Migrate from setup.py to pyproject.toml (#440)

* Converted setup.py to pyproject.toml

* Modern package infrastructure as recommended by py docs

.github/workflows/pull-request.yaml

@@ -9,11 +9,14 @@ permissions:
 
 jobs:
 
-  container-push:
+  test:
 
     name: Run tests
     runs-on: ubuntu-latest
 
+    container:
+      image: python:3.12
+
     steps:
       - name: Checkout
         uses: actions/checkout@v3

.gitignore

@@ -6,11 +6,11 @@ env/
 *.parquet
 templates/values/version.jsonnet
 trustgraph-base/trustgraph/base_version.py
+trustgraph-cli/trustgraph/cli_version.py
 trustgraph-bedrock/trustgraph/bedrock_version.py
 trustgraph-embeddings-hf/trustgraph/embeddings_hf_version.py
 trustgraph-flow/trustgraph/flow_version.py
 trustgraph-ocr/trustgraph/ocr_version.py
 trustgraph-parquet/trustgraph/parquet_version.py
 trustgraph-vertexai/trustgraph/vertexai_version.py
-trustgraph-cli/trustgraph/
 vertexai/

Makefile

@@ -21,15 +21,15 @@ wheels:
 
 packages: update-package-versions
 	rm -rf dist/
-	cd trustgraph && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-base && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-flow && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-vertexai && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-bedrock && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-embeddings-hf && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-cli && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-ocr && python3 setup.py sdist --dist-dir ../dist/
-	cd trustgraph-mcp && python3 setup.py sdist --dist-dir ../dist/
+	cd trustgraph && python -m build --sdist --outdir ../dist/
+	cd trustgraph-base && python -m build --sdist --outdir ../dist/
+	cd trustgraph-flow && python -m build --sdist --outdir ../dist/
+	cd trustgraph-vertexai && python -m build --sdist --outdir ../dist/
+	cd trustgraph-bedrock && python -m build --sdist --outdir ../dist/
+	cd trustgraph-embeddings-hf && python -m build --sdist --outdir ../dist/
+	cd trustgraph-cli && python -m build --sdist --outdir ../dist/
+	cd trustgraph-ocr && python -m build --sdist --outdir ../dist/
+	cd trustgraph-mcp && python -m build --sdist --outdir ../dist/
 
 pypi-upload:
 	twine upload dist/*-${VERSION}.*
@@ -124,7 +124,7 @@ JSONNET_FLAGS=-J templates -J .
 
 update-templates: update-dcs
 
-JSON_TO_YAML=python3 -c 'import sys, yaml, json; j=json.loads(sys.stdin.read()); print(yaml.safe_dump(j))'
+JSON_TO_YAML=python -c 'import sys, yaml, json; j=json.loads(sys.stdin.read()); print(yaml.safe_dump(j))'
 
 update-dcs: set-version
 	for graph in ${GRAPHS}; do \

containers/Containerfile.base

@@ -11,7 +11,7 @@ ENV PIP_BREAK_SYSTEM_PACKAGES=1
 RUN dnf install -y python3.12 && \
   alternatives --install /usr/bin/python python /usr/bin/python3.12 1 && \
   python -m ensurepip --upgrade && \
-  pip3 install --no-cache-dir wheel aiohttp && \
+  pip3 install --no-cache-dir build wheel aiohttp && \
   pip3 install --no-cache-dir pulsar-client==3.7.0 && \
   dnf clean all
 

containers/Containerfile.bedrock

@@ -11,7 +11,7 @@ ENV PIP_BREAK_SYSTEM_PACKAGES=1
 RUN dnf install -y python3.12 && \
   alternatives --install /usr/bin/python python /usr/bin/python3.12 1 && \
   python -m ensurepip --upgrade && \
-  pip3 install --no-cache-dir wheel aiohttp && \
+  pip3 install --no-cache-dir build wheel aiohttp && \
   pip3 install --no-cache-dir pulsar-client==3.7.0 && \
   dnf clean all
 

containers/Containerfile.flow

@@ -11,7 +11,7 @@ ENV PIP_BREAK_SYSTEM_PACKAGES=1
 RUN dnf install -y python3.12 && \
   alternatives --install /usr/bin/python python /usr/bin/python3.12 1 && \
   python -m ensurepip --upgrade && \
-  pip3 install --no-cache-dir wheel aiohttp rdflib && \
+  pip3 install --no-cache-dir build wheel aiohttp rdflib && \
   pip3 install --no-cache-dir pulsar-client==3.7.0 && \
   dnf clean all
 

