get_functions(self) -> Iterator[FunctionHandle]:
         import capa.features.extractors.ghidra.helpers as ghidra_helpers
 
-        yield from ghidra_helpers.get_function_symbols()
+        for fhandle in ghidra_helpers.get_function_symbols():
+            fh: FunctionHandle = FunctionHandle(
+                address=fhandle.getEntryPoint().getOffset(),
+                inner=fhandle,
+                ctx={"imports_cache": self.imports, "externs_cache": self.externs, "fakes_cache": self.fakes},
+            )
+            yield fh
 
     @staticmethod
     def get_function(addr: int) -> FunctionHandle:
diff --git a/capa/features/extractors/ghidra/helpers.py b/capa/features/extractors/ghidra/helpers.py
index 9a339460..0f405870 100644
--- a/capa/features/extractors/ghidra/helpers.py
+++ b/capa/features/extractors/ghidra/helpers.py
@@ -64,11 +64,9 @@ def get_block_bytes(block: ghidra.program.model.mem.MemoryBlock) -> bytes:
     return get_bytes(block.getStart(), block.getSize())
 
 
-def get_function_symbols() -> Iterator[FunctionHandle]:
+def get_function_symbols():
     """yield all non-external function symbols"""
-
-    for fhandle in currentProgram().getFunctionManager().getFunctionsNoStubs(True):  # type: ignore [name-defined] # noqa: F821
-        yield FunctionHandle(address=AbsoluteVirtualAddress(fhandle.getEntryPoint().getOffset()), inner=fhandle)
+    yield from currentProgram().getFunctionManager().getFunctionsNoStubs(True)  # type: ignore [name-defined] # noqa: F821
 
 
 def get_function_blocks(fh: FunctionHandle) -> Iterator[BBHandle]:
diff --git a/capa/features/extractors/ghidra/insn.py b/capa/features/extractors/ghidra/insn.py
index 41787cc8..2404207c 100644
--- a/capa/features/extractors/ghidra/insn.py
+++ b/capa/features/extractors/ghidra/insn.py
@@ -22,15 +22,44 @@ from capa.features.extractors.base_extractor import BBHandle, InsnHandle, Functi
 # byte range within the first and returning basic blocks, this helps to reduce FP features
 SECURITY_COOKIE_BYTES_DELTA = 0x40
 
-# significantly cut down on runtime by caching api info
-imports = capa.features.extractors.ghidra.helpers.get_file_imports()
-externs = capa.features.extractors.ghidra.helpers.get_file_externs()
-mapped_fake_addrs = capa.features.extractors.ghidra.helpers.map_fake_import_addrs()
+
+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 check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
-    """check instruction for API call"""
+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]:
+    """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()
+    return ctx["fakes_cache"]
+
+
+def check_for_api_call(
+    insn, externs: Dict[int, Any], fakes: Dict[int, Any], imports: Dict[int, Any], imp_or_ex: bool
+) -> Iterator[Any]:
+    """check instruction for API call
+
+    params:
+        externs - external library functions cache
+        fakes - mapped fake import addresses cache
+        imports - imported functions cache
+        imp_or_ex - flag to check imports or externs
+
+    yields:
+        matched api calls
+    """
     info = ()
+    funcs = imports if imp_or_ex else externs
 
     # assume only CALLs or JMPs are passed
     ref_type = insn.getOperandType(0)
@@ -42,7 +71,7 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
             # If it's an address in a register, check the mapped fake addrs
             # since they're dereferenced to their fake addrs
             op_ref = insn.getAddress(0).getOffset()
-            ref = mapped_fake_addrs.get(op_ref)  # obtain the real addr
+            ref = fakes.get(op_ref)  # obtain the real addr
             if not ref:
                 return
         else:
@@ -50,9 +79,7 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
     elif ref_type in (addr_data, addr_code) or (OperandType.isIndirect(ref_type) and OperandType.isAddress(ref_type)):
         # we must dereference and check if the addr is a pointer to an api function
         addr_ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
-        if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
-            addr_ref, mapped_fake_addrs, imports, externs
-        ):
+        if not capa.features.extractors.ghidra.helpers.check_addr_for_api(addr_ref, fakes, imports, externs):
             return
         ref = addr_ref.getOffset()
     elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
@@ -65,9 +92,7 @@ def check_for_api_call(insn, funcs: Dict[int, Any]) -> Iterator[Any]:
             # that had no address reference.
             # This check is faster than checking for (indirect and not address)
             return
-        if not capa.features.extractors.ghidra.helpers.check_addr_for_api(
-            addr_ref, mapped_fake_addrs, imports, externs
-        ):
+        if not capa.features.extractors.ghidra.helpers.check_addr_for_api(addr_ref, fakes, imports, externs):
             return
         ref = addr_ref.getOffset()
 
@@ -88,13 +113,17 @@ def extract_insn_api_features(fh: FunctionHandle, bb: BBHandle, ih: InsnHandle)
     if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
         return
 
+    externs = get_externs(fh.ctx)
+    fakes = get_fakes(fh.ctx)
+    imports = get_imports(fh.ctx)
+
     # check calls to imported functions
-    for api in check_for_api_call(insn, imports):
+    for api in check_for_api_call(insn, externs, fakes, imports, True):
         for imp in api:
             yield API(imp), ih.address
 
     # check calls to extern functions
-    for api in check_for_api_call(insn, externs):
+    for api in check_for_api_call(insn, externs, fakes, imports, False):
         for ext in api:
             yield API(ext), ih.address
 
@@ -306,6 +335,10 @@ def extract_insn_cross_section_cflow(
     if not capa.features.extractors.ghidra.helpers.is_call_or_jmp(insn):
         return
 
+    externs = get_externs(fh.ctx)
+    fakes = get_fakes(fh.ctx)
+    imports = get_imports(fh.ctx)
+
     # OperandType to dereference
     addr_data = OperandType.ADDRESS | OperandType.DATA
     addr_code = OperandType.ADDRESS | OperandType.CODE
@@ -317,14 +350,14 @@ def extract_insn_cross_section_cflow(
     if OperandType.isRegister(ref_type):
         if OperandType.isAddress(ref_type):
             ref = insn.getAddress(0)  # Ghidra dereferences REG | ADDR
-            if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
+            if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, fakes, imports, externs):
                 return
         else:
             return
     elif ref_type in (addr_data, addr_code) or (OperandType.isIndirect(ref_type) and OperandType.isAddress(ref_type)):
         # we must dereference and check if the addr is a pointer to an api function
         ref = capa.features.extractors.ghidra.helpers.dereference_ptr(insn)
-        if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
+        if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, fakes, imports, externs):
             return
     elif ref_type == OperandType.DYNAMIC | OperandType.ADDRESS or ref_type == OperandType.DYNAMIC:
         return  # cannot resolve dynamics statically
@@ -336,7 +369,7 @@ def extract_insn_cross_section_cflow(
             # that had no address reference.
             # This check is faster than checking for (indirect and not address)
             return
-        if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, mapped_fake_addrs, imports, externs):
+        if capa.features.extractors.ghidra.helpers.check_addr_for_api(ref, fakes, imports, externs):
             return
 
     this_mem_block = getMemoryBlock(insn.getAddress())  # type: ignore [name-defined] # noqa: F821
@@ -472,7 +505,9 @@ INSTRUCTION_HANDLERS = (
 def main():
     """ """
     features = []
-    for fh in capa.features.extractors.ghidra.helpers.get_function_symbols():
+    from capa.features.extractors.ghidra.extractor import GhidraFeatureExtractor
+
+    for fh in GhidraFeatureExtractor().get_functions():
         for bb in capa.features.extractors.ghidra.helpers.get_function_blocks(fh):
             for insn in capa.features.extractors.ghidra.helpers.get_insn_in_range(bb):
                 features.extend(list(extract_features(fh, bb, insn)))

From 9cea7346b23e8c32faa60f45a9c55b2e08309717 Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Sun, 27 Aug 2023 19:21:36 -0700
Subject: [PATCH 039/135] ghidra: documentation (#1759)

* Implement ghidra documentation
---
 README.md                                |   2 +
 capa/ghidra/README.md                    | 163 +++++++++++++++++++++++
 doc/img/ghidra_backend_logo.png          | Bin 0 -> 62542 bytes
 doc/img/ghidra_console_output.png        | Bin 0 -> 79236 bytes
 doc/img/ghidra_script_mngr_output.png    | Bin 0 -> 110986 bytes
 doc/img/ghidra_script_mngr_rules.png     | Bin 0 -> 112394 bytes
 doc/img/ghidra_script_mngr_verbosity.png | Bin 0 -> 80857 bytes
 7 files changed, 165 insertions(+)
 create mode 100644 capa/ghidra/README.md
 create mode 100755 doc/img/ghidra_backend_logo.png
 create mode 100755 doc/img/ghidra_console_output.png
 create mode 100755 doc/img/ghidra_script_mngr_output.png
 create mode 100755 doc/img/ghidra_script_mngr_rules.png
 create mode 100755 doc/img/ghidra_script_mngr_verbosity.png

diff --git a/README.md b/README.md
index 9a42cdf1..80a5248e 100644
--- a/README.md
+++ b/README.md
@@ -170,6 +170,8 @@ capa explorer helps you identify interesting areas of a program and build new ca
 
 ![capa + IDA Pro integration](https://github.com/mandiant/capa/blob/master/doc/img/explorer_expanded.png)
 
+If you use Ghidra, you can use the Python 3 [Ghidra feature extractor](/capa/ghidra/). This integration enables capa to extract features directly from your Ghidra database, which can help you identify capabilities in programs that you analyze using Ghidra.
+
 # further information
 ## capa
 - [Installation](https://github.com/mandiant/capa/blob/master/doc/installation.md)
diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
new file mode 100644
index 00000000..ad722173
--- /dev/null
+++ b/capa/ghidra/README.md
@@ -0,0 +1,163 @@
+<div align="center">
+    <img src="/doc/img/ghidra_backend_logo.png" width=300 height=175>
+</div>
+
+The Ghidra feature extractor is an application of the FLARE team's open-source project, Ghidrathon, to integrate capa with Ghidra using Python 3. capa is a framework that uses a well-defined collection of rules to identify capabilities in a program. You can run capa against a PE file, ELF file, or shellcode and it tells you what it thinks the program can do. For example, it might suggest that the program is a backdoor, can install services, or relies on HTTP to communicate. The Ghidra feature extractor can be used to run capa analysis on your Ghidra databases without needing access to the original binary file.
+
+## Getting Started
+
+### Installation
+
+| Dependency | Version | Source |
+|------------|---------|--------|
+| Ghidrathon | `>= 3.0.0` | https://github.com/mandiant/Ghidrathon |
+| Python | `>= 3.8` | https://www.python.org/downloads |
+| Ghidra | `>= 10.2` | https://ghidra-sre.org |
+
+In order to run capa using the Ghidra feature extractor, you must install capa as a library and obtain the official capa rules that match the version you have installed. You can do this by completing the following steps using the Python 3 interpreter that you have configured for your Ghidrathon installation:
+
+1. Install capa and its dependencies from PyPI:
+```bash
+$ pip install flare-capa
+```
+
+2. Download and extract the [official capa rules](https://github.com/mandiant/capa-rules/releases) that match the version you have installed
+   1. Use the following command to view the version of capa you have installed:
+```bash
+$ pip show flare-capa
+OR
+$ capa --version
+```
+
+3. Copy `capa_ghidra.py`, found [here](/capa/ghidra/capa_ghidra.py), to your Ghidra user scripts directory OR manually add `</path/to/ghidra_capa.py/>` to the Ghidra Script Manager.
+   1. This entrypoint script is located in `capa_install_dir/capa/ghidra/`
+
+Once Ghidrathon is configured, you may now invoke capa from within Ghidra in three different ways. Each method suits different use cases of capa, and they include Ghidra's `headlessAnalyzer`, `Scripting Console`, and `Script Manger`.
+
+## Running capa with the Ghidra feature extractor
+
+### Ghidra's Headless Analyzer
+
+To invoke capa headlessly (i.e. without the Ghidra user interface), we must call the `analyzeHeadless` script provided in your `$GHIDRA_INSTALL_DIR/support` and point it towards capa's `capa_ghidra.py`. One thing to note is that capa runs as a `PostScript`, as in post-analysis script, so we need to provide `analyzeHeadless` with the path and script to run against our project. The preferred method for the Ghidra feature extractor is the entrypoint script, `/capa/ghidra/capa_ghidra.py`. Additional capa command line arguments must be provided in a single, space-delimited string i.e. `"/path/to/rules -v"`. To display the help & usage statement, the keyword `help` must be used instead of the typical `-h or --help`.
+
+The syntax is as so:
+```bash
+./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/gpr_dir/ gpr_name -process sample_name.exe_ -ScriptPath /path/to/capa_ghidra.py/ -PostScript capa_ghidra.py "/path/to/capa/rules/"
+```
+> **Note:** You may add the `$GHIDRA_INSTALL_DIR/support` to your `$PATH` in order to call `analyzeHeadless` as a standalone program.
+
+If you do not have an existing ghidra project, you may also create one with the Headless Analyzer via the `-Import` flag. Post scripts may also be ran in the same invocation.
+
+The syntax to both import a new file and run capa against it is:
+```bash
+./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/gpr_dir/ gpr_name -Import /path/to/sample_name.exe_ -ScriptPath /path/to/capa_install/capa/ghidra -PostScript capa_ghidra.py "/path/to/rules/"
+```
+> **Note:** The `/path/to/gpr_dir/` must exist before importing a new project into it.
+
+**Example Output - very verbose flag:**
+```
+$ analyzeHeadless /home/wampus test -process Practical\ Malware\ Analysis\ Lab\ 01-01.dll_ -PostScript capa_ghidra.py "/home/wampus/capa/rules -vv"
+[...]
+INFO  REPORT: Analysis succeeded for file: /Practical Malware Analysis Lab 01-01.dll_ (HeadlessAnalyzer)  
+INFO  SCRIPT: /ghidra_scripts/capa_ghidra.py (HeadlessAnalyzer)  
+md5                     290934c61de9176ad682ffdd65f0a669                                                                                                                                                                                                   
+sha1
+sha256                  f50e42c8dfaab649bde0398867e930b86c2a599e8db83b8260393082268f2dba
+path                    /home/spring/Documents/capa/tests/data/Practical Malware Analysis Lab 01-01.dll_
+timestamp               2023-08-25 15:40:39.990986
+capa version            6.0.0
+os                      windows
+format                  Portable Executable (PE)
+arch                    x86
+extractor               ghidra
+base address            global
+rules                   /home/spring/Documents/capa/rules
+function count          5
+library function count  0
+total feature count     376
+
+contain loop (3 matches, only showing first match of library rule)
+author  moritz.raabe@mandiant.com
+scope   function
+function @ 0x10001010
+  or:
+    characteristic: loop @ 0x10001010
+
+delay execution (2 matches, only showing first match of library rule)
+author      michael.hunhoff@mandiant.com, @ramen0x3f
+scope       basic block
+mbc         Anti-Behavioral Analysis::Dynamic Analysis Evasion::Delayed Execution [B0003.003]
+references  https://docs.microsoft.com/en-us/windows/win32/sync/wait-functions, https://github.com/LordNoteworthy/al-khaser/blob/master/al-khaser/TimingAttacks/timing.cpp
+basic block @ 0x10001154 in function 0x10001010
+  or:
+    and:
+      os: windows
+      or:
+        api: kernel32.Sleep @ 0x10001159
+
+check mutex
+namespace  host-interaction/mutex
+author     moritz.raabe@mandiant.com, anushka.virgaonkar@mandiant.com
+scope      basic block
+mbc        Process::Check Mutex [C0043]
+basic block @ 0x1000102E in function 0x10001010
+  and:
+    or:
+      api: kernel32.OpenMutex @ 0x10001059
+
+create mutex
+namespace  host-interaction/mutex
+author     moritz.raabe@mandiant.com, michael.hunhoff@mandiant.com
+scope      function
+mbc        Process::Create Mutex [C0042]
+function @ 0x10001010
+  or:
+    api: kernel32.CreateMutex @ 0x1000106E
+
+create process on Windows
+namespace  host-interaction/process/create
+author     moritz.raabe@mandiant.com
+scope      basic block
+mbc        Process::Create Process [C0017]
+basic block @ 0x10001179 in function 0x10001010
+  or:
+    api: kernel32.CreateProcess @ 0x100011AF
+
+
+
+Script /ghidra_scripts/capa_ghidra.py called exit with code 0
+INFO  ANALYZING changes made by post scripts: /Practical Malware Analysis Lab 01-01.dll_ (HeadlessAnalyzer)  
+
+[...]
+```
+
+### Ghidra's Script Manager
+
+To invoke capa from the `Ghidra Script Manager`, open your Ghidra Project's Code Browser and open the `Script Manager` window by navigating to `Window -> Script Manager`. Select `capa_ghidra.py` and run the script. capa will then prompt you to choose a `rules` directory and specify the output verbosity level. 
+> **Note:** In order for the Script Manager to recognize `capa_ghidra.py` you must either copy it to your Ghidra user scripts directory or update the Script Manager search path to include directory that contains it.
+
+
+<div align="center">
+    <img src="/doc/img/ghidra_script_mngr_rules.png">
+    <img src="/doc/img/ghidra_script_mngr_verbosity.png">
+    <img src="/doc/img/ghidra_script_mngr_output.png">
+</div>
+
+### Ghidrathon's Script Console
+
+To invoke capa from Ghidrathon's Script Console, open your Ghidra project's Code Browser and open the `Ghidrathon` window by navigating to `Window -> Ghidrathon`.
+
+You must import capa into the console and run it via:
+
+```python3
+>>> import capa
+>>> from capa.ghidra import capa_ghidra 
+>>> capa_ghidra.main()
+```
+
+Similarly to the Ghidra Script Manager, you will be prompted to choose a capa rules directory and specify output verbosity:
+
+<div align="center">
+    <img src="/doc/img/ghidra_console_output.png">
+</div>
+
diff --git a/doc/img/ghidra_backend_logo.png b/doc/img/ghidra_backend_logo.png
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diff --git a/doc/img/ghidra_script_mngr_rules.png b/doc/img/ghidra_script_mngr_rules.png
new file mode 100755
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diff --git a/doc/img/ghidra_script_mngr_verbosity.png b/doc/img/ghidra_script_mngr_verbosity.png
new file mode 100755
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HcmV?d00001


From 807792f879fc9564ec7fc4d84808bb2dee61388f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Aug 2023 14:48:55 +0000
Subject: [PATCH 040/135] build(deps-dev): bump ruff from 0.0.285 to 0.0.286

Bumps [ruff](https://github.com/astral-sh/ruff) from 0.0.285 to 0.0.286.
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/BREAKING_CHANGES.md)
- [Commits](https://github.com/astral-sh/ruff/compare/v0.0.285...v0.0.286)

---
updated-dependencies:
- dependency-name: ruff
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 35b5554c..2138abf6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,7 +77,7 @@ dev = [
     "flake8-simplify==0.20.0",
     "flake8-use-pathlib==0.3.0",
     "flake8-copyright==0.2.4",
-    "ruff==0.0.285",
+    "ruff==0.0.286",
     "black==23.7.0",
     "isort==5.11.4",
     "mypy==1.5.1",

From 8ed4062cf1a42b93ebd49fb1c341fb4bf6635fb8 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Mon, 28 Aug 2023 12:13:10 -0600
Subject: [PATCH 041/135] sync rules submodule with upstream

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index 7685a232..a20c17da 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 7685a232d94acbe7e69addb8bd89d752c9fa27a2
+Subproject commit a20c17da067248a11d097d5bb51a1cc7a63590f5

From 7bd24670744e0a8b13005940effcbeedd364ce34 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Mon, 28 Aug 2023 12:32:52 -0600
Subject: [PATCH 042/135] remove backend-ghidra from workflows

---
 .github/workflows/tests.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 9b18f8f6..5a49990b 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -2,9 +2,9 @@ name: CI
 
 on: 
   push:
-    branches: [ master, backend-ghidra ]
+    branches: [ master ]
   pull_request:
-    branches: [ master, backend-ghidra ]
+    branches: [ master ]
 
 permissions: read-all
 

From 203fc368654b101d49f911c54ef712034e007e0a Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Mon, 28 Aug 2023 12:33:07 -0600
Subject: [PATCH 043/135] cleanup CHANGELOG merge

---
 CHANGELOG.md | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6615eb31..9ff1107c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,9 +3,6 @@
 ## master (unreleased)
 
 ### New Features
-- ELF: implement file import and export name extractor #1607 #1608 @Aayush-Goel-04
-- bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
-- develop script to highlight the features that are not used during matching #331 @Aayush-Goel-04
 - ghidra: add entry script helping users run capa against a loaded Ghidra database #1767 @mike-hunhoff
 
 ### Breaking Changes
@@ -15,6 +12,7 @@
 -
 
 ### Bug Fixes
+- ghidra: fix ints_to_bytes performance #1761 @mike-hunhoff
 
 ### capa explorer IDA Pro plugin
 
@@ -57,7 +55,6 @@ Speaking of new rules, we have eight additions, coming from Ronnie, Jakub, Morit
 - ELF: fix parsing of symtab #1704 @williballenthin
 - result document: don't use deprecated pydantic functions #1718 @williballenthin
 - pytest: don't mark IDA tests as pytest tests #1719 @williballenthin
-- ghidra: fix ints_to_bytes performance #1761 @mike-hunhoff
 
 ### capa explorer IDA Pro plugin
 - fix unhandled exception when resolving rule path #1693 @mike-hunhoff

From a522ae20f1c16fbcdc5a074137aa4844e6cbb19f Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Mon, 28 Aug 2023 12:40:02 -0600
Subject: [PATCH 044/135] update CHANGELOG

---
 CHANGELOG.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9ff1107c..c7de270e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,6 +3,7 @@
 ## master (unreleased)
 
 ### New Features
+- ghidra: add Ghidra feature extractor and supporting code #1770 @colton-gabertan
 - ghidra: add entry script helping users run capa against a loaded Ghidra database #1767 @mike-hunhoff
 
 ### Breaking Changes
@@ -109,8 +110,6 @@ For those that use capa as a library, we've introduced some limited breaking cha
 - data-manipulation/encoding/xor/covertly-decode-and-write-data-to-windows-directory-using-indirect-calls dan.kelly@mandiant.com
 - linking/runtime-linking/resolve-function-by-brute-ratel-badger-hash jakub.jozwiak@mandiant.com
 
-
-
 ### Bug Fixes
 - extractor: add a Binary Ninja test that asserts its version #1487 @xusheng6
 - extractor: update Binary Ninja stack string detection after the new constant outlining feature #1473 @xusheng6

From e00608e298c1fe997d71959c003abc16a09b936d Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Mon, 28 Aug 2023 12:19:45 -0700
Subject: [PATCH 045/135] ghidra hotfix: fix ghidrathon download (#1771)

* hotfix: fix ghidrathon download
---
 .github/workflows/tests.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 5a49990b..309a37a7 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -2,9 +2,9 @@ name: CI
 
 on: 
   push:
-    branches: [ master ]
+    branches: [ master, backend-ghidra ]
   pull_request:
-    branches: [ master ]
+    branches: [ master, backend-ghidra ]
 
 permissions: read-all
 
@@ -184,7 +184,7 @@ jobs:
       run : |
         mkdir ./.github/ghidrathon
         mkdir -p ~/.ghidra/.ghidra_${{ matrix.ghidra-version }}_PUBLIC/Extensions
-        wget "https://github.com/mandiant/Ghidrathon/archive/refs/tags/v${{ matrix.ghidrathon-version }}.zip" -O ./.github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip
+        curl -o ./.github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip "https://codeload.github.com/mandiant/Ghidrathon/zip/refs/tags/v${{ matrix.ghidrathon-version }}"
         unzip .github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip -d .github/ghidrathon/
         workdir=$(pwd)
         gradle -p ./.github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/ -PGHIDRA_INSTALL_DIR=$workdir/.github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC 

