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morpheus.code-workspace
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{
"extensions": {
// See https://go.microsoft.com/fwlink/?LinkId=827846 to learn about workspace recommendations.
// Extension identifier format: ${publisher}.${name}. Example: vscode.csharp
// List of extensions which should be recommended for users of this workspace.
"recommendations": [
"eeyore.yapf",
"josetr.cmake-language-support-vscode",
"llvm-vs-code-extensions.vscode-clangd",
"matepek.vscode-catch2-test-adapter",
"ms-python.flake8",
"ms-python.isort",
"ms-python.pylint",
"ms-vscode.cmake-tools",
"stkb.rewrap"
],
// List of extensions recommended by VS Code that should not be recommended for users of this workspace.
"unwantedRecommendations": [
"austin.code-gnu-global"
]
},
"folders": [
{
"path": "."
}
],
"launch": {
"compounds": [],
"configurations": [
{
"args": [
"--log_level=DEBUG",
// "--debug",
"run",
"--num_threads=8",
"--pipeline_batch_size=1024",
"--model_max_batch_size=32",
"--edge_buffer_size=4",
"--use_cpp=False",
"pipeline-nlp",
"--model_seq_length=256",
"from-file",
"--filename=models/datasets/validation-data/sid-validation-data.csv",
"--repeat=50",
// "dropna",
// "from-kafka",
"deserialize",
"preprocess",
"--vocab_hash_file=./morpheus/data/bert-base-uncased-hash.txt",
"--truncation=True",
"--do_lower_case=True",
"--add_special_tokens=False",
"inf-triton",
"--model_name=sid-minibert-onnx",
"--server_url=localhost:8001",
"--force_convert_inputs=True",
// "--use_shared_memory=True",
"monitor",
"--description",
"Inference Rate",
"--unit",
"inf",
"add-class",
// "filter",
"serialize",
// "--include",
// "timestamp",
"--exclude",
"^_ts_",
"--output_type=json",
// "to-kafka",
// "--output_topic",
// "inference_output",
"to-file",
"--filename=./.tmp/sid_training_data-nlp.csv",
"--overwrite"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}",
"justMyCode": false,
"name": "Python: Run Pipeline (NLP)",
"program": "${workspaceFolder}/morpheus/cli/run.py",
"request": "launch",
"subProcess": true,
"type": "debugpy"
},
{
"args": [
"--log_level=DEBUG",
// "--debug",
"run",
"--num_threads=8",
"--pipeline_batch_size=1024",
"--model_max_batch_size=1024",
// "--use_cpp=False",
"pipeline-fil",
"from-file",
"--filename=./models/datasets/validation-data/abp-validation-data.jsonlines",
"--repeat=200",
// "from-kafka",
// "dropna",
"deserialize",
"preprocess",
"inf-triton",
"--model_name=abp-nvsmi-xgb",
"--server_url=localhost:8001",
"--force_convert_inputs=True",
"monitor",
"--description",
"Inference Rate",
"--smoothing=0.001",
"--unit",
"inf",
"add-class",
// "validate",
// "--val_file_name=models/datasets/validation-data/abp-validation-data.jsonlines",
// "--results_file_name=./.tmp/validation_results-fil.json",
// "--overwrite",
"filter",
"serialize",
"--include",
"timestamp",
"--exclude",
"^_ts_",
"--exclude",
"^nvidia_smi_log",
// "to-kafka",
// "--output_topic",
// "inference_output",
"to-file",
"--filename=./.tmp/abp-validation-data.csv",
"--overwrite"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}",
"justMyCode": false,
"name": "Python: Run Pipeline (FIL)",
"program": "${workspaceFolder}/morpheus/cli/run.py",
"request": "launch",
"subProcess": true,
"type": "debugpy"
},
{
"args": [
"--log_level=DEBUG",
"run",
"--num_threads=1",
"--pipeline_batch_size=1024",
