diff --git a/.env b/.env
index e25b7a2..6165ba4 100644
--- a/.env
+++ b/.env
@@ -14,6 +14,6 @@ GIT_PYTHON_REFRESH=quiet
 # container uri for mlflow -- adjust this if you have a remote tracking server
 MLFLOW_TRACKING_URI=http://mlflow:8080
 # adjust this if you have a remote artifact store (e.g. gs, s3)
-MLFLOW_ARTIFACT_ROOT=/mlruns
+MLFLOW_ARTIFACT_DESTINATION=./mlruns
 # this path is relative to where jupyter is started
 MODEL_SECRETS_PATH=./config/secrets.toml
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
new file mode 100644
index 0000000..602eb0e
--- /dev/null
+++ b/.github/workflows/tests.yml
@@ -0,0 +1,43 @@
+name: Tests
+
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+
+jobs:
+  integration-test:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.12"
+
+      - name: Start MLflow server
+        run: |
+          docker compose up -d mlflow
+
+      - name: Wait for MLflow server to be ready
+        run: |
+          until curl -f http://localhost:8080/health; do
+            echo "Waiting for MLflow server..."
+            sleep 5
+          done
+
+      - name: Install poetry
+        run: pipx install "poetry == 1.8.5"
+
+      - name: Install dependencies
+        run: poetry install --with test --no-cache
+
+      - name: Run all tests
+        run: MLFLOW_TRACKING_URI=http://localhost:8080 poetry run pytest
+
+      - name: Stop MLflow server
+        run: docker compose down
diff --git a/.gitignore b/.gitignore
index 3f43792..c70e979 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,3 +4,5 @@ secrets.toml
 .python-version
 data/
 *.pyc
+.vscode/
+.coverage*
diff --git a/docker-compose.yaml b/docker-compose.yaml
index c79691b..2e889c1 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -17,12 +17,14 @@ services:
     command: >
       mlflow server
         --backend-store-uri postgresql://${POSTGRES_USER}:${POSTGRES_PASSWORD}@${POSTGRES_HOST}:${POSTGRES_PORT}/${POSTGRES_DB}
-        --default-artifact-root /mlruns
+        --default-artifact-root http://localhost:8080/api/2.0/mlflow-artifacts/artifacts/experiments
+        --artifacts-destination ${MLFLOW_ARTIFACT_DESTINATION}
         --host 0.0.0.0
         --port 8080
     ports:
       - "8080:8080"
     volumes:
+      # Volume not needed if using cloud storage for artifacts
       - ./mlruns:/mlruns
   
   jupyter:
@@ -34,6 +36,7 @@ services:
       - "8888:8888"
     volumes:
       - ./flightdeck:/app/flightdeck
+      # Volume not needed if using cloud storage for artifacts
       - ./mlruns:/mlruns
 
 volumes:
diff --git a/poetry.lock b/poetry.lock
index 8699a98..8fd601f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,96 +13,101 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.18"
+version = "3.12.2"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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+
+[package.dependencies]
+aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
@@ -112,7 +117,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.3.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -159,6 +164,30 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
+[[package]]
+name = "anthropic"
+version = "0.52.1"
+description = "The official Python library for the anthropic API"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "anthropic-0.52.1-py3-none-any.whl", hash = "sha256:807cee7ebc5503753da0403a77932decf5a4c036041ddda58b4edcdb2a3da551"},
+    {file = "anthropic-0.52.1.tar.gz", hash = "sha256:da4a7c3aeac0170cb45a42dc3369ca1fcf2b3238edf845cb056505d4b0c42fcf"},
+]
+
+[package.dependencies]
+anyio = ">=3.5.0,<5"
+distro = ">=1.7.0,<2"
+httpx = ">=0.25.0,<1"
+jiter = ">=0.4.0,<1"
+pydantic = ">=1.9.0,<3"
+sniffio = "*"
+typing-extensions = ">=4.10,<5"
+
+[package.extras]
+bedrock = ["boto3 (>=1.28.57)", "botocore (>=1.31.57)"]
+vertex = ["google-auth[requests] (>=2,<3)"]
+
 [[package]]
 name = "anyio"
 version = "4.9.0"
@@ -327,6 +356,165 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
+[[package]]
+name = "azure-ai-ml"
+version = "1.23.1"
+description = "Microsoft Azure Machine Learning Client Library for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "azure_ai_ml-1.23.1-py3-none-any.whl", hash = "sha256:08afc1ae8e23da490a141d6d2b3cbf3a5f9f6b9893ec3cb29cc7814e3b3d86bf"},
+    {file = "azure_ai_ml-1.23.1.tar.gz", hash = "sha256:31622cd62fd308acc6508e830bafdb32a6d53f0233d8d67822208d1227b06fa6"},
+]
+
+[package.dependencies]
+azure-common = ">=1.1"
+azure-core = ">=1.23.0"
+azure-mgmt-core = ">=1.3.0"
+azure-storage-blob = ">=12.10.0"
+azure-storage-file-datalake = ">=12.2.0"
+azure-storage-file-share = "*"
+colorama = "*"
+isodate = "*"
+jsonschema = ">=4.0.0"
+marshmallow = ">=3.5"
+msrest = ">=0.6.18"
+opencensus-ext-azure = "*"
+opencensus-ext-logging = "*"
+pydash = ">=6.0.0"
+pyjwt = "*"
+pyyaml = ">=5.1.0"
+strictyaml = "*"
+tqdm = "*"
+typing-extensions = "*"
+
+[package.extras]
+designer = ["mldesigner"]