From 6d3f649a0c66a41a6cc5f0d91727aa29434ba930 Mon Sep 17 00:00:00 2001
From: Colton Gabertan <66766340+colton-gabertan@users.noreply.github.com>
Date: Mon, 28 Aug 2023 12:21:30 -0700
Subject: [PATCH 046/135] remove backend-ghidra from CI

---
 .github/workflows/tests.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 309a37a7..84fe2110 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -2,9 +2,9 @@ name: CI
 
 on: 
   push:
-    branches: [ master, backend-ghidra ]
+    branches: [ master ]
   pull_request:
-    branches: [ master, backend-ghidra ]
+    branches: [ master ]
 
 permissions: read-all
 

From f3a2a5958df385326a6a1f71c3fe87d6be4cea51 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Mon, 28 Aug 2023 13:24:14 -0600
Subject: [PATCH 047/135] fix Ghidra detection

---
 capa/helpers.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/capa/helpers.py b/capa/helpers.py
index c1d2ebf5..38f94b02 100644
--- a/capa/helpers.py
+++ b/capa/helpers.py
@@ -44,7 +44,11 @@ def is_runtime_ida():
 
 
 def is_runtime_ghidra():
-    return importlib.util.find_spec("ghidra") is not None
+    try:
+        currentProgram  # type: ignore [name-defined] # noqa: F821
+    except NameError:
+        return False
+    return True
 
 
 def assert_never(value) -> NoReturn:

From 7cc10401d5745dfdd38685fbde851190aee8ed85 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Mon, 28 Aug 2023 15:15:47 -0600
Subject: [PATCH 048/135] fix #1772

---
 capa/features/extractors/ghidra/extractor.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index f68b5dd0..d4439f0f 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -44,7 +44,7 @@ class GhidraFeatureExtractor(FeatureExtractor):
 
         for fhandle in ghidra_helpers.get_function_symbols():
             fh: FunctionHandle = FunctionHandle(
-                address=fhandle.getEntryPoint().getOffset(),
+                address=AbsoluteVirtualAddress(fhandle.getEntryPoint().getOffset()),
                 inner=fhandle,
                 ctx={"imports_cache": self.imports, "externs_cache": self.externs, "fakes_cache": self.fakes},
             )

From 0ffd6316060f6ac37aaf279158b87a379ebc560b Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Tue, 29 Aug 2023 09:00:14 -0600
Subject: [PATCH 049/135] Update .github/workflows/tests.yml

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 .github/workflows/tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 84fe2110..5f953949 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -1,6 +1,6 @@
 name: CI
 
-on: 
+on:
   push:
     branches: [ master ]
   pull_request:

From 1fddf800c6307d4f9eea495ecb0328f20fcd1e33 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Tue, 29 Aug 2023 09:02:46 -0600
Subject: [PATCH 050/135] Update capa/ghidra/README.md

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 capa/ghidra/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
index ad722173..6b9bf201 100644
--- a/capa/ghidra/README.md
+++ b/capa/ghidra/README.md
@@ -46,7 +46,7 @@ The syntax is as so:
 ```
 > **Note:** You may add the `$GHIDRA_INSTALL_DIR/support` to your `$PATH` in order to call `analyzeHeadless` as a standalone program.
 
-If you do not have an existing ghidra project, you may also create one with the Headless Analyzer via the `-Import` flag. Post scripts may also be ran in the same invocation.
+If you do not have an existing Ghidra project, you may also create one with the Headless Analyzer via the `-Import` flag. Post scripts may also be ran in the same invocation.
 
 The syntax to both import a new file and run capa against it is:
 ```bash

From a6e61ed6f13ee5280b60ea09d417fdfa45e582a3 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Tue, 29 Aug 2023 09:03:26 -0600
Subject: [PATCH 051/135] Update capa/ghidra/README.md

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 capa/ghidra/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
index 6b9bf201..e675132c 100644
--- a/capa/ghidra/README.md
+++ b/capa/ghidra/README.md
@@ -134,7 +134,7 @@ INFO  ANALYZING changes made by post scripts: /Practical Malware Analysis Lab 01
 ### Ghidra's Script Manager
 
 To invoke capa from the `Ghidra Script Manager`, open your Ghidra Project's Code Browser and open the `Script Manager` window by navigating to `Window -> Script Manager`. Select `capa_ghidra.py` and run the script. capa will then prompt you to choose a `rules` directory and specify the output verbosity level. 
-> **Note:** In order for the Script Manager to recognize `capa_ghidra.py` you must either copy it to your Ghidra user scripts directory or update the Script Manager search path to include directory that contains it.
+> **Note:** In order for the Script Manager to recognize `capa_ghidra.py` you must either copy it to your Ghidra user scripts directory or update the Script Manager search path to include the directory that contains it.
 
 
 <div align="center">

From 37917b61817c4ff17aa2d46b64e0d97265dfde70 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Tue, 29 Aug 2023 17:28:49 +0000
Subject: [PATCH 052/135] update ghidra feat extractor docs

---
 capa/ghidra/README.md             |  67 +++++++++++++-----------------
 doc/img/ghidra_console_output.png | Bin 79236 -> 0 bytes
 2 files changed, 30 insertions(+), 37 deletions(-)
 delete mode 100755 doc/img/ghidra_console_output.png

diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
index e675132c..31a9ab2d 100644
--- a/capa/ghidra/README.md
+++ b/capa/ghidra/README.md
@@ -29,20 +29,39 @@ OR
 $ capa --version
 ```
 
-3. Copy `capa_ghidra.py`, found [here](/capa/ghidra/capa_ghidra.py), to your Ghidra user scripts directory OR manually add `</path/to/ghidra_capa.py/>` to the Ghidra Script Manager.
+3. Copy `capa_ghidra.py`, found [here](/capa/ghidra/capa_ghidra.py), to your `$USER_HOME/ghidra_scripts` directory OR manually add `</path/to/ghidra_capa.py/>` to the Ghidra Script Manager.
    1. This entrypoint script is located in `capa_install_dir/capa/ghidra/`
 
-Once Ghidrathon is configured, you may now invoke capa from within Ghidra in three different ways. Each method suits different use cases of capa, and they include Ghidra's `headlessAnalyzer`, `Scripting Console`, and `Script Manger`.
+Once Ghidrathon is configured, you may now invoke capa from within Ghidra in two different ways. These include Ghidra's Headless Analyzer and Script Manager.
 
 ## Running capa with the Ghidra feature extractor
 
+### Ghidra's Script Manager
+
+To invoke capa from the `Ghidra Script Manager`, open your Ghidra Project's Code Browser and open the `Script Manager` window by navigating to `Window -> Script Manager`. Select `capa_ghidra.py` and run the script. capa will then prompt you to choose a `rules` directory and specify the output verbosity level. 
+> **Note:** In order for the Script Manager to recognize `capa_ghidra.py` you must either copy it to your `$USER_HOME/ghidra_scripts` directory or update the Script Manager search path to include the directory that contains it.
+
+<div align="center">
+    <img src="/doc/img/ghidra_script_mngr_rules.png">
+    <img src="/doc/img/ghidra_script_mngr_verbosity.png">
+    <img src="/doc/img/ghidra_script_mngr_output.png">
+</div>
+
 ### Ghidra's Headless Analyzer
 
-To invoke capa headlessly (i.e. without the Ghidra user interface), we must call the `analyzeHeadless` script provided in your `$GHIDRA_INSTALL_DIR/support` and point it towards capa's `capa_ghidra.py`. One thing to note is that capa runs as a `PostScript`, as in post-analysis script, so we need to provide `analyzeHeadless` with the path and script to run against our project. The preferred method for the Ghidra feature extractor is the entrypoint script, `/capa/ghidra/capa_ghidra.py`. Additional capa command line arguments must be provided in a single, space-delimited string i.e. `"/path/to/rules -v"`. To display the help & usage statement, the keyword `help` must be used instead of the typical `-h or --help`.
+To invoke capa using the Ghidra Headless Analyzer, you can use Ghidra's `analyzeHeadless` script, located in your `$GHIDRA_INSTALL_DIR/support` directory.
+
+`analyzeHeadless` requires these arguments to invoke capa:
+1. `/path/to/ghidra/project ghidra_project_name`
+2. `-process sample.exe_` OR `-Import /path/to/sample/sample.exe_`
+3. `-ScriptPath /path/to/capa_ghidra/`
+4. `-PostScript capa_ghidra.py`
+5. `"/path/to/rules/ <args_to_capa>"`
+> `"/path/to/rules/ <args_to_capa>"` must be provided in a single, space-delimited string. The help statement, normally accessed via `-h or --help`, must be accessed via the keyword `help` instead. 
 
 The syntax is as so:
 ```bash
-./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/gpr_dir/ gpr_name -process sample_name.exe_ -ScriptPath /path/to/capa_ghidra.py/ -PostScript capa_ghidra.py "/path/to/capa/rules/"
+./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -process sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "/path/to/rules/ -vv"
 ```
 > **Note:** You may add the `$GHIDRA_INSTALL_DIR/support` to your `$PATH` in order to call `analyzeHeadless` as a standalone program.
 
@@ -50,9 +69,14 @@ If you do not have an existing Ghidra project, you may also create one with the
 
 The syntax to both import a new file and run capa against it is:
 ```bash
-./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/gpr_dir/ gpr_name -Import /path/to/sample_name.exe_ -ScriptPath /path/to/capa_install/capa/ghidra -PostScript capa_ghidra.py "/path/to/rules/"
+./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -Import /path/to/sample/sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "/path/to/rules/"
+```
+> **Note:** The `/path/to/ghidra/project/` must exist before importing a new project into it.
+
+To view the usage and help statement, the syntax is:
+```bash
+./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -process sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "help"
 ```
-> **Note:** The `/path/to/gpr_dir/` must exist before importing a new project into it.
 
 **Example Output - very verbose flag:**
 ```
@@ -130,34 +154,3 @@ INFO  ANALYZING changes made by post scripts: /Practical Malware Analysis Lab 01
 
 [...]
 ```
-
-### Ghidra's Script Manager
-
-To invoke capa from the `Ghidra Script Manager`, open your Ghidra Project's Code Browser and open the `Script Manager` window by navigating to `Window -> Script Manager`. Select `capa_ghidra.py` and run the script. capa will then prompt you to choose a `rules` directory and specify the output verbosity level. 
-> **Note:** In order for the Script Manager to recognize `capa_ghidra.py` you must either copy it to your Ghidra user scripts directory or update the Script Manager search path to include the directory that contains it.
-
-
-<div align="center">
-    <img src="/doc/img/ghidra_script_mngr_rules.png">
-    <img src="/doc/img/ghidra_script_mngr_verbosity.png">
-    <img src="/doc/img/ghidra_script_mngr_output.png">
-</div>
-
-### Ghidrathon's Script Console
-
-To invoke capa from Ghidrathon's Script Console, open your Ghidra project's Code Browser and open the `Ghidrathon` window by navigating to `Window -> Ghidrathon`.
-
-You must import capa into the console and run it via:
-
-```python3
->>> import capa
->>> from capa.ghidra import capa_ghidra 
->>> capa_ghidra.main()
-```
-
-Similarly to the Ghidra Script Manager, you will be prompted to choose a capa rules directory and specify output verbosity:
-
-<div align="center">
-    <img src="/doc/img/ghidra_console_output.png">
-</div>
-
diff --git a/doc/img/ghidra_console_output.png b/doc/img/ghidra_console_output.png
deleted file mode 100755
index c40d8811981385bef408a4bd36c72535ce0749b0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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From 0ec682a46451557c10628ebd99426deee6158220 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Tue, 29 Aug 2023 18:01:11 +0000
Subject: [PATCH 053/135] add shellcode documentation & update Headless
 Analyzer example

---
 capa/ghidra/README.md | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
index 31a9ab2d..42638413 100644
--- a/capa/ghidra/README.md
+++ b/capa/ghidra/README.md
@@ -57,7 +57,10 @@ To invoke capa using the Ghidra Headless Analyzer, you can use Ghidra's `analyze
 3. `-ScriptPath /path/to/capa_ghidra/`
 4. `-PostScript capa_ghidra.py`
 5. `"/path/to/rules/ <args_to_capa>"`
-> `"/path/to/rules/ <args_to_capa>"` must be provided in a single, space-delimited string. The help statement, normally accessed via `-h or --help`, must be accessed via the keyword `help` instead. 
+> `"/path/to/rules/ <args_to_capa>"` must be provided in a single, space-delimited string. The help statement, normally accessed via `-h or --help`, must be accessed using the keyword `help` instead. 
+
+To run capa against shellcode, Ghidra will require an additional argument to be passed to the Headless Analyzer. `-processor <languageID>` is used to specify the architecture in which Ghidra will process the sample.
+> **Note:** More information on specifying the languageID can be found in the `$GHIDRA_INSTALL_DIR/support/analyzeHeadlessREADME.html` documentation.
 
 The syntax is as so:
 ```bash
@@ -78,7 +81,7 @@ To view the usage and help statement, the syntax is:
 ./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -process sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "help"
 ```
 
-**Example Output - very verbose flag:**
+**Example Output: Shellcode & -vv flag**
 ```
 $ analyzeHeadless /home/wampus test -process Practical\ Malware\ Analysis\ Lab\ 01-01.dll_ -PostScript capa_ghidra.py "/home/wampus/capa/rules -vv"
 [...]

From 72ed4d1165ebe8b643a3a4385933f1bb266dbc80 Mon Sep 17 00:00:00 2001
From: colton-gabertan <gabertan.colton@gmail.com>
Date: Tue, 29 Aug 2023 18:05:03 +0000
Subject: [PATCH 054/135] push shellcode example

---
 capa/ghidra/README.md | 114 ++++++++++++++++++++++--------------------
 1 file changed, 59 insertions(+), 55 deletions(-)

diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
index 42638413..4ce90d0b 100644
--- a/capa/ghidra/README.md
+++ b/capa/ghidra/README.md
@@ -83,77 +83,81 @@ To view the usage and help statement, the syntax is:
 
 **Example Output: Shellcode & -vv flag**
 ```
-$ analyzeHeadless /home/wampus test -process Practical\ Malware\ Analysis\ Lab\ 01-01.dll_ -PostScript capa_ghidra.py "/home/wampus/capa/rules -vv"
+$ analyzeHeadless ~/Desktop/ghidra_projects/ capa_test -process 499c2a85f6e8142c3f48d4251c9c7cd6.raw32 -processor x86:LE:32:default -ScriptPath ./capa/ghidra/ -PostScript capa_ghidra.py "./rules -vv"
 [...]
-INFO  REPORT: Analysis succeeded for file: /Practical Malware Analysis Lab 01-01.dll_ (HeadlessAnalyzer)  
-INFO  SCRIPT: /ghidra_scripts/capa_ghidra.py (HeadlessAnalyzer)  
-md5                     290934c61de9176ad682ffdd65f0a669                                                                                                                                                                                                   
+INFO  REPORT: Analysis succeeded for file: /499c2a85f6e8142c3f48d4251c9c7cd6.raw32 (HeadlessAnalyzer)  
+INFO  SCRIPT: /home/wumbo/capa/./capa/ghidra/capa_ghidra.py (HeadlessAnalyzer)  
+md5                     499c2a85f6e8142c3f48d4251c9c7cd6                                                                                                                                                                                                    
 sha1
-sha256                  f50e42c8dfaab649bde0398867e930b86c2a599e8db83b8260393082268f2dba
-path                    /home/spring/Documents/capa/tests/data/Practical Malware Analysis Lab 01-01.dll_
-timestamp               2023-08-25 15:40:39.990986
-capa version            6.0.0
-os                      windows
-format                  Portable Executable (PE)
+sha256                  e8e02191c1b38c808d27a899ac164b3675eb5cadd3a8907b0ffa863714000e72
+path                    /home/wumbo/capa/./tests/data/499c2a85f6e8142c3f48d4251c9c7cd6.raw32
+timestamp               2023-08-29 17:57:00.946588
+capa version            6.1.0
+os                      unknown os
+format                  Raw Binary
 arch                    x86
 extractor               ghidra
 base address            global
-rules                   /home/spring/Documents/capa/rules
-function count          5
+rules                   /home/wumbo/capa/rules
+function count          42
 library function count  0
-total feature count     376
+total feature count     1970
 
-contain loop (3 matches, only showing first match of library rule)
+contain loop (24 matches, only showing first match of library rule)
 author  moritz.raabe@mandiant.com
 scope   function
-function @ 0x10001010
+function @ 0x0
   or:
-    characteristic: loop @ 0x10001010
+    characteristic: loop @ 0x0
+    characteristic: tight loop @ 0x278
 
-delay execution (2 matches, only showing first match of library rule)
-author      michael.hunhoff@mandiant.com, @ramen0x3f
-scope       basic block
-mbc         Anti-Behavioral Analysis::Dynamic Analysis Evasion::Delayed Execution [B0003.003]
-references  https://docs.microsoft.com/en-us/windows/win32/sync/wait-functions, https://github.com/LordNoteworthy/al-khaser/blob/master/al-khaser/TimingAttacks/timing.cpp
-basic block @ 0x10001154 in function 0x10001010
-  or:
-    and:
-      os: windows
-      or:
-        api: kernel32.Sleep @ 0x10001159
-
-check mutex
-namespace  host-interaction/mutex
-author     moritz.raabe@mandiant.com, anushka.virgaonkar@mandiant.com
-scope      basic block
-mbc        Process::Check Mutex [C0043]
-basic block @ 0x1000102E in function 0x10001010
-  and:
-    or:
-      api: kernel32.OpenMutex @ 0x10001059
-
-create mutex
-namespace  host-interaction/mutex
-author     moritz.raabe@mandiant.com, michael.hunhoff@mandiant.com
-scope      function
-mbc        Process::Create Mutex [C0042]
-function @ 0x10001010
-  or:
-    api: kernel32.CreateMutex @ 0x1000106E
-
-create process on Windows
-namespace  host-interaction/process/create
+contain obfuscated stackstrings
+namespace  anti-analysis/obfuscation/string/stackstring
 author     moritz.raabe@mandiant.com
 scope      basic block
-mbc        Process::Create Process [C0017]
-basic block @ 0x10001179 in function 0x10001010
+att&ck     Defense Evasion::Obfuscated Files or Information::Indicator Removal from Tools [T1027.005]
+mbc        Anti-Static Analysis::Executable Code Obfuscation::Argument Obfuscation [B0032.020], Anti-Static Analysis::Executable Code Obfuscation::Stack Strings [B0032.017]
+basic block @ 0x0 in function 0x0
+  characteristic: stack string @ 0x0
+
+encode data using XOR
+namespace  data-manipulation/encoding/xor
+author     moritz.raabe@mandiant.com
+scope      basic block
+att&ck     Defense Evasion::Obfuscated Files or Information [T1027]
+mbc        Defense Evasion::Obfuscated Files or Information::Encoding-Standard Algorithm [E1027.m02], Data::Encode Data::XOR [C0026.002]
+basic block @ 0x8AF in function 0x8A1
+  and:
+    characteristic: tight loop @ 0x8AF
+    characteristic: nzxor @ 0x8C0
+    not: = filter for potential false positives
+      or:
+        or: = unsigned bitwise negation operation (~i)
+          number: 0xFFFFFFFF = bitwise negation for unsigned 32 bits
+          number: 0xFFFFFFFFFFFFFFFF = bitwise negation for unsigned 64 bits
+        or: = signed bitwise negation operation (~i)
+          number: 0xFFFFFFF = bitwise negation for signed 32 bits
+          number: 0xFFFFFFFFFFFFFFF = bitwise negation for signed 64 bits
+        or: = Magic constants used in the implementation of strings functions.
+          number: 0x7EFEFEFF = optimized string constant for 32 bits
+          number: 0x81010101 = -0x81010101 = 0x7EFEFEFF
+          number: 0x81010100 = 0x81010100 = ~0x7EFEFEFF
+          number: 0x7EFEFEFEFEFEFEFF = optimized string constant for 64 bits
+          number: 0x8101010101010101 = -0x8101010101010101 = 0x7EFEFEFEFEFEFEFF
+          number: 0x8101010101010100 = 0x8101010101010100 = ~0x7EFEFEFEFEFEFEFF
+
+get OS information via KUSER_SHARED_DATA
+namespace   host-interaction/os/version
+author      @mr-tz
+scope       function
+att&ck      Discovery::System Information Discovery [T1082]
+references  https://www.geoffchappell.com/studies/windows/km/ntoskrnl/inc/api/ntexapi_x/kuser_shared_data/index.htm
+function @ 0x1CA6
   or:
-    api: kernel32.CreateProcess @ 0x100011AF
+    number: 0x7FFE026C = NtMajorVersion @ 0x1D18
 
 
 
-Script /ghidra_scripts/capa_ghidra.py called exit with code 0
-INFO  ANALYZING changes made by post scripts: /Practical Malware Analysis Lab 01-01.dll_ (HeadlessAnalyzer)  
-
+Script /home/wumbo/capa/./capa/ghidra/capa_ghidra.py called exit with code 0
 [...]
 ```

From ab3747e448726f7364240069d68d65f08b5856be Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Wed, 30 Aug 2023 01:00:07 +0530
Subject: [PATCH 055/135] added com prefix CLSID, IID

---
 capa/rules/__init__.py | 16 ++++++++++------
 tests/test_rules.py    |  8 ++++----
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 1255823f..92af15f8 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -197,15 +197,18 @@ class InvalidRuleSet(ValueError):
 
 
 # COM data source https://github.com/stevemk14ebr/COM-Code-Helper/tree/master
-CD = Path(__file__).resolve().parent.parent.parent
 VALID_COM_TYPES = {
-    "class": CD / "assets" / "classes.json.gz",
-    "interface": CD / "assets" / "interfaces.json.gz",
+    "class": {"db_path": "assets/classes.json.gz", "prefix": "CLSID_"},
+    "interface": {"db_path": "assets/interfaces.json.gz", "prefix": "IID_"},
 }
 
 
 def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
-    com_db_path = Path(VALID_COM_TYPES[com_type])
+    if com_type not in VALID_COM_TYPES:
+        raise InvalidRule(f"Invalid COM type present {com_type}")
+
+    CD = Path(__file__).resolve().parent.parent.parent
+    com_db_path = CD / VALID_COM_TYPES[com_type]["db_path"]
     if not com_db_path.exists():
         logger.error("Using COM %s database '%s', but it doesn't exist", com_type, com_db_path)
         raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")
@@ -240,8 +243,9 @@ def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
             h[15],
         ]
         guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
-        com_features.append(capa.features.common.StringFactory(guid_string, f"{com_name} as guid string"))
-        com_features.append(capa.features.common.Bytes(guid_bytes, f"{com_name} as bytes"))
+        prefix = VALID_COM_TYPES[com_type]["prefix"]
+        com_features.append(capa.features.common.StringFactory(guid_string, f"{prefix+com_name} as guid string"))
+        com_features.append(capa.features.common.Bytes(guid_bytes, f"{prefix+com_name} as bytes"))
     return ceng.Or(com_features)
 
 
diff --git a/tests/test_rules.py b/tests/test_rules.py
index f91a3214..fed5346c 100644
--- a/tests/test_rules.py
+++ b/tests/test_rules.py
@@ -1021,10 +1021,10 @@ def test_translate_com_features():
     )
     com_name = "WICPngDecoder"
     com_features = [
-        capa.features.common.Bytes(b"{\xa1\x9e8xP\xdeL\xb6\xef%\xc1Qu\xc7Q", f"{com_name} as bytes"),
-        capa.features.common.StringFactory("389ea17b-5078-4cde-b6ef-25c15175c751", f"{com_name} as guid string"),
-        capa.features.common.Bytes(b"[\x94\x18\xe0\x86\xaa\x08@\x9b\xd4gw\xa1\xe4\x0c\x11", f"{com_name} as bytes"),
-        capa.features.common.StringFactory("e018945b-aa86-4008-9bd4-6777a1e40c11", f"{com_name} as guid string"),
+        capa.features.common.Bytes(b"{\xa1\x9e8xP\xdeL\xb6\xef%\xc1Qu\xc7Q", f"CLSID_{com_name} as bytes"),
+        capa.features.common.StringFactory("389ea17b-5078-4cde-b6ef-25c15175c751", f"CLSID_{com_name} as guid string"),
+        capa.features.common.Bytes(b"[\x94\x18\xe0\x86\xaa\x08@\x9b\xd4gw\xa1\xe4\x0c\x11", f"IID_{com_name} as bytes"),
+        capa.features.common.StringFactory("e018945b-aa86-4008-9bd4-6777a1e40c11", f"IID_{com_name} as guid string"),
     ]
     for child in r.statement.get_children():
         assert child in com_features