"--model_max_batch_size=1024",
"--use_cpp=False",
"pipeline-ae",
"--columns_file=morpheus/data/columns_ae_cloudtrail.txt",
"--userid_column_name=userIdentitysessionContextsessionIssueruserName",
"--userid_filter=user123",
"--timestamp_column_name=event_dt",
"from-cloudtrail",
"--input_glob=models/datasets/validation-data/dfp-cloudtrail-*-input.csv",
"--max_files=200",
"train-ae",
"--train_data_glob=models/datasets/training-data/dfp-*.csv",
"--source_stage_class=morpheus.stages.input.cloud_trail_source_stage.CloudTrailSourceStage",
"--seed=42",
"preprocess",
"inf-pytorch",
"add-scores",
"timeseries",
"--resolution=1m",
"--zscore_threshold=8.0",
"--hot_start",
"monitor",
"--description",
"Inference Rate",
"--unit",
"inf",
"validate",
"--val_file_name=models/datasets/validation-data/dfp-cloudtrail-user123-validation-data-output.csv",
"--results_file_name=./.tmp/validation_results-ae.json",
"--index_col=_index_",
"--exclude=event_dt",
"--rel_tol=0.1",
"--overwrite",
"serialize",
// "--include",
// "timestamp",
// "--exclude",
// "^_ts_",
// "--exclude",
// "^nvidia_smi_log",
// "to-kafka",
// "--output_topic",
// "inference_output",
"to-file",
"--filename=./.tmp/detections.csv",
"--overwrite"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}",
"justMyCode": false,
"name": "Python: Run Pipeline (AE)",
"program": "${workspaceFolder}/morpheus/cli/run.py",
"request": "launch",
"subProcess": true,
"type": "debugpy"
},
{
"args": [
"--log_level=DEBUG",
// "--debug",
"run",
"--num_threads=1",
"--pipeline_batch_size=1024",
"--model_max_batch_size=32",
// "--use_cpp=False",
"pipeline-nlp",
"--labels_file=morpheus/data/labels_phishing.txt",
"--model_seq_length=128",
"from-file",
"--filename=models/datasets/validation-data/phishing-email-validation-data.jsonlines",
"--repeat=1",
// "dropna",
// "from-kafka",
"deserialize",
"preprocess",
"--vocab_hash_file=./morpheus/data/bert-base-uncased-hash.txt",
"--truncation=True",
// "--stride=",
"--do_lower_case=True",
"--add_special_tokens=False",
"inf-triton",
"--model_name=phishing-bert-onnx",
"--server_url=localhost:8001",
"--force_convert_inputs=True",
// "--use_shared_memory=True",
"monitor",
"--description",
"Inference Rate",
"--unit",
"inf",
"add-class",
// "--label=pred",
// "--threshold=0.7",
// "add-scores",
// "--label=score",
// "filter",
"validate",
"--val_file_name=models/datasets/validation-data/phishing-email-validation-data.jsonlines",
"--results_file_name=./.tmp/validation_results-phishing.json",
"--overwrite",
"serialize",
// "--include",
// "timestamp",
"--exclude",
"^ts_",
// "to-kafka",
// "--output_topic",
// "inference_output",
"to-file",
"--filename=./.tmp/phishing-detections.jsonlines",
"--overwrite"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}",
"justMyCode": false,
"name": "Python: Run Pipeline (NLP-Phishing)",
"program": "${workspaceFolder}/morpheus/cli/run.py",
"request": "launch",
"subProcess": true,
"type": "debugpy"
},
{
"args": [
"--input_file",
"../data/pcap_dump.jsonlines",
"--output_file",
"./.tmp/pcap_output.jsonlines",
"--server_url",
"localhost:8001",
"--model_name",
"abp-pcap-xgb"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}/examples/abp_pcap_detection",
"justMyCode": false,
"name": "Python: Anomaly Detection Example",
"program": "${workspaceFolder}/examples/abp_pcap_detection/run.py",
"request": "launch",
"type": "debugpy"
},
{