containers/Containerfile.hf

@@ -11,7 +11,7 @@ ENV PIP_BREAK_SYSTEM_PACKAGES=1
 RUN dnf install -y python3.12 && \
   alternatives --install /usr/bin/python python /usr/bin/python3.12 1 && \
   python -m ensurepip --upgrade && \
-  pip3 install --no-cache-dir wheel aiohttp && \
+  pip3 install --no-cache-dir build wheel aiohttp && \
   pip3 install --no-cache-dir pulsar-client==3.7.0 && \
   dnf clean all
 

containers/Containerfile.mcp

@@ -26,6 +26,8 @@ COPY trustgraph-mcp/ /root/build/trustgraph-mcp/
 
 WORKDIR /root/build/
 
+RUN pip3 install --no-cache-dir build wheel
+
 RUN pip3 wheel -w /root/wheels/ --no-deps ./trustgraph-mcp/
 
 RUN ls /root/wheels

containers/Containerfile.ocr

@@ -12,7 +12,7 @@ RUN dnf install -y python3.12 && \
   dnf install -y tesseract poppler-utils && \
   alternatives --install /usr/bin/python python /usr/bin/python3.12 1 && \
   python -m ensurepip --upgrade && \
-  pip3 install --no-cache-dir wheel aiohttp && \
+  pip3 install --no-cache-dir build wheel aiohttp && \
   pip3 install --no-cache-dir pulsar-client==3.7.0 && \
   dnf clean all
 

containers/Containerfile.vertexai

@@ -11,7 +11,7 @@ ENV PIP_BREAK_SYSTEM_PACKAGES=1
 RUN dnf install -y python3.12 && \
   alternatives --install /usr/bin/python python /usr/bin/python3.12 1 && \
   python -m ensurepip --upgrade && \
-  pip3 install --no-cache-dir wheel aiohttp && \
+  pip3 install --no-cache-dir build wheel aiohttp && \
   pip3 install --no-cache-dir pulsar-client==3.7.0 && \
   pip3 install --no-cache-dir google-cloud-aiplatform && \
   dnf clean all

trustgraph-base/pyproject.toml

@@ -0,0 +1,28 @@
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "trustgraph-base"
+dynamic = ["version"]
+authors = [{name = "trustgraph.ai", email = "security@trustgraph.ai"}]
+description = "TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline."
+readme = "README.md"
+requires-python = ">=3.8"
+dependencies = [
+    "pulsar-client",
+    "prometheus-client",
+]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+
+[project.urls]
+Homepage = "https://github.com/trustgraph-ai/trustgraph"
+
+[tool.setuptools.packages.find]
+include = ["trustgraph*"]
+
+[tool.setuptools.dynamic]
+version = {attr = "trustgraph.base_version.__version__"}

trustgraph-base/setup.py

@@ -1,42 +0,0 @@
-import setuptools
-import os
-import importlib
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-# Load a version number module
-spec = importlib.util.spec_from_file_location(
-    'version', 'trustgraph/base_version.py'
-)
-version_module = importlib.util.module_from_spec(spec)
-spec.loader.exec_module(version_module)
-
-version = version_module.__version__
-
-setuptools.setup(
-    name="trustgraph-base",
-    version=version,
-    author="trustgraph.ai",
-    author_email="security@trustgraph.ai",
-    description="TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline.",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/trustgraph-ai/trustgraph",
-    packages=setuptools.find_namespace_packages(
-        where='./',
-    ),
-    classifiers=[ 
-        "Programming Language :: Python :: 3",
-        "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
-        "Operating System :: OS Independent",
-    ],
-    python_requires='>=3.8',
-    download_url = "https://github.com/trustgraph-ai/trustgraph/archive/refs/tags/v" + version + ".tar.gz",
-    install_requires=[
-        "pulsar-client",
-        "prometheus-client",
-    ],
-    scripts=[
-    ]
-)

trustgraph-bedrock/pyproject.toml

@@ -0,0 +1,33 @@
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "trustgraph-bedrock"
+dynamic = ["version"]
+authors = [{name = "trustgraph.ai", email = "security@trustgraph.ai"}]
+description = "TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline."
+readme = "README.md"
+requires-python = ">=3.8"
+dependencies = [
+    "trustgraph-base>=1.2,<1.3",
+    "pulsar-client",
+    "prometheus-client",
+    "boto3",
+]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+
+[project.urls]
+Homepage = "https://github.com/trustgraph-ai/trustgraph"
+
+[project.scripts]
+text-completion-bedrock = "trustgraph.model.text_completion.bedrock:run"
+
+[tool.setuptools.packages.find]
+include = ["trustgraph*"]
+
+[tool.setuptools.dynamic]
+version = {attr = "trustgraph.bedrock_version.__version__"}

trustgraph-bedrock/scripts/text-completion-bedrock

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.model.text_completion.bedrock import run
-
-run()
-