From 24dad6bcc4f881aaed7c00ee185fda42d7eceb4d Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Wed, 30 Aug 2023 21:48:48 +0530
Subject: [PATCH 056/135] Update capa/rules/__init__.py

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 capa/rules/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 92af15f8..46176fdc 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -244,7 +244,7 @@ def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
         ]
         guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
         prefix = VALID_COM_TYPES[com_type]["prefix"]
-        com_features.append(capa.features.common.StringFactory(guid_string, f"{prefix+com_name} as guid string"))
+        com_features.append(capa.features.common.StringFactory(guid_string, f"{prefix+com_name} as GUID string"))
         com_features.append(capa.features.common.Bytes(guid_bytes, f"{prefix+com_name} as bytes"))
     return ceng.Or(com_features)
 

From 6317153ef0a3a0b3d393990f0010e0eb7f0c5802 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Wed, 30 Aug 2023 21:48:55 +0530
Subject: [PATCH 057/135] Update tests/test_rules.py

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 tests/test_rules.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_rules.py b/tests/test_rules.py
index fed5346c..965c7093 100644
--- a/tests/test_rules.py
+++ b/tests/test_rules.py
@@ -1022,9 +1022,9 @@ def test_translate_com_features():
     com_name = "WICPngDecoder"
     com_features = [
         capa.features.common.Bytes(b"{\xa1\x9e8xP\xdeL\xb6\xef%\xc1Qu\xc7Q", f"CLSID_{com_name} as bytes"),
-        capa.features.common.StringFactory("389ea17b-5078-4cde-b6ef-25c15175c751", f"CLSID_{com_name} as guid string"),
+        capa.features.common.StringFactory("389ea17b-5078-4cde-b6ef-25c15175c751", f"CLSID_{com_name} as GUID string"),
         capa.features.common.Bytes(b"[\x94\x18\xe0\x86\xaa\x08@\x9b\xd4gw\xa1\xe4\x0c\x11", f"IID_{com_name} as bytes"),
-        capa.features.common.StringFactory("e018945b-aa86-4008-9bd4-6777a1e40c11", f"IID_{com_name} as guid string"),
+        capa.features.common.StringFactory("e018945b-aa86-4008-9bd4-6777a1e40c11", f"IID_{com_name} as GUID string"),
     ]
     for child in r.statement.get_children():
         assert child in com_features

From d17db614b9bf394ae04262f8b97d5feb54ddc5ff Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Wed, 30 Aug 2023 10:33:38 -0600
Subject: [PATCH 058/135] Update README.md

---
 capa/ghidra/README.md | 105 +++++++++++++++++++++++-------------------
 1 file changed, 57 insertions(+), 48 deletions(-)

diff --git a/capa/ghidra/README.md b/capa/ghidra/README.md
index 4ce90d0b..f1e81195 100644
--- a/capa/ghidra/README.md
+++ b/capa/ghidra/README.md
@@ -4,93 +4,101 @@
 
 The Ghidra feature extractor is an application of the FLARE team's open-source project, Ghidrathon, to integrate capa with Ghidra using Python 3. capa is a framework that uses a well-defined collection of rules to identify capabilities in a program. You can run capa against a PE file, ELF file, or shellcode and it tells you what it thinks the program can do. For example, it might suggest that the program is a backdoor, can install services, or relies on HTTP to communicate. The Ghidra feature extractor can be used to run capa analysis on your Ghidra databases without needing access to the original binary file.
 
+<img src="/doc/img/ghidra_script_mngr_output.png">
+
 ## Getting Started
 
 ### Installation
 
+Please ensure that you have the following dependencies installed before continuing:
+
 | Dependency | Version | Source |
 |------------|---------|--------|
 | Ghidrathon | `>= 3.0.0` | https://github.com/mandiant/Ghidrathon |
 | Python | `>= 3.8` | https://www.python.org/downloads |
 | Ghidra | `>= 10.2` | https://ghidra-sre.org |
 
-In order to run capa using the Ghidra feature extractor, you must install capa as a library and obtain the official capa rules that match the version you have installed. You can do this by completing the following steps using the Python 3 interpreter that you have configured for your Ghidrathon installation:
+In order to run capa using using Ghidra, you must install capa as a library, obtain the official capa rules that match the capa version you have installed, and configure the Python 3 script [capa_ghidra.py](/capa/ghidra/capa_ghidra.py). You can do this by completing the following steps using the Python 3 interpreter that you have configured for your Ghidrathon installation:
 
-1. Install capa and its dependencies from PyPI:
+1. Install capa and its dependencies from PyPI using the following command:
 ```bash
 $ pip install flare-capa
 ```
 
-2. Download and extract the [official capa rules](https://github.com/mandiant/capa-rules/releases) that match the version you have installed
-   1. Use the following command to view the version of capa you have installed:
+2. Download and extract the [official capa rules](https://github.com/mandiant/capa-rules/releases) that match the capa version you have installed. Use the following command to view the version of capa you have installed:
 ```bash
 $ pip show flare-capa
 OR
 $ capa --version
 ```
 
-3. Copy `capa_ghidra.py`, found [here](/capa/ghidra/capa_ghidra.py), to your `$USER_HOME/ghidra_scripts` directory OR manually add `</path/to/ghidra_capa.py/>` to the Ghidra Script Manager.
-   1. This entrypoint script is located in `capa_install_dir/capa/ghidra/`
+3. Copy [capa_ghidra.py](/capa/ghidra/capa_ghidra.py) to your `$USER_HOME/ghidra_scripts` directory or manually add `</path/to/ghidra_capa.py/>` to the Ghidra Script Manager.
 
-Once Ghidrathon is configured, you may now invoke capa from within Ghidra in two different ways. These include Ghidra's Headless Analyzer and Script Manager.
+## Usage
 
-## Running capa with the Ghidra feature extractor
+After completing the installation steps you can execute `capa_ghidra.py` using the Ghidra Script Manager or Headless Analyzer.
 
-### Ghidra's Script Manager
+### Ghidra Script Manager
 
-To invoke capa from the `Ghidra Script Manager`, open your Ghidra Project's Code Browser and open the `Script Manager` window by navigating to `Window -> Script Manager`. Select `capa_ghidra.py` and run the script. capa will then prompt you to choose a `rules` directory and specify the output verbosity level. 
-> **Note:** In order for the Script Manager to recognize `capa_ghidra.py` you must either copy it to your `$USER_HOME/ghidra_scripts` directory or update the Script Manager search path to include the directory that contains it.
+To execute `capa_ghidra.py` using the Ghidra Script Manager, first open the Ghidra Script Manager by navigating to `Window > Script Manager` in the Ghidra Code Browser. Next, locate `capa_ghidra.py` by selecting the `Python 3 > capa` category or using the Ghidra Script Manager search funtionality. Finally, double-click `capa_ghidra.py` to execute the script. If you don't see `capa_ghidra.py`, make sure you have copied the script to your `$USER_HOME/ghidra_scripts` directory or manually added `</path/to/ghidra_capa.py/>` to the Ghidra Script Manager
 
-<div align="center">
-    <img src="/doc/img/ghidra_script_mngr_rules.png">
-    <img src="/doc/img/ghidra_script_mngr_verbosity.png">
-    <img src="/doc/img/ghidra_script_mngr_output.png">
-</div>
+When executed, `capa_ghidra.py` asks you to provide your capa rules directory and preferred output format. `capa_ghidra.py` supports `default`, `verbose`, and `vverbose` output formats when executed from the Ghidra Script Manager. `capa_ghidra.py` writes output to the Ghidra Console Window.
 
-### Ghidra's Headless Analyzer
+#### Example
 
-To invoke capa using the Ghidra Headless Analyzer, you can use Ghidra's `analyzeHeadless` script, located in your `$GHIDRA_INSTALL_DIR/support` directory.
+The following is an example of running `capa_ghidra.py` using the Ghidra Script Manager:
 
-`analyzeHeadless` requires these arguments to invoke capa:
-1. `/path/to/ghidra/project ghidra_project_name`
-2. `-process sample.exe_` OR `-Import /path/to/sample/sample.exe_`
-3. `-ScriptPath /path/to/capa_ghidra/`
-4. `-PostScript capa_ghidra.py`
-5. `"/path/to/rules/ <args_to_capa>"`
-> `"/path/to/rules/ <args_to_capa>"` must be provided in a single, space-delimited string. The help statement, normally accessed via `-h or --help`, must be accessed using the keyword `help` instead. 
+Selecting capa rules:
+<img src="/doc/img/ghidra_script_mngr_rules.png">
 
-To run capa against shellcode, Ghidra will require an additional argument to be passed to the Headless Analyzer. `-processor <languageID>` is used to specify the architecture in which Ghidra will process the sample.
-> **Note:** More information on specifying the languageID can be found in the `$GHIDRA_INSTALL_DIR/support/analyzeHeadlessREADME.html` documentation.
+Choosing output format:
+<img src="/doc/img/ghidra_script_mngr_verbosity.png">
+
+Viewing results in Ghidra Console Window:
+<img src="/doc/img/ghidra_script_mngr_output.png">
+
+### Ghidra Headless Analyzer
+
+To execute `capa_ghidra.py` using the Ghidra Headless Analyzer, you can use the Ghidra `analyzeHeadless` script located in your `$GHIDRA_HOME/support` directory. You will need to provide the following arguments to the Ghidra `analyzeHeadless` script:
+
+1. `</path/to/ghidra/project/>`: path to Ghidra project
+2. `<ghidra_project_name>`: name of Ghidra Project
+3. `-process <sample_name>`: name of sample `<sample_name>`
+4. `-ScriptPath </path/to/capa_ghidra/>`: OPTIONAL argument specifying path `</path/to/capa_ghidra/>` to `capa_ghidra.py`
+5. `-PostScript capa_ghidra.py`: executes `capa_ghidra.py` as post-analysis script
+6. `"<capa_args>"`: single, quoted string containing capa arguments that must specify capa rules directory and output format, e.g. `"<path/to/capa/rules> --verbose"`. `capa_ghidra.py` supports `default`, `verbose`, `vverbose` and `json` formats when executed using the Ghidra Headless Analyzer. `capa_ghidra.py` writes output to the console window used to execute the Ghidra `analyzeHeadless` script.
+7. `-processor <languageID>`: required ONLY if sample `<sample_name>` is shellcode. More information on specifying the `<languageID>` can be found in the `$GHIDRA_HOME/support/analyzeHeadlessREADME.html` documentation.
+
+The following is an example of combining these arguments into a single `analyzeHeadless` script command:
 
-The syntax is as so:
-```bash
-./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -process sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "/path/to/rules/ -vv"
 ```
-> **Note:** You may add the `$GHIDRA_INSTALL_DIR/support` to your `$PATH` in order to call `analyzeHeadless` as a standalone program.
-
-If you do not have an existing Ghidra project, you may also create one with the Headless Analyzer via the `-Import` flag. Post scripts may also be ran in the same invocation.
-
-The syntax to both import a new file and run capa against it is:
-```bash
-./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -Import /path/to/sample/sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "/path/to/rules/"
-```
-> **Note:** The `/path/to/ghidra/project/` must exist before importing a new project into it.
-
-To view the usage and help statement, the syntax is:
-```bash
-./$GHIDRA_INSTALL_DIR/support/analyzeHeadless /path/to/ghidra/project/ ghidra_project_name -process sample.exe_ -ScriptPath /path/to/capa_ghidra/ -PostScript capa_ghidra.py "help"
+$GHIDRA_HOME/support/analyzeHeadless </path/to/ghidra/project/> <ghidra_project_name> -process <sample_name> -PostScript capa_ghidra.py "/path/to/capa/rules/ --verbose"
 ```
 
-**Example Output: Shellcode & -vv flag**
+You may also want to run capa against a sample that you have not yet imported into your Ghidra project. The following is an example of importing a sample and running `capa_ghidra.py` using a single `analyzeHeadless` script command:
+
 ```
-$ analyzeHeadless ~/Desktop/ghidra_projects/ capa_test -process 499c2a85f6e8142c3f48d4251c9c7cd6.raw32 -processor x86:LE:32:default -ScriptPath ./capa/ghidra/ -PostScript capa_ghidra.py "./rules -vv"
+$GHIDRA_HOME/support/analyzeHeadless </path/to/ghidra/project/> <ghidra_project_name> -Import </path/to/sample> -PostScript capa_ghidra.py "/path/to/capa/rules/ --verbose"
+```
+
+You can also provide `capa_ghidra.py` the single argument `"help"` to view supported arguments when running the script using the Ghidra Headless Analyzer:
+```
+$GHIDRA_HOME/support/analyzeHeadless </path/to/ghidra/project/> <ghidra_project_name> -process <sample_name> -PostScript capa_ghidra.py "help"
+```
+
+#### Example
+
+The following is an example of running `capa_ghidra.py` against a shellcode sample using the Ghidra `analyzeHeadless` script:
+```
+$ analyzeHeadless /home/wumbo/Desktop/ghidra_projects/ capa_test -process 499c2a85f6e8142c3f48d4251c9c7cd6.raw32 -processor x86:LE:32:default -PostScript capa_ghidra.py "/home/wumbo/capa/rules -vv"
 [...]
+
 INFO  REPORT: Analysis succeeded for file: /499c2a85f6e8142c3f48d4251c9c7cd6.raw32 (HeadlessAnalyzer)  
-INFO  SCRIPT: /home/wumbo/capa/./capa/ghidra/capa_ghidra.py (HeadlessAnalyzer)  
+INFO  SCRIPT: /home/wumbo/ghidra_scripts/capa_ghidra.py (HeadlessAnalyzer)  
 md5                     499c2a85f6e8142c3f48d4251c9c7cd6                                                                                                                                                                                                    
 sha1
 sha256                  e8e02191c1b38c808d27a899ac164b3675eb5cadd3a8907b0ffa863714000e72
-path                    /home/wumbo/capa/./tests/data/499c2a85f6e8142c3f48d4251c9c7cd6.raw32
+path                    /home/wumbo/capa/tests/data/499c2a85f6e8142c3f48d4251c9c7cd6.raw32
 timestamp               2023-08-29 17:57:00.946588
 capa version            6.1.0
 os                      unknown os
@@ -158,6 +166,7 @@ function @ 0x1CA6
 
 
 
-Script /home/wumbo/capa/./capa/ghidra/capa_ghidra.py called exit with code 0
+Script /home/wumbo/ghidra_scripts/capa_ghidra.py called exit with code 0
+
 [...]
 ```

From 46e3ed1100b17f9c418f13189e69d877f360a711 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Sep 2023 14:45:22 +0000
Subject: [PATCH 059/135] build(deps-dev): bump pre-commit from 3.3.3 to 3.4.0

Bumps [pre-commit](https://github.com/pre-commit/pre-commit) from 3.3.3 to 3.4.0.
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v3.3.3...v3.4.0)

---
updated-dependencies:
- dependency-name: pre-commit
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2138abf6..41d5cc62 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ packages = ["capa"]
 
 [project.optional-dependencies]
 dev = [
-    "pre-commit==3.3.3",
+    "pre-commit==3.4.0",
     "pytest==7.4.0",
     "pytest-sugar==0.9.7",
     "pytest-instafail==0.5.0",

From e006702245bc5c8e0ace567dae2c81fc91b3d91a Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Tue, 5 Sep 2023 13:02:13 +0000
Subject: [PATCH 060/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c7de270e..8bfc635a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,8 +8,9 @@
 
 ### Breaking Changes
 
-### New Rules (0)
+### New Rules (1)
 
+- nursery/get-ntoskrnl-base-address @mr-tz
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index 80a5248e..b6091513 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-831-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-832-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index a20c17da..eba332e7 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit a20c17da067248a11d097d5bb51a1cc7a63590f5
+Subproject commit eba332e702d88927b5816770a9853dd0b3fbc47a

From b0d55143a4863041db1f8d7f5c0f3c9b45833308 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Tue, 5 Sep 2023 13:21:52 -0600
Subject: [PATCH 061/135] ghidra: update CI to use /Ghidra/Extensions (#1782)

---
 .github/workflows/tests.yml | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 5f953949..5b822db6 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -177,24 +177,22 @@ jobs:
     - name: Install Ghidra ${{ matrix.ghidra-version }} 
       run: |
         mkdir ./.github/ghidra
-        mkdir ./.github/ghidra/project
         wget "https://github.com/NationalSecurityAgency/ghidra/releases/download/Ghidra_${{ matrix.ghidra-version }}_build/ghidra_${{ matrix.ghidra-version }}_${{ matrix.public-version }}.zip" -O ./.github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC.zip
         unzip .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC.zip -d .github/ghidra/
     - name: Install Ghidrathon
       run : |
         mkdir ./.github/ghidrathon
-        mkdir -p ~/.ghidra/.ghidra_${{ matrix.ghidra-version }}_PUBLIC/Extensions
         curl -o ./.github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip "https://codeload.github.com/mandiant/Ghidrathon/zip/refs/tags/v${{ matrix.ghidrathon-version }}"
         unzip .github/ghidrathon/ghidrathon-${{ matrix.ghidrathon-version }}.zip -d .github/ghidrathon/
-        workdir=$(pwd)
-        gradle -p ./.github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/ -PGHIDRA_INSTALL_DIR=$workdir/.github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC 
-        unzip .github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/dist/*.zip -d ~/.ghidra/.ghidra_${{ matrix.ghidra-version }}_PUBLIC/Extensions
+        gradle -p ./.github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/ -PGHIDRA_INSTALL_DIR=$(pwd)/.github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC
+        unzip .github/ghidrathon/Ghidrathon-${{ matrix.ghidrathon-version }}/dist/*.zip -d .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/Ghidra/Extensions
     - name: Install pyyaml
       run: sudo apt-get install -y libyaml-dev
     - name: Install capa
       run: pip install -e .[dev] 
     - name: Run tests
       run: | 
+        mkdir ./.github/ghidra/project
         .github/ghidra/ghidra_${{ matrix.ghidra-version }}_PUBLIC/support/analyzeHeadless .github/ghidra/project ghidra_test -Import ./tests/data/mimikatz.exe_ -ScriptPath ./tests/ -PostScript test_ghidra_features.py > ../output.log
         cat ../output.log
         exit_code=$(cat ../output.log | grep exit | awk '{print $NF}')

From 3c1a8f44614e9bc5d1a717814ee75ff07f93428d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Sep 2023 14:14:11 +0000
Subject: [PATCH 062/135] build(deps-dev): bump pytest from 7.4.0 to 7.4.2

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.4.0 to 7.4.2.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.4.0...7.4.2)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 41d5cc62..a45a1807 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -62,7 +62,7 @@ packages = ["capa"]
 [project.optional-dependencies]
 dev = [
     "pre-commit==3.4.0",
-    "pytest==7.4.0",
+    "pytest==7.4.2",
     "pytest-sugar==0.9.7",
     "pytest-instafail==0.5.0",
     "pytest-cov==4.1.0",

From dc32289aab8a27c599ab97dfde0846343ed5091c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Sep 2023 14:14:20 +0000
Subject: [PATCH 063/135] build(deps-dev): bump build from 0.10.0 to 1.0.3

Bumps [build](https://github.com/pypa/build) from 0.10.0 to 1.0.3.
- [Release notes](https://github.com/pypa/build/releases)
- [Changelog](https://github.com/pypa/build/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/build/compare/0.10.0...1.0.3)

---
updated-dependencies:
- dependency-name: build
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 41d5cc62..9a9e622f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -98,7 +98,7 @@ dev = [
 build = [
     "pyinstaller==5.10.1",
     "setuptools==68.0.0",
-    "build==0.10.0"
+    "build==1.0.3"
 ]
 
 [project.urls]

From b9c05cf44a20ff3551cb96ecca2b5346bdd1aed2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Sep 2023 14:14:27 +0000
Subject: [PATCH 064/135] build(deps-dev): bump pyelftools from 0.29 to 0.30

Bumps [pyelftools](https://github.com/eliben/pyelftools) from 0.29 to 0.30.
- [Changelog](https://github.com/eliben/pyelftools/blob/master/CHANGES)
- [Commits](https://github.com/eliben/pyelftools/compare/v0.29...v0.30)

---
updated-dependencies:
- dependency-name: pyelftools
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 41d5cc62..584ae405 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,7 +45,7 @@ dependencies = [
     "ruamel.yaml==0.17.32",
     "vivisect==1.1.1",
     "pefile==2023.2.7",
-    "pyelftools==0.29",
+    "pyelftools==0.30",
     "dnfile==0.13.0",
     "dncil==1.0.2",
     "pydantic==2.1.1",

From 6bae9d757d3f7e31f9be1ec5f11fe9ba2b97b04f Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Wed, 13 Sep 2023 14:46:47 +0000
Subject: [PATCH 065/135] Sync capa rules submodule

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index eba332e7..b9c2bc12 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit eba332e702d88927b5816770a9853dd0b3fbc47a
+Subproject commit b9c2bc120e21154fd7e3e1d8b7150f8de92b1a50

From d04ae5294eaa8e8f394b8e507817609b02bd7867 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Wed, 13 Sep 2023 14:50:29 +0000
Subject: [PATCH 066/135] Sync capa-testfiles submodule

---
 tests/data | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/data b/tests/data
index faf741a5..9fa44d4e 160000
--- a/tests/data
+++ b/tests/data
@@ -1 +1 @@
-Subproject commit faf741a538224f52d4412468f910d52a70911662
+Subproject commit 9fa44d4ebcfac59b272511deedeb7f0ad104108c

From fd3678904a90585c2b881978577e37f7dab7f839 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Sep 2023 14:36:44 +0000
Subject: [PATCH 067/135] build(deps-dev): bump ruff from 0.0.286 to 0.0.290

Bumps [ruff](https://github.com/astral-sh/ruff) from 0.0.286 to 0.0.290.
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/BREAKING_CHANGES.md)
- [Commits](https://github.com/astral-sh/ruff/compare/v0.0.286...v0.0.290)

---
updated-dependencies:
- dependency-name: ruff
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 41d5cc62..3fb6be34 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,7 +77,7 @@ dev = [
     "flake8-simplify==0.20.0",
     "flake8-use-pathlib==0.3.0",
     "flake8-copyright==0.2.4",
-    "ruff==0.0.286",
+    "ruff==0.0.290",
     "black==23.7.0",
     "isort==5.11.4",
     "mypy==1.5.1",

From 59d03b3ba3b821dd08e71c4bd0539d16cc5121d1 Mon Sep 17 00:00:00 2001
From: Xusheng <xusheng@vector35.com>
Date: Wed, 20 Sep 2023 20:56:20 +0800
Subject: [PATCH 068/135] binja: bump Binary Ninja version to 3.5

---
 tests/test_binja_features.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_binja_features.py b/tests/test_binja_features.py
index a2f0cd78..fdb7ff88 100644
--- a/tests/test_binja_features.py
+++ b/tests/test_binja_features.py
@@ -69,4 +69,4 @@ def test_standalone_binja_backend():
 @pytest.mark.skipif(binja_present is False, reason="Skip binja tests if the binaryninja Python API is not installed")
 def test_binja_version():
     version = binaryninja.core_version_info()
-    assert version.major == 3 and version.minor == 4
+    assert version.major == 3 and version.minor == 5

From bc71c941718e2b541064df7aafb770c695f96988 Mon Sep 17 00:00:00 2001
From: Xusheng <xusheng@vector35.com>
Date: Wed, 20 Sep 2023 20:56:36 +0800
Subject: [PATCH 069/135] binja: use binaryninja.load to open a binary