+mount = ["azureml-dataprep-rslex (>=2.22.0)"]
+
+[[package]]
+name = "azure-common"
+version = "1.1.28"
+description = "Microsoft Azure Client Library for Python (Common)"
+optional = false
+python-versions = "*"
+files = [
+    {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"},
+    {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"},
+]
+
+[[package]]
+name = "azure-core"
+version = "1.34.0"
+description = "Microsoft Azure Core Library for Python"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "azure_core-1.34.0-py3-none-any.whl", hash = "sha256:0615d3b756beccdb6624d1c0ae97284f38b78fb59a2a9839bf927c66fbbdddd6"},
+    {file = "azure_core-1.34.0.tar.gz", hash = "sha256:bdb544989f246a0ad1c85d72eeb45f2f835afdcbc5b45e43f0dbde7461c81ece"},
+]
+
+[package.dependencies]
+requests = ">=2.21.0"
+six = ">=1.11.0"
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aio = ["aiohttp (>=3.0)"]
+tracing = ["opentelemetry-api (>=1.26,<2.0)"]
+
+[[package]]
+name = "azure-identity"
+version = "1.23.0"
+description = "Microsoft Azure Identity Library for Python"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "azure_identity-1.23.0-py3-none-any.whl", hash = "sha256:dbbeb64b8e5eaa81c44c565f264b519ff2de7ff0e02271c49f3cb492762a50b0"},
+    {file = "azure_identity-1.23.0.tar.gz", hash = "sha256:d9cdcad39adb49d4bb2953a217f62aec1f65bbb3c63c9076da2be2a47e53dde4"},
+]
+
+[package.dependencies]
+azure-core = ">=1.31.0"
+cryptography = ">=2.5"
+msal = ">=1.30.0"
+msal-extensions = ">=1.2.0"
+typing-extensions = ">=4.0.0"
+
+[[package]]
+name = "azure-mgmt-core"
+version = "1.5.0"
+description = "Microsoft Azure Management Core Library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "azure_mgmt_core-1.5.0-py3-none-any.whl", hash = "sha256:18aaa5a723ee8ae05bf1bfc9f6d0ffb996631c7ea3c922cc86f522973ce07b5f"},
+    {file = "azure_mgmt_core-1.5.0.tar.gz", hash = "sha256:380ae3dfa3639f4a5c246a7db7ed2d08374e88230fd0da3eb899f7c11e5c441a"},
+]
+
+[package.dependencies]
+azure-core = ">=1.31.0"
+
+[[package]]
+name = "azure-storage-blob"
+version = "12.25.1"
+description = "Microsoft Azure Blob Storage Client Library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "azure_storage_blob-12.25.1-py3-none-any.whl", hash = "sha256:1f337aab12e918ec3f1b638baada97550673911c4ceed892acc8e4e891b74167"},
+    {file = "azure_storage_blob-12.25.1.tar.gz", hash = "sha256:4f294ddc9bc47909ac66b8934bd26b50d2000278b10ad82cc109764fdc6e0e3b"},
+]
+
+[package.dependencies]
+azure-core = ">=1.30.0"
+cryptography = ">=2.1.4"
+isodate = ">=0.6.1"
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aio = ["azure-core[aio] (>=1.30.0)"]
+
+[[package]]
+name = "azure-storage-file-datalake"
+version = "12.20.0"
+description = "Microsoft Azure File DataLake Storage Client Library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "azure_storage_file_datalake-12.20.0-py3-none-any.whl", hash = "sha256:d32af627ccf7f8523ac4520a4004291b8ca340d7c607545366e1b08822afa01b"},
+    {file = "azure_storage_file_datalake-12.20.0.tar.gz", hash = "sha256:8d6932b75470de935998755d980a3296412d8ff2a11631c1d99267ae65f11f03"},
+]
+
+[package.dependencies]
+azure-core = ">=1.30.0"
+azure-storage-blob = ">=12.25.1"
+isodate = ">=0.6.1"
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aio = ["azure-core[aio] (>=1.30.0)"]
+
+[[package]]
+name = "azure-storage-file-share"
+version = "12.21.0"
+description = "Microsoft Azure Azure File Share Storage Client Library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "azure_storage_file_share-12.21.0-py3-none-any.whl", hash = "sha256:0875c7ee13d9a750d8a9b8ddd93d6502edd26cf40f44a390d7ae2637779300da"},
+    {file = "azure_storage_file_share-12.21.0.tar.gz", hash = "sha256:db42bf6b43b3c0c27c9152202955277dfc26a59f7fad26c058431a6ae99580ce"},
+]
+
+[package.dependencies]
+azure-core = ">=1.30.0"
+cryptography = ">=2.1.4"
+isodate = ">=0.6.1"
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aio = ["azure-core[aio] (>=1.30.0)"]
+
 [[package]]
 name = "babel"
 version = "2.17.0"
@@ -341,6 +529,62 @@ files = [
 [package.extras]
 dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
+[[package]]
+name = "backports-datetime-fromisoformat"
+version = "2.0.3"
+description = "Backport of Python 3.11's datetime.fromisoformat"
+optional = false
+python-versions = ">3"
+files = [
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+    {file = "backports_datetime_fromisoformat-2.0.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:cd681460e9142f1249408e5aee6d178c6d89b49e06d44913c8fdfb6defda8d1c"},
+    {file = "backports_datetime_fromisoformat-2.0.3-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:ee68bc8735ae5058695b76d3bb2aee1d137c052a11c8303f1e966aa23b72b65b"},
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+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.13.4"
@@ -392,6 +636,44 @@ files = [
     {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
 ]
 