trustgraph-bedrock/setup.py

@@ -1,45 +0,0 @@
-import setuptools
-import os
-import importlib
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-# Load a version number module
-spec = importlib.util.spec_from_file_location(
-    'version', 'trustgraph/bedrock_version.py'
-)
-version_module = importlib.util.module_from_spec(spec)
-spec.loader.exec_module(version_module)
-
-version = version_module.__version__
-
-setuptools.setup(
-    name="trustgraph-bedrock",
-    version=version,
-    author="trustgraph.ai",
-    author_email="security@trustgraph.ai",
-    description="TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline.",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/trustgraph-ai/trustgraph",
-    packages=setuptools.find_namespace_packages(
-        where='./',
-    ),
-    classifiers=[ 
-        "Programming Language :: Python :: 3",
-        "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
-        "Operating System :: OS Independent",
-    ],
-    python_requires='>=3.8',
-    download_url = "https://github.com/trustgraph-ai/trustgraph/archive/refs/tags/v" + version + ".tar.gz",
-    install_requires=[
-        "trustgraph-base>=1.2,<1.3",
-        "pulsar-client",
-        "prometheus-client",
-        "boto3",
-    ],
-    scripts=[
-        "scripts/text-completion-bedrock",
-    ]
-)

trustgraph-cli/pyproject.toml

@@ -0,0 +1,85 @@
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "trustgraph-cli"
+dynamic = ["version"]
+authors = [{name = "trustgraph.ai", email = "security@trustgraph.ai"}]
+description = "TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline."
+readme = "README.md"
+requires-python = ">=3.8"
+dependencies = [
+    "trustgraph-base>=1.2,<1.3",
+    "requests",
+    "pulsar-client",
+    "aiohttp",
+    "rdflib",
+    "tabulate",
+    "msgpack",
+    "websockets",
+]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+
+[project.urls]
+Homepage = "https://github.com/trustgraph-ai/trustgraph"
+
+[project.scripts]
+tg-add-library-document = "trustgraph.cli.add_library_document:main"
+tg-delete-flow-class = "trustgraph.cli.delete_flow_class:main"
+tg-delete-mcp-tool = "trustgraph.cli.delete_mcp_tool:main"
+tg-delete-kg-core = "trustgraph.cli.delete_kg_core:main"
+tg-delete-tool = "trustgraph.cli.delete_tool:main"
+tg-dump-msgpack = "trustgraph.cli.dump_msgpack:main"
+tg-get-flow-class = "trustgraph.cli.get_flow_class:main"
+tg-get-kg-core = "trustgraph.cli.get_kg_core:main"
+tg-graph-to-turtle = "trustgraph.cli.graph_to_turtle:main"
+tg-init-trustgraph = "trustgraph.cli.init_trustgraph:main"
+tg-invoke-agent = "trustgraph.cli.invoke_agent:main"
+tg-invoke-document-rag = "trustgraph.cli.invoke_document_rag:main"
+tg-invoke-graph-rag = "trustgraph.cli.invoke_graph_rag:main"
+tg-invoke-llm = "trustgraph.cli.invoke_llm:main"
+tg-invoke-mcp-tool = "trustgraph.cli.invoke_mcp_tool:main"
+tg-invoke-prompt = "trustgraph.cli.invoke_prompt:main"
+tg-load-doc-embeds = "trustgraph.cli.load_doc_embeds:main"
+tg-load-kg-core = "trustgraph.cli.load_kg_core:main"
+tg-load-pdf = "trustgraph.cli.load_pdf:main"
+tg-load-sample-documents = "trustgraph.cli.load_sample_documents:main"
+tg-load-text = "trustgraph.cli.load_text:main"
+tg-load-turtle = "trustgraph.cli.load_turtle:main"
+tg-put-flow-class = "trustgraph.cli.put_flow_class:main"
+tg-put-kg-core = "trustgraph.cli.put_kg_core:main"
+tg-remove-library-document = "trustgraph.cli.remove_library_document:main"
+tg-save-doc-embeds = "trustgraph.cli.save_doc_embeds:main"
+tg-set-mcp-tool = "trustgraph.cli.set_mcp_tool:main"
+tg-set-prompt = "trustgraph.cli.set_prompt:main"
+tg-set-token-costs = "trustgraph.cli.set_token_costs:main"
+tg-set-tool = "trustgraph.cli.set_tool:main"
+tg-show-config = "trustgraph.cli.show_config:main"
+tg-show-flow-classes = "trustgraph.cli.show_flow_classes:main"
+tg-show-flow-state = "trustgraph.cli.show_flow_state:main"
+tg-show-flows = "trustgraph.cli.show_flows:main"
+tg-show-graph = "trustgraph.cli.show_graph:main"
+tg-show-kg-cores = "trustgraph.cli.show_kg_cores:main"
+tg-show-library-documents = "trustgraph.cli.show_library_documents:main"
+tg-show-library-processing = "trustgraph.cli.show_library_processing:main"
+tg-show-mcp-tools = "trustgraph.cli.show_mcp_tools:main"
+tg-show-processor-state = "trustgraph.cli.show_processor_state:main"
+tg-show-prompts = "trustgraph.cli.show_prompts:main"
+tg-show-token-costs = "trustgraph.cli.show_token_costs:main"
+tg-show-token-rate = "trustgraph.cli.show_token_rate:main"
+tg-show-tools = "trustgraph.cli.show_tools:main"
+tg-start-flow = "trustgraph.cli.start_flow:main"
+tg-unload-kg-core = "trustgraph.cli.unload_kg_core:main"
+tg-start-library-processing = "trustgraph.cli.start_library_processing:main"
+tg-stop-flow = "trustgraph.cli.stop_flow:main"
+tg-stop-library-processing = "trustgraph.cli.stop_library_processing:main"
+
+[tool.setuptools.packages.find]
+include = ["trustgraph*"]
+
+[tool.setuptools.dynamic]
+version = {attr = "trustgraph.cli_version.__version__"}