---
 capa/main.py      | 5 +++--
 tests/fixtures.py | 5 +++--
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/capa/main.py b/capa/main.py
index b91ca1e2..ae842156 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -558,7 +558,8 @@ def get_extractor(
                 sys.path.append(str(bn_api))
 
         try:
-            from binaryninja import BinaryView, BinaryViewType
+            import binaryninja
+            from binaryninja import BinaryView
         except ImportError:
             raise RuntimeError(
                 "Cannot import binaryninja module. Please install the Binary Ninja Python API first: "
@@ -568,7 +569,7 @@ def get_extractor(
         import capa.features.extractors.binja.extractor
 
         with halo.Halo(text="analyzing program", spinner="simpleDots", stream=sys.stderr, enabled=not disable_progress):
-            bv: BinaryView = BinaryViewType.get_view_of_file(str(path))
+            bv: BinaryView = binaryninja.load(str(path))
             if bv is None:
                 raise RuntimeError(f"Binary Ninja cannot open file {path}")
 
diff --git a/tests/fixtures.py b/tests/fixtures.py
index a8a930b3..230fa803 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -159,7 +159,8 @@ def get_dnfile_extractor(path: Path):
 
 @lru_cache(maxsize=1)
 def get_binja_extractor(path: Path):
-    from binaryninja import Settings, BinaryViewType
+    import binaryninja
+    from binaryninja import Settings
 
     import capa.features.extractors.binja.extractor
 
@@ -168,7 +169,7 @@ def get_binja_extractor(path: Path):
     if path.name.endswith("kernel32-64.dll_"):
         old_pdb = settings.get_bool("pdb.loadGlobalSymbols")
         settings.set_bool("pdb.loadGlobalSymbols", False)
-    bv = BinaryViewType.get_view_of_file(str(path))
+    bv = binaryninja.load(str(path))
     if path.name.endswith("kernel32-64.dll_"):
         settings.set_bool("pdb.loadGlobalSymbols", old_pdb)
 

From b3dccb3841400ea11907c23a6cb70734bb55f4a1 Mon Sep 17 00:00:00 2001
From: Xusheng <xusheng@vector35.com>
Date: Wed, 20 Sep 2023 20:57:19 +0800
Subject: [PATCH 070/135] binja: improve function call site detection

---
 CHANGELOG.md                               |  3 +++
 capa/features/extractors/binja/function.py | 20 +++++++++++++++++---
 2 files changed, 20 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8bfc635a..fc0d9a50 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,6 +15,9 @@
 
 ### Bug Fixes
 - ghidra: fix ints_to_bytes performance #1761 @mike-hunhoff
+- binja: improve function call site detection @xusheng6
+- binja: use binaryninja.load to open files @xusheng6
+- binja: bump binja version to 3.5 #1789 @xusheng6
 
 ### capa explorer IDA Pro plugin
 
diff --git a/capa/features/extractors/binja/function.py b/capa/features/extractors/binja/function.py
index a502a5f4..d2e67aa3 100644
--- a/capa/features/extractors/binja/function.py
+++ b/capa/features/extractors/binja/function.py
@@ -7,7 +7,7 @@
 # See the License for the specific language governing permissions and limitations under the License.
 from typing import Tuple, Iterator
 
-from binaryninja import Function, BinaryView, LowLevelILOperation
+from binaryninja import Function, BinaryView, RegisterValueType, LowLevelILOperation
 
 from capa.features.common import Feature, Characteristic
 from capa.features.address import Address, AbsoluteVirtualAddress
@@ -23,13 +23,27 @@ 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
-        if caller.llil is not None and caller.llil.operation in [
+        llil = caller.llil
+        if (llil is None) or llil.operation not in [
             LowLevelILOperation.LLIL_CALL,
             LowLevelILOperation.LLIL_CALL_STACK_ADJUST,
             LowLevelILOperation.LLIL_JUMP,
             LowLevelILOperation.LLIL_TAILCALL,
         ]:
-            yield Characteristic("calls to"), AbsoluteVirtualAddress(caller.address)
+            continue
+
+        if llil.dest.value.type not in [
+            RegisterValueType.ImportedAddressValue,
+            RegisterValueType.ConstantValue,
+            RegisterValueType.ConstantPointerValue,
+        ]:
+            continue
+
+        address = llil.dest.value.value
+        if address != func.start:
+            continue
+
+        yield Characteristic("calls to"), AbsoluteVirtualAddress(caller.address)
 
 
 def extract_function_loop(fh: FunctionHandle):

From d2d32f88effd494f1168199e1cad23d521d56d72 Mon Sep 17 00:00:00 2001
From: Xusheng <xusheng@vector35.com>
Date: Thu, 21 Sep 2023 15:32:55 +0800
Subject: [PATCH 071/135] binja: add support for forwarded exports

---
 CHANGELOG.md                              |  1 +
 capa/features/extractors/binja/file.py    | 20 +++++++++++++++++++-
 capa/features/extractors/binja/helpers.py | 20 +++++++++++++++++++-
 tests/test_binja_features.py              |  6 ------
 4 files changed, 39 insertions(+), 8 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc0d9a50..e5b1ddfb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,7 @@
 ### New Features
 - ghidra: add Ghidra feature extractor and supporting code #1770 @colton-gabertan
 - ghidra: add entry script helping users run capa against a loaded Ghidra database #1767 @mike-hunhoff
+- binja: add support for forwarded exports #1646 @xusheng6
 
 ### Breaking Changes
 
diff --git a/capa/features/extractors/binja/file.py b/capa/features/extractors/binja/file.py
index d46451e7..61d962d2 100644
--- a/capa/features/extractors/binja/file.py
+++ b/capa/features/extractors/binja/file.py
@@ -17,7 +17,7 @@ import capa.features.extractors.strings
 from capa.features.file import Export, Import, Section, FunctionName
 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 unmangle_c_name
+from capa.features.extractors.binja.helpers import read_c_string, unmangle_c_name
 
 
 def check_segment_for_pe(bv: BinaryView, seg: Segment) -> Iterator[Tuple[int, int]]:
@@ -82,6 +82,24 @@ def extract_file_export_names(bv: BinaryView) -> Iterator[Tuple[Feature, Address
             if name != unmangled_name:
                 yield Export(unmangled_name), AbsoluteVirtualAddress(sym.address)
 
+    for sym in bv.get_symbols_of_type(SymbolType.DataSymbol):
+        if sym.binding not in [SymbolBinding.GlobalBinding]:
+            continue
+
+        name = sym.short_name
+        if not name.startswith("__forwarder_name"):
+            continue
+
+        # Due to https://github.com/Vector35/binaryninja-api/issues/4641, in binja version 3.5, the symbol's name
+        # does not contain the DLL name. As a workaround, we read the C string at the symbol's address, which contains
+        # both the DLL name and the function name.
+        # Once the above issue is closed in the next binjs stable release, we can update the code here to use the
+        # symbol name directly.
+        name = read_c_string(bv, sym.address, 1024)
+        forwarded_name = capa.features.extractors.helpers.reformat_forwarded_export_name(name)
+        yield Export(forwarded_name), AbsoluteVirtualAddress(sym.address)
+        yield Characteristic("forwarded export"), AbsoluteVirtualAddress(sym.address)
+
 
 def extract_file_import_names(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
     """extract function imports
diff --git a/capa/features/extractors/binja/helpers.py b/capa/features/extractors/binja/helpers.py
index a96f64da..b19ffa9f 100644
--- a/capa/features/extractors/binja/helpers.py
+++ b/capa/features/extractors/binja/helpers.py
@@ -9,7 +9,7 @@ import re
 from typing import List, Callable
 from dataclasses import dataclass
 
-from binaryninja import LowLevelILInstruction
+from binaryninja import BinaryView, LowLevelILInstruction
 from binaryninja.architecture import InstructionTextToken
 
 
@@ -51,3 +51,21 @@ def unmangle_c_name(name: str) -> str:
             return match.group(1)
 
     return name
+
+
+def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
+    s = ""
+    count = 0
+    while count < max_len:
+        try:
+            c = bv.read(offset + count, 1)[0]
+        except Exception:
+            break
+
+        if c == 0:
+            break
+
+        s += chr(c)
+        count += 1
+
+    return s
diff --git a/tests/test_binja_features.py b/tests/test_binja_features.py
index fdb7ff88..a7e2332c 100644
--- a/tests/test_binja_features.py
+++ b/tests/test_binja_features.py
@@ -40,12 +40,6 @@ except ImportError:
     indirect=["sample", "scope"],
 )
 def test_binja_features(sample, scope, feature, expected):
-    if isinstance(feature, capa.features.file.Export) and "." in str(feature.value):
-        pytest.xfail("skip Binja unsupported forwarded export feature, see #1646")
-
-    if feature == capa.features.common.Characteristic("forwarded export"):
-        pytest.xfail("skip Binja unsupported forwarded export feature, see #1646")
-
     fixtures.do_test_feature_presence(fixtures.get_binja_extractor, sample, scope, feature, expected)
 
 

From 55af6f052f6ab9ffc73e4f67a837c2f0d68f077c Mon Sep 17 00:00:00 2001
From: Xusheng <xusheng@vector35.com>
Date: Thu, 21 Sep 2023 17:24:42 +0800
Subject: [PATCH 072/135] binja: add support for symtab names. Fix #1504

---
 CHANGELOG.md                               |  1 +
 capa/features/extractors/binja/file.py     | 20 +++++++-----
 capa/features/extractors/binja/function.py | 26 +++++++++++++--
 capa/features/extractors/binja/insn.py     | 38 ++++++++++++----------
 tests/test_binja_features.py               |  2 +-
 5 files changed, 58 insertions(+), 29 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc0d9a50..020ad343 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,7 @@
 ### New Features
 - ghidra: add Ghidra feature extractor and supporting code #1770 @colton-gabertan
 - ghidra: add entry script helping users run capa against a loaded Ghidra database #1767 @mike-hunhoff
+- binja: add support for symtab names #1504 @xusheng6
 
 ### Breaking Changes
 
diff --git a/capa/features/extractors/binja/file.py b/capa/features/extractors/binja/file.py
index d46451e7..034b1636 100644
--- a/capa/features/extractors/binja/file.py
+++ b/capa/features/extractors/binja/file.py
@@ -125,15 +125,17 @@ def extract_file_function_names(bv: BinaryView) -> Iterator[Tuple[Feature, Addre
     """
     for sym_name in bv.symbols:
         for sym in bv.symbols[sym_name]:
-            if sym.type == SymbolType.LibraryFunctionSymbol:
-                name = sym.short_name
-                yield FunctionName(name), sym.address
-                if name.startswith("_"):
-                    # some linkers may prefix linked routines with a `_` to avoid name collisions.
-                    # extract features for both the mangled and un-mangled representations.
-                    # e.g. `_fwrite` -> `fwrite`
-                    # see: https://stackoverflow.com/a/2628384/87207
-                    yield FunctionName(name[1:]), sym.address
+            if sym.type not in [SymbolType.LibraryFunctionSymbol, SymbolType.FunctionSymbol]:
+                continue
+
+            name = sym.short_name
+            yield FunctionName(name), sym.address
+            if name.startswith("_"):
+                # some linkers may prefix linked routines with a `_` to avoid name collisions.
+                # extract features for both the mangled and un-mangled representations.
+                # e.g. `_fwrite` -> `fwrite`
+                # see: https://stackoverflow.com/a/2628384/87207
+                yield FunctionName(name[1:]), sym.address
 
 
 def extract_file_format(bv: BinaryView) -> Iterator[Tuple[Feature, Address]]:
diff --git a/capa/features/extractors/binja/function.py b/capa/features/extractors/binja/function.py
index d2e67aa3..520de0b3 100644
--- a/capa/features/extractors/binja/function.py
+++ b/capa/features/extractors/binja/function.py
@@ -7,8 +7,9 @@
 # See the License for the specific language governing permissions and limitations under the License.
 from typing import Tuple, Iterator
 
-from binaryninja import Function, BinaryView, RegisterValueType, LowLevelILOperation
+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
@@ -73,10 +74,31 @@ def extract_recursive_call(fh: FunctionHandle):
             yield Characteristic("recursive call"), fh.address
 
 
+def extract_function_name(fh: FunctionHandle):
+    """extract function names (e.g., symtab names)"""
+    func: Function = fh.inner
+    bv: BinaryView = func.view
+    if bv is None:
+        return
+
+    for sym in bv.get_symbols(func.start):
+        if sym.type not in [SymbolType.LibraryFunctionSymbol, SymbolType.FunctionSymbol]:
+            continue
+
+        name = sym.short_name
+        yield FunctionName(name), sym.address
+        if name.startswith("_"):
+            # some linkers may prefix linked routines with a `_` to avoid name collisions.
+            # extract features for both the mangled and un-mangled representations.
+            # e.g. `_fwrite` -> `fwrite`
+            # see: https://stackoverflow.com/a/2628384/87207
+            yield FunctionName(name[1:]), sym.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)
+FUNCTION_HANDLERS = (extract_function_calls_to, extract_function_loop, extract_recursive_call, extract_function_name)
diff --git a/capa/features/extractors/binja/insn.py b/capa/features/extractors/binja/insn.py
index 3144fd15..f2b8fefc 100644
--- a/capa/features/extractors/binja/insn.py
+++ b/capa/features/extractors/binja/insn.py
@@ -94,28 +94,32 @@ def extract_insn_api_features(fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle)
                 candidate_addrs.append(stub_addr)
 
             for address in candidate_addrs:
-                sym = func.view.get_symbol_at(address)
-                if sym is None or sym.type not in [SymbolType.ImportAddressSymbol, SymbolType.ImportedFunctionSymbol]:
-                    continue
+                for sym in func.view.get_symbols(address):
+                    if sym is None or sym.type not in [
+                        SymbolType.ImportAddressSymbol,
+                        SymbolType.ImportedFunctionSymbol,
+                        SymbolType.FunctionSymbol,
+                    ]:
+                        continue
 
-                sym_name = sym.short_name
+                    sym_name = sym.short_name
 
-                lib_name = ""
-                import_lib = bv.lookup_imported_object_library(sym.address)
-                if import_lib is not None:
-                    lib_name = import_lib[0].name
-                    if lib_name.endswith(".dll"):
-                        lib_name = lib_name[:-4]
-                    elif lib_name.endswith(".so"):
-                        lib_name = lib_name[:-3]
+                    lib_name = ""
+                    import_lib = bv.lookup_imported_object_library(sym.address)
+                    if import_lib is not None:
+                        lib_name = import_lib[0].name
+                        if lib_name.endswith(".dll"):
+                            lib_name = lib_name[:-4]
+                        elif lib_name.endswith(".so"):
+                            lib_name = lib_name[:-3]
 
-                for name in capa.features.extractors.helpers.generate_symbols(lib_name, sym_name):
-                    yield API(name), ih.address
-
-                if sym_name.startswith("_"):
-                    for name in capa.features.extractors.helpers.generate_symbols(lib_name, sym_name[1:]):
+                    for name in capa.features.extractors.helpers.generate_symbols(lib_name, sym_name):
                         yield API(name), ih.address
 
+                    if sym_name.startswith("_"):
+                        for name in capa.features.extractors.helpers.generate_symbols(lib_name, sym_name[1:]):
+                            yield API(name), ih.address
+
 
 def extract_insn_number_features(
     fh: FunctionHandle, bbh: BBHandle, ih: InsnHandle
diff --git a/tests/test_binja_features.py b/tests/test_binja_features.py
index fdb7ff88..3d51886d 100644
--- a/tests/test_binja_features.py
+++ b/tests/test_binja_features.py
@@ -36,7 +36,7 @@ except ImportError:
 @pytest.mark.skipif(binja_present is False, reason="Skip binja tests if the binaryninja Python API is not installed")
 @fixtures.parametrize(
     "sample,scope,feature,expected",
-    fixtures.FEATURE_PRESENCE_TESTS,
+    fixtures.FEATURE_PRESENCE_TESTS + fixtures.FEATURE_SYMTAB_FUNC_TESTS,
     indirect=["sample", "scope"],
 )
 def test_binja_features(sample, scope, feature, expected):

From 79cef0e78365d71004a4bc0e692ce146af9ce793 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Fri, 22 Sep 2023 10:33:01 +0000
Subject: [PATCH 073/135] Sync capa-testfiles submodule

---
 tests/data | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/data b/tests/data
index 9fa44d4e..87bd888e 160000
--- a/tests/data
+++ b/tests/data
@@ -1 +1 @@
-Subproject commit 9fa44d4ebcfac59b272511deedeb7f0ad104108c
+Subproject commit 87bd888e1984a1e9f9ab8e63b8707794392f3156

From b0af78569cc27c1631ab319459071bf1825bf5c2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Sep 2023 14:16:40 +0000
Subject: [PATCH 074/135] build(deps-dev): bump ruff from 0.0.290 to 0.0.291

Bumps [ruff](https://github.com/astral-sh/ruff) from 0.0.290 to 0.0.291.
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/BREAKING_CHANGES.md)
- [Commits](https://github.com/astral-sh/ruff/compare/v0.0.290...v0.0.291)

---
updated-dependencies:
- dependency-name: ruff
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3fb6be34..fd89a03e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,7 +77,7 @@ dev = [
     "flake8-simplify==0.20.0",
     "flake8-use-pathlib==0.3.0",
     "flake8-copyright==0.2.4",
-    "ruff==0.0.290",
+    "ruff==0.0.291",
     "black==23.7.0",
     "isort==5.11.4",
     "mypy==1.5.1",

From 3dffa8145fb90acbbe9778f9c3655e262829bc23 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <wballenthin@google.com>
Date: Wed, 27 Sep 2023 08:47:52 +0200
Subject: [PATCH 075/135] Update capa/features/extractors/binja/helpers.py

---
 capa/features/extractors/binja/helpers.py | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/capa/features/extractors/binja/helpers.py b/capa/features/extractors/binja/helpers.py
index b19ffa9f..a0a04da6 100644
--- a/capa/features/extractors/binja/helpers.py
+++ b/capa/features/extractors/binja/helpers.py
@@ -54,9 +54,8 @@ def unmangle_c_name(name: str) -> str:
 
 
 def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
-    s = ""
-    count = 0
-    while count < max_len:
+    s = []
+    while len(s) < max_len:
         try:
             c = bv.read(offset + count, 1)[0]
         except Exception:
@@ -65,7 +64,6 @@ def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
         if c == 0:
             break
 
-        s += chr(c)
-        count += 1
+        s.append(chr(c))
 
-    return s
+    return "".join(s)

From c6c54c316f6a85db92ab312b29a8c5a20a294633 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 27 Sep 2023 06:50:58 +0000
Subject: [PATCH 076/135] build(deps-dev): bump pyinstaller from 5.10.1 to
 6.0.0

Bumps [pyinstaller](https://github.com/pyinstaller/pyinstaller) from 5.10.1 to 6.0.0.
- [Release notes](https://github.com/pyinstaller/pyinstaller/releases)
- [Changelog](https://github.com/pyinstaller/pyinstaller/blob/develop/doc/CHANGES.rst)
- [Commits](https://github.com/pyinstaller/pyinstaller/compare/v5.10.1...v6.0.0)

---
updated-dependencies:
- dependency-name: pyinstaller
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4f798eeb..18c00789 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -96,7 +96,7 @@ dev = [
     "types-protobuf==4.23.0.3",
 ]
 build = [
-    "pyinstaller==5.10.1",
+    "pyinstaller==6.0.0",
     "setuptools==68.0.0",
     "build==1.0.3"
 ]

From d8eebf524e9f12a24513024e59d54df8bd572a3b Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <wballenthin@google.com>
Date: Wed, 27 Sep 2023 08:51:12 +0200
Subject: [PATCH 077/135] Update capa/features/extractors/binja/helpers.py

---
 capa/features/extractors/binja/helpers.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/features/extractors/binja/helpers.py b/capa/features/extractors/binja/helpers.py
index a0a04da6..33117a19 100644
--- a/capa/features/extractors/binja/helpers.py
+++ b/capa/features/extractors/binja/helpers.py
@@ -57,7 +57,7 @@ def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
     s = []
     while len(s) < max_len:
         try:
-            c = bv.read(offset + count, 1)[0]
+            c = bv.read(offset + len(s), 1)[0]
         except Exception:
             break
 

From 321ef100c54c2994af1bfd1d1bc617e5f84da63c Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <wballenthin@google.com>
Date: Wed, 27 Sep 2023 08:56:42 +0200
Subject: [PATCH 078/135] Update capa/features/extractors/binja/helpers.py

---
 capa/features/extractors/binja/helpers.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/features/extractors/binja/helpers.py b/capa/features/extractors/binja/helpers.py
index 33117a19..0ce0f073 100644
--- a/capa/features/extractors/binja/helpers.py
+++ b/capa/features/extractors/binja/helpers.py
@@ -54,7 +54,7 @@ def unmangle_c_name(name: str) -> str:
 
 
 def read_c_string(bv: BinaryView, offset: int, max_len: int) -> str:
-    s = []
+    s: List[str] = []
     while len(s) < max_len:
         try:
             c = bv.read(offset + len(s), 1)[0]

From 9b5c906c2a0d5834a0acd0c04a83d21a2adcbd9d Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Wed, 27 Sep 2023 20:40:53 +0000
Subject: [PATCH 079/135] Sync capa rules submodule

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index b9c2bc12..2d615e23 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit b9c2bc120e21154fd7e3e1d8b7150f8de92b1a50
+Subproject commit 2d615e2386eec03572a238a1102b76bf616b8782

From 8ea7708a38e8868d7992005d1de59ac3c57b5039 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Oct 2023 14:42:16 +0000
Subject: [PATCH 080/135] build(deps-dev): bump wcwidth from 0.2.6 to 0.2.8

Bumps [wcwidth](https://github.com/jquast/wcwidth) from 0.2.6 to 0.2.8.
- [Release notes](https://github.com/jquast/wcwidth/releases)
- [Commits](https://github.com/jquast/wcwidth/compare/0.2.6...0.2.8)

---
updated-dependencies:
- dependency-name: wcwidth
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4f798eeb..37c11426 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ dependencies = [
     "tabulate==0.9.0",
     "colorama==0.4.6",
     "termcolor==2.3.0",
-    "wcwidth==0.2.6",
+    "wcwidth==0.2.8",
     "ida-settings==2.1.0",
     "viv-utils[flirt]==0.7.9",
     "halo==0.0.31",

From 0bdc727dce3be570dedcdb16f7ce9cc2d87ffbbe Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Oct 2023 14:42:28 +0000
Subject: [PATCH 081/135] build(deps-dev): bump black from 23.7.0 to 23.9.1

Bumps [black](https://github.com/psf/black) from 23.7.0 to 23.9.1.
- [Release notes](https://github.com/psf/black/releases)
- [Changelog](https://github.com/psf/black/blob/main/CHANGES.md)
- [Commits](https://github.com/psf/black/compare/23.7.0...23.9.1)

---
updated-dependencies:
- dependency-name: black
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4f798eeb..93df7fc3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,7 +78,7 @@ dev = [
     "flake8-use-pathlib==0.3.0",
     "flake8-copyright==0.2.4",
     "ruff==0.0.291",
-    "black==23.7.0",
+    "black==23.9.1",
     "isort==5.11.4",
     "mypy==1.5.1",
     "psutil==5.9.2",

From 0fbec49708a8642ba490c7f579726aee6aca8c76 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Oct 2023 14:42:40 +0000
Subject: [PATCH 082/135] build(deps-dev): bump flake8-bugbear from 23.7.10 to
 23.9.16

Bumps [flake8-bugbear](https://github.com/PyCQA/flake8-bugbear) from 23.7.10 to 23.9.16.
- [Release notes](https://github.com/PyCQA/flake8-bugbear/releases)
- [Commits](https://github.com/PyCQA/flake8-bugbear/compare/23.7.10...23.9.16)