"args": [
"-b",
"html",
"-aE",
"-j",
"auto",
"source",
"${workspaceFolder}/build/docs/html"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}/docs",
"justMyCode": false,
"module": "sphinx.cmd.build",
"name": "Python: Sphinx",
"request": "launch",
"type": "debugpy"
},
{
"MIMode": "gdb",
"args": [
"./morpheus/cli.py",
"--log_level=DEBUG",
"run",
"--num_threads=2",
"--pipeline_batch_size=1024",
"--model_max_batch_size=32",
"--edge_buffer_size=4",
"--use_cpp=True",
"pipeline-nlp",
"--model_seq_length=256",
// "--viz_file=.tmp/nlp-viz.png",
"from-file",
"--filename=models/datasets/validation-data/sid-validation-data.csv",
"--repeat=5",
// "--iterative",
// "from-kafka",
"deserialize",
"preprocess",
"--vocab_hash_file=./morpheus/data/bert-base-uncased-hash.txt",
"--truncation=True",
"--do_lower_case=True",
"--add_special_tokens=False",
"inf-triton",
"--model_name=sid-minibert-onnx",
"--server_url=localhost:8001",
"--force_convert_inputs=True",
"monitor",
"--description",
"Inference Rate",
"--unit",
"inf",
"add-class",
// "filter",
"serialize",
// "--include",
// "timestamp",
"--exclude",
"^_ts_",
// "to-kafka",
// "--output_topic",
// "inference_output",
"to-file",
"--filename=./.tmp/detections2-nlp.csv",
"--overwrite"
],
"cwd": "${workspaceFolder}",
"environment": [
{
"name": "MORPHEUS_ROOT",
"value": "${workspaceFolder}"
},
{
"name": "GLOG_v",
"value": "10"
},
{
"name": "GLOG_logtostderr",
"value": "1"
},
{
"name": "CUDA_LAUNCH_BLOCKING",
"value": "1"
}
],
"externalConsole": false,
"miDebuggerPath": "gdb",
"name": "Debug MRC from Python (Morpheus-NLP)",
"program": "python",
"request": "launch",
"setupCommands": [
{
"description": "Enable pretty-printing for gdb",
"ignoreFailures": true,
"text": "-enable-pretty-printing"
},
{
"description": "Skip stdio-common files",
"text": "-interpreter-exec console \"skip -gfi **/bits/*.h\""
}
],
"sourceFileMap": {
"${workspaceFolder}": {
"editorPath": "${workspaceFolder}",
"useForBreakpoints": "true"
}
},
"stopAtEntry": false,
"symbolLoadInfo": {
"exceptionList": "libmrc*.so;cudf_helpers.*;executor.*;morpheus.*;node.*;options.*;pipeline.*;segment.*;subscriber.*;stages.*;messages.*;common*.so",
"loadAll": false
},
"type": "cppdbg"
},
{
"MIMode": "gdb",
"args": [
"./morpheus/cli.py",
"--log_level=DEBUG",
// "--debug",
"run",
"--num_threads=1",
"--pipeline_batch_size=1024",
"--model_max_batch_size=1024",
// "--use_cpp=False",
"pipeline-fil",
"from-file",
"--filename=models/datasets/validation-data/abp-validation-data.csv",
"--repeat=10",
"--iterative",
// "from-kafka",
// "dropna",
"deserialize",
"preprocess",
"inf-triton",
"--model_name=abp-nvsmi-xgb",
"--server_url=localhost:8001",
"--force_convert_inputs=True",
"monitor",
"--description",
"Inference Rate",
"--unit",
"inf",
"add-class",
"validate",
"--val_file_name=models/datasets/validation-data/abp-validation-data.jsonlines",
"--results_file_name=./.tmp/validation_results-fil.json",
"--overwrite",
// "filter",
"serialize",
// "--include",
// "timestamp",
"--exclude",
"^_ts_",
// "--exclude",
// "^nvidia_smi_log",
// "to-kafka",
// "--output_topic",
// "inference_output",
"to-file",
"--filename=./.tmp/abp-validation-data.csv",
"--overwrite"
],
"cwd": "${workspaceFolder}",
"environment": [
{
"name": "MORPHEUS_ROOT",
"value": "${workspaceFolder}"
},
{
"name": "GLOG_v",
"value": "10"
},
{
"name": "CUDA_LAUNCH_BLOCKING",
"value": "1"
}
],
"externalConsole": false,
"miDebuggerPath": "gdb",
"name": "Debug MRC from Python (Morpheus-FIL)",
"program": "python",
"request": "launch",
"setupCommands": [
{
"description": "Enable pretty-printing for gdb",
"ignoreFailures": true,
"text": "-enable-pretty-printing"
},
{
"description": "Skip stdio-common files",
"text": "-interpreter-exec console \"skip -gfi **/bits/*.h\""
}
],
"sourceFileMap": {
"${workspaceFolder}": {
"editorPath": "${workspaceFolder}",
"useForBreakpoints": "true"
}
},
"stopAtEntry": false,
"symbolLoadInfo": {
"exceptionList": "libmrc*.so;cudf_helpers.*;executor.*;morpheus.*;node.*;options.*;pipeline.*;segment.*;subscriber.*;stages.*;messages.*;common*.so",
"loadAll": false
},
"type": "cppdbg"
},
{
"MIMode": "gdb",
"args": [
"./morpheus/cli.py",
"--log_level=DEBUG",
"run",
"--num_threads=1",
"--pipeline_batch_size=128",
"--model_max_batch_size=128",
"--use_cpp=False",
"pipeline-ae",
// "--ae_path=models/hammah-models/hammah-role-g-20211017.pkl",
"--ae_path=../data/ae_model.pkl",
"from-cloudtrail",
"--input_glob=models/datasets/validation-data/dfp-cloudtrail-role-g-validation-data.csv",
// "--input_glob=./data/red_team.csv",
"--max_files=200",
"--iterative",
"deserialize",
"preprocess",
"inf-triton",
"--model_name=autoencoder-onnx",
"--server_url=localhost:8001",
"timeseries",
"--resolution=10m",
"monitor",
"--description",
"Inference Rate",
"--smoothing=0.001",
"--unit",
"inf"
// "add-class",
// "filter",
// "serialize",
// "--include",
// "timestamp",
// "--exclude",
// "^_ts_",
// "--exclude",
// "^nvidia_smi_log",
// "to-kafka",
// "--output_topic",
// "inference_output",
// "to-file",
// "--filename=./.tmp/detections.json",
// "--overwrite",
],
"cwd": "${workspaceFolder}",
"environment": [
{
"name": "MORPHEUS_ROOT",
"value": "${workspaceFolder}"
},
{
"name": "GLOG_v",
"value": "10"
},
{
"name": "CUDA_LAUNCH_BLOCKING",
"value": "1"
}
],
"externalConsole": false,
"miDebuggerPath": "gdb",
"name": "Debug MRC from Python (Morpheus-AE)",
"program": "python",
"request": "launch",
"setupCommands": [
{
"description": "Enable pretty-printing for gdb",
"ignoreFailures": true,
"text": "-enable-pretty-printing"
},
{
"description": "Skip stdio-common files",
"text": "-interpreter-exec console \"skip -gfi **/bits/*.h\""
}
],
"sourceFileMap": {
"${workspaceFolder}": {
"editorPath": "${workspaceFolder}",
"useForBreakpoints": "true"
}
},
"stopAtEntry": false,
"symbolLoadInfo": {
"exceptionList": "libmrc*.so;cudf_helpers.*;executor.*;morpheus.*;node.*;options.*;pipeline.*;segment.*;subscriber.*;stages.*;messages.*;common*.so",
"loadAll": false
},
"type": "cppdbg"
},
{
"MIMode": "gdb",
"args": [
// Uncomment to run a specific test
// "--gtest_filter='TestLLMContext.PopSelectMultipleOutputs'"
],
"cwd": "${workspaceFolder}",
"environment": [
{
"name": "GLOG_v",
"value": "10"
}
],
"externalConsole": false,
"miDebuggerPath": "gdb",
"name": "Debug LLM C++ Tests",
"program": "${workspaceFolder}/build/morpheus/_lib/tests/test_llm.x",
"request": "launch",
"setupCommands": [
{
"description": "Enable pretty-printing for gdb",
"ignoreFailures": true,
"text": "-enable-pretty-printing"
}
],
"stopAtEntry": false,
"type": "cppdbg"
},
{
"args": [
"--input_file=validation.csv",
"--training_file=training.csv",
"--output_file=result.csv",
"--model_dir=model"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}/examples/gnn_fraud_detection_pipeline",