trustgraph-cli/setup.py

@@ -1,97 +0,0 @@
-import setuptools
-import os
-import importlib
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-# Load a version number module
-spec = importlib.util.spec_from_file_location(
-    'version', 'trustgraph/cli_version.py'
-)
-version_module = importlib.util.module_from_spec(spec)
-spec.loader.exec_module(version_module)
-
-version = version_module.__version__
-
-setuptools.setup(
-    name="trustgraph-cli",
-    version=version,
-    author="trustgraph.ai",
-    author_email="security@trustgraph.ai",
-    description="TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline.",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/trustgraph-ai/trustgraph",
-    packages=setuptools.find_namespace_packages(
-        where='./',
-    ),
-    classifiers=[ 
-        "Programming Language :: Python :: 3",
-        "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
-        "Operating System :: OS Independent",
-    ],
-    python_requires='>=3.8',
-    download_url = "https://github.com/trustgraph-ai/trustgraph/archive/refs/tags/v" + version + ".tar.gz",
-    install_requires=[
-        "trustgraph-base>=1.2,<1.3",
-        "requests",
-        "pulsar-client",
-        "aiohttp",
-        "rdflib",
-        "tabulate",
-        "msgpack",
-        "websockets",
-    ],
-    scripts=[
-        "scripts/tg-add-library-document",
-        "scripts/tg-delete-flow-class",
-        "scripts/tg-delete-mcp-tool",
-        "scripts/tg-delete-kg-core",
-        "scripts/tg-delete-tool",
-        "scripts/tg-dump-msgpack",
-        "scripts/tg-get-flow-class",
-        "scripts/tg-get-kg-core",
-        "scripts/tg-graph-to-turtle",
-        "scripts/tg-init-trustgraph",
-        "scripts/tg-invoke-agent",
-        "scripts/tg-invoke-document-rag",
-        "scripts/tg-invoke-graph-rag",
-        "scripts/tg-invoke-llm",
-        "scripts/tg-invoke-mcp-tool",
-        "scripts/tg-invoke-prompt",
-        "scripts/tg-load-doc-embeds",
-        "scripts/tg-load-kg-core",
-        "scripts/tg-load-pdf",
-        "scripts/tg-load-sample-documents",
-        "scripts/tg-load-text",
-        "scripts/tg-load-turtle",
-        "scripts/tg-put-flow-class",
-        "scripts/tg-put-kg-core",
-        "scripts/tg-remove-library-document",
-        "scripts/tg-save-doc-embeds",
-        "scripts/tg-set-mcp-tool",
-        "scripts/tg-set-prompt",
-        "scripts/tg-set-token-costs",
-        "scripts/tg-set-tool",
-        "scripts/tg-show-config",
-        "scripts/tg-show-flow-classes",
-        "scripts/tg-show-flow-state",
-        "scripts/tg-show-flows",
-        "scripts/tg-show-graph",
-        "scripts/tg-show-kg-cores",
-        "scripts/tg-show-library-documents",
-        "scripts/tg-show-library-processing",
-        "scripts/tg-show-mcp-tools",
-        "scripts/tg-show-processor-state",
-        "scripts/tg-show-prompts",
-        "scripts/tg-show-token-costs",
-        "scripts/tg-show-token-rate",
-        "scripts/tg-show-tools",
-        "scripts/tg-start-flow",
-        "scripts/tg-unload-kg-core",
-        "scripts/tg-start-library-processing",
-        "scripts/tg-stop-flow",
-        "scripts/tg-stop-library-processing",
-    ]
-)

trustgraph-cli/trustgraph/cli/__init__.py

@@ -0,0 +1 @@
+# TrustGraph CLI modules

trustgraph-cli/trustgraph/cli/add_library_document.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Loads a document into the library
 """
@@ -202,5 +200,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/delete_flow_class.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Deletes a flow class
 """
@@ -49,5 +47,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/delete_kg_core.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Deletes a flow class
 """
@@ -57,5 +55,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/delete_mcp_tool.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Deletes MCP (Model Control Protocol) tools from the TrustGraph system.
 Removes MCP tool configurations by ID from the 'mcp' configuration group.
@@ -91,4 +89,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/delete_tool.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Deletes tools from the TrustGraph system.
 Removes tool configurations by ID from the agent configuration
@@ -96,5 +94,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/dump_msgpack.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 This utility reads a knowledge core in msgpack format and outputs its
 contents in JSON form to standard output.  This is useful only as a
@@ -89,5 +87,5 @@ def main():
     else:
         dump(**vars(args))
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/get_flow_class.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Outputs a flow class definition in JSON format.
 """
@@ -52,5 +50,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/get_kg_core.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Uses the knowledge service to fetch a knowledge core which is saved
 to a local file in msgpack format.
@@ -157,5 +155,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/graph_to_turtle.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Connects to the graph query service and dumps all graph edges in Turtle
 format.
@@ -102,5 +100,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/init_trustgraph.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Initialises Pulsar with Trustgraph tenant / namespaces & policy.
 """
@@ -237,5 +235,5 @@ def main():
             time.sleep(2)
             print("Will retry...", flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/invoke_agent.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Uses the agent service to answer a question
 """
@@ -169,5 +167,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/invoke_document_rag.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Uses the DocumentRAG service to answer a question
 """
@@ -84,5 +82,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/invoke_graph_rag.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Uses the GraphRAG service to answer a question
 """
@@ -113,5 +111,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/invoke_llm.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Invokes the text completion service by specifying an LLM system prompt
 and user prompt.  Both arguments are required.
@@ -66,5 +64,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/invoke_mcp_tool.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Invokes MCP (Model Control Protocol) tools through the TrustGraph API.
 Allows calling MCP tools by specifying the tool name and providing
@@ -76,5 +74,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/invoke_prompt.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Invokes the LLM prompt service by specifying the prompt template to use
 and values for the variables in the prompt template.  The
@@ -86,5 +84,5 @@ specified multiple times''',
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/load_doc_embeds.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 This utility takes a document embeddings core and loads it into a running
 TrustGraph through the API.  The document embeddings core should be in msgpack

trustgraph-cli/trustgraph/cli/load_kg_core.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Starts a load operation on a knowledge core which is already stored by
 the knowledge manager.  You could load a core with tg-put-kg-core and then
@@ -76,5 +74,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/load_pdf.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Loads a PDF document into TrustGraph processing by directing to
 the pdf-decoder queue.
@@ -198,5 +196,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/load_sample_documents.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Loads a PDF document into the library
 """
@@ -737,5 +735,5 @@ def main():
         print("Exception:", e, flush=True)
         raise e
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/load_text.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Loads a text document into TrustGraph processing by directing to a text
 loader queue.
@@ -203,6 +201,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/load_turtle.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Loads triples into the knowledge graph.
 """
@@ -157,5 +155,5 @@ def main():
 
         time.sleep(10)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/put_flow_class.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Uploads a flow class definition.  You can take the output of
 tg-get-flow-class and load it back in using this utility.
@@ -55,5 +53,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/put_kg_core.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Uses the agent service to answer a question
 """
@@ -179,5 +177,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/remove_library_document.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Remove a document from the library
 """
@@ -55,5 +53,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/save_doc_embeds.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 This utility connects to a running TrustGraph through the API and creates
 a document embeddings core from the data streaming through the processing

trustgraph-cli/trustgraph/cli/set_mcp_tool.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Configures and registers MCP (Model Context Protocol) tools in the
 TrustGraph system.
@@ -107,5 +105,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/set_prompt.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Sets a prompt template.
 """
@@ -139,5 +137,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/set_token_costs.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Sets a model's token costs.
 """
@@ -107,5 +105,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/set_tool.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Configures and registers tools in the TrustGraph system.
 
@@ -222,5 +220,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_config.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Dumps out the current configuration
 """
@@ -45,5 +43,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_flow_classes.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Shows all defined flow classes.
 """
@@ -65,5 +63,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_flow_state.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Dump out a flow's processor states
 """
@@ -89,5 +87,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_flows.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Shows configured flows.
 """
@@ -110,5 +108,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_graph.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Connects to the graph query service and dumps all graph edges.
 """
@@ -70,5 +68,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_kg_cores.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Shows knowledge cores
 """
@@ -55,5 +53,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_library_documents.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Shows all loaded library documents
 """
@@ -72,5 +70,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_library_processing.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 """
 
@@ -71,5 +69,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_mcp_tools.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Displays the current MCP (Model Context Protocol) tool configuration
 """
@@ -65,5 +63,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_processor_state.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Dump out TrustGraph processor states.
 """
@@ -51,5 +49,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_prompts.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Dumps out the current prompts
 """
@@ -92,5 +90,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_token_costs.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Dumps out token cost configuration
 """
@@ -75,5 +73,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_token_rate.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Dump out a stream of token rates, input, output and total.  This is averaged
 across the time since tg-show-token-rate is started.
@@ -105,5 +103,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/show_tools.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Displays the current agent tool configurations
 
@@ -89,5 +87,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/start_flow.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Starts a processing flow using a defined flow class
 """
@@ -68,5 +66,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/start_library_processing.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Submits a library document for processing
 """
@@ -99,5 +97,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/stop_flow.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Stops a processing flow.
 """
@@ -50,5 +48,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/stop_library_processing.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Removes a library document processing record.  This is just a record of
 procesing, it doesn't stop in-flight processing at the moment.
@@ -61,5 +59,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-cli/trustgraph/cli/unload_kg_core.py

@@ -1,5 +1,3 @@
-#!/usr/bin/env python3
-
 """
 Starts a load operation on a knowledge core which is already stored by
 the knowledge manager.  You could load a core with tg-put-kg-core and then
@@ -68,5 +66,5 @@ def main():
 
         print("Exception:", e, flush=True)
 
-main()
-
+if __name__ == "__main__":
+    main()

trustgraph-embeddings-hf/pyproject.toml

@@ -0,0 +1,43 @@
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "trustgraph-embeddings-hf"
+dynamic = ["version"]
+authors = [{name = "trustgraph.ai", email = "security@trustgraph.ai"}]
+description = "HuggingFace embeddings support for TrustGraph."
+readme = "README.md"
+requires-python = ">=3.8"
+dependencies = [
+    "trustgraph-base>=1.2,<1.3",
+    "trustgraph-flow>=1.2,<1.3",
+    "torch",
+    "urllib3",
+    "transformers",
+    "sentence-transformers",
+    "langchain",
+    "langchain-core",
+    "langchain-huggingface",
+    "langchain-community",
+    "huggingface-hub",
+    "pulsar-client",
+    "pyyaml",
+    "prometheus-client",
+]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+
+[project.urls]
+Homepage = "https://github.com/trustgraph-ai/trustgraph"
+
+[project.scripts]
+embeddings-hf = "trustgraph.embeddings.hf:run"
+
+[tool.setuptools.packages.find]
+include = ["trustgraph*"]
+
+[tool.setuptools.dynamic]
+version = {attr = "trustgraph.embeddings_hf_version.__version__"}

trustgraph-embeddings-hf/scripts/embeddings-hf

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.hf import run
-
-run()
-

trustgraph-embeddings-hf/setup.py

@@ -1,55 +0,0 @@
-import setuptools
-import os
-import importlib
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-# Load a version number module
-spec = importlib.util.spec_from_file_location(
-    'version', 'trustgraph/embeddings_hf_version.py'
-)
-version_module = importlib.util.module_from_spec(spec)
-spec.loader.exec_module(version_module)
-
-version = version_module.__version__
-
-setuptools.setup(
-    name="trustgraph-embeddings-hf",
-    version=version,
-    author="trustgraph.ai",
-    author_email="security@trustgraph.ai",
-    description="HuggingFace embeddings support for TrustGraph.",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    url="https://github.com/trustgraph-ai/trustgraph",
-    packages=setuptools.find_namespace_packages(
-        where='./',
-    ),
-    classifiers=[ 
-        "Programming Language :: Python :: 3",
-        "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
-        "Operating System :: OS Independent",
-    ],
-    python_requires='>=3.8',
-    download_url = "https://github.com/trustgraph-ai/trustgraph/archive/refs/tags/v" + version + ".tar.gz",
-    install_requires=[
-        "trustgraph-base>=1.2,<1.3",
-        "trustgraph-flow>=1.2,<1.3",
-        "torch",
-        "urllib3",
-        "transformers",
-        "sentence-transformers",
-        "langchain",
-        "langchain-core",
-        "langchain-huggingface",
-        "langchain-community",
-        "huggingface-hub",
-        "pulsar-client",
-        "pyyaml",
-        "prometheus-client",
-    ],
-    scripts=[
-        "scripts/embeddings-hf",
-    ]
-)