---
updated-dependencies:
- dependency-name: flake8-bugbear
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4f798eeb..283fd6cc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -67,7 +67,7 @@ dev = [
     "pytest-instafail==0.5.0",
     "pytest-cov==4.1.0",
     "flake8==6.1.0",
-    "flake8-bugbear==23.7.10",
+    "flake8-bugbear==23.9.16",
     "flake8-encodings==0.5.0.post1",
     "flake8-comprehensions==3.14.0",
     "flake8-logging-format==0.9.0",

From 838205b37561379b679dd478302ddc620531f73e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Oct 2023 14:42:47 +0000
Subject: [PATCH 083/135] build(deps-dev): bump dnfile from 0.13.0 to 0.14.1

Bumps [dnfile](https://github.com/malwarefrank/dnfile) from 0.13.0 to 0.14.1.
- [Changelog](https://github.com/malwarefrank/dnfile/blob/master/HISTORY.rst)
- [Commits](https://github.com/malwarefrank/dnfile/compare/v0.13.0...v0.14.1)

---
updated-dependencies:
- dependency-name: dnfile
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4f798eeb..39ed4ef9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,7 +46,7 @@ dependencies = [
     "vivisect==1.1.1",
     "pefile==2023.2.7",
     "pyelftools==0.30",
-    "dnfile==0.13.0",
+    "dnfile==0.14.1",
     "dncil==1.0.2",
     "pydantic==2.1.1",
     "protobuf==4.23.4",

From b1175ab16a16a23c2aaead678c6df4dabe3aa4d7 Mon Sep 17 00:00:00 2001
From: Mike Hunhoff <mike.hunhoff@gmail.com>
Date: Tue, 3 Oct 2023 12:05:55 -0600
Subject: [PATCH 084/135] adding capa quickstart reference (#1802)

---
 doc/capa_quickstart.pdf | Bin 0 -> 208826 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 doc/capa_quickstart.pdf

diff --git a/doc/capa_quickstart.pdf b/doc/capa_quickstart.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dc9a5c6cac0fefd94574106bce1ddb6d4e50db9e
GIT binary patch
literal 208826
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z`nuM-AR7Zi0~-TNeFI7a`foN?KkW4lY(NwWW+uAyKzon{BO?b$)XK^TXdq;zZwrz)
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literal 0
HcmV?d00001


From 7d9ae57692db0dd0df998b38fac8a837e800a6a4 Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Wed, 4 Oct 2023 10:28:10 +0200
Subject: [PATCH 085/135] check for pid and ppid reuse

---
 capa/features/extractors/cape/file.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/capa/features/extractors/cape/file.py b/capa/features/extractors/cape/file.py
index 35757b3a..e2d40cba 100644
--- a/capa/features/extractors/cape/file.py
+++ b/capa/features/extractors/cape/file.py
@@ -23,10 +23,20 @@ def get_processes(report: CapeReport) -> Iterator[ProcessHandle]:
     """
     get all the created processes for a sample
     """
+    seen_processes = {}
     for process in report.behavior.processes:
         addr = ProcessAddress(pid=process.process_id, ppid=process.parent_id)
         yield ProcessHandle(address=addr, inner=process)
 
+        # check for pid and ppid reuse
+        if addr not in seen_processes:
+            seen_processes[addr] = [process]
+        else:
+            logger.warning(
+                f"pid and ppid reuse detected between process {process} and process{'es' if len(seen_processes[addr]) > 1 else ''}: {seen_processes[addr]}"
+            )
+            seen_processes[addr].append(process)
+
 
 def extract_import_names(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
     """

From 35f64f37bb303a7870baf46ba87b0363986935fb Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Wed, 4 Oct 2023 10:36:08 +0200
Subject: [PATCH 086/135] cape/global_.py: throw exceptions for unrecognized
 OSes, formats, and architectures

---
 capa/features/extractors/cape/global_.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/capa/features/extractors/cape/global_.py b/capa/features/extractors/cape/global_.py
index 81ed601b..83cb6272 100644
--- a/capa/features/extractors/cape/global_.py
+++ b/capa/features/extractors/cape/global_.py
@@ -37,7 +37,9 @@ def extract_arch(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
         yield Arch(ARCH_AMD64), NO_ADDRESS
     else:
         logger.warning("unrecognized Architecture: %s", report.target.file.type)
-        yield Arch(ARCH_ANY), NO_ADDRESS
+        raise ValueError(
+            f"unrecognized Architecture from the CAPE report; output of file command: {report.target.file.type}"
+        )
 
 
 def extract_format(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
@@ -47,7 +49,9 @@ def extract_format(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
         yield Format(FORMAT_ELF), NO_ADDRESS
     else:
         logger.warning("unknown file format, file command output: %s", report.target.file.type)
-        yield Format(FORMAT_UNKNOWN), NO_ADDRESS
+        raise ValueError(
+            "unrecognized file format from the CAPE report; output of file command: {report.target.file.type}"
+        )
 
 
 def extract_os(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
@@ -69,8 +73,9 @@ def extract_os(report: CapeReport) -> Iterator[Tuple[Feature, Address]]:
         elif "kNetBSD" in file_output:
             yield OS("netbsd"), NO_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)
-            yield OS(OS_ANY), NO_ADDRESS
+            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)

From 28a722d4c338f6372550bf418902e240c1bb302d Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Wed, 4 Oct 2023 10:51:02 +0200
Subject: [PATCH 087/135] scripts/profile_time.py: revert restriction that
 frozen extractors can only be static ones

---
 scripts/profile-time.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/scripts/profile-time.py b/scripts/profile-time.py
index cb2d9368..cd4283f7 100644
--- a/scripts/profile-time.py
+++ b/scripts/profile-time.py
@@ -105,8 +105,7 @@ def main(argv=None):
     if (args.format == "freeze") or (
         args.format == capa.features.common.FORMAT_AUTO and capa.features.freeze.is_freeze(taste)
     ):
-        extractor: FeatureExtractor = capa.features.freeze.load(Path(args.sample).read_bytes())
-        assert isinstance(extractor, StaticFeatureExtractor)
+        extractor = capa.features.freeze.load(Path(args.sample).read_bytes())
     else:
         extractor = capa.main.get_extractor(
             args.sample, args.format, args.os, capa.main.BACKEND_VIV, sig_paths, should_save_workspace=False

From 8b287c1704742241b98e3ec6c79dfc2b9127f340 Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Wed, 4 Oct 2023 10:51:53 +0200
Subject: [PATCH 088/135] scripts/profile_time.py: revert restriction that
 sample extractors can only be static ones

---
 scripts/profile-time.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/scripts/profile-time.py b/scripts/profile-time.py
index cd4283f7..db9a99fe 100644
--- a/scripts/profile-time.py
+++ b/scripts/profile-time.py
@@ -111,7 +111,6 @@ def main(argv=None):
             args.sample, args.format, args.os, capa.main.BACKEND_VIV, sig_paths, should_save_workspace=False
         )
 
-    assert isinstance(extractor, StaticFeatureExtractor)
     with tqdm.tqdm(total=args.number * args.repeat, leave=False) as pbar:
 
         def do_iteration():

From 5f7b4fbf7471aacc19bdcc8e04ec3277b9fa91d8 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Fri, 6 Oct 2023 15:20:18 +0000
Subject: [PATCH 089/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2214d323..6299524d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,9 +10,10 @@
 
 ### Breaking Changes
 
-### New Rules (1)
+### New Rules (2)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
+- host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index b6091513..cb0ae7c3 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-832-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-833-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index 2d615e23..e0a4ef21 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 2d615e2386eec03572a238a1102b76bf616b8782
+Subproject commit e0a4ef2163abca774786ea0818cb1bae0220f4c8

From 3dd051582af87e191e14103139ff9174311129ca Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 9 Oct 2023 16:01:44 +0000
Subject: [PATCH 090/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6299524d..e19cf362 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,10 +10,11 @@
 
 ### Breaking Changes
 
-### New Rules (2)
+### New Rules (3)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
+- nursery/capture-process-snapshot-data @mr-tz
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index cb0ae7c3..27be3b41 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-833-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-834-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index e0a4ef21..ff0f440a 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit e0a4ef2163abca774786ea0818cb1bae0220f4c8
+Subproject commit ff0f440ae6fd588a3517061dd813133e657e8093

From b315aacd73e03e383fb9f13e43956ea4b1651e62 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 9 Oct 2023 16:22:26 +0000
Subject: [PATCH 091/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e19cf362..7f03fb03 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,11 +10,12 @@
 
 ### Breaking Changes
 
-### New Rules (3)
+### New Rules (4)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
 - nursery/capture-process-snapshot-data @mr-tz
+- collection/network/capture-packets-using-sharppcap jakub.jozwiak@mandiant.com
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index 27be3b41..a17b8d36 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-834-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-835-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index ff0f440a..a1e83cf1 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit ff0f440ae6fd588a3517061dd813133e657e8093
+Subproject commit a1e83cf1476199653650e1ca38f14bcce5aeb2c6

From a0a2b07b85c891ee1110f1cfdb4a4c5d0c8b2c62 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 9 Oct 2023 16:35:56 +0000
Subject: [PATCH 092/135] Sync capa rules submodule

---
 CHANGELOG.md | 9 ++++++++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7f03fb03..3153201e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,12 +10,19 @@
 
 ### Breaking Changes
 
-### New Rules (4)
+### New Rules (11)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
 - nursery/capture-process-snapshot-data @mr-tz
 - collection/network/capture-packets-using-sharppcap jakub.jozwiak@mandiant.com
+- nursery/communicate-with-kernel-module-via-netlink-socket-on-linux michael.hunhoff@mandiant.com
+- nursery/get-current-pid-on-linux michael.hunhoff@mandiant.com
+- nursery/get-file-system-information-on-linux michael.hunhoff@mandiant.com
+- nursery/get-password-database-entry-on-linux michael.hunhoff@mandiant.com
+- nursery/mark-thread-detached-on-linux michael.hunhoff@mandiant.com
+- nursery/persist-via-gnome-autostart-on-linux michael.hunhoff@mandiant.com
+- nursery/set-thread-name-on-linux michael.hunhoff@mandiant.com
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index a17b8d36..c49bcf73 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-835-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-843-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index a1e83cf1..26180485 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit a1e83cf1476199653650e1ca38f14bcce5aeb2c6
+Subproject commit 26180485da8786ad683c89608d1d9b2ffb0e526e

From fa1371cfa896f59d16e8b0c639d9894457bf5792 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 9 Oct 2023 18:00:29 +0000
Subject: [PATCH 093/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3153201e..58fd1996 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,7 @@
 
 ### Breaking Changes
 
-### New Rules (11)
+### New Rules (12)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
@@ -23,6 +23,7 @@
 - nursery/mark-thread-detached-on-linux michael.hunhoff@mandiant.com
 - nursery/persist-via-gnome-autostart-on-linux michael.hunhoff@mandiant.com
 - nursery/set-thread-name-on-linux michael.hunhoff@mandiant.com
+- load-code/dotnet/load-windows-common-language-runtime michael.hunhoff@mandiant.com blas.kojusner@mandiant.com jakub.jozwiak@mandiant.com
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index c49bcf73..06244b60 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-843-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-842-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index 26180485..8e2e86b5 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 26180485da8786ad683c89608d1d9b2ffb0e526e
+Subproject commit 8e2e86b54ffc780bd2d605533891455e8cb9cad5

From 174c8121cabdaf9e1f9ade7747e49bb71a4e9935 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 9 Oct 2023 18:01:23 +0000
Subject: [PATCH 094/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 58fd1996..686c1cbe 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,7 @@
 
 ### Breaking Changes
 
-### New Rules (12)
+### New Rules (13)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
@@ -24,6 +24,7 @@
 - nursery/persist-via-gnome-autostart-on-linux michael.hunhoff@mandiant.com
 - nursery/set-thread-name-on-linux michael.hunhoff@mandiant.com
 - load-code/dotnet/load-windows-common-language-runtime michael.hunhoff@mandiant.com blas.kojusner@mandiant.com jakub.jozwiak@mandiant.com
+- nursery/log-keystrokes-via-input-method-manager @mr-tz
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index 06244b60..c49bcf73 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-842-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-843-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index 8e2e86b5..5e1ae794 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 8e2e86b54ffc780bd2d605533891455e8cb9cad5
+Subproject commit 5e1ae7943d69793619344cb4f4b6507e4cb71629

From 4430fce314754bdae43962662a12ce68519d8c02 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 9 Oct 2023 18:13:48 +0000
Subject: [PATCH 095/135] Sync capa rules submodule

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index 5e1ae794..e4546990 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 5e1ae7943d69793619344cb4f4b6507e4cb71629
+Subproject commit e4546990828f5425d0e430cc02f70897f16bfb82

From 8a0628f357f2df72b0b9c0a0b29a4eea5bbf1f2c Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 10 Oct 2023 04:16:38 +0530
Subject: [PATCH 096/135] Update CHANGELOG.md

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ff588bc1..7c329868 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - ghidra: add entry script helping users run capa against a loaded Ghidra database #1767 @mike-hunhoff
 - binja: add support for forwarded exports #1646 @xusheng6
 - binja: add support for symtab names #1504 @xusheng6
+- add com class/interface features #322 @Aayush-goel-04
 
 ### Breaking Changes
 
@@ -54,7 +55,6 @@ Speaking of new rules, we have eight additions, coming from Ronnie, Jakub, Morit
 - ELF: implement import and export name extractor #1607 #1608 @Aayush-Goel-04
 - bump pydantic from 1.10.9 to 2.1.1 #1582 @Aayush-Goel-04
 - develop script to highlight features not used during matching #331 @Aayush-Goel-04
-- add com class/interface features #322 @Aayush-goel-04
 
 ### New Rules (8)
 

From 248a51c15f4cf4b94945f07ccd3914723a985ef7 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Tue, 10 Oct 2023 09:55:31 +0000
Subject: [PATCH 097/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 686c1cbe..f198514b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,7 @@
 
 ### Breaking Changes
 
-### New Rules (13)
+### New Rules (14)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
@@ -25,6 +25,7 @@
 - nursery/set-thread-name-on-linux michael.hunhoff@mandiant.com
 - load-code/dotnet/load-windows-common-language-runtime michael.hunhoff@mandiant.com blas.kojusner@mandiant.com jakub.jozwiak@mandiant.com
 - nursery/log-keystrokes-via-input-method-manager @mr-tz
+- nursery/encrypt-data-using-rc4-via-systemfunction032 richard.weiss@mandiant.com
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index c49bcf73..00230c51 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-843-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-844-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index e4546990..5f579460 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit e4546990828f5425d0e430cc02f70897f16bfb82
+Subproject commit 5f579460f5e1dcfac1b0950e31ec02e4d4fa2904

From 5d66a389d3dfa36a79f13012e43e134832fdc652 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Tue, 10 Oct 2023 10:09:36 +0000
Subject: [PATCH 098/135] Sync capa rules submodule

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index 5f579460..330d0f96 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 5f579460f5e1dcfac1b0950e31ec02e4d4fa2904
+Subproject commit 330d0f9612d3c0baea44c549288d020bb7f177d1

From bc165331db454c69bb58d310ca344a76b510a4c7 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 10 Oct 2023 17:56:18 +0530
Subject: [PATCH 099/135] Update __init__.py

---
 capa/rules/__init__.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 46176fdc..1bc28eb7 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -209,6 +209,7 @@ def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
 
     CD = Path(__file__).resolve().parent.parent.parent
     com_db_path = CD / VALID_COM_TYPES[com_type]["db_path"]
+    logger.error(f"Path {CD} and  {com_db_path} exits")
     if not com_db_path.exists():
         logger.error("Using COM %s database '%s', but it doesn't exist", com_type, com_db_path)
         raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")

From 23ecb248a5390a30f33a0a294fcc28835f3d5347 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 10 Oct 2023 18:08:07 +0530
Subject: [PATCH 100/135] Update __init__.py

---
 capa/rules/__init__.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 1bc28eb7..46176fdc 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -209,7 +209,6 @@ def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
 
     CD = Path(__file__).resolve().parent.parent.parent
     com_db_path = CD / VALID_COM_TYPES[com_type]["db_path"]
-    logger.error(f"Path {CD} and  {com_db_path} exits")
     if not com_db_path.exists():
         logger.error("Using COM %s database '%s', but it doesn't exist", com_type, com_db_path)
         raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")

From cd268d6327f59c682ccc9bddd5627c3860b45c77 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Tue, 10 Oct 2023 13:34:52 +0000
Subject: [PATCH 101/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f198514b..4e24c706 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,7 @@
 
 ### Breaking Changes
 
-### New Rules (14)
+### New Rules (15)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
@@ -26,6 +26,7 @@
 - load-code/dotnet/load-windows-common-language-runtime michael.hunhoff@mandiant.com blas.kojusner@mandiant.com jakub.jozwiak@mandiant.com
 - nursery/log-keystrokes-via-input-method-manager @mr-tz
 - nursery/encrypt-data-using-rc4-via-systemfunction032 richard.weiss@mandiant.com
+- nursery/add-value-to-global-atom-table @mr-tz
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index 00230c51..0c5c9a30 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-844-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-845-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index 330d0f96..54e3a1d3 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 330d0f9612d3c0baea44c549288d020bb7f177d1
+Subproject commit 54e3a1d3dd80ebe184dc06779879996e62f065ba

From 953b2e82d21d6b99067f7d077ac3a1885431575a Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Wed, 11 Oct 2023 11:52:16 +0200
Subject: [PATCH 102/135] rendering: several fixes and added types/classes

---
 capa/features/extractors/cape/global_.py |  2 --
 capa/main.py                             |  7 +++----
 capa/render/result_document.py           | 10 ++++++++++
 capa/render/verbose.py                   | 15 +++++++--------
 scripts/profile-time.py                  |  1 -
 tests/test_dynamic_freeze.py             |  0
 6 files changed, 20 insertions(+), 15 deletions(-)
 create mode 100644 tests/test_dynamic_freeze.py

diff --git a/capa/features/extractors/cape/global_.py b/capa/features/extractors/cape/global_.py
index 83cb6272..62eeff20 100644
--- a/capa/features/extractors/cape/global_.py
+++ b/capa/features/extractors/cape/global_.py
@@ -12,14 +12,12 @@ from typing import Tuple, Iterator
 from capa.features.common import (
     OS,
     OS_ANY,
-    ARCH_ANY,
     OS_LINUX,
     ARCH_I386,
     FORMAT_PE,
     ARCH_AMD64,
     FORMAT_ELF,
     OS_WINDOWS,
-    FORMAT_UNKNOWN,
     Arch,
     Format,
     Feature,
diff --git a/capa/main.py b/capa/main.py
index fe6f78b2..3a753cf8 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1007,13 +1007,13 @@ def collect_metadata(
     os_ = get_os(sample_path) if os_ == OS_AUTO else os_
 
     if isinstance(extractor, StaticFeatureExtractor):
-        flavor = rdoc.Flavor.STATIC
+        meta_class: type = rdoc.StaticMetadata
     elif isinstance(extractor, DynamicFeatureExtractor):
-        flavor = rdoc.Flavor.DYNAMIC
+        meta_class = rdoc.DynamicMetadata
     else:
         assert_never(extractor)
 
-    return rdoc.Metadata(
+    return meta_class(
         timestamp=datetime.datetime.now(),
         version=capa.version.__version__,
         argv=tuple(argv) if argv else None,
@@ -1023,7 +1023,6 @@ def collect_metadata(
             sha256=sha256,
             path=Path(sample_path).resolve().as_posix(),
         ),
-        flavor=flavor,
         analysis=get_sample_analysis(
             format_,
             arch,
diff --git a/capa/render/result_document.py b/capa/render/result_document.py
index 87790e53..11066d0b 100644
--- a/capa/render/result_document.py
+++ b/capa/render/result_document.py
@@ -136,6 +136,16 @@ class Metadata(Model):
     analysis: Analysis
 
 
+class StaticMetadata(Metadata):
+    flavor: Flavor = Flavor.STATIC
+    analysis: StaticAnalysis
+
+
+class DynamicMetadata(Metadata):
+    flavor: Flavor = Flavor.DYNAMIC
+    analysis: DynamicAnalysis
+
+
 class CompoundStatementType:
     AND = "and"
     OR = "or"
diff --git a/capa/render/verbose.py b/capa/render/verbose.py
index ae353855..f8aa95b2 100644
--- a/capa/render/verbose.py
+++ b/capa/render/verbose.py
@@ -23,6 +23,7 @@ Unless required by applicable law or agreed to in writing, software distributed
 See the License for the specific language governing permissions and limitations under the License.
 """
 import enum
+from typing import cast
 
 import tabulate
 
@@ -75,7 +76,7 @@ def format_address(address: frz.Address) -> str:
         raise ValueError("unexpected address type")
 
 
-def render_static_meta(ostream, meta: rd.Metadata):
+def render_static_meta(ostream, meta: rd.StaticMetadata):
     """
     like:
 
@@ -96,7 +97,6 @@ def render_static_meta(ostream, meta: rd.Metadata):
         total feature count  1918
     """
 
-    assert isinstance(meta.analysis, rd.StaticAnalysis)
     rows = [
         ("md5", meta.sample.md5),
         ("sha1", meta.sample.sha1),
@@ -122,7 +122,7 @@ def render_static_meta(ostream, meta: rd.Metadata):
     ostream.writeln(tabulate.tabulate(rows, tablefmt="plain"))
 
 
-def render_dynamic_meta(ostream, meta: rd.Metadata):
+def render_dynamic_meta(ostream, meta: rd.DynamicMetadata):
     """
     like:
 
@@ -141,7 +141,6 @@ def render_dynamic_meta(ostream, meta: rd.Metadata):
         total feature count  1918
     """
 
-    assert isinstance(meta.analysis, rd.DynamicAnalysis)
     rows = [
         ("md5", meta.sample.md5),
         ("sha1", meta.sample.sha1),
@@ -166,10 +165,10 @@ def render_dynamic_meta(ostream, meta: rd.Metadata):
 
 
 def render_meta(osstream, doc: rd.ResultDocument):
-    if isinstance(doc.meta.analysis, rd.StaticAnalysis):
-        render_static_meta(osstream, doc.meta)
-    elif isinstance(doc.meta.analysis, rd.DynamicAnalysis):
-        render_dynamic_meta(osstream, doc.meta)
+    if doc.meta.flavor is rd.Flavor.STATIC:
+        render_static_meta(osstream, cast(rd.StaticMetadata, doc.meta))
+    elif doc.meta.flavor is rd.Flavor.DYNAMIC:
+        render_dynamic_meta(osstream, cast(rd.DynamicMetadata, doc.meta))
     else:
         raise ValueError("invalid meta analysis")
 
diff --git a/scripts/profile-time.py b/scripts/profile-time.py
index db9a99fe..9acd60ff 100644
--- a/scripts/profile-time.py
+++ b/scripts/profile-time.py
@@ -54,7 +54,6 @@ import capa.helpers
 import capa.features
 import capa.features.common
 import capa.features.freeze
-from capa.features.extractors.base_extractor import FeatureExtractor, StaticFeatureExtractor
 
 logger = logging.getLogger("capa.profile")
 
diff --git a/tests/test_dynamic_freeze.py b/tests/test_dynamic_freeze.py
new file mode 100644
index 00000000..e69de29b

From 559f2fd162fee9a0e287ca47bfbc2971cbb76a3a Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Wed, 11 Oct 2023 11:56:49 +0200
Subject: [PATCH 103/135] cape/file.py: flake8 fixes

---
 capa/features/extractors/cape/file.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/capa/features/extractors/cape/file.py b/capa/features/extractors/cape/file.py
index e2d40cba..4f78ffa9 100644
--- a/capa/features/extractors/cape/file.py
+++ b/capa/features/extractors/cape/file.py
@@ -33,7 +33,9 @@ def get_processes(report: CapeReport) -> Iterator[ProcessHandle]:
             seen_processes[addr] = [process]
         else:
             logger.warning(
-                f"pid and ppid reuse detected between process {process} and process{'es' if len(seen_processes[addr]) > 1 else ''}: {seen_processes[addr]}"
+                "pid and ppid reuse detected between process " + process + " and process" + "es"
+                if len(seen_processes[addr]) > 1
+                else "" + ": " + seen_processes[addr]
             )
             seen_processes[addr].append(process)
 