"justMyCode": false,
"name": "Python: GNN DGL inference",
"program": "${workspaceFolder}/examples/gnn_fraud_detection_pipeline/run.py",
"request": "launch",
"type": "debugpy"
},
{
"args": [
"--training-data=${workspaceFolder}/examples/gnn_fraud_detection_pipeline/training.csv",
"--validation-data=${workspaceFolder}/examples/gnn_fraud_detection_pipeline/validation.csv",
"--output-file=result.csv",
"--model-dir=models",
"--epochs=5"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}/models/training-tuning-scripts/fraud-detection-models",
"justMyCode": false,
"name": "Python: GNN model training",
"program": "${workspaceFolder}/models/training-tuning-scripts/fraud-detection-models/training.py",
"request": "launch",
"type": "debugpy"
}
]
},
"settings": {
"[cpp]": {
"editor.defaultFormatter": "llvm-vs-code-extensions.vscode-clangd",
"editor.detectIndentation": false,
"editor.formatOnSave": true,
"editor.semanticHighlighting.enabled": true,
"editor.suggest.insertMode": "replace",
"editor.tabSize": 4,
"editor.wordBasedSuggestions": "off",
"editor.wordWrapColumn": 120
},
"[python]": {
"editor.codeActionsOnSave": {
"source.organizeImports": "explicit"
},
"editor.defaultFormatter": "eeyore.yapf",
"editor.formatOnSave": true,
"editor.tabSize": 4
},
"cmake.configureArgs": [
"-DCMAKE_MESSAGE_CONTEXT_SHOW=ON", // Show message context by default
"-DMORPHEUS_USE_CLANG_TIDY=OFF", // If we are using clangd extension, disable clang-tidy in VS Code to prevent double errors
"-DMORPHEUS_PYTHON_INPLACE_BUILD=ON", // Allow inplace build for python. Use `pip install -e .` from the python folder to install
"-DMORPHEUS_USE_CCACHE=ON" // Enable ccache when building in vscode
],
"cmake.format.allowOptionalArgumentIndentation": true,
"docker.languageserver.formatter.ignoreMultilineInstructions": true,
"editor.rulers": [
120
],
"files.insertFinalNewline": true,
"files.trimFinalNewlines": true,
"files.trimTrailingWhitespace": true,
"flake8.args": [
"--style=${workspaceFolder}/setup.cfg"
],
"pylint.args": [
"--rcfile=${workspaceFolder}/pyproject.toml",
"--init-hook=import sys; sys.path.append(\"${workspaceFolder}\")"
],
"pylint.importStrategy": "fromEnvironment",
"python.analysis.extraPaths": [
"./examples/digital_fingerprinting/production/morpheus"
],
"python.testing.pytestArgs": [
"-s",
"tests"
],
"python.testing.pytestEnabled": true,
"python.testing.unittestEnabled": false,
"rewrap.wrappingColumn": 120,
"testMate.cpp.test.advancedExecutables": [
{
"pattern": "{build,Build,BUILD,out,Out,OUT}/**/*{test,Test,TEST}_*.x",
"env": {
"UCX_ERROR_SIGNALS": "", // Prevent UCX from capturing errors
"MORPHEUS_ROOT": "${workspaceFolder}", // Ensure the MORPHEUS_ROOT is set
}
}
],
"testMate.cpp.debug.configTemplate": {
"args": "${argsArray}",
"cwd": "${cwd}",
"darwin": {
"MIMode": "lldb",
"type": "cppdbg"
},
"env": "${envObj}",
"environment": "${envObjArray}",
"name": "Debug Test Runner (${parentLabel} > ${label})",
"program": "${exec}",
"request": "launch",
"testMate.cpp.debug.setEnv": {
"GLOG_v": "10",
"GTEST_CATCH_EXCEPTIONS": "0", // Allow the debugger to catch exceptions
"MORPHEUS_ROOT": "${workspaceFolder}", // Ensure the MORPHEUS_ROOT is set
"UCX_ERROR_SIGNALS": "" // Prevent UCX from capturing errors
},
"type": "lldb",
"win32": {
"type": "cppvsdbg"
}
},
"yapf.args": [
"--style=${workspaceFolder}/setup.cfg"
]
}
}