trustgraph-flow/pyproject.toml

@@ -0,0 +1,123 @@
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "trustgraph-flow"
+dynamic = ["version"]
+authors = [{name = "trustgraph.ai", email = "security@trustgraph.ai"}]
+description = "TrustGraph provides a means to run a pipeline of flexible AI processing components in a flexible means to achieve a processing pipeline."
+readme = "README.md"
+requires-python = ">=3.8"
+dependencies = [
+    "trustgraph-base>=1.2,<1.3",
+    "aiohttp",
+    "anthropic",
+    "cassandra-driver",
+    "cohere",
+    "cryptography",
+    "falkordb",
+    "fastembed",
+    "google-genai",
+    "ibis",
+    "jsonschema",
+    "langchain",
+    "langchain-community",
+    "langchain-core",
+    "langchain-text-splitters",
+    "mcp",
+    "minio",
+    "mistralai",
+    "neo4j",
+    "ollama",
+    "openai",
+    "pinecone[grpc]",
+    "prometheus-client",
+    "pulsar-client",
+    "pymilvus",
+    "pypdf",
+    "mistralai",
+    "pyyaml",
+    "qdrant-client",
+    "rdflib",
+    "requests",
+    "tabulate",
+    "tiktoken",
+    "urllib3",
+]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+
+[project.urls]
+Homepage = "https://github.com/trustgraph-ai/trustgraph"
+
+[project.scripts]
+agent-manager-react = "trustgraph.agent.react:run"
+api-gateway = "trustgraph.gateway:run"
+chunker-recursive = "trustgraph.chunking.recursive:run"
+chunker-token = "trustgraph.chunking.token:run"
+config-svc = "trustgraph.config.service:run"
+de-query-milvus = "trustgraph.query.doc_embeddings.milvus:run"
+de-query-pinecone = "trustgraph.query.doc_embeddings.pinecone:run"
+de-query-qdrant = "trustgraph.query.doc_embeddings.qdrant:run"
+de-write-milvus = "trustgraph.storage.doc_embeddings.milvus:run"
+de-write-pinecone = "trustgraph.storage.doc_embeddings.pinecone:run"
+de-write-qdrant = "trustgraph.storage.doc_embeddings.qdrant:run"
+document-embeddings = "trustgraph.embeddings.document_embeddings:run"
+document-rag = "trustgraph.retrieval.document_rag:run"
+embeddings-fastembed = "trustgraph.embeddings.fastembed:run"
+embeddings-ollama = "trustgraph.embeddings.ollama:run"
+ge-query-milvus = "trustgraph.query.graph_embeddings.milvus:run"
+ge-query-pinecone = "trustgraph.query.graph_embeddings.pinecone:run"
+ge-query-qdrant = "trustgraph.query.graph_embeddings.qdrant:run"
+ge-write-milvus = "trustgraph.storage.graph_embeddings.milvus:run"
+ge-write-pinecone = "trustgraph.storage.graph_embeddings.pinecone:run"
+ge-write-qdrant = "trustgraph.storage.graph_embeddings.qdrant:run"
+graph-embeddings = "trustgraph.embeddings.graph_embeddings:run"
+graph-rag = "trustgraph.retrieval.graph_rag:run"
+kg-extract-agent = "trustgraph.extract.kg.agent:run"
+kg-extract-definitions = "trustgraph.extract.kg.definitions:run"
+kg-extract-relationships = "trustgraph.extract.kg.relationships:run"
+kg-extract-topics = "trustgraph.extract.kg.topics:run"
+kg-manager = "trustgraph.cores:run"
+kg-store = "trustgraph.storage.knowledge:run"
+librarian = "trustgraph.librarian:run"
+mcp-tool = "trustgraph.agent.mcp_tool:run"
+metering = "trustgraph.metering:run"
+object-extract-row = "trustgraph.extract.object.row:run"
+oe-write-milvus = "trustgraph.storage.object_embeddings.milvus:run"
+pdf-decoder = "trustgraph.decoding.pdf:run"
+pdf-ocr-mistral = "trustgraph.decoding.mistral_ocr:run"
+prompt-template = "trustgraph.prompt.template:run"
+rev-gateway = "trustgraph.rev_gateway:run"
+rows-write-cassandra = "trustgraph.storage.rows.cassandra:run"
+run-processing = "trustgraph.processing:run"
+text-completion-azure = "trustgraph.model.text_completion.azure:run"
+text-completion-azure-openai = "trustgraph.model.text_completion.azure_openai:run"
+text-completion-claude = "trustgraph.model.text_completion.claude:run"
+text-completion-cohere = "trustgraph.model.text_completion.cohere:run"
+text-completion-googleaistudio = "trustgraph.model.text_completion.googleaistudio:run"
+text-completion-llamafile = "trustgraph.model.text_completion.llamafile:run"
+text-completion-lmstudio = "trustgraph.model.text_completion.lmstudio:run"
+text-completion-mistral = "trustgraph.model.text_completion.mistral:run"
+text-completion-ollama = "trustgraph.model.text_completion.ollama:run"
+text-completion-openai = "trustgraph.model.text_completion.openai:run"
+text-completion-tgi = "trustgraph.model.text_completion.tgi:run"
+text-completion-vllm = "trustgraph.model.text_completion.vllm:run"
+triples-query-cassandra = "trustgraph.query.triples.cassandra:run"
+triples-query-falkordb = "trustgraph.query.triples.falkordb:run"
+triples-query-memgraph = "trustgraph.query.triples.memgraph:run"
+triples-query-neo4j = "trustgraph.query.triples.neo4j:run"
+triples-write-cassandra = "trustgraph.storage.triples.cassandra:run"
+triples-write-falkordb = "trustgraph.storage.triples.falkordb:run"
+triples-write-memgraph = "trustgraph.storage.triples.memgraph:run"
+triples-write-neo4j = "trustgraph.storage.triples.neo4j:run"
+wikipedia-lookup = "trustgraph.external.wikipedia:run"
+
+[tool.setuptools.packages.find]
+include = ["trustgraph*"]
+
+[tool.setuptools.dynamic]
+version = {attr = "trustgraph.flow_version.__version__"}

trustgraph-flow/scripts/agent-manager-react

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.agent.react import run
-
-run()
-

trustgraph-flow/scripts/api-gateway

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.gateway import run
-
-run()
-

trustgraph-flow/scripts/chunker-recursive

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.chunking.recursive import run
-
-run()
-

trustgraph-flow/scripts/chunker-token

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.chunking.token import run
-
-run()
-

trustgraph-flow/scripts/config-svc

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.config.service import run
-
-run()
-

trustgraph-flow/scripts/de-query-milvus

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.doc_embeddings.milvus import run
-
-run()
-

trustgraph-flow/scripts/de-query-pinecone

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.doc_embeddings.pinecone import run
-
-run()
-

trustgraph-flow/scripts/de-query-qdrant

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.doc_embeddings.qdrant import run
-
-run()
-

trustgraph-flow/scripts/de-write-milvus

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.doc_embeddings.milvus import run
-
-run()
-

trustgraph-flow/scripts/de-write-pinecone

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.doc_embeddings.pinecone import run
-
-run()
-

trustgraph-flow/scripts/de-write-qdrant

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.doc_embeddings.qdrant import run
-
-run()
-

trustgraph-flow/scripts/document-embeddings

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.document_embeddings import run
-
-run()
-

trustgraph-flow/scripts/document-rag

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.retrieval.document_rag import run
-
-run()
-

trustgraph-flow/scripts/embeddings-fastembed

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.fastembed import run
-
-run()
-

trustgraph-flow/scripts/embeddings-ollama

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.ollama import run
-
-run()
-

trustgraph-flow/scripts/ge-query-milvus

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.graph_embeddings.milvus import run
-
-run()
-

trustgraph-flow/scripts/ge-query-pinecone

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.graph_embeddings.pinecone import run
-
-run()
-

trustgraph-flow/scripts/ge-query-qdrant

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.query.graph_embeddings.qdrant import run
-
-run()
-

trustgraph-flow/scripts/ge-write-milvus

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.graph_embeddings.milvus import run
-
-run()
-

trustgraph-flow/scripts/ge-write-pinecone

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.graph_embeddings.pinecone import run
-
-run()
-

trustgraph-flow/scripts/ge-write-qdrant

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.storage.graph_embeddings.qdrant import run
-
-run()
-

trustgraph-flow/scripts/graph-embeddings

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.embeddings.graph_embeddings import run
-
-run()
-

trustgraph-flow/scripts/graph-rag

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.retrieval.graph_rag import run
-
-run()
-

trustgraph-flow/scripts/kg-extract-agent

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.agent import run
-
-run()
-

trustgraph-flow/scripts/kg-extract-definitions

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.definitions import run
-
-run()
-

trustgraph-flow/scripts/kg-extract-relationships

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.relationships import run
-
-run()
-

trustgraph-flow/scripts/kg-extract-topics

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.extract.kg.topics import run
-
-run()
-

trustgraph-flow/scripts/kg-manager

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-from trustgraph.cores import run
-
-run()
-