From f85ea915bfd3d41f2afecb1c3a39f7d1edc96850 Mon Sep 17 00:00:00 2001
From: Moritz <mr-tz@users.noreply.github.com>
Date: Wed, 11 Oct 2023 12:29:18 +0200
Subject: [PATCH 104/135] Update pyinstaller.spec

---
 .github/pyinstaller/pyinstaller.spec | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/pyinstaller/pyinstaller.spec b/.github/pyinstaller/pyinstaller.spec
index 7d90e966..f103ba16 100644
--- a/.github/pyinstaller/pyinstaller.spec
+++ b/.github/pyinstaller/pyinstaller.spec
@@ -79,7 +79,7 @@ exe = EXE(
     name="capa",
     icon="logo.ico",
     debug=False,
-    strip=None,
+    strip=False,
     upx=True,
     console=True,
 )

From 40ba6679f0851ff8d36c7a08b56cb829775bef77 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Wed, 11 Oct 2023 14:36:05 +0000
Subject: [PATCH 105/135] Sync capa-testfiles submodule

---
 tests/data | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/data b/tests/data
index 87bd888e..d5a4ab13 160000
--- a/tests/data
+++ b/tests/data
@@ -1 +1 @@
-Subproject commit 87bd888e1984a1e9f9ab8e63b8707794392f3156
+Subproject commit d5a4ab13cc448945318b08fb4dbb8ad697affe07

From 77de088ac90d97d736091c43474eb2cf41711a3d Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Thu, 12 Oct 2023 09:01:30 +0000
Subject: [PATCH 106/135] Sync capa rules submodule

---
 CHANGELOG.md | 3 ++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4e24c706..c28d9f9e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,7 @@
 
 ### Breaking Changes
 
-### New Rules (15)
+### New Rules (16)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
@@ -27,6 +27,7 @@
 - nursery/log-keystrokes-via-input-method-manager @mr-tz
 - nursery/encrypt-data-using-rc4-via-systemfunction032 richard.weiss@mandiant.com
 - nursery/add-value-to-global-atom-table @mr-tz
+- nursery/enumerate-processes-that-use-resource @Ana06
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index 0c5c9a30..aa1306ce 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-845-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-846-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index 54e3a1d3..c67c2ffd 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 54e3a1d3dd80ebe184dc06779879996e62f065ba
+Subproject commit c67c2ffda2b24ea5f343f953763719ff79bdc45e

From d1b7afbe131ad2b5d15e33dd14d604fbd6bdaa27 Mon Sep 17 00:00:00 2001
From: Yacine <16624109+yelhamer@users.noreply.github.com>
Date: Sat, 14 Oct 2023 09:36:55 +0200
Subject: [PATCH 107/135] Update capa/render/verbose.py

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 capa/render/verbose.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/capa/render/verbose.py b/capa/render/verbose.py
index f8aa95b2..63b9b845 100644
--- a/capa/render/verbose.py
+++ b/capa/render/verbose.py
@@ -62,10 +62,12 @@ def format_address(address: frz.Address) -> str:
         assert isinstance(pid, int)
         return f"process ppid: {ppid}, process pid: {pid}"
     elif address.type == frz.AddressType.THREAD:
-        assert isinstance(address.value, int)
-        tid = address.value
+        assert isinstance(address.value, tuple)
+        ppid, pid, tid = address.value
+        assert isinstance(ppid, int)
+        assert isinstance(pid, int)
         assert isinstance(tid, int)
-        return f"thread id: {tid}"
+        return f"process ppid: {ppid}, process pid: {pid}, thread id: {tid}"
     elif address.type == frz.AddressType.CALL:
         assert isinstance(address.value, tuple)
         ppid, pid, tid, id_ = address.value

From ffe6ab68428ce89d07dfbbe11509fb21e18befaa Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Mon, 16 Oct 2023 12:04:38 +0200
Subject: [PATCH 108/135] main.py: load signatures only for the static context

---
 capa/main.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/capa/main.py b/capa/main.py
index 3a753cf8..4041cbe8 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -80,6 +80,7 @@ from capa.features.common import (
     FORMAT_DOTNET,
     FORMAT_FREEZE,
     FORMAT_RESULT,
+    DYNAMIC_FORMATS,
 )
 from capa.features.address import NO_ADDRESS, Address
 from capa.features.extractors.base_extractor import (
@@ -1350,6 +1351,8 @@ def handle_common_args(args):
 
         args.rules = rules_paths
 
+
+def handle_signatures_arg(args):
     if hasattr(args, "signatures"):
         if args.signatures == SIGNATURES_PATH_DEFAULT_STRING:
             logger.debug("-" * 80)
@@ -1544,6 +1547,9 @@ def main(argv: Optional[List[str]] = None):
             # and use those for extracting.
 
             try:
+                if format_ not in DYNAMIC_FORMATS:
+                    # signatures are loaded only for static anaylsis
+                    handle_signatures_arg(args)
                 if format_ == FORMAT_PE:
                     sig_paths = get_signatures(args.signatures)
                 else:

From 9a66c265db5646b83bfc6fcaf9f5f57f71b56efa Mon Sep 17 00:00:00 2001
From: Yacine Elhamer <elhamer.yacine@gmail.com>
Date: Mon, 16 Oct 2023 12:11:07 +0200
Subject: [PATCH 109/135] cape/file.py: fix flake8 issue of using '+' for
 logging

---
 capa/features/extractors/cape/file.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/capa/features/extractors/cape/file.py b/capa/features/extractors/cape/file.py
index 4f78ffa9..66ec8c4f 100644
--- a/capa/features/extractors/cape/file.py
+++ b/capa/features/extractors/cape/file.py
@@ -33,9 +33,10 @@ def get_processes(report: CapeReport) -> Iterator[ProcessHandle]:
             seen_processes[addr] = [process]
         else:
             logger.warning(
-                "pid and ppid reuse detected between process " + process + " and process" + "es"
-                if len(seen_processes[addr]) > 1
-                else "" + ": " + seen_processes[addr]
+                "pid and ppid reuse detected between process %s and process%s: %s",
+                process,
+                "es" if len(seen_processes[addr]) > 1 else "",
+                seen_processes[addr],
             )
             seen_processes[addr].append(process)
 

From db32d9048023612fdb2618b483fea0fb55b7740c Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Mon, 16 Oct 2023 16:35:30 +0530
Subject: [PATCH 110/135] tests updated

---
 .github/pyinstaller/pyinstaller.spec | 1 +
 tests/test_rules.py                  | 3 +--
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/pyinstaller/pyinstaller.spec b/.github/pyinstaller/pyinstaller.spec
index 7d90e966..da3943be 100644
--- a/.github/pyinstaller/pyinstaller.spec
+++ b/.github/pyinstaller/pyinstaller.spec
@@ -17,6 +17,7 @@ a = Analysis(
         # when invoking pyinstaller from the project root,
         # this gets invoked from the directory of the spec file,
         # i.e. ./.github/pyinstaller
+        ("../../assets", "assets"),
         ("../../rules", "rules"),
         ("../../sigs", "sigs"),
         ("../../cache", "cache"),
diff --git a/tests/test_rules.py b/tests/test_rules.py
index 965c7093..a8f3f8e3 100644
--- a/tests/test_rules.py
+++ b/tests/test_rules.py
@@ -1026,8 +1026,7 @@ def test_translate_com_features():
         capa.features.common.Bytes(b"[\x94\x18\xe0\x86\xaa\x08@\x9b\xd4gw\xa1\xe4\x0c\x11", f"IID_{com_name} as bytes"),
         capa.features.common.StringFactory("e018945b-aa86-4008-9bd4-6777a1e40c11", f"IID_{com_name} as GUID string"),
     ]
-    for child in r.statement.get_children():
-        assert child in com_features
+    assert set(com_features) == set(r.statement.get_children())
 
 
 def test_invalid_com_features():

From 6ecc9b77b97e1187fbd5288a36669d0665bffc0b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Oct 2023 14:17:01 +0000
Subject: [PATCH 111/135] build(deps-dev): bump mypy from 1.5.1 to 1.6.0

Bumps [mypy](https://github.com/python/mypy) from 1.5.1 to 1.6.0.
- [Commits](https://github.com/python/mypy/compare/v1.5.1...v1.6.0)

---
updated-dependencies:
- dependency-name: mypy
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index f52be329..105ea7e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,7 +80,7 @@ dev = [
     "ruff==0.0.291",
     "black==23.9.1",
     "isort==5.11.4",
-    "mypy==1.5.1",
+    "mypy==1.6.0",
     "psutil==5.9.2",
     "stix2==3.0.1",
     "requests==2.31.0",

From 599c115767138afb250e45234e9c25e335b3a5ae Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Oct 2023 14:17:36 +0000
Subject: [PATCH 112/135] build(deps-dev): bump pyinstaller from 6.0.0 to 6.1.0

Bumps [pyinstaller](https://github.com/pyinstaller/pyinstaller) from 6.0.0 to 6.1.0.
- [Release notes](https://github.com/pyinstaller/pyinstaller/releases)
- [Changelog](https://github.com/pyinstaller/pyinstaller/blob/develop/doc/CHANGES.rst)
- [Commits](https://github.com/pyinstaller/pyinstaller/compare/v6.0.0...v6.1.0)

---
updated-dependencies:
- dependency-name: pyinstaller
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index f52be329..8c2e1683 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -96,7 +96,7 @@ dev = [
     "types-protobuf==4.23.0.3",
 ]
 build = [
-    "pyinstaller==6.0.0",
+    "pyinstaller==6.1.0",
     "setuptools==68.0.0",
     "build==1.0.3"
 ]

From 44f156925a731465de2bd307bd1c3567e892cda7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Oct 2023 14:17:47 +0000
Subject: [PATCH 113/135] build(deps-dev): bump flake8-simplify from 0.20.0 to
 0.21.0

Bumps [flake8-simplify](https://github.com/MartinThoma/flake8-simplify) from 0.20.0 to 0.21.0.
- [Release notes](https://github.com/MartinThoma/flake8-simplify/releases)
- [Changelog](https://github.com/MartinThoma/flake8-simplify/blob/main/CHANGELOG.md)
- [Commits](https://github.com/MartinThoma/flake8-simplify/commits/0.21.0)

---
updated-dependencies:
- dependency-name: flake8-simplify
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index f52be329..5600ed3d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -74,7 +74,7 @@ dev = [
     "flake8-no-implicit-concat==0.3.4",
     "flake8-print==5.0.0",
     "flake8-todos==0.3.0",
-    "flake8-simplify==0.20.0",
+    "flake8-simplify==0.21.0",
     "flake8-use-pathlib==0.3.0",
     "flake8-copyright==0.2.4",
     "ruff==0.0.291",

From d99b454c0ef2c8f40c3b84076d5957a32e77af7b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Oct 2023 14:18:11 +0000
Subject: [PATCH 114/135] build(deps-dev): bump pre-commit from 3.4.0 to 3.5.0

Bumps [pre-commit](https://github.com/pre-commit/pre-commit) from 3.4.0 to 3.5.0.
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v3.4.0...v3.5.0)

---
updated-dependencies:
- dependency-name: pre-commit
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index f52be329..62e1ccc0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ packages = ["capa"]
 
 [project.optional-dependencies]
 dev = [
-    "pre-commit==3.4.0",
+    "pre-commit==3.5.0",
     "pytest==7.4.2",
     "pytest-sugar==0.9.7",
     "pytest-instafail==0.5.0",

From de0c35b6ad1f177e4e92b84e9b25faf17278a3d5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Oct 2023 14:18:33 +0000
Subject: [PATCH 115/135] build(deps-dev): bump ruamel-yaml from 0.17.32 to
 0.17.35

Bumps [ruamel-yaml](https://sourceforge.net/p/ruamel-yaml/code/ci/default/tree) from 0.17.32 to 0.17.35.

---
updated-dependencies:
- dependency-name: ruamel-yaml
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index f52be329..a8c411c2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,7 +42,7 @@ dependencies = [
     "viv-utils[flirt]==0.7.9",
     "halo==0.0.31",
     "networkx==3.1",
-    "ruamel.yaml==0.17.32",
+    "ruamel.yaml==0.17.35",
     "vivisect==1.1.1",
     "pefile==2023.2.7",
     "pyelftools==0.30",

From c37a0e525ce420d6c22a15f06c055a0b409860b8 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Mon, 16 Oct 2023 14:53:14 +0000
Subject: [PATCH 116/135] Sync capa rules submodule

---
 CHANGELOG.md | 5 ++++-
 README.md    | 2 +-
 rules        | 2 +-
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c28d9f9e..1fe2e8db 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,7 +10,7 @@
 
 ### Breaking Changes
 
-### New Rules (16)
+### New Rules (19)
 
 - nursery/get-ntoskrnl-base-address @mr-tz
 - host-interaction/network/connectivity/set-tcp-connection-state @johnk3r
@@ -28,6 +28,9 @@
 - nursery/encrypt-data-using-rc4-via-systemfunction032 richard.weiss@mandiant.com
 - nursery/add-value-to-global-atom-table @mr-tz
 - nursery/enumerate-processes-that-use-resource @Ana06
+- host-interaction/process/inject/allocate-or-change-rwx-memory @mr-tz
+- lib/allocate-or-change-rw-memory 0x534a@mailbox.org @mr-tz
+- lib/change-memory-protection @mr-tz
 -
 
 ### Bug Fixes
diff --git a/README.md b/README.md
index aa1306ce..eb5944b9 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![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)
-[![Number of rules](https://img.shields.io/badge/rules-846-blue.svg)](https://github.com/mandiant/capa-rules)
+[![Number of rules](https://img.shields.io/badge/rules-847-blue.svg)](https://github.com/mandiant/capa-rules)
 [![CI status](https://github.com/mandiant/capa/workflows/CI/badge.svg)](https://github.com/mandiant/capa/actions?query=workflow%3ACI+event%3Apush+branch%3Amaster)
 [![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)
diff --git a/rules b/rules
index c67c2ffd..8f806bbf 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit c67c2ffda2b24ea5f343f953763719ff79bdc45e
+Subproject commit 8f806bbf6c742c1b6484d2ba6839318e5a627acf

From bf233c1c7af3a6dff544abfe389445db4b9d39d4 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 10:56:35 +0000
Subject: [PATCH 117/135] integrate Ghidra backend with dynamic analysis

---
 capa/features/extractors/ghidra/extractor.py | 24 ++++++++--
 capa/ghidra/helpers.py                       |  7 +--
 capa/main.py                                 |  8 ++--
 scripts/show-features.py                     | 48 +-------------------
 4 files changed, 31 insertions(+), 56 deletions(-)

diff --git a/capa/features/extractors/ghidra/extractor.py b/capa/features/extractors/ghidra/extractor.py
index d4439f0f..0c3db587 100644
--- a/capa/features/extractors/ghidra/extractor.py
+++ b/capa/features/extractors/ghidra/extractor.py
@@ -14,14 +14,32 @@ import capa.features.extractors.ghidra.function
 import capa.features.extractors.ghidra.basicblock
 from capa.features.common import Feature
 from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors.base_extractor import BBHandle, InsnHandle, FunctionHandle, FeatureExtractor
+from capa.features.extractors.base_extractor import (
+    BBHandle,
+    InsnHandle,
+    SampleHashes,
+    FunctionHandle,
+    StaticFeatureExtractor,
+)
 
 
-class GhidraFeatureExtractor(FeatureExtractor):
+class GhidraFeatureExtractor(StaticFeatureExtractor):
     def __init__(self):
-        super().__init__()
         import capa.features.extractors.ghidra.helpers as ghidra_helpers
 
+        super().__init__(
+            SampleHashes(
+                md5=capa.ghidra.helpers.get_file_md5(),
+                # ghidra doesn't expose this hash.
+                # https://ghidra.re/ghidra_docs/api/ghidra/program/model/listing/Program.html
+                #
+                # the hashes are stored in the database, not computed on the fly,
+                # so its probably not trivial to add SHA1.
+                sha1="",
+                sha256=capa.ghidra.helpers.get_file_sha256(),
+            )
+        )
+
         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())
diff --git a/capa/ghidra/helpers.py b/capa/ghidra/helpers.py
index b7debc16..b32c534a 100644
--- a/capa/ghidra/helpers.py
+++ b/capa/ghidra/helpers.py
@@ -143,17 +143,18 @@ def collect_metadata(rules: List[Path]):
             sha256=sha256,
             path=currentProgram().getExecutablePath(),  # type: ignore [name-defined] # noqa: F821
         ),
-        analysis=rdoc.Analysis(
+        flavor=rdoc.Flavor.STATIC,
+        analysis=rdoc.StaticAnalysis(
             format=currentProgram().getExecutableFormat(),  # type: ignore [name-defined] # noqa: F821
             arch=arch,
             os=os,
             extractor="ghidra",
             rules=tuple(r.resolve().absolute().as_posix() for r in rules),
             base_address=capa.features.freeze.Address.from_capa(currentProgram().getImageBase().getOffset()),  # type: ignore [name-defined] # noqa: F821
-            layout=rdoc.Layout(
+            layout=rdoc.StaticLayout(
                 functions=(),
             ),
-            feature_counts=rdoc.FeatureCounts(file=0, functions=()),
+            feature_counts=rdoc.StaticFeatureCounts(file=0, functions=()),
             library_functions=(),
         ),
     )
diff --git a/capa/main.py b/capa/main.py
index b2ed2dfd..36cc13c1 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -539,11 +539,13 @@ def find_dynamic_capabilities(
     return matches, meta
 
 
-def find_capabilities(ruleset: RuleSet, extractor: FeatureExtractor, **kwargs) -> Tuple[MatchResults, Any]:
+def find_capabilities(
+    ruleset: RuleSet, extractor: FeatureExtractor, disable_progress=None, **kwargs
+) -> Tuple[MatchResults, Any]:
     if isinstance(extractor, StaticFeatureExtractor):
-        return find_static_capabilities(ruleset, extractor, kwargs)
+        return find_static_capabilities(ruleset, extractor, disable_progress=disable_progress, **kwargs)
     elif isinstance(extractor, DynamicFeatureExtractor):
-        return find_dynamic_capabilities(ruleset, extractor, kwargs)
+        return find_dynamic_capabilities(ruleset, extractor, disable_progress=disable_progress, **kwargs)
     else:
         raise ValueError(f"unexpected extractor type: {extractor.__class__.__name__}")
 
diff --git a/scripts/show-features.py b/scripts/show-features.py
index 974880db..c8461cd4 100644
--- a/scripts/show-features.py
+++ b/scripts/show-features.py
@@ -315,52 +315,6 @@ def ida_main():
     return 0
 
 
-def print_features(functions, extractor: capa.features.extractors.base_extractor.FeatureExtractor):
-    for f in functions:
-        if extractor.is_library_function(f.address):
-            function_name = extractor.get_function_name(f.address)
-            logger.debug("skipping library function %s (%s)", format_address(f.address), function_name)
-            continue
-
-        print(f"func: {format_address(f.address)}")
-
-        for feature, addr in extractor.extract_function_features(f):
-            if capa.features.common.is_global_feature(feature):
-                continue
-
-            if f.address != addr:
-                print(f" func: {format_address(f.address)}: {feature} -> {format_address(addr)}")
-            else:
-                print(f" func: {format_address(f.address)}: {feature}")
-
-        for bb in extractor.get_basic_blocks(f):
-            for feature, addr in extractor.extract_basic_block_features(f, bb):
-                if capa.features.common.is_global_feature(feature):
-                    continue
-
-                if bb.address != addr:
-                    print(f" bb: {format_address(bb.address)}: {feature} -> {format_address(addr)}")
-                else:
-                    print(f" bb: {format_address(bb.address)}: {feature}")
-
-            for insn in extractor.get_instructions(f, bb):
-                for feature, addr in extractor.extract_insn_features(f, bb, insn):
-                    if capa.features.common.is_global_feature(feature):
-                        continue
-
-                    try:
-                        if insn.address != addr:
-                            print(
-                                f"  insn: {format_address(f.address)}: {format_address(insn.address)}: {feature} -> {format_address(addr)}"
-                            )
-                        else:
-                            print(f"  insn: {format_address(insn.address)}: {feature}")
-
-                    except UnicodeEncodeError:
-                        # may be an issue while piping to less and encountering non-ascii characters
-                        continue
-
-
 def ghidra_main():
     import capa.features.extractors.ghidra.extractor
 
@@ -371,7 +325,7 @@ def ghidra_main():
 
     function_handles = tuple(extractor.get_functions())
 
-    print_features(function_handles, extractor)
+    print_static_features(function_handles, extractor)
 
     return 0
 

From 44d05f9498b441ff37fd6cc289f3e975a910902f Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 11:41:40 +0000
Subject: [PATCH 118/135] dynamic: fix some tests

---
 capa/features/freeze/__init__.py |  1 +
 capa/main.py                     |  3 ---
 capa/rules/__init__.py           |  3 ++-
 rules                            |  2 +-
 scripts/lint.py                  |  8 ++------
 tests/test_rules.py              | 15 +++++++++------
 6 files changed, 15 insertions(+), 17 deletions(-)

diff --git a/capa/features/freeze/__init__.py b/capa/features/freeze/__init__.py
index 10deb40c..b2f88041 100644
--- a/capa/features/freeze/__init__.py
+++ b/capa/features/freeze/__init__.py
@@ -658,6 +658,7 @@ def main(argv=None):
     parser.add_argument("output", type=str, help="Path to output file")
     args = parser.parse_args(args=argv)
     capa.main.handle_common_args(args)
+    capa.main.handle_signatures_arg(args)
 
     sigpaths = capa.main.get_signatures(args.signatures)
 
diff --git a/capa/main.py b/capa/main.py
index 36cc13c1..d0460384 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1556,9 +1556,6 @@ def main(argv: Optional[List[str]] = None):
             # and use those for extracting.
 
             try:
-                if format_ not in DYNAMIC_FORMATS:
-                    # signatures are loaded only for static anaylsis
-                    handle_signatures_arg(args)
                 if format_ == FORMAT_PE:
                     sig_paths = get_signatures(args.signatures)
                 else:
diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 35f2a090..c169fff1 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -931,12 +931,13 @@ class Rule:
     def from_dict(cls, d: Dict[str, Any], definition: str) -> "Rule":
         meta = d["rule"]["meta"]
         name = meta["name"]
+
         # if scope is not specified, default to function scope.
         # this is probably the mode that rule authors will start with.
         # each rule has two scopes, a static-flavor scope, and a
         # dynamic-flavor one. which one is used depends on the analysis type.
         if "scope" in meta:
-            raise InvalidRule("rule is in legacy mode (has scope meta field). please update to the new syntax.")
+            raise InvalidRule(f"legacy rule detected (rule.meta.scope), please update to the new syntax: {name}")
         elif "scopes" in meta:
             scopes_ = meta.get("scopes")
         else:
diff --git a/rules b/rules
index 9cb8848b..796b5b3a 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 9cb8848b0383662181e5dff46d89dd352ffa147e
+Subproject commit 796b5b3a22e5883595a83ad6e8dc2fa4a3eca62c
diff --git a/scripts/lint.py b/scripts/lint.py
index 9fcebdd0..09f27fe5 100644
--- a/scripts/lint.py
+++ b/scripts/lint.py
@@ -216,8 +216,8 @@ class InvalidScopes(Lint):
     recommendation = "At least one scope (static or dynamic) must be specified"
 
     def check_rule(self, ctx: Context, rule: Rule):
-        return (rule.meta.get("scope").get("static") in ("unspecified", "unsupported")) and (
-            rule.meta.get("scope").get("dynamic") in ("unspecified", "unsupported")
+        return (rule.meta.get("scopes").get("static") in ("unspecified", "unsupported")) and (
+            rule.meta.get("scopes").get("dynamic") in ("unspecified", "unsupported")
         )
 
 
@@ -979,10 +979,6 @@ def main(argv=None):
 
     default_samples_path = str(Path(__file__).resolve().parent.parent / "tests" / "data")
 