+[[package]]
+name = "boto3"
+version = "1.38.26"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
+
+[package.dependencies]
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+
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+
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 version = "0.12.1"
@@ -751,13 +1174,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "databricks-sdk"
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 name = "docker"
 version = "7.1.0"
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@@ -1183,6 +1617,45 @@ files = [
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 ]
 
+[[package]]
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+version = "2025.5.1"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
+
+[package.extras]
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+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
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+tqdm = ["tqdm"]
+
 [[package]]
 name = "gdown"
 version = "5.2.0"
@@ -1235,6 +1708,73 @@ gitdb = ">=4.0.1,<5"
 doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
 test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
 
+[[package]]
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+version = "0.6.15"
+description = "Google Ai Generativelanguage API client library"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
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+google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
+proto-plus = ">=1.22.3,<2.0.0dev"
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+
+[[package]]
+name = "google-api-core"
+version = "2.24.2"
+description = "Google API client core library"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
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+grpcio = [
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+    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+]
+grpcio-status = [
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+]
+proto-plus = ">=1.22.3,<2.0.0"
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+requests = ">=2.18.0,<3.0.0"
+
+[package.extras]
+async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
+grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
+
+[[package]]
+name = "google-api-python-client"
+version = "2.64.0"
+description = "Google API Client Library for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "google-api-python-client-2.64.0.tar.gz", hash = "sha256:0dc4c967a5c795e981af01340f1bd22173a986534de968b5456cb208ed6775a6"},
+    {file = "google_api_python_client-2.64.0-py2.py3-none-any.whl", hash = "sha256:90545cd71969f8bcf15a6362c2a8c44c38b94ec35a88cfd60cf2c0df68a5eb74"},
+]
+
+[package.dependencies]
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+google-auth = ">=1.19.0,<3.0.0dev"
+google-auth-httplib2 = ">=0.1.0"
+httplib2 = ">=0.15.0,<1dev"
+uritemplate = ">=3.0.1,<5"
+
 [[package]]
 name = "google-auth"
 version = "2.40.2"
@@ -1261,6 +1801,81 @@ requests = ["requests (>=2.20.0,<3.0.0)"]
 testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
+[[package]]
+name = "google-auth-httplib2"
+version = "0.2.0"
+description = "Google Authentication Library: httplib2 transport"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+google-auth = "*"
+httplib2 = ">=0.19.0"
+
+[[package]]
+name = "google-genai"
+version = "1.17.0"
+description = "GenAI Python SDK"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "google_genai-1.17.0-py3-none-any.whl", hash = "sha256:0a5ba765cc9900a5fa7e71ed4520a1560a857754e72db32765009e2e9fe75333"},
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+httpx = ">=0.28.1,<1.0.0"
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+requests = ">=2.28.1,<3.0.0"
+typing-extensions = ">=4.11.0,<5.0.0"
+websockets = ">=13.0.0,<15.1.0"
+
+[[package]]
+name = "google-generativeai"
+version = "0.8.5"
+description = "Google Generative AI High level API client library and tools."
+optional = false
+python-versions = ">=3.9"
+files = [
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+[package.dependencies]
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+google-api-python-client = "*"
+google-auth = ">=2.15.0"
+protobuf = "*"
+pydantic = "*"
+tqdm = "*"
+typing-extensions = "*"
+
+[package.extras]
+dev = ["Pillow", "absl-py", "black", "ipython", "nose2", "pandas", "pytype", "pyyaml"]
+
+[[package]]
+name = "googleapis-common-protos"
+version = "1.70.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0)"]
+
 [[package]]
 name = "graphene"
 version = "3.4.3"
@@ -1375,6 +1990,85 @@ files = [
 docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
+[[package]]
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+description = "Status proto mapping for gRPC"
+optional = false
+python-versions = ">=3.9"
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+protobuf = ">=5.26.1,<6.0dev"
+
 [[package]]
 name = "gunicorn"
 version = "23.0.0"
@@ -1428,6 +2122,20 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
+[[package]]
+name = "httplib2"
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+description = "A comprehensive HTTP client library."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+
 [[package]]
 name = "httpx"
 version = "0.28.1"
@@ -1452,6 +2160,40 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
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+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = false
+python-versions = ">=3.8.0"
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+hf-transfer = ["hf-transfer (>=0.1.4)"]
+inference = ["aiohttp"]
+quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -1489,6 +2231,17 @@ perf = ["ipython"]
 test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
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+description = "brain-dead simple config-ini parsing"
+optional = false
+python-versions = ">=3.8"
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+
 [[package]]
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 version = "6.29.5"
@@ -1561,8 +2314,40 @@ test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpat
 test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
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+name = "ipywidgets"
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+description = "Jupyter interactive widgets"
+optional = false
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+widgetsnbextension = ">=4.0.14,<4.1.0"
+
+[package.extras]
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+
+[[package]]
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+optional = false
+python-versions = ">=3.7"
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+[[package]]
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+version = "20.11.0"
 description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
@@ -1621,15 +2406,112 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
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 [[package]]
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-version = "1.5.0"
+version = "1.5.1"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [[package]]
@@ -1777,13 +2659,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.23.0"
+version = "4.24.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1818,6 +2700,25 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "jupyter"
+version = "1.1.1"
+description = "Jupyter metapackage. Install all the Jupyter components in one go."
+optional = false
+python-versions = "*"
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+[package.dependencies]
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+ipywidgets = "*"
+jupyter-console = "*"
+jupyterlab = "*"
+nbconvert = "*"
+notebook = "*"
+
 [[package]]
 name = "jupyter-client"
 version = "8.6.3"
@@ -1840,15 +2741,39 @@ traitlets = ">=5.3"
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+[[package]]
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+version = "6.6.3"
+description = "Jupyter terminal console"
+optional = false
+python-versions = ">=3.7"
+files = [
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+[package.dependencies]
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+prompt-toolkit = ">=3.0.30"
+pygments = "*"
+pyzmq = ">=17"
+traitlets = ">=5.4"
+
+[package.extras]
+test = ["flaky", "pexpect", "pytest"]
+
 [[package]]
 name = "jupyter-core"
-version = "5.7.2"
+version = "5.8.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1857,8 +2782,8 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
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-test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
@@ -1957,13 +2882,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.2"
+version = "4.4.3"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -2025,6 +2950,17 @@ docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pyd
 openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
 test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0,<8)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
+[[package]]
+name = "jupyterlab-widgets"
+version = "3.0.15"
+description = "Jupyter interactive widgets for JupyterLab"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "jupyterlab_widgets-3.0.15-py3-none-any.whl", hash = "sha256:d59023d7d7ef71400d51e6fee9a88867f6e65e10a4201605d2d7f3e8f012a31c"},
+    {file = "jupyterlab_widgets-3.0.15.tar.gz", hash = "sha256:2920888a0c2922351a9202817957a68c07d99673504d6cd37345299e971bb08b"},
+]
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.8"
@@ -2242,6 +3178,26 @@ files = [
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 ]
 
+[[package]]
+name = "marshmallow"
+version = "4.0.0"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "marshmallow-4.0.0-py3-none-any.whl", hash = "sha256:e7b0528337e9990fd64950f8a6b3a1baabed09ad17a0dfb844d701151f92d203"},
+    {file = "marshmallow-4.0.0.tar.gz", hash = "sha256:3b6e80aac299a7935cfb97ed01d1854fb90b5079430969af92118ea1b12a8d55"},
+]
+
+[package.dependencies]
+backports-datetime-fromisoformat = {version = "*", markers = "python_version < \"3.11\""}
+typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
+
+[package.extras]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["autodocsumm (==0.2.14)", "furo (==2024.8.6)", "sphinx (==8.2.3)", "sphinx-copybutton (==0.5.2)", "sphinx-issues (==5.0.1)", "sphinxext-opengraph (==0.10.0)"]
+tests = ["pytest", "simplejson"]
+
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 name = "matplotlib"
 version = "3.10.3"
@@ -2324,6 +3280,27 @@ files = [
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 ]
 
+[[package]]
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+version = "1.6.0"
+description = "Python Client SDK for the Mistral AI API."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "mistralai-1.6.0-py3-none-any.whl", hash = "sha256:6a4f4d6b5c9fff361741aa5513cd2917a81be520deeb0d33e963d1c31eae8c19"},
+    {file = "mistralai-1.6.0.tar.gz", hash = "sha256:0616b55b694871f0a7d1a4283a53cb904089de7fbfcac1d2c0470d1c77ef879d"},
+]
+
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+httpx = ">=0.28.1"
+pydantic = ">=2.10.3"
+python-dateutil = ">=2.8.2"
+typing-inspection = ">=0.4.0"
+
+[package.extras]
+gcp = ["google-auth (>=2.27.0)", "requests (>=2.32.3)"]
+
 [[package]]
 name = "mistune"
 version = "3.1.3"
@@ -2384,103 +3361,385 @@ sqlserver = ["mlflow-dbstore"]
 xethub = ["mlflow-xethub"]
 
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-name = "mlflow-skinny"
-version = "2.22.0"
-description = "MLflow is an open source platform for the complete machine learning lifecycle"
+name = "mlflow-skinny"
+version = "2.22.0"
+description = "MLflow is an open source platform for the complete machine learning lifecycle"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "mlflow_skinny-2.22.0.tar.gz", hash = "sha256:774b58970038990650486cd934d46b7038fc390682c3bde70b4e5106f6857cce"},
+]
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+packaging = "<25"
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+sqlparse = ">=0.4.0,<1"
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+uvicorn = "<1"
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+genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<2)"]
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 [package.extras]
-aliyun-oss = ["aliyunstoreplugin"]
-auth = ["Flask-WTF (<2)"]
-databricks = ["azure-storage-file-datalake (>12)", "boto3 (>1)", "botocore", "google-cloud-storage (>=1.30.0)"]
-extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (>=1.30.0)", "kubernetes", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
-gateway = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<2)"]
-genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<2)"]
-jfrog = ["mlflow-jfrog-plugin"]
-langchain = ["langchain (>=0.1.0,<=0.3.23)"]
-mlserver = ["mlserver (>=1.2.0,!=1.3.1)", "mlserver-mlflow (>=1.2.0,!=1.3.1)"]
-sqlserver = ["mlflow-dbstore"]
-xethub = ["mlflow-xethub"]
+portalocker = ["portalocker (>=1.4,<4)"]
 
 [[package]]
-name = "modelbench"
-version = "1.0.0"
-description = "Run benchmarks and generate reports measuring the behavior of many AI Systems."
+name = "msrest"
+version = "0.7.1"
+description = "AutoRest swagger generator Python client runtime."
 optional = false
-python-versions = ">=3.10,!=3.12.5,<3.13"
-files = []
-develop = false
+python-versions = ">=3.6"
+files = [
+    {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"},
+    {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"},
+]
 
 [package.dependencies]
-casefy = "^1.0.0"
-click = "^8.1.7"
-diskcache = "^5.6.3"
-fastapi = "^0.115.0"
-gdown = ">=5.1.0"
-jinja2 = "^3.1.3"
-jq = "^1.6.0"
-jsonlines = "^4.0.0"
-pip = ">=24,<26"
-prometheus-client = "^0.21.1"
-pydantic = "^2.6.0"
-retry = "^0.9.2"
-scipy = "^1.12.0"
-sqlitedict = "^2.1.0"
-starlette = ">=0.41,<0.46"
-tabulate = "^0.9.0"
-tenacity = "^9.0.0"
-termcolor = "^2.4.0"
-together = "^1.2.3"
-tomli = "^2.0.1"
-tqdm = ">=4.66.1"
-types-tqdm = "^4.66.0.0"
-typing-extensions = "^4.10.0"
-zstandard = {version = "^0.23.0", extras = ["cffi"]}
+azure-core = ">=1.24.0"
+certifi = ">=2017.4.17"
+isodate = ">=0.6.0"
+requests = ">=2.16,<3.0"
+requests-oauthlib = ">=0.5.0"
 
 [package.extras]
-all-plugins = ["modelgauge_amazon", "modelgauge_anthropic", "modelgauge_azure", "modelgauge_baseten", "modelgauge_demo_plugin", "modelgauge_google", "modelgauge_huggingface", "modelgauge_mistral", "modelgauge_nvidia", "modelgauge_openai", "modelgauge_perspective_api", "modelgauge_vertexai"]
-amazon = ["modelgauge_amazon"]
-anthropic = ["modelgauge_anthropic"]
-azure = ["modelgauge_azure"]
-baseten = ["modelgauge_baseten"]
-demo = ["modelgauge_demo_plugin"]
-google = ["modelgauge_google"]
-huggingface = ["modelgauge_huggingface"]
-mistral = ["modelgauge_mistral"]
-nvidia = ["modelgauge_nvidia"]
-openai = ["modelgauge_openai"]
-perspective-api = ["modelgauge_perspective_api"]
-vertexai = ["modelgauge_vertexai"]
-
-[package.source]
-type = "git"
-url = "https://github.com/mlcommons/modelbench.git"
-reference = "HEAD"
-resolved_reference = "f3107c621a71ebfc3ccee5ccdc1127d19c492862"
+async = ["aiodns", "aiohttp (>=3.0)"]
 
 [[package]]
 name = "multidict"
@@ -2598,6 +3857,17 @@ files = [
 [package.dependencies]
 typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "mypy-extensions"
+version = "1.1.0"
+description = "Type system extensions for programs checked with the mypy type checker."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
+    {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
+]
+
 [[package]]
 name = "nbclient"
 version = "0.10.2"
@@ -2690,18 +3960,18 @@ files = [
 
 [[package]]
 name = "notebook"
-version = "7.4.2"
+version = "7.4.3"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "notebook-7.4.2-py3-none-any.whl", hash = "sha256:9ccef602721aaa5530852e3064710b8ae5415c4e2ce26f8896d0433222755259"},
-    {file = "notebook-7.4.2.tar.gz", hash = "sha256:e739defd28c3f615a6bfb0a2564bd75018a9cc6613aa00bbd9c15e68eed2de1b"},
+    {file = "notebook-7.4.3-py3-none-any.whl", hash = "sha256:9cdeee954e04101cadb195d90e2ab62b7c9286c1d4f858bf3bb54e40df16c0c3"},
+    {file = "notebook-7.4.3.tar.gz", hash = "sha256:a1567481cd3853f2610ee0ecf5dfa12bb508e878ee8f92152c134ef7f0568a76"},
 ]
 
 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.4.0,<4.5"
+jupyterlab = ">=4.4.3,<4.5"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -2792,6 +4062,107 @@ files = [
     {file = "numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd"},
 ]
 
+[[package]]
+name = "oauthlib"
+version = "3.2.2"
+description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
+    {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
+]
+
+[package.extras]
+rsa = ["cryptography (>=3.0.0)"]
+signals = ["blinker (>=1.4.0)"]
+signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
+
+[[package]]
+name = "openai"
+version = "1.82.1"
+description = "The official Python library for the openai API"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "openai-1.82.1-py3-none-any.whl", hash = "sha256:334eb5006edf59aa464c9e932b9d137468d810b2659e5daea9b3a8c39d052395"},
+    {file = "openai-1.82.1.tar.gz", hash = "sha256:ffc529680018e0417acac85f926f92aa0bbcbc26e82e2621087303c66bc7f95d"},
+]
+
+[package.dependencies]
+anyio = ">=3.5.0,<5"
+distro = ">=1.7.0,<2"
+httpx = ">=0.23.0,<1"
+jiter = ">=0.4.0,<1"
+pydantic = ">=1.9.0,<3"
+sniffio = "*"
+tqdm = ">4"
+typing-extensions = ">=4.11,<5"
+
+[package.extras]
+datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+realtime = ["websockets (>=13,<16)"]
+voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
+
+[[package]]
+name = "opencensus"
+version = "0.11.4"
+description = "A stats collection and distributed tracing framework"
+optional = false
+python-versions = "*"
+files = [
+    {file = "opencensus-0.11.4-py2.py3-none-any.whl", hash = "sha256:a18487ce68bc19900336e0ff4655c5a116daf10c1b3685ece8d971bddad6a864"},
+    {file = "opencensus-0.11.4.tar.gz", hash = "sha256:cbef87d8b8773064ab60e5c2a1ced58bbaa38a6d052c41aec224958ce544eff2"},
+]
+
+[package.dependencies]
+google-api-core = {version = ">=1.0.0,<3.0.0", markers = "python_version >= \"3.6\""}
+opencensus-context = ">=0.1.3"
+six = ">=1.16,<2.0"
+
+[[package]]
+name = "opencensus-context"
+version = "0.1.3"
+description = "OpenCensus Runtime Context"
+optional = false
+python-versions = "*"
+files = [
+    {file = "opencensus-context-0.1.3.tar.gz", hash = "sha256:a03108c3c10d8c80bb5ddf5c8a1f033161fa61972a9917f9b9b3a18517f0088c"},
+    {file = "opencensus_context-0.1.3-py2.py3-none-any.whl", hash = "sha256:073bb0590007af276853009fac7e4bab1d523c3f03baf4cb4511ca38967c6039"},
+]
+
+[[package]]
+name = "opencensus-ext-azure"
+version = "1.1.14"
+description = "OpenCensus Azure Monitor Exporter"
+optional = false
+python-versions = "*"
+files = [
+    {file = "opencensus-ext-azure-1.1.14.tar.gz", hash = "sha256:c9c6ebad542aeb61813322e627d5889a563e7b8c4e024bf58469d06db73ab148"},
+    {file = "opencensus_ext_azure-1.1.14-py2.py3-none-any.whl", hash = "sha256:a1f6870d6e4e312832e6ebd95df28ed499ac637c36cbd77665fe06e24ddeb2f1"},
+]
+
+[package.dependencies]
+azure-core = ">=1.12.0,<2.0.0"
+azure-identity = ">=1.5.0,<2.0.0"
+opencensus = ">=0.11.4,<1.0.0"
+psutil = ">=5.6.3"
+requests = ">=2.19.0"
+
+[[package]]
+name = "opencensus-ext-logging"
+version = "0.1.1"
+description = "OpenCensus logging Integration"
+optional = false
+python-versions = "*"
+files = [
+    {file = "opencensus-ext-logging-0.1.1.tar.gz", hash = "sha256:c203b70f034151dada529f543af330ba17aaffec27d8a5267d03c713eb1de334"},
+    {file = "opencensus_ext_logging-0.1.1-py2.py3-none-any.whl", hash = "sha256:cfdaf5da5d8b195ff3d1af87a4066a6621a28046173f6be4b0b6caec4a3ca89f"},
+]
+
+[package.dependencies]
+opencensus = ">=0.8.0,<1.0.0"
+
 [[package]]
 name = "opentelemetry-api"
 version = "1.16.0"
@@ -3109,6 +4480,21 @@ docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-a
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
 type = ["mypy (>=1.14.1)"]
 
+[[package]]
+name = "pluggy"
+version = "1.6.0"
+description = "plugin and hook calling mechanisms for python"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
+]
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
+
 [[package]]
 name = "prometheus-client"
 version = "0.21.1"
@@ -3244,22 +4630,41 @@ files = [
     {file = "propcache-0.3.1.tar.gz", hash = "sha256:40d980c33765359098837527e18eddefc9a24cea5b45e078a7f3bb5b032c6ecf"},
 ]
 
+[[package]]
+name = "proto-plus"
+version = "1.26.1"
+description = "Beautiful, Pythonic protocol buffers"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"},
+    {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19.0,<7.0.0"
+
+[package.extras]
+testing = ["google-api-core (>=1.31.5)"]
+
 [[package]]
 name = "protobuf"
-version = "6.31.0"
+version = "5.29.5"
 description = ""
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 files = [
-    {file = "protobuf-6.31.0-cp310-abi3-win32.whl", hash = "sha256:10bd62802dfa0588649740a59354090eaf54b8322f772fbdcca19bc78d27f0d6"},
-    {file = "protobuf-6.31.0-cp310-abi3-win_amd64.whl", hash = "sha256:3e987c99fd634be8347246a02123250f394ba20573c953de133dc8b2c107dd71"},
-    {file = "protobuf-6.31.0-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:2c812f0f96ceb6b514448cefeb1df54ec06dde456783f5099c0e2f8a0f2caa89"},
-    {file = "protobuf-6.31.0-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:67ce50195e4e584275623b8e6bc6d3d3dfd93924bf6116b86b3b8975ab9e4571"},
-    {file = "protobuf-6.31.0-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:5353e38844168a327acd2b2aa440044411cd8d1b6774d5701008bd1dba067c79"},
-    {file = "protobuf-6.31.0-cp39-cp39-win32.whl", hash = "sha256:96d8da25c83b11db5fe9e0376351ce25e7205e13224d939e097b6f82a72af824"},
-    {file = "protobuf-6.31.0-cp39-cp39-win_amd64.whl", hash = "sha256:00a873c06efdfb854145d9ded730b09cf57d206075c38132674093370e2edabb"},
-    {file = "protobuf-6.31.0-py3-none-any.whl", hash = "sha256:6ac2e82556e822c17a8d23aa1190bbc1d06efb9c261981da95c71c9da09e9e23"},
-    {file = "protobuf-6.31.0.tar.gz", hash = "sha256:314fab1a6a316469dc2dd46f993cbbe95c861ea6807da910becfe7475bc26ffe"},
+    {file = "protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079"},
+    {file = "protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc"},
+    {file = "protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61"},
+    {file = "protobuf-5.29.5-cp38-cp38-win32.whl", hash = "sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238"},
+    {file = "protobuf-5.29.5-cp38-cp38-win_amd64.whl", hash = "sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e"},
+    {file = "protobuf-5.29.5-cp39-cp39-win32.whl", hash = "sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736"},
+    {file = "protobuf-5.29.5-cp39-cp39-win_amd64.whl", hash = "sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353"},
+    {file = "protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5"},
+    {file = "protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84"},
 ]
 
 [[package]]
@@ -3413,13 +4818,13 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.4"
+version = "2.11.5"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "pydantic-2.11.4-py3-none-any.whl", hash = "sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb"},
-    {file = "pydantic-2.11.4.tar.gz", hash = "sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d"},
+    {file = "pydantic-2.11.5-py3-none-any.whl", hash = "sha256:f9c26ba06f9747749ca1e5c94d6a85cb84254577553c8785576fd38fa64dc0f7"},
+    {file = "pydantic-2.11.5.tar.gz", hash = "sha256:7f853db3d0ce78ce8bbb148c401c2cdd6431b3473c0cdff2755c7690952a7b7a"},
 ]
 
 [package.dependencies]
@@ -3543,6 +4948,23 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydash"
+version = "8.0.5"
+description = "The kitchen sink of Python utility libraries for doing \"stuff\" in a functional way. Based on the Lo-Dash Javascript library."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pydash-8.0.5-py3-none-any.whl", hash = "sha256:b2625f8981862e19911daa07f80ed47b315ce20d9b5eb57aaf97aaf570c3892f"},
+    {file = "pydash-8.0.5.tar.gz", hash = "sha256:7cc44ebfe5d362f4f5f06c74c8684143c5ac481376b059ff02570705523f9e2e"},
+]
+
+[package.dependencies]
+typing-extensions = ">3.10,<4.6.0 || >4.6.0"
+
+[package.extras]
+dev = ["build", "coverage", "furo", "invoke", "mypy", "pytest", "pytest-cov", "pytest-mypy-testing", "ruff", "sphinx", "sphinx-autodoc-typehints", "tox", "twine", "wheel"]
+
 [[package]]
 name = "pygments"
 version = "2.19.1"
@@ -3557,6 +4979,26 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyjwt"
+version = "2.10.1"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
+    {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
+]
+
+[package.dependencies]
+cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"crypto\""}
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
 [[package]]
 name = "pyparsing"
 version = "3.2.3"
@@ -3583,6 +5025,46 @@ files = [
     {file = "PySocks-1.7.1.tar.gz", hash = "sha256:3f8804571ebe159c380ac6de37643bb4685970655d3bba243530d6558b799aa0"},
 ]
 
+[[package]]
+name = "pytest"
+version = "8.3.5"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
+    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=1.5,<2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pytest-cov"
+version = "6.1.1"
+description = "Pytest plugin for measuring coverage."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pytest_cov-6.1.1-py3-none-any.whl", hash = "sha256:bddf29ed2d0ab6f4df17b4c55b0a657287db8684af9c42ea546b21b1041b3dde"},
+    {file = "pytest_cov-6.1.1.tar.gz", hash = "sha256:46935f7aaefba760e716c2ebfbe1c216240b9592966e7da99ea8292d4d3e2a0a"},
+]
+
+[package.dependencies]
+coverage = {version = ">=7.5", extras = ["toml"]}
+pytest = ">=4.6"
+
+[package.extras]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -3882,6 +5364,24 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "2.0.0"
+description = "OAuthlib authentication support for Requests."
+optional = false
+python-versions = ">=3.4"
+files = [
+    {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
+    {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
+]
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
 [[package]]
 name = "retry"
 version = "0.9.2"
@@ -4081,6 +5581,23 @@ files = [
 [package.dependencies]
 pyasn1 = ">=0.1.3"
 
+[[package]]
+name = "s3transfer"
+version = "0.13.0"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "s3transfer-0.13.0-py3-none-any.whl", hash = "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be"},
+    {file = "s3transfer-0.13.0.tar.gz", hash = "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177"},
+]
+
+[package.dependencies]
+botocore = ">=1.37.4,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"]
+
 [[package]]
 name = "scikit-learn"
 version = "1.6.1"
@@ -4216,13 +5733,13 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "80.8.0"
+version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922"},
+    {file = "setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c"},
 ]
 
 [package.extras]
@@ -4445,6 +5962,20 @@ anyio = ">=3.6.2,<5"
 [package.extras]
 full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
 
+[[package]]
+name = "strictyaml"
+version = "1.7.3"
+description = "Strict, typed YAML parser"
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+    {file = "strictyaml-1.7.3.tar.gz", hash = "sha256:22f854a5fcab42b5ddba8030a0e4be51ca89af0267961c8d6cfa86395586c407"},
+]
+
+[package.dependencies]
+python-dateutil = ">=2.6.0"
+
 [[package]]
 name = "tabulate"
 version = "0.9.0"
@@ -4610,23 +6141,23 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.5"
+version = "6.5.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [[package]]
@@ -4732,6 +6263,21 @@ files = [
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 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
+    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
+    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "typing-inspection"
 version = "0.4.1"
@@ -4771,6 +6317,17 @@ files = [
 [package.extras]
 dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
 
+[[package]]
+name = "uritemplate"
+version = "4.1.1"
+description = "Implementation of RFC 6570 URI Templates"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "uritemplate-4.1.1-py2.py3-none-any.whl", hash = "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"},
+    {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.4.0"
@@ -4871,6 +6428,84 @@ docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "websockets"
+version = "15.0.1"
+description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "websockets-15.0.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ee443ef070bb3b6ed74514f5efaa37a252af57c90eb33b956d35c8e9c10a1931"},
+    {file = "websockets-15.0.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5a939de6b7b4e18ca683218320fc67ea886038265fd1ed30173f5ce3f8e85675"},
+    {file = "websockets-15.0.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:746ee8dba912cd6fc889a8147168991d50ed70447bf18bcda7039f7d2e3d9151"},
+    {file = "websockets-15.0.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:595b6c3969023ecf9041b2936ac3827e4623bfa3ccf007575f04c5a6aa318c22"},
+    {file = "websockets-15.0.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3c714d2fc58b5ca3e285461a4cc0c9a66bd0e24c5da9911e30158286c9b5be7f"},
+    {file = "websockets-15.0.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f3c1e2ab208db911594ae5b4f79addeb3501604a165019dd221c0bdcabe4db8"},
+    {file = "websockets-15.0.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:229cf1d3ca6c1804400b0a9790dc66528e08a6a1feec0d5040e8b9eb14422375"},
+    {file = "websockets-15.0.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:756c56e867a90fb00177d530dca4b097dd753cde348448a1012ed6c5131f8b7d"},
+    {file = "websockets-15.0.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:558d023b3df0bffe50a04e710bc87742de35060580a293c2a984299ed83bc4e4"},
+    {file = "websockets-15.0.1-cp313-cp313-win32.whl", hash = "sha256:ba9e56e8ceeeedb2e080147ba85ffcd5cd0711b89576b83784d8605a7df455fa"},
+    {file = "websockets-15.0.1-cp313-cp313-win_amd64.whl", hash = "sha256:e09473f095a819042ecb2ab9465aee615bd9c2028e4ef7d933600a8401c79561"},
+    {file = "websockets-15.0.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5f4c04ead5aed67c8a1a20491d54cdfba5884507a48dd798ecaf13c74c4489f5"},
+    {file = "websockets-15.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:abdc0c6c8c648b4805c5eacd131910d2a7f6455dfd3becab248ef108e89ab16a"},
+    {file = "websockets-15.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a625e06551975f4b7ea7102bc43895b90742746797e2e14b70ed61c43a90f09b"},
+    {file = "websockets-15.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d591f8de75824cbb7acad4e05d2d710484f15f29d4a915092675ad3456f11770"},
+    {file = "websockets-15.0.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:47819cea040f31d670cc8d324bb6435c6f133b8c7a19ec3d61634e62f8d8f9eb"},
+    {file = "websockets-15.0.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac017dd64572e5c3bd01939121e4d16cf30e5d7e110a119399cf3133b63ad054"},
+    {file = "websockets-15.0.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:4a9fac8e469d04ce6c25bb2610dc535235bd4aa14996b4e6dbebf5e007eba5ee"},
+    {file = "websockets-15.0.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:363c6f671b761efcb30608d24925a382497c12c506b51661883c3e22337265ed"},
+    {file = "websockets-15.0.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2034693ad3097d5355bfdacfffcbd3ef5694f9718ab7f29c29689a9eae841880"},
+    {file = "websockets-15.0.1-cp39-cp39-win32.whl", hash = "sha256:3b1ac0d3e594bf121308112697cf4b32be538fb1444468fb0a6ae4feebc83411"},
+    {file = "websockets-15.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:b7643a03db5c95c799b89b31c036d5f27eeb4d259c798e878d6937d71832b1e4"},
+    {file = "websockets-15.0.1-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0c9e74d766f2818bb95f84c25be4dea09841ac0f734d1966f415e4edfc4ef1c3"},
+    {file = "websockets-15.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:1009ee0c7739c08a0cd59de430d6de452a55e42d6b522de7aa15e6f67db0b8e1"},
+    {file = "websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:76d1f20b1c7a2fa82367e04982e708723ba0e7b8d43aa643d3dcd404d74f1475"},
+    {file = "websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f29d80eb9a9263b8d109135351caf568cc3f80b9928bccde535c235de55c22d9"},
+    {file = "websockets-15.0.1-pp310-pypy310_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b359ed09954d7c18bbc1680f380c7301f92c60bf924171629c5db97febb12f04"},
+    {file = "websockets-15.0.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:cad21560da69f4ce7658ca2cb83138fb4cf695a2ba3e475e0559e05991aa8122"},
+    {file = "websockets-15.0.1-pp39-pypy39_pp73-macosx_10_15_x86_64.whl", hash = "sha256:7f493881579c90fc262d9cdbaa05a6b54b3811c2f300766748db79f098db9940"},
+    {file = "websockets-15.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:47b099e1f4fbc95b701b6e85768e1fcdaf1630f3cbe4765fa216596f12310e2e"},
+    {file = "websockets-15.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:67f2b6de947f8c757db2db9c71527933ad0019737ec374a8a6be9a956786aaf9"},
+    {file = "websockets-15.0.1-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d08eb4c2b7d6c41da6ca0600c077e93f5adcfd979cd777d747e9ee624556da4b"},
+    {file = "websockets-15.0.1-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b826973a4a2ae47ba357e4e82fa44a463b8f168e1ca775ac64521442b19e87f"},
+    {file = "websockets-15.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:21c1fa28a6a7e3cbdc171c694398b6df4744613ce9b36b1a498e816787e28123"},
+    {file = "websockets-15.0.1-py3-none-any.whl", hash = "sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f"},
+    {file = "websockets-15.0.1.tar.gz", hash = "sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee"},
+]
+
 [[package]]
 name = "werkzeug"
 version = "3.1.3"
@@ -4888,6 +6523,17 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
+[[package]]
+name = "widgetsnbextension"
+version = "4.0.14"
+description = "Jupyter interactive widgets for Jupyter Notebook"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "widgetsnbextension-4.0.14-py3-none-any.whl", hash = "sha256:4875a9eaf72fbf5079dc372a51a9f268fc38d46f767cbf85c43a36da5cb9b575"},
+    {file = "widgetsnbextension-4.0.14.tar.gz", hash = "sha256:a3629b04e3edb893212df862038c7232f62973373869db5084aed739b437b5af"},
+]
+
 [[package]]
 name = "wrapt"
 version = "1.17.2"
@@ -5096,13 +6742,13 @@ propcache = ">=0.2.1"
 
 [[package]]
 name = "zipp"
-version = "3.21.0"
+version = "3.22.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
-    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
+    {file = "zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343"},
+    {file = "zipp-3.22.0.tar.gz", hash = "sha256:dd2f28c3ce4bc67507bfd3781d21b7bb2be31103b51a4553ad7d90b84e57ace5"},
 ]
 
 [package.extras]
@@ -5110,7 +6756,7 @@ check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib_resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -5228,4 +6874,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,!=3.12.5,<3.13"
-content-hash = "0d6fb3dd5c6a4acb44aee6862981796ab4da5d864039b1064e2ebe108512cd7c"
+content-hash = "37c9b7af5345551a0769826c44755dde368dd86c76794592000b0b74850bc418"
diff --git a/pyproject.toml b/pyproject.toml
index e62ae70..9dfe66f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ packages = [
 [tool.poetry.dependencies]
 python = ">=3.10,!=3.12.5,<3.13"
 click = "^8"
-modelbench = {git = "https://github.com/mlcommons/modelbench.git"}
+modelbench = {git = "https://github.com/mlcommons/modelbench.git", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
 mlflow = "^2"
 python-dotenv = "^1"
 requests = "^2"
@@ -20,11 +20,29 @@ prometheus-client = "*" # version controlled by dependencies
 jsonlines = "^4"
 numpy = "^2"
 matplotlib = "^3"
-notebook = "^7"
+jupyter = "^1"
+# plugins (would like to figure out a better way to manage these)
+modelgauge_anthropic = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/anthropic", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge-azure = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/azure", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_baseten = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/baseten", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_demo_plugin = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "demo_plugin", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_nvidia = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/nvidia", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_openai = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/openai", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_huggingface = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/huggingface", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_perspective_api = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/perspective_api", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_google = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/google", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_vertexai = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/vertexai", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_mistral = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/mistral", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+modelgauge_amazon = { git = "https://github.com/mlcommons/modelbench.git", subdirectory = "plugins/amazon", rev = "3bc3cdbc910eaef3a70ec3c2cb3c5d7c8fb098b5" }
+
 
 [tool.poetry.group.dev.dependencies]
 ipython = "<9"
 
+[tool.poetry.group.test.dependencies]
+pytest = "^8"
+pytest-cov = "^6"
+
 [tool.poetry.scripts]
 modelplane = "modelplane.runways.run:cli"
 
diff --git a/src/modelplane/runways/annotator.py b/src/modelplane/runways/annotator.py
index 868ccee..57bba3a 100644
--- a/src/modelplane/runways/annotator.py
+++ b/src/modelplane/runways/annotator.py
@@ -96,7 +96,7 @@ def annotate(
     overwrite: bool = False,
     cache_dir: str | None = None,
     n_jobs: int = 1,
-) -> None:
+) -> str:
     """
     Run annotations and record measurements.
     """
@@ -148,6 +148,7 @@ def annotate(
                 / pipeline_runner.output_file_name,
                 dir=tmp,
             )
+        return mlflow.active_run().info.run_id  # type: ignore
 
 
 def transform_mlflow_responder_artifact(run_id: str, dir: str) -> str:
diff --git a/src/modelplane/runways/responder.py b/src/modelplane/runways/responder.py
index ef01f97..5cd3dc3 100644
--- a/src/modelplane/runways/responder.py
+++ b/src/modelplane/runways/responder.py
@@ -113,7 +113,4 @@ def respond(
                 local_path=pipeline_runner.output_dir()
                 / pipeline_runner.output_file_name,
             )
-            print(
-                f"Logged prompt responses to {pipeline_runner.output_dir() / pipeline_runner.output_file_name}"
-            )
         return mlflow.active_run().info.run_id  # type: ignore
diff --git a/src/modelplane/runways/utils.py b/src/modelplane/runways/utils.py
index a72e9cd..7e7b110 100644
--- a/src/modelplane/runways/utils.py
+++ b/src/modelplane/runways/utils.py
@@ -26,23 +26,28 @@ def is_debug_mode() -> bool:
 
 
 def setup_sut_credentials(uid: str) -> RawSecrets:
-    """Load secrets from the config file and check for missing secrets."""
-    secrets = load_secrets_from_config(path=os.getenv(SECRETS_PATH_ENV, SECRETS_PATH))
     missing_secrets = []
+    secrets = safe_load_secrets_from_config()
     missing_secrets.extend(SUTS.get_missing_dependencies(uid, secrets=secrets))
     raise_if_missing_from_config(missing_secrets)
     return secrets
 
 
 def setup_annotator_credentials(uid: str) -> RawSecrets:
-    """Load secrets from the config file and check for missing secrets."""
-    secrets = load_secrets_from_config(path=os.getenv(SECRETS_PATH_ENV, SECRETS_PATH))
     missing_secrets = []
+    secrets = safe_load_secrets_from_config()
     missing_secrets.extend(ANNOTATORS.get_missing_dependencies(uid, secrets=secrets))
     raise_if_missing_from_config(missing_secrets)
     return secrets
 
 
+def safe_load_secrets_from_config() -> RawSecrets:
+    path = os.getenv(SECRETS_PATH_ENV, SECRETS_PATH)
+    if os.path.exists(path):
+        return load_secrets_from_config(path=path)
+    return {}
+
+
 def get_experiment_id(experiment_name: str) -> str:
     """
     Get the experiment ID from MLflow. If the experiment does not exist, create it.
diff --git a/tests/data/prompts.csv b/tests/data/prompts.csv
new file mode 100644
index 0000000..c5a37cd
--- /dev/null
+++ b/tests/data/prompts.csv
@@ -0,0 +1,11 @@
+prompt_uid,prompt_text
+0,What is the capital of France?
+1,Explain the process of photosynthesis.
+2,Write a Python function to reverse a string.
+3,Who wrote the play 'Romeo and Juliet'?
+4,Describe the water cycle in simple terms.
+5,What are the main differences between HTTP and HTTPS?
+6,Translate 'Good morning' to Spanish.
+7,What is the value of Pi up to 3 decimal places?
+8,Name three primary colors.
+9,What is the largest planet in our solar system?
diff --git a/tests/it/runways/random_annotator.py b/tests/it/runways/random_annotator.py
new file mode 100644
index 0000000..b014f47
--- /dev/null
+++ b/tests/it/runways/random_annotator.py
@@ -0,0 +1,52 @@
+import random
+
+from pydantic import BaseModel
+
+from modelgauge.annotator import CompletionAnnotator
+from modelgauge.annotator_registry import ANNOTATORS
+from modelgauge.annotators.llama_guard_annotator import LlamaGuardAnnotation
+from modelgauge.single_turn_prompt_response import TestItem
+from modelgauge.sut import SUTResponse
+from modelgauge.tests.safe_v1 import BaseSafeTestVersion1
+
+
+class AnnotationRequest(BaseModel):
+    test_item: TestItem
+    response: SUTResponse
+
+
+class TestAnnotator(CompletionAnnotator[LlamaGuardAnnotation]):
+    """Simple random implementation for demonstration. Uses LlamaGuardAnnotation
+    for consistency with AILuminate benchmarks.
+
+    The methods to implement are based on the idea that annotate will
+    potentially make a call to another system and the translators are helpful
+    in preparing that call and converting the response to the needed annotation.
+    """
+
+    # Probability of unsafe per category
+    PROB_UNSAFE = 0.01
+
+    def translate_request(self, test_item: TestItem, response: SUTResponse):
+        return AnnotationRequest(test_item=test_item, response=response)
+
+    def annotate(self, annotation_request: AnnotationRequest) -> LlamaGuardAnnotation:
+        unsafe_categories = []
+        for category in BaseSafeTestVersion1.hazards:
+            if random.random() < self.PROB_UNSAFE:
+                unsafe_categories.append(category)
+        return LlamaGuardAnnotation(
+            is_safe=not unsafe_categories,
+            is_safe_logprob=random.random(),
+            violation_categories=unsafe_categories,
+        )
+
+    def translate_response(
+        self, request: AnnotationRequest, response: LlamaGuardAnnotation
+    ) -> LlamaGuardAnnotation:
+        return response
+
+
+random.seed(42)  # For reproducibility in tests
+TEST_ANNOTATOR_ID = "test_annotator"
+ANNOTATORS.register(TestAnnotator, TEST_ANNOTATOR_ID)
diff --git a/tests/it/runways/test_e2e.py b/tests/it/runways/test_e2e.py
new file mode 100644
index 0000000..b7cf4a3
--- /dev/null
+++ b/tests/it/runways/test_e2e.py
@@ -0,0 +1,123 @@
+import csv
+import tempfile
+
+import mlflow
+import mlflow.artifacts
+
+from modelplane.runways.annotator import annotate
+from modelplane.runways.responder import respond
+from modelplane.runways.utils import PROMPT_RESPONSE_ARTIFACT_NAME
+from random_annotator import TEST_ANNOTATOR_ID
+
+
+def test_e2e():
+    # sut that responds based on the number of words in the prompt (even = "yes", odd = "no")
+    sut_id = "demo_yes_no"
+    prompts = "tests/data/prompts.csv"
+    experiment = "test_experiment"
+    n_jobs = 1
+
+    run_id = check_responder(
+        sut_id=sut_id,
+        prompts=prompts,
+        experiment=experiment,
+        cache_dir=None,
+        n_jobs=n_jobs,
+    )
+    check_annotator(
+        response_run_id=run_id,
+        annotator_id=TEST_ANNOTATOR_ID,
+        experiment=experiment,
+        cache_dir=None,
+        n_jobs=n_jobs,
+    )
+
+
+def check_responder(
+    sut_id: str,
+    prompts: str,
+    experiment: str,
+    cache_dir: str | None,
+    n_jobs: int,
+):
+    with tempfile.TemporaryDirectory() as cache_dir:
+        run_id = respond(
+            sut_id=sut_id,
+            prompts=prompts,
+            experiment=experiment,
+            cache_dir=cache_dir,
+            n_jobs=n_jobs,
+        )
+
+    # confirm experiment exists
+    exp = mlflow.get_experiment_by_name(experiment)
+    assert exp is not None
+    assert run_id is not None
+
+    # validate params / tags logged
+    run = mlflow.get_run(run_id)
+    params = run.data.params
+    tags = run.data.tags
+    assert params.get("cache_dir") == cache_dir
+    assert params.get("n_jobs") == str(n_jobs)
+    assert tags.get("sut_id") == sut_id
+
+    # validate responses
+    with tempfile.TemporaryDirectory() as temp_dir:
+        # download/validate the prompt responses artifact
+        responses_file = mlflow.artifacts.download_artifacts(
+            run_id=run_id,
+            artifact_path=PROMPT_RESPONSE_ARTIFACT_NAME,
+            dst_path=temp_dir,
+        )
+        with open(responses_file, "r") as f:
+            reader = csv.DictReader(f)
+            responses = list(reader)
+            assert len(responses) == 10
+            for response in responses:
+                expected = "no" if len(response["Text"].split()) % 2 else "yes"
+                yesno = response[sut_id]
+                assert (
+                    yesno.lower() == expected
+                ), f"Unexpectedly got '{yesno} for prompt '{response['Text']}'"
+    return run_id
+
+
+def check_annotator(
+    response_run_id: str,
+    annotator_id: str,
+    experiment: str,
+    cache_dir: str | None,
+    n_jobs: int,
+):
+    # run the annotator
+    with tempfile.TemporaryDirectory() as cache_dir:
+        run_id = annotate(
+            response_run_id=response_run_id,
+            annotator_id=annotator_id,
+            experiment=experiment,
+            cache_dir=cache_dir,
+            n_jobs=n_jobs,
+        )
+    # confirm experiment exists
+    exp = mlflow.get_experiment_by_name(experiment)
+    assert exp is not None
+
+    # validate params / tags / metrics logged
+    run = mlflow.get_run(run_id)
+    params = run.data.params
+    tags = run.data.tags
+    metrics = run.data.metrics
+    assert params.get("cache_dir") == cache_dir
+    assert params.get("n_jobs") == str(n_jobs)
+    assert tags.get("annotator_id") == annotator_id
+
+    # expect 8 safe based on seed
+    assert metrics.get("total_count") == 10, "Expected total_count to be 10"
+    assert metrics.get("total_safe") == 8, "Expected total_safe to be 8"
+
+    # confirm annotations.jsonl exists
+    artifacts = mlflow.artifacts.list_artifacts(run_id=run_id)
+    assert any(
+        artifact.path == "annotations.jsonl" for artifact in artifacts
+    ), "Expected 'annotations.jsonl' artifact not found in run"
diff --git a/tests/it/test_health.py b/tests/it/test_health.py
new file mode 100644
index 0000000..61457a2
--- /dev/null
+++ b/tests/it/test_health.py
@@ -0,0 +1,9 @@
+# Ensures the mlflow tracking server is live.
+
+import mlflow
+from modelplane.mlflow.health import tracking_server_is_live
+
+
+def test_tracking_server_is_live():
+    """Test if the MLflow tracking server is live."""
+    assert tracking_server_is_live(), "MLflow tracking server should be live"