-    # TODO(yelhamer): remove once support for the legacy scope field has been added
-    # https://github.com/mandiant/capa/pull/1580
-    return 0
-
     parser = argparse.ArgumentParser(description="Lint capa rules.")
     capa.main.install_common_args(parser, wanted={"tag"})
     parser.add_argument("rules", type=str, action="append", help="Path to rules")
diff --git a/tests/test_rules.py b/tests/test_rules.py
index 50a978ac..bd47365e 100644
--- a/tests/test_rules.py
+++ b/tests/test_rules.py
@@ -420,8 +420,11 @@ def test_rules_flavor_filtering():
 
 
 def test_meta_scope_keywords():
-    for static_scope in sorted(capa.rules.STATIC_SCOPES):
-        for dynamic_scope in sorted(capa.rules.DYNAMIC_SCOPES):
+    static_scopes = list(sorted(map(lambda e: e.value, capa.rules.STATIC_SCOPES)))
+    dynamic_scopes = list(sorted(map(lambda e: e.value, capa.rules.DYNAMIC_SCOPES)))
+
+    for static_scope in static_scopes:
+        for dynamic_scope in dynamic_scopes:
             _ = capa.rules.Rule.from_yaml(
                 textwrap.dedent(
                     f"""
@@ -439,7 +442,7 @@ def test_meta_scope_keywords():
             )
 
     # its also ok to specify "unsupported"
-    for static_scope in sorted(capa.rules.STATIC_SCOPES):
+    for static_scope in static_scopes:
         _ = capa.rules.Rule.from_yaml(
             textwrap.dedent(
                 f"""
@@ -455,7 +458,7 @@ def test_meta_scope_keywords():
                 """
             )
         )
-    for dynamic_scope in sorted(capa.rules.DYNAMIC_SCOPES):
+    for dynamic_scope in dynamic_scopes:
         _ = capa.rules.Rule.from_yaml(
             textwrap.dedent(
                 f"""
@@ -473,7 +476,7 @@ def test_meta_scope_keywords():
         )
 
     # its also ok to specify "unspecified"
-    for static_scope in sorted(capa.rules.STATIC_SCOPES):
+    for static_scope in static_scopes:
         _ = capa.rules.Rule.from_yaml(
             textwrap.dedent(
                 f"""
@@ -489,7 +492,7 @@ def test_meta_scope_keywords():
                 """
             )
         )
-    for dynamic_scope in sorted(capa.rules.DYNAMIC_SCOPES):
+    for dynamic_scope in dynamic_scopes:
         _ = capa.rules.Rule.from_yaml(
             textwrap.dedent(
                 f"""

From 8ee97acf2a8904570be332065ea2ab37ff1d5e0f Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 11:43:09 +0000
Subject: [PATCH 119/135] dynamic: fix some tests

---
 capa/main.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/capa/main.py b/capa/main.py
index d0460384..36cc13c1 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -1556,6 +1556,9 @@ def main(argv: Optional[List[str]] = None):
             # and use those for extracting.
 
             try:
+                if format_ not in DYNAMIC_FORMATS:
+                    # signatures are loaded only for static anaylsis
+                    handle_signatures_arg(args)
                 if format_ == FORMAT_PE:
                     sig_paths = get_signatures(args.signatures)
                 else:

From cb5fa36fc8f8ebb904ab41c9a63b90c3195d3c76 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 11:44:48 +0000
Subject: [PATCH 120/135] flake8

---
 tests/test_rules.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/test_rules.py b/tests/test_rules.py
index bd47365e..dffaf577 100644
--- a/tests/test_rules.py
+++ b/tests/test_rules.py
@@ -420,8 +420,8 @@ def test_rules_flavor_filtering():
 
 
 def test_meta_scope_keywords():
-    static_scopes = list(sorted(map(lambda e: e.value, capa.rules.STATIC_SCOPES)))
-    dynamic_scopes = list(sorted(map(lambda e: e.value, capa.rules.DYNAMIC_SCOPES)))
+    static_scopes = sorted([e.value for e in capa.rules.STATIC_SCOPES])
+    dynamic_scopes = sorted([e.value for e in capa.rules.DYNAMIC_SCOPES])
 
     for static_scope in static_scopes:
         for dynamic_scope in dynamic_scopes:

From e1b3a3f6b48aa319274f8340be2b89caea7d3de4 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 12:22:32 +0000
Subject: [PATCH 121/135] rules: fix rendering of yaml

---
 capa/rules/__init__.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index c169fff1..0161bf22 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -984,7 +984,6 @@ class Rule:
 
         # we use the ruamel.yaml parser because it supports roundtripping of documents with comments.
         y = ruamel.yaml.YAML(typ="rt")
-        y.register_class(Scope)
 
         # use block mode, not inline json-like mode
         y.default_flow_style = False
@@ -1064,7 +1063,6 @@ class Rule:
             meta[k] = v
         # the name and scope of the rule instance overrides anything in meta.
         meta["name"] = self.name
-        meta["scopes"] = asdict(self.scopes)
 
         def move_to_end(m, k):
             # ruamel.yaml uses an ordereddict-like structure to track maps (CommentedMap).

From 7205bc26ef38ac6d6dc2bcc8898010de93747bc9 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 12:28:45 +0000
Subject: [PATCH 122/135] submodule: rules: update

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index 796b5b3a..c88979a1 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 796b5b3a22e5883595a83ad6e8dc2fa4a3eca62c
+Subproject commit c88979a1bcc9bc325810c022c9044fca64960d6c

From 884b714be223badc4272d19d3fb857f9b03fcb65 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 17 Oct 2023 19:48:06 +0530
Subject: [PATCH 123/135] loading com db only once

avoid loading db multiple times by caching it.
---
 capa/rules/__init__.py | 41 ++++++++++++++++++++++++++++-------------
 1 file changed, 28 insertions(+), 13 deletions(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 46176fdc..7feac79e 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -16,6 +16,7 @@ import logging
 import binascii
 import collections
 from enum import Enum
+from typing import Literal
 from pathlib import Path
 
 from capa.helpers import assert_never
@@ -202,23 +203,37 @@ VALID_COM_TYPES = {
     "interface": {"db_path": "assets/interfaces.json.gz", "prefix": "IID_"},
 }
 
+com_db_cache: Dict[str, Dict[str, List[str]]] = {}
 
-def translate_com_feature(com_name: str, com_type: str) -> ceng.Or:
+
+def load_com_database(com_type: Literal["class", "interface"]) -> Dict[str, List[str]]:
+    com_db_path = capa.main.get_default_root() / VALID_COM_TYPES[com_type]["db_path"]
+
+    if com_type in com_db_cache:
+        # If the com database is already in the cache, return it
+        return com_db_cache[com_type]
+
+    if not com_db_path.exists():
+        raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")
+
+    try:
+        with gzip.open(com_db_path, "rb") as gzfile:
+            com_db: Dict[str, List[str]] = json.loads(gzfile.read().decode("utf-8"))
+            com_db_cache[com_type] = com_db  # Cache the loaded database
+            return com_db
+    except Exception as e:
+        raise IOError(f"Error loading COM database from '{com_db_path}'") from e
+
+
+def translate_com_feature(com_name: str, com_type: Literal["class", "interface"]) -> ceng.Or:
     if com_type not in VALID_COM_TYPES:
         raise InvalidRule(f"Invalid COM type present {com_type}")
 
-    CD = Path(__file__).resolve().parent.parent.parent
-    com_db_path = CD / VALID_COM_TYPES[com_type]["db_path"]
-    if not com_db_path.exists():
-        logger.error("Using COM %s database '%s', but it doesn't exist", com_type, com_db_path)
-        raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")
-
-    with gzip.open(com_db_path, "rb") as gzfile:
-        com_db: Dict[str, List[str]] = json.loads(gzfile.read().decode("utf-8"))
-        guid_strings: Optional[List[str]] = com_db.get(com_name)
-        if guid_strings is None or len(guid_strings) == 0:
-            logger.error(" %s doesn't exist in COM %s database", com_name, com_type)
-            raise InvalidRule(f"'{com_name}' doesn't exist in COM {com_type} database")
+    com_db = load_com_database(com_type)
+    guid_strings: Optional[List[str]] = com_db.get(com_name)
+    if guid_strings is None or len(guid_strings) == 0:
+        logger.error(" %s doesn't exist in COM %s database", com_name, com_type)
+        raise InvalidRule(f"'{com_name}' doesn't exist in COM {com_type} database")
 
     com_features: List = []
     for guid_string in guid_strings:

From 547502051fd109c71f2180f61f011aa0ccc69a89 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 14:27:36 +0000
Subject: [PATCH 124/135] dynamic: fix tests

---
 capa/features/freeze/__init__.py | 1 -
 capa/main.py                     | 6 ------
 capa/render/vverbose.py          | 4 ++--
 3 files changed, 2 insertions(+), 9 deletions(-)

diff --git a/capa/features/freeze/__init__.py b/capa/features/freeze/__init__.py
index b2f88041..10deb40c 100644
--- a/capa/features/freeze/__init__.py
+++ b/capa/features/freeze/__init__.py
@@ -658,7 +658,6 @@ def main(argv=None):
     parser.add_argument("output", type=str, help="Path to output file")
     args = parser.parse_args(args=argv)
     capa.main.handle_common_args(args)
-    capa.main.handle_signatures_arg(args)
 
     sigpaths = capa.main.get_signatures(args.signatures)
 
diff --git a/capa/main.py b/capa/main.py
index 36cc13c1..d38feb91 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -80,7 +80,6 @@ from capa.features.common import (
     FORMAT_DOTNET,
     FORMAT_FREEZE,
     FORMAT_RESULT,
-    DYNAMIC_FORMATS,
 )
 from capa.features.address import NO_ADDRESS, Address
 from capa.features.extractors.base_extractor import (
@@ -1360,8 +1359,6 @@ def handle_common_args(args):
 
         args.rules = rules_paths
 
-
-def handle_signatures_arg(args):
     if hasattr(args, "signatures"):
         if args.signatures == SIGNATURES_PATH_DEFAULT_STRING:
             logger.debug("-" * 80)
@@ -1556,9 +1553,6 @@ def main(argv: Optional[List[str]] = None):
             # and use those for extracting.
 
             try:
-                if format_ not in DYNAMIC_FORMATS:
-                    # signatures are loaded only for static anaylsis
-                    handle_signatures_arg(args)
                 if format_ == FORMAT_PE:
                     sig_paths = get_signatures(args.signatures)
                 else:
diff --git a/capa/render/vverbose.py b/capa/render/vverbose.py
index 96f589df..1cfb626a 100644
--- a/capa/render/vverbose.py
+++ b/capa/render/vverbose.py
@@ -379,13 +379,13 @@ def render_rules(ostream, doc: rd.ResultDocument):
                 ostream.write(" @ ")
                 ostream.write(capa.render.verbose.format_address(location))
 
-                if capa.rules.Scope.BASIC_BLOCK in rule.meta.scopes:
+                if doc.meta.flavor == rd.Flavor.STATIC and rule.meta.scopes.static == capa.rules.Scope.BASIC_BLOCK:
                     ostream.write(
                         " in function "
                         + capa.render.verbose.format_address(frz.Address.from_capa(functions_by_bb[location.to_capa()]))
                     )
 
-                if capa.rules.Scope.THREAD in rule.meta.scopes:
+                if doc.meta.flavor == rd.Flavor.DYNAMIC and rule.meta.scopes.dynamic == capa.rules.Scope.THREAD:
                     ostream.write(
                         " in process "
                         + capa.render.verbose.format_address(

From 92daf3a5305af79e32d34aa5363913255beecc74 Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 14:28:52 +0000
Subject: [PATCH 125/135] elffile: fix property access

---
 capa/features/extractors/elffile.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/features/extractors/elffile.py b/capa/features/extractors/elffile.py
index fccd40ee..5881c035 100644
--- a/capa/features/extractors/elffile.py
+++ b/capa/features/extractors/elffile.py
@@ -156,7 +156,7 @@ GLOBAL_HANDLERS = (
 
 class ElfFeatureExtractor(StaticFeatureExtractor):
     def __init__(self, path: Path):
-        super().__init__(SampleHashes.from_bytes(self.path.read_bytes()))
+        super().__init__(SampleHashes.from_bytes(path.read_bytes()))
         self.path: Path = path
         self.elf = ELFFile(io.BytesIO(path.read_bytes()))
 

From 1aac4a1a69342c8429dd9cf800bc07ae26819eeb Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 14:42:58 +0000
Subject: [PATCH 126/135] mypy

---
 capa/features/extractors/dnfile_.py        | 2 +-
 capa/features/extractors/dotnetfile.py     | 2 +-
 capa/features/extractors/ghidra/file.py    | 2 +-
 capa/features/extractors/viv/basicblock.py | 2 +-
 capa/main.py                               | 4 ++--
 capa/render/result_document.py             | 4 ++--
 capa/rules/__init__.py                     | 6 +++---
 scripts/bulk-process.py                    | 4 ++--
 scripts/lint.py                            | 2 +-
 scripts/setup-linter-dependencies.py       | 2 +-
 tests/test_static_freeze.py                | 2 +-
 11 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/capa/features/extractors/dnfile_.py b/capa/features/extractors/dnfile_.py
index a6cd94c7..72dc9b7e 100644
--- a/capa/features/extractors/dnfile_.py
+++ b/capa/features/extractors/dnfile_.py
@@ -55,7 +55,7 @@ def extract_file_arch(pe: dnfile.dnPE, **kwargs) -> Iterator[Tuple[Feature, Addr
 
 def extract_file_features(pe: dnfile.dnPE) -> Iterator[Tuple[Feature, Address]]:
     for file_handler in FILE_HANDLERS:
-        for feature, address in file_handler(pe=pe):  # type: ignore
+        for feature, address in file_handler(pe=pe):
             yield feature, address
 
 
diff --git a/capa/features/extractors/dotnetfile.py b/capa/features/extractors/dotnetfile.py
index a1c7375f..5a42b3c1 100644
--- a/capa/features/extractors/dotnetfile.py
+++ b/capa/features/extractors/dotnetfile.py
@@ -11,6 +11,7 @@ from pathlib import Path
 
 import dnfile
 import pefile
+from dnfile.types import DnType
 
 import capa.features.extractors.helpers
 from capa.features.file import Import, FunctionName
@@ -33,7 +34,6 @@ from capa.features.common import (
 from capa.features.address import NO_ADDRESS, Address, DNTokenAddress
 from capa.features.extractors.base_extractor import SampleHashes, StaticFeatureExtractor
 from capa.features.extractors.dnfile.helpers import (
-    DnType,
     iter_dotnet_table,
     is_dotnet_mixed_mode,
     get_dotnet_managed_imports,
diff --git a/capa/features/extractors/ghidra/file.py b/capa/features/extractors/ghidra/file.py
index f0bb0d04..04720502 100644
--- a/capa/features/extractors/ghidra/file.py
+++ b/capa/features/extractors/ghidra/file.py
@@ -34,7 +34,7 @@ def find_embedded_pe(block_bytez: bytes, mz_xor: List[Tuple[bytes, bytes, int]])
         for match in re.finditer(re.escape(mzx), block_bytez):
             todo.append((match.start(), mzx, pex, i))
 
-    seg_max = len(block_bytez)  # type: ignore [name-defined] # noqa: F821
+    seg_max = len(block_bytez)  # noqa: F821
     while len(todo):
         off, mzx, pex, i = todo.pop()
 
diff --git a/capa/features/extractors/viv/basicblock.py b/capa/features/extractors/viv/basicblock.py
index 46bdb2b0..0a276ee1 100644
--- a/capa/features/extractors/viv/basicblock.py
+++ b/capa/features/extractors/viv/basicblock.py
@@ -140,7 +140,7 @@ def is_printable_ascii(chars: bytes) -> bool:
 
 
 def is_printable_utf16le(chars: bytes) -> bool:
-    if all(c == b"\x00" for c in chars[1::2]):
+    if all(c == 0x0 for c in chars[1::2]):
         return is_printable_ascii(chars[::2])
     return False
 
diff --git a/capa/main.py b/capa/main.py
index d38feb91..95dccdca 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -823,7 +823,7 @@ def get_file_extractors(sample: Path, format_: str) -> List[FeatureExtractor]:
         file_extractors.append(capa.features.extractors.pefile.PefileFeatureExtractor(sample))
         file_extractors.append(capa.features.extractors.dnfile_.DnfileFeatureExtractor(sample))
 
-    elif format_ == capa.features.extractors.common.FORMAT_ELF:
+    elif format_ == capa.features.common.FORMAT_ELF:
         file_extractors.append(capa.features.extractors.elffile.ElfFeatureExtractor(sample))
 
     elif format_ == FORMAT_CAPE:
@@ -1462,7 +1462,7 @@ def main(argv: Optional[List[str]] = None):
             # during the load of the RuleSet, we extract subscope statements into their own rules
             # that are subsequently `match`ed upon. this inflates the total rule count.
             # so, filter out the subscope rules when reporting total number of loaded rules.
-            len(list(filter(lambda r: not r.is_subscope_rule(), rules.rules.values()))),
+            len(list(filter(lambda r: not (r.is_subscope_rule()), rules.rules.values()))),
         )
         if args.tag:
             rules = rules.filter_rules_by_meta(args.tag)
diff --git a/capa/render/result_document.py b/capa/render/result_document.py
index 11066d0b..1b1ef479 100644
--- a/capa/render/result_document.py
+++ b/capa/render/result_document.py
@@ -215,7 +215,7 @@ def statement_from_capa(node: capa.engine.Statement) -> Statement:
             description=node.description,
             min=node.min,
             max=node.max,
-            child=frz.feature_from_capa(node.child),
+            child=frzf.feature_from_capa(node.child),
         )
 
     elif isinstance(node, capa.engine.Subscope):
@@ -241,7 +241,7 @@ def node_from_capa(node: Union[capa.engine.Statement, capa.engine.Feature]) -> N
         return StatementNode(statement=statement_from_capa(node))
 
     elif isinstance(node, capa.engine.Feature):
-        return FeatureNode(feature=frz.feature_from_capa(node))
+        return FeatureNode(feature=frzf.feature_from_capa(node))
 
     else:
         assert_never(node)
diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 0161bf22..9b8af10b 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -322,7 +322,7 @@ def ensure_feature_valid_for_scopes(scopes: Scopes, feature: Union[Feature, Stat
         # features of this scope that are not Characteristics will be Type instances.
         # check that the given feature is one of these types.
         types_for_scope = filter(lambda t: isinstance(t, type), supported_features)
-        if not isinstance(feature, tuple(types_for_scope)):  # type: ignore
+        if not isinstance(feature, tuple(types_for_scope)):
             raise InvalidRule(f"feature {feature} not supported for scopes {scopes}")
 
 
@@ -990,7 +990,7 @@ class Rule:
 
         # leave quotes unchanged.
         # manually verified this property exists, even if mypy complains.
-        y.preserve_quotes = True  # type: ignore
+        y.preserve_quotes = True
 
         # indent lists by two spaces below their parent
         #
@@ -1002,7 +1002,7 @@ class Rule:
 
         # avoid word wrapping
         # manually verified this property exists, even if mypy complains.
-        y.width = 4096  # type: ignore
+        y.width = 4096
 
         return y
 
diff --git a/scripts/bulk-process.py b/scripts/bulk-process.py
index 2196449f..3e3cdfb2 100644
--- a/scripts/bulk-process.py
+++ b/scripts/bulk-process.py
@@ -112,7 +112,7 @@ def get_capa_results(args):
         extractor = capa.main.get_extractor(
             path, format, os_, capa.main.BACKEND_VIV, sigpaths, should_save_workspace, disable_progress=True
         )
-    except capa.main.UnsupportedFormatError:
+    except capa.exceptions.UnsupportedFormatError:
         # i'm 100% sure if multiprocessing will reliably raise exceptions across process boundaries.
         # so instead, return an object with explicit success/failure status.
         #
@@ -123,7 +123,7 @@ def get_capa_results(args):
             "status": "error",
             "error": f"input file does not appear to be a PE file: {path}",
         }
-    except capa.main.UnsupportedRuntimeError:
+    except capa.exceptions.UnsupportedRuntimeError:
         return {
             "path": path,
             "status": "error",
diff --git a/scripts/lint.py b/scripts/lint.py
index 09f27fe5..065e694b 100644
--- a/scripts/lint.py
+++ b/scripts/lint.py
@@ -359,7 +359,7 @@ def get_sample_capabilities(ctx: Context, path: Path) -> Set[str]:
     elif nice_path.name.endswith(capa.helpers.EXTENSIONS_SHELLCODE_64):
         format_ = "sc64"
     else:
-        format_ = capa.main.get_auto_format(nice_path)
+        format_ = capa.helpers.get_auto_format(nice_path)
 
     logger.debug("analyzing sample: %s", nice_path)
     extractor = capa.main.get_extractor(
diff --git a/scripts/setup-linter-dependencies.py b/scripts/setup-linter-dependencies.py
index bc7f9bf0..cc8c0310 100644
--- a/scripts/setup-linter-dependencies.py
+++ b/scripts/setup-linter-dependencies.py
@@ -47,7 +47,7 @@ from typing import Dict, List
 from pathlib import Path
 
 import requests
-from stix2 import Filter, MemoryStore, AttackPattern  # type: ignore
+from stix2 import Filter, MemoryStore, AttackPattern
 
 logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
 
diff --git a/tests/test_static_freeze.py b/tests/test_static_freeze.py
index 6bff6d22..4674afc8 100644
--- a/tests/test_static_freeze.py
+++ b/tests/test_static_freeze.py
@@ -140,7 +140,7 @@ def test_freeze_bytes_roundtrip():
 
 
 def roundtrip_feature(feature):
-    assert feature == capa.features.freeze.feature_from_capa(feature).to_capa()
+    assert feature == capa.features.freeze.features.feature_from_capa(feature).to_capa()
 
 
 def test_serialize_features():

From 55e4fddc513f01797f73bef794be4a3a0aed47be Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 14:46:33 +0000
Subject: [PATCH 127/135] mypy

---
 capa/features/extractors/dotnetfile.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/features/extractors/dotnetfile.py b/capa/features/extractors/dotnetfile.py
index 5a42b3c1..e71a2001 100644
--- a/capa/features/extractors/dotnetfile.py
+++ b/capa/features/extractors/dotnetfile.py
@@ -11,7 +11,6 @@ from pathlib import Path
 
 import dnfile
 import pefile
-from dnfile.types import DnType
 
 import capa.features.extractors.helpers
 from capa.features.file import Import, FunctionName
@@ -33,6 +32,7 @@ from capa.features.common import (
 )
 from capa.features.address import NO_ADDRESS, Address, DNTokenAddress
 from capa.features.extractors.base_extractor import SampleHashes, StaticFeatureExtractor
+from capa.features.extractors.dnfile.types import DnType
 from capa.features.extractors.dnfile.helpers import (
     iter_dotnet_table,
     is_dotnet_mixed_mode,

From 7cd5aa1c40bbc528b4e60a1fdb4e6793b38976f5 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 17 Oct 2023 20:28:49 +0530
Subject: [PATCH 128/135] Added Enum for comType

---
 capa/rules/__init__.py | 24 ++++++++++++++----------
 1 file changed, 14 insertions(+), 10 deletions(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 7feac79e..313011bb 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -16,7 +16,6 @@ import logging
 import binascii
 import collections
 from enum import Enum
-from typing import Literal
 from pathlib import Path
 
 from capa.helpers import assert_never
@@ -197,17 +196,22 @@ class InvalidRuleSet(ValueError):
         return str(self)
 
 
+class ComType(Enum):
+    CLASS = "class"
+    INTERFACE = "interface"
+
+
 # COM data source https://github.com/stevemk14ebr/COM-Code-Helper/tree/master
 VALID_COM_TYPES = {
-    "class": {"db_path": "assets/classes.json.gz", "prefix": "CLSID_"},
-    "interface": {"db_path": "assets/interfaces.json.gz", "prefix": "IID_"},
+    ComType.CLASS: {"db_path": "assets/classes.json.gz", "prefix": "CLSID_"},
+    ComType.INTERFACE: {"db_path": "assets/interfaces.json.gz", "prefix": "IID_"},
 }
 
-com_db_cache: Dict[str, Dict[str, List[str]]] = {}
+com_db_cache: Dict[ComType, Dict[str, List[str]]] = {}
 
 
-def load_com_database(com_type: Literal["class", "interface"]) -> Dict[str, List[str]]:
-    com_db_path = capa.main.get_default_root() / VALID_COM_TYPES[com_type]["db_path"]
+def load_com_database(com_type: ComType) -> Dict[str, List[str]]:
+    com_db_path: Path = capa.main.get_default_root() / VALID_COM_TYPES[com_type]["db_path"]
 
     if com_type in com_db_cache:
         # If the com database is already in the cache, return it
@@ -225,7 +229,7 @@ def load_com_database(com_type: Literal["class", "interface"]) -> Dict[str, List
         raise IOError(f"Error loading COM database from '{com_db_path}'") from e
 
 
-def translate_com_feature(com_name: str, com_type: Literal["class", "interface"]) -> ceng.Or:
+def translate_com_feature(com_name: str, com_type: ComType) -> ceng.Or:
     if com_type not in VALID_COM_TYPES:
         raise InvalidRule(f"Invalid COM type present {com_type}")
 
@@ -662,11 +666,11 @@ def build_statements(d, scope: str):
         return feature
 
     elif key.startswith("com/"):
-        com_type = key[len("com/") :]
-        if com_type not in VALID_COM_TYPES:
+        com_type = str(key[len("com/") :]).upper()
+        if com_type not in [item.name for item in ComType]:
             raise InvalidRule(f"unexpected COM type: {com_type}")
         value, description = parse_description(d[key], key, d.get("description"))
-        return translate_com_feature(value, com_type)
+        return translate_com_feature(value, ComType[com_type])
 
     else:
         Feature = parse_feature(key)

From 21f9e0736d31dfec33bd7857d138814a5ffdbe8a Mon Sep 17 00:00:00 2001
From: Willi Ballenthin <willi.ballenthin@gmail.com>
Date: Tue, 17 Oct 2023 15:07:34 +0000
Subject: [PATCH 129/135] isort

---
 capa/features/extractors/dotnetfile.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/capa/features/extractors/dotnetfile.py b/capa/features/extractors/dotnetfile.py
index e71a2001..ff942ae7 100644
--- a/capa/features/extractors/dotnetfile.py
+++ b/capa/features/extractors/dotnetfile.py
@@ -31,8 +31,8 @@ from capa.features.common import (
     Characteristic,
 )
 from capa.features.address import NO_ADDRESS, Address, DNTokenAddress
-from capa.features.extractors.base_extractor import SampleHashes, StaticFeatureExtractor
 from capa.features.extractors.dnfile.types import DnType
+from capa.features.extractors.base_extractor import SampleHashes, StaticFeatureExtractor
 from capa.features.extractors.dnfile.helpers import (
     iter_dotnet_table,
     is_dotnet_mixed_mode,

From 6dbd3768cea36b3ee7407fc2c4648792296d11b9 Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Tue, 17 Oct 2023 21:04:21 +0530
Subject: [PATCH 130/135] Update __init__.py

---
 capa/rules/__init__.py | 11 ++---------
 1 file changed, 2 insertions(+), 9 deletions(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index 313011bb..abc91e8f 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -207,24 +207,17 @@ VALID_COM_TYPES = {
     ComType.INTERFACE: {"db_path": "assets/interfaces.json.gz", "prefix": "IID_"},
 }
 
-com_db_cache: Dict[ComType, Dict[str, List[str]]] = {}
-
 
+@lru_cache(maxsize=None)
 def load_com_database(com_type: ComType) -> Dict[str, List[str]]:
     com_db_path: Path = capa.main.get_default_root() / VALID_COM_TYPES[com_type]["db_path"]
 
-    if com_type in com_db_cache:
-        # If the com database is already in the cache, return it
-        return com_db_cache[com_type]
-
     if not com_db_path.exists():
         raise IOError(f"COM database path '{com_db_path}' does not exist or cannot be accessed")
 
     try:
         with gzip.open(com_db_path, "rb") as gzfile:
-            com_db: Dict[str, List[str]] = json.loads(gzfile.read().decode("utf-8"))
-            com_db_cache[com_type] = com_db  # Cache the loaded database
-            return com_db
+            return json.loads(gzfile.read().decode("utf-8"))
     except Exception as e:
         raise IOError(f"Error loading COM database from '{com_db_path}'") from e
 

From 2cfd45022a6936fe5d2ce12549030dfc55886710 Mon Sep 17 00:00:00 2001
From: Moritz <mr-tz@users.noreply.github.com>
Date: Wed, 18 Oct 2023 10:59:41 +0200
Subject: [PATCH 131/135] improve and fix various dynamic parts (#1809)

* improve and fix various dynamic parts
---
 capa/exceptions.py                         |  4 ++++
 capa/features/extractors/cape/call.py      |  2 +-
 capa/features/extractors/cape/extractor.py | 12 +++++++++--
 capa/features/extractors/cape/models.py    | 22 ++++++++++++++-----
 capa/features/extractors/cape/thread.py    | 22 +++++++++++++++++--
 capa/helpers.py                            | 12 +++++++++--
 capa/main.py                               | 25 +++++++++++++++++-----
 scripts/show-features.py                   | 23 ++++++++++++++------
 8 files changed, 99 insertions(+), 23 deletions(-)

diff --git a/capa/exceptions.py b/capa/exceptions.py
index e080791a..58af3bef 100644
--- a/capa/exceptions.py
+++ b/capa/exceptions.py
@@ -19,3 +19,7 @@ class UnsupportedArchError(ValueError):
 
 class UnsupportedOSError(ValueError):
     pass
+
+
+class EmptyReportError(ValueError):
+    pass
diff --git a/capa/features/extractors/cape/call.py b/capa/features/extractors/cape/call.py
index 5d274c5e..88680b3f 100644
--- a/capa/features/extractors/cape/call.py
+++ b/capa/features/extractors/cape/call.py
@@ -21,7 +21,7 @@ logger = logging.getLogger(__name__)
 
 def extract_call_features(ph: ProcessHandle, th: ThreadHandle, ch: CallHandle) -> Iterator[Tuple[Feature, Address]]:
     """
-    this method extrcts the given call's features (such as API name and arguments),
+    this method extracts the given call's features (such as API name and arguments),
     and returns them as API, Number, and String features.
 
     args:
diff --git a/capa/features/extractors/cape/extractor.py b/capa/features/extractors/cape/extractor.py
index 2a070c91..1c8cfd2a 100644
--- a/capa/features/extractors/cape/extractor.py
+++ b/capa/features/extractors/cape/extractor.py
@@ -14,10 +14,10 @@ import capa.features.extractors.cape.file
 import capa.features.extractors.cape.thread
 import capa.features.extractors.cape.global_
 import capa.features.extractors.cape.process
-from capa.exceptions import UnsupportedFormatError
+from capa.exceptions import EmptyReportError, UnsupportedFormatError
 from capa.features.common import Feature, Characteristic
 from capa.features.address import NO_ADDRESS, Address, AbsoluteVirtualAddress, _NoAddress
-from capa.features.extractors.cape.models import CapeReport
+from capa.features.extractors.cape.models import Static, CapeReport
 from capa.features.extractors.base_extractor import (
     CallHandle,
     SampleHashes,
@@ -85,10 +85,18 @@ class CapeExtractor(DynamicFeatureExtractor):
         if cr.info.version not in TESTED_VERSIONS:
             logger.warning("CAPE version '%s' not tested/supported yet", cr.info.version)
 
+        # observed in 2.4-CAPE reports from capesandbox.com
+        if cr.static is None and cr.target.file.pe is not None:
+            cr.static = Static()
+            cr.static.pe = cr.target.file.pe
+
         if cr.static is None:
             raise UnsupportedFormatError("CAPE report missing static analysis")
 
         if cr.static.pe is None:
             raise UnsupportedFormatError("CAPE report missing PE analysis")
 
+        if len(cr.behavior.processes) == 0:
+            raise EmptyReportError("CAPE did not capture any processes")
+
         return cls(cr)
diff --git a/capa/features/extractors/cape/models.py b/capa/features/extractors/cape/models.py
index ab479c8d..870afa82 100644
--- a/capa/features/extractors/cape/models.py
+++ b/capa/features/extractors/cape/models.py
@@ -132,13 +132,21 @@ class DigitalSigner(FlexibleModel):
     extensions_subjectKeyIdentifier: Optional[str] = None
 
 
+class AuxSigner(ExactModel):
+    name: str
+    issued_to: str = Field(alias="Issued to")
+    issued_by: str = Field(alias="Issued by")
+    expires: str = Field(alias="Expires")
+    sha1_hash: str = Field(alias="SHA1 hash")
+
+
 class Signer(ExactModel):
-    aux_sha1: Optional[TODO] = None
-    aux_timestamp: Optional[None] = None
+    aux_sha1: Optional[str] = None
+    aux_timestamp: Optional[str] = None
     aux_valid: Optional[bool] = None
     aux_error: Optional[bool] = None
     aux_error_desc: Optional[str] = None
-    aux_signers: Optional[ListTODO] = None
+    aux_signers: Optional[List[AuxSigner]] = None
 
 
 class Overlay(ExactModel):
@@ -197,7 +205,10 @@ class PE(ExactModel):
     guest_signers: Signer
 
 
-class File(ExactModel):
+# TODO(mr-tz): target.file.dotnet, target.file.extracted_files, target.file.extracted_files_tool,
+#  target.file.extracted_files_time
+# https://github.com/mandiant/capa/issues/1814
+class File(FlexibleModel):
     type: str
     cape_type_code: Optional[int] = None
     cape_type: Optional[str] = None
@@ -350,6 +361,7 @@ class Behavior(ExactModel):
 class Target(ExactModel):
     category: str
     file: File
+    pe: Optional[PE] = None
 
 
 class Static(ExactModel):
@@ -385,7 +397,7 @@ class CapeReport(FlexibleModel):
     # post-processed results: payloads and extracted configs
     CAPE: Optional[Cape] = None
     dropped: Optional[List[File]] = None
-    procdump: List[ProcessFile]
+    procdump: Optional[List[ProcessFile]] = None
     procmemory: ListTODO
 
     # =========================================================================
diff --git a/capa/features/extractors/cape/thread.py b/capa/features/extractors/cape/thread.py
index 24c2d3b2..cfdb081c 100644
--- a/capa/features/extractors/cape/thread.py
+++ b/capa/features/extractors/cape/thread.py
@@ -10,6 +10,7 @@ import logging
 from typing import Iterator
 
 from capa.features.address import DynamicCallAddress
+from capa.features.extractors.helpers import is_aw_function
 from capa.features.extractors.cape.models import Process
 from capa.features.extractors.base_extractor import CallHandle, ThreadHandle, ProcessHandle
 
@@ -24,5 +25,22 @@ def get_calls(ph: ProcessHandle, th: ThreadHandle) -> Iterator[CallHandle]:
         if call.thread_id != tid:
             continue
 
-        addr = DynamicCallAddress(thread=th.address, id=call_index)
-        yield CallHandle(address=addr, inner=call)
+        for symbol in generate_symbols(call.api):
+            call.api = symbol
+
+            addr = DynamicCallAddress(thread=th.address, id=call_index)
+            yield CallHandle(address=addr, inner=call)
+
+
+def generate_symbols(symbol: str) -> Iterator[str]:
+    """
+    for a given symbol name, generate variants.
+    we over-generate features to make matching easier.
+    """
+
+    # CreateFileA
+    yield symbol
+
+    if is_aw_function(symbol):
+        # CreateFile
+        yield symbol[:-1]
diff --git a/capa/helpers.py b/capa/helpers.py
index d86febee..a093ef66 100644
--- a/capa/helpers.py
+++ b/capa/helpers.py
@@ -156,9 +156,9 @@ def log_unsupported_format_error():
     logger.error("-" * 80)
 
 
-def log_unsupported_cape_report_error():
+def log_unsupported_cape_report_error(error: str):
     logger.error("-" * 80)
-    logger.error(" Input file is not a valid CAPE report.")
+    logger.error("Input file is not a valid CAPE report: %s", error)
     logger.error(" ")
     logger.error(" capa currently only supports analyzing standard CAPE json reports.")
     logger.error(
@@ -167,6 +167,14 @@ def log_unsupported_cape_report_error():
     logger.error("-" * 80)
 
 
+def log_empty_cape_report_error(error: str):
+    logger.error("-" * 80)
+    logger.error(" CAPE report is empty or only contains little useful data: %s", error)
+    logger.error(" ")
+    logger.error(" Please make sure the sandbox run captures useful behaviour of your sample.")
+    logger.error("-" * 80)
+
+
 def log_unsupported_os_error():
     logger.error("-" * 80)
     logger.error(" Input file does not appear to target a supported OS.")
diff --git a/capa/main.py b/capa/main.py
index 95dccdca..64277887 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -62,10 +62,17 @@ from capa.helpers import (
     log_unsupported_os_error,
     redirecting_print_to_tqdm,
     log_unsupported_arch_error,
+    log_empty_cape_report_error,
     log_unsupported_format_error,
     log_unsupported_cape_report_error,
 )
-from capa.exceptions import UnsupportedOSError, UnsupportedArchError, UnsupportedFormatError, UnsupportedRuntimeError
+from capa.exceptions import (
+    EmptyReportError,
+    UnsupportedOSError,
+    UnsupportedArchError,
+    UnsupportedFormatError,
+    UnsupportedRuntimeError,
+)
 from capa.features.common import (
     OS_AUTO,
     OS_LINUX,
@@ -1501,12 +1508,17 @@ def main(argv: Optional[List[str]] = None):
     except (ELFError, OverflowError) as e:
         logger.error("Input file '%s' is not a valid ELF file: %s", args.sample, str(e))
         return E_CORRUPT_FILE
-    except UnsupportedFormatError:
+    except UnsupportedFormatError as e:
         if format_ == FORMAT_CAPE:
-            log_unsupported_cape_report_error()
+            log_unsupported_cape_report_error(str(e))
         else:
             log_unsupported_format_error()
         return E_INVALID_FILE_TYPE
+    except EmptyReportError as e:
+        if format_ == FORMAT_CAPE:
+            log_empty_cape_report_error(str(e))
+        else:
+            log_unsupported_format_error()
 
     for file_extractor in file_extractors:
         if isinstance(file_extractor, DynamicFeatureExtractor):
@@ -1564,6 +1576,9 @@ def main(argv: Optional[List[str]] = None):
 
             should_save_workspace = os.environ.get("CAPA_SAVE_WORKSPACE") not in ("0", "no", "NO", "n", None)
 
+            # TODO(mr-tz): this should be wrapped and refactored as it's tedious to update everywhere
+            #  see same code and show-features above examples
+            #  https://github.com/mandiant/capa/issues/1813
             try:
                 extractor = get_extractor(
                     args.sample,
@@ -1574,9 +1589,9 @@ def main(argv: Optional[List[str]] = None):
                     should_save_workspace,
                     disable_progress=args.quiet or args.debug,
                 )
-            except UnsupportedFormatError:
+            except UnsupportedFormatError as e:
                 if format_ == FORMAT_CAPE:
-                    log_unsupported_cape_report_error()
+                    log_unsupported_cape_report_error(str(e))
                 else:
                     log_unsupported_format_error()
                 return E_INVALID_FILE_TYPE
diff --git a/scripts/show-features.py b/scripts/show-features.py
index c8461cd4..2d5a3480 100644
--- a/scripts/show-features.py
+++ b/scripts/show-features.py
@@ -83,7 +83,15 @@ import capa.features.address
 import capa.features.extractors.pefile
 from capa.helpers import get_auto_format, log_unsupported_runtime_error
 from capa.features.insn import API, Number
-from capa.features.common import FORMAT_AUTO, FORMAT_FREEZE, DYNAMIC_FORMATS, String, Feature, is_global_feature
+from capa.features.common import (
+    FORMAT_AUTO,
+    FORMAT_CAPE,
+    FORMAT_FREEZE,
+    DYNAMIC_FORMATS,
+    String,
+    Feature,
+    is_global_feature,
+)
 from capa.features.extractors.base_extractor import FunctionHandle, StaticFeatureExtractor, DynamicFeatureExtractor
 
 logger = logging.getLogger("capa.show-features")
@@ -132,8 +140,11 @@ def main(argv=None):
             extractor = capa.main.get_extractor(
                 args.sample, format_, args.os, args.backend, sig_paths, should_save_workspace
             )
-        except capa.exceptions.UnsupportedFormatError:
-            capa.helpers.log_unsupported_format_error()
+        except capa.exceptions.UnsupportedFormatError as e:
+            if format_ == FORMAT_CAPE:
+                capa.helpers.log_unsupported_cape_report_error(str(e))
+            else:
+                capa.helpers.log_unsupported_format_error()
             return -1
         except capa.exceptions.UnsupportedRuntimeError:
             log_unsupported_runtime_error()
@@ -248,13 +259,13 @@ def print_static_features(functions, extractor: StaticFeatureExtractor):
 
 def print_dynamic_features(processes, extractor: DynamicFeatureExtractor):
     for p in processes:
-        print(f"proc: {p.inner['name']} (ppid={p.address.ppid}, pid={p.address.pid})")
+        print(f"proc: {p.inner.process_name} (ppid={p.address.ppid}, pid={p.address.pid})")
 
         for feature, addr in extractor.extract_process_features(p):
             if is_global_feature(feature):
                 continue
 
-            print(f" proc: {p.inner['name']}: {feature}")
+            print(f" proc: {p.inner.process_name}: {feature}")
 
             for t in extractor.get_threads(p):
                 print(f"  thread: {t.address.tid}")
@@ -283,7 +294,7 @@ def print_dynamic_features(processes, extractor: DynamicFeatureExtractor):
                         print(f"    arguments=[{', '.join(arguments)}]")
 
                     for cid, api in apis:
-                        print(f"call {cid}: {api}({', '.join(arguments)})")
+                        print(f"    call {cid}: {api}({', '.join(arguments)})")
 
 
 def ida_main():

From 94cf53a1e398c83c9201ea6e36a701195bb07d5f Mon Sep 17 00:00:00 2001
From: Aayush Goel <81844215+Aayush-Goel-04@users.noreply.github.com>
Date: Wed, 18 Oct 2023 16:33:31 +0530
Subject: [PATCH 132/135] Update __init__.py

---
 capa/rules/__init__.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index abc91e8f..9e39379b 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -223,9 +223,6 @@ def load_com_database(com_type: ComType) -> Dict[str, List[str]]:
 
 
 def translate_com_feature(com_name: str, com_type: ComType) -> ceng.Or:
-    if com_type not in VALID_COM_TYPES:
-        raise InvalidRule(f"Invalid COM type present {com_type}")
-
     com_db = load_com_database(com_type)
     guid_strings: Optional[List[str]] = com_db.get(com_name)
     if guid_strings is None or len(guid_strings) == 0:

From b6f13f3489216bc855ba2a56f07502f938e6f04a Mon Sep 17 00:00:00 2001
From: mr-tz <moritz.raabe@mandiant.com>
Date: Wed, 18 Oct 2023 13:37:56 +0200
Subject: [PATCH 133/135] improve vverbose rendering

---
 capa/render/vverbose.py | 28 ++++++++--------------------
 1 file changed, 8 insertions(+), 20 deletions(-)

diff --git a/capa/render/vverbose.py b/capa/render/vverbose.py
index 1cfb626a..ba232884 100644
--- a/capa/render/vverbose.py
+++ b/capa/render/vverbose.py
@@ -271,7 +271,6 @@ def render_rules(ostream, doc: rd.ResultDocument):
     """
 
     functions_by_bb: Dict[capa.features.address.Address, capa.features.address.Address] = {}
-    processes_by_thread: Dict[capa.features.address.Address, capa.features.address.Address] = {}
     if isinstance(doc.meta.analysis, rd.StaticAnalysis):
         for finfo in doc.meta.analysis.layout.functions:
             faddress = finfo.address.to_capa()
@@ -280,12 +279,7 @@ def render_rules(ostream, doc: rd.ResultDocument):
                 bbaddress = bb.address.to_capa()
                 functions_by_bb[bbaddress] = faddress
     elif isinstance(doc.meta.analysis, rd.DynamicAnalysis):
-        for pinfo in doc.meta.analysis.layout.processes:
-            paddress = pinfo.address.to_capa()
-
-            for thread in pinfo.matched_threads:
-                taddress = thread.address.to_capa()
-                processes_by_thread[taddress] = paddress
+        pass
     else:
         raise ValueError("invalid analysis field in the document's meta")
 
@@ -336,12 +330,11 @@ def render_rules(ostream, doc: rd.ResultDocument):
 
         rows.append(("author", ", ".join(rule.meta.authors)))
 
-        rows.append(("scopes", ""))
-        if rule.meta.scopes.static:
-            rows.append(("  static:", str(rule.meta.scopes.static)))
+        if doc.meta.flavor == rd.Flavor.STATIC:
+            rows.append(("scope", f"{rule.meta.scopes.static}"))
 
-        if rule.meta.scopes.dynamic:
-            rows.append(("  dynamic:", str(rule.meta.scopes.dynamic)))
+        if doc.meta.flavor == rd.Flavor.DYNAMIC:
+            rows.append(("scope", f"{rule.meta.scopes.dynamic}"))
 
         if rule.meta.attack:
             rows.append(("att&ck", ", ".join([rutils.format_parts_id(v) for v in rule.meta.attack])))
@@ -376,6 +369,9 @@ def render_rules(ostream, doc: rd.ResultDocument):
                 else:
                     capa.helpers.assert_never(doc.meta.flavor)
 
+                # TODO(mr-tz): process rendering should use human-readable name
+                # https://github.com/mandiant/capa/issues/1816
+
                 ostream.write(" @ ")
                 ostream.write(capa.render.verbose.format_address(location))
 
@@ -385,14 +381,6 @@ def render_rules(ostream, doc: rd.ResultDocument):
                         + capa.render.verbose.format_address(frz.Address.from_capa(functions_by_bb[location.to_capa()]))
                     )
 
-                if doc.meta.flavor == rd.Flavor.DYNAMIC and rule.meta.scopes.dynamic == capa.rules.Scope.THREAD:
-                    ostream.write(
-                        " in process "
-                        + capa.render.verbose.format_address(
-                            frz.Address.from_capa(processes_by_thread[location.to_capa()])
-                        )
-                    )
-
                 ostream.write("\n")
                 render_match(ostream, match, indent=1)
                 if rule.meta.lib:

From 772f806eb64bbdbc6f4ecc8e042661471e6ed1d7 Mon Sep 17 00:00:00 2001
From: Capa Bot <capa-dev@mandiant.com>
Date: Wed, 18 Oct 2023 15:01:37 +0000
Subject: [PATCH 134/135] Sync capa rules submodule

---
 rules | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rules b/rules
index 8f806bbf..bc63b328 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 8f806bbf6c742c1b6484d2ba6839318e5a627acf
+Subproject commit bc63b328dc51ee8222a1852e119cb9588d0ca6dd

From 9609d63f8af8b4f90f0b53d155f4a850344a1ac6 Mon Sep 17 00:00:00 2001
From: Yacine <16624109+yelhamer@users.noreply.github.com>
Date: Thu, 19 Oct 2023 08:10:29 +0200
Subject: [PATCH 135/135] Update tests/test_main.py

Co-authored-by: Moritz <mr-tz@users.noreply.github.com>
---
 tests/test_main.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_main.py b/tests/test_main.py
index e07e05b9..8caae932 100644
--- a/tests/test_main.py
+++ b/tests/test_main.py
@@ -38,7 +38,7 @@ def test_main_single_rule(z9324d_extractor, tmpdir):
                 name: test rule
                 scopes:
                     static: file
-                    dynamic: process
+                    dynamic: file
                 authors:
                   - test
             features: