diff --git a/.github/workflows/dependency-testing.yaml b/.github/workflows/dependency-testing.yaml
new file mode 100644
index 000000000..b7deb2e35
--- /dev/null
+++ b/.github/workflows/dependency-testing.yaml
@@ -0,0 +1,154 @@
+name: Dependency Compatibility Testing
+
+on:
+ push:
+ branches: [main]
+ paths:
+ - 'pyproject.toml'
+ - 'requirements/**'
+ - 'validmind/**'
+ - 'tests/**'
+ pull_request:
+ branches: ['*']
+ paths:
+ - 'pyproject.toml'
+ - 'requirements/**'
+ - 'validmind/**'
+ - 'tests/**'
+ schedule:
+ # Run weekly on Sundays at 2 AM UTC to catch new dependency releases
+ - cron: '0 2 * * 0'
+ workflow_dispatch:
+ inputs:
+ test_type:
+ description: 'Type of dependency test to run'
+ required: true
+ default: 'all'
+ type: choice
+ options:
+ - 'all'
+ - 'min-versions'
+ - 'max-versions'
+ - 'python-versions'
+ - 'pip-freeze'
+
+permissions:
+ contents: read
+
+jobs:
+ dependency-matrix:
+ name: Test Python ${{ matrix.python-version }} with ${{ matrix.deps-type }} dependencies
+ runs-on: ubuntu-latest
+ strategy:
+ fail-fast: false
+ matrix:
+ python-version: ['3.9', '3.10', '3.11', '3.12']
+ deps-type: ['max', 'default']
+
+ steps:
+ - uses: actions/checkout@v4
+
+ - name: Set up Python ${{ matrix.python-version }}
+ uses: actions/setup-python@v5
+ with:
+ python-version: ${{ matrix.python-version }}
+
+ - name: Install system dependencies
+ run: |
+ sudo apt-get update
+ sudo apt-get install -y build-essential libomp-dev
+
+ - name: Install build tooling (Poetry and uv)
+ run: |
+ python -m pip install --upgrade pip
+ curl -sSL https://install.python-poetry.org | python3 - --yes
+ echo "$HOME/.local/bin" >> $GITHUB_PATH
+ echo "$HOME/.poetry/bin" >> $GITHUB_PATH
+ curl -LsSf https://astral.sh/uv/install.sh | sh
+ echo "$HOME/.cargo/bin" >> $GITHUB_PATH
+
+ - name: Build wheel and sdist
+ run: |
+ poetry --version
+ poetry build
+
+ - name: Install and test via pip artifacts (${{ matrix.deps-type }})
+ run: |
+ set -euxo pipefail
+ # limit threads to avoid resource contention
+ export OMP_NUM_THREADS=1
+ export MKL_NUM_THREADS=1
+
+ if [[ "${{ matrix.deps-type }}" == "default" ]]; then
+ # Install only from built artifacts (let pip resolve deps normally)
+ WHEEL=$(ls dist/*.whl | head -n 1)
+ python -m pip install "${WHEEL}[all]"
+ pip check
+ python -m tests.test_unit_tests | cat
+ else
+ # Generate latest-compatible constraints (max)
+ OUT=constraints-max.txt
+ uv pip compile pyproject.toml --all-extras --no-emit-index-url --no-annotate --output-file "$OUT" --upgrade
+ # Install constraints then the wheel without reinstalling deps
+ pip install -r "$OUT"
+ WHEEL=$(ls dist/*.whl | head -n 1)
+ python -m pip install "${WHEEL}[all]" --no-deps
+ pip check
+ python -m tests.test_unit_tests | cat
+ fi
+
+ pip-freeze-testing:
+ name: Test Client Pip Freeze Environments
+ runs-on: ubuntu-latest
+ if: github.event_name == 'workflow_dispatch' && github.event.inputs.test_type == 'pip-freeze' || github.event_name == 'schedule'
+
+ steps:
+ - uses: actions/checkout@v4
+
+ - name: Set up Python 3.9
+ uses: actions/setup-python@v5
+ with:
+ python-version: '3.9'
+
+ - name: Install system dependencies
+ run: |
+ sudo apt-get update
+ sudo apt-get install -y build-essential libomp-dev
+
+ - name: Install Poetry
+ run: |
+ python -m pip install --upgrade pip
+ pip install poetry
+
+ - name: Test pip freeze environments
+ env:
+ OMP_NUM_THREADS: 1
+ MKL_NUM_THREADS: 1
+ PIP_NO_CACHE_DIR: 1
+ run: |
+ set -euxo pipefail
+ if [ -z "${FREEZE_FILE:-}" ] || [ ! -f "$FREEZE_FILE" ]; then
+ echo "Set FREEZE_FILE env var to a pip freeze file path" >&2
+ exit 1
+ fi
+ python -m pip install --upgrade pip
+ pip install -r "$FREEZE_FILE"
+ poetry install --no-deps
+ python -m tests.test_unit_tests | cat
+
+ report-status:
+ name: Report Dependency Testing Status
+ runs-on: ubuntu-latest
+ needs: [dependency-matrix]
+ if: always()
+
+ steps:
+ - name: Report results
+ run: |
+ echo "Dependency testing completed"
+ echo "Matrix job status: ${{ needs.dependency-matrix.result }}"
+ if [[ "${{ needs.dependency-matrix.result }}" == "failure" ]]; then
+ echo "❌ Some dependency combinations failed"
+ else
+ echo "✅ All dependency combinations passed"
+ fi
diff --git a/.github/workflows/python.yaml b/.github/workflows/python.yaml
index 2905fb354..47ed6c04d 100644
--- a/.github/workflows/python.yaml
+++ b/.github/workflows/python.yaml
@@ -57,7 +57,7 @@ jobs:
run: |
poetry env use python3.9
poetry run pip install pyarrow==17.0.0
- poetry install -E huggingface -E llm
+ poetry install --all-extras
poetry run pip install torch==2.0.1 --extra-index-url https://download.pytorch.org/whl/cpu
poetry run pip install aequitas fairlearn vl-convert-python
diff --git a/Makefile b/Makefile
index f2a8f0652..23aec29cf 100644
--- a/Makefile
+++ b/Makefile
@@ -56,10 +56,10 @@ quarto-docs:
rm -f docs/validmind.json
rm -rf docs/validmind
mkdir -p docs/validmind
-
+
# Generate API JSON dump
poetry run python -m griffe dump validmind -f -o docs/validmind.json -d google -r -U
-
+
# Generate Quarto docs from templates
poetry run python scripts/generate_quarto_docs.py
diff --git a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
index bcb9dcf2c..cab17f34c 100644
--- a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
+++ b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
@@ -1016,12 +1016,12 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": null,
"id": "d96969b7",
"metadata": {},
"outputs": [],
"source": [
- "from plotly_express import bar\n",
+ "from plotly.express import bar\n",
"from validmind.vm_models.figure import Figure\n",
"from validmind.vm_models.result import TestResult\n",
"import plotly.graph_objects as go\n",
diff --git a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
index 805a7771f..5559bdae1 100644
--- a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
+++ b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
@@ -679,7 +679,7 @@
"metadata": {},
"outputs": [],
"source": [
- "import plotly_express as px\n",
+ "import plotly.express as px\n",
"\n",
"\n",
"@vm.test(\"my_custom_tests.ParameterExample\")\n",
@@ -737,7 +737,7 @@
"outputs": [],
"source": [
"import numpy as np\n",
- "import plotly_express as px\n",
+ "import plotly.express as px\n",
"\n",
"\n",
"@vm.test(\"my_custom_tests.ComplexOutput\")\n",
diff --git a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
index 6a26471a7..0d4755848 100644
--- a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
+++ b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
@@ -408,7 +408,7 @@
"metadata": {},
"outputs": [],
"source": [
- "import plotly_express as px\n",
+ "import plotly.express as px\n",
"\n",
"\n",
"@test(\"my_custom_tests.ParameterExample\")\n",
@@ -427,7 +427,7 @@
" )\n",
"\n",
"\n",
- "parameter_example.save(tests_folder, imports=[\"import plotly_express as px\"])"
+ "parameter_example.save(tests_folder, imports=[\"import plotly.express as px\"])"
]
},
{
@@ -437,7 +437,7 @@
"outputs": [],
"source": [
"import numpy as np\n",
- "import plotly_express as px\n",
+ "import plotly.express as px\n",
"\n",
"\n",
"@test(\"my_custom_tests.ComplexOutput\")\n",
@@ -466,7 +466,7 @@
"\n",
"\n",
"complex_output.save(\n",
- " tests_folder, imports=[\"import numpy as np\", \"import plotly_express as px\"]\n",
+ " tests_folder, imports=[\"import numpy as np\", \"import plotly.express as px\"]\n",
")"
]
},
diff --git a/notebooks/code_sharing/post_processing_functions.ipynb b/notebooks/code_sharing/post_processing_functions.ipynb
index 3e8724eaf..555a5671a 100644
--- a/notebooks/code_sharing/post_processing_functions.ipynb
+++ b/notebooks/code_sharing/post_processing_functions.ipynb
@@ -277,7 +277,7 @@
"metadata": {},
"outputs": [],
"source": [
- "from plotly_express import bar\n",
+ "from plotly.express import bar\n",
"\n",
"\n",
"def create_figure(result: TestResult):\n",
diff --git a/notebooks/quickstart/quickstart_model_documentation.ipynb b/notebooks/quickstart/quickstart_model_documentation.ipynb
index 68cba50d4..3bcef94b9 100644
--- a/notebooks/quickstart/quickstart_model_documentation.ipynb
+++ b/notebooks/quickstart/quickstart_model_documentation.ipynb
@@ -173,6 +173,7 @@
},
{
"cell_type": "markdown",
+ "id": "57bdd8f8",
"metadata": {},
"source": [
"\n",
@@ -210,6 +211,7 @@
},
{
"cell_type": "markdown",
+ "id": "bc5c8bd4",
"metadata": {},
"source": [
"\n",
@@ -263,10 +265,10 @@
"import validmind as vm\n",
"\n",
"vm.init(\n",
- " # api_host=\"...\",\n",
- " # api_key=\"...\",\n",
- " # api_secret=\"...\",\n",
- " # model=\"...\",\n",
+ " api_host=\"https://api.validmind.ai/api/v1/tracking\",\n",
+ " api_key=\"\",\n",
+ " api_secret=\"\",\n",
+ " model=\"\"\n",
")"
]
},
@@ -455,6 +457,7 @@
},
{
"cell_type": "markdown",
+ "id": "541466ce",
"metadata": {},
"source": [
"\n",
@@ -508,6 +511,7 @@
},
{
"cell_type": "markdown",
+ "id": "78c85786",
"metadata": {},
"source": [
"\n",
@@ -537,6 +541,7 @@
},
{
"cell_type": "markdown",
+ "id": "c6662e6b",
"metadata": {},
"source": [
"\n",
@@ -585,6 +590,7 @@
},
{
"cell_type": "markdown",
+ "id": "5da79af3",
"metadata": {},
"source": [
"\n",
@@ -611,6 +617,7 @@
},
{
"cell_type": "markdown",
+ "id": "5fa481bf",
"metadata": {},
"source": [
"\n",
@@ -643,6 +650,7 @@
},
{
"cell_type": "markdown",
+ "id": "a5ade4b3",
"metadata": {},
"source": [
"\n",
@@ -782,6 +790,7 @@
},
{
"cell_type": "markdown",
+ "id": "790f47cb",
"metadata": {},
"source": [
"\n",
diff --git a/poetry.lock b/poetry.lock
index e7065e16e..465ddaade 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,174 +1,173 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
[[package]]
name = "aiodns"
-version = "3.2.0"
+version = "3.5.0"
description = "Simple DNS resolver for asyncio"
optional = false
-python-versions = "*"
+python-versions = ">=3.9"
groups = ["main"]
-markers = "sys_platform == \"linux\" or sys_platform == \"darwin\""
files = [
- {file = "aiodns-3.2.0-py3-none-any.whl", hash = "sha256:e443c0c27b07da3174a109fd9e736d69058d808f144d3c9d56dbd1776964c5f5"},
- {file = "aiodns-3.2.0.tar.gz", hash = "sha256:62869b23409349c21b072883ec8998316b234c9a9e36675756e8e317e8768f72"},
+ {file = "aiodns-3.5.0-py3-none-any.whl", hash = "sha256:6d0404f7d5215849233f6ee44854f2bb2481adf71b336b2279016ea5990ca5c5"},
+ {file = "aiodns-3.5.0.tar.gz", hash = "sha256:11264edbab51896ecf546c18eb0dd56dff0428c6aa6d2cd87e643e07300eb310"},
]
[package.dependencies]
-pycares = ">=4.0.0"
+pycares = ">=4.9.0"
[[package]]
name = "aiohappyeyeballs"
-version = "2.4.4"
+version = "2.6.1"
description = "Happy Eyeballs for asyncio"
optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
files = [
- {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
- {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
+ {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
+ {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
]
+markers = {dev = "python_version == \"3.12\""}
[[package]]
name = "aiohttp"
-version = "3.10.11"
+version = "3.12.15"
description = "Async http client/server framework (asyncio)"
optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
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python-versions = ">=3.6"
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description = "ARCH for Python"
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[[package]]
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description = "Simple LRU cache for asyncio"
optional = false
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groups = ["dev"]
files = [
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optional = false
python-versions = ">=3.7"
groups = ["main"]
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description = "Classes Without Boilerplate"
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python-versions = ">=3.8"
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optional = false
python-versions = ">=3.8"
groups = ["dev"]
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python-versions = ">=3.7.0"
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description = "PyTorch implementation of BERT score"
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+optional = true
python-versions = ">=3.6"
groups = ["main"]
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webencodings = "*"
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-css = ["tinycss2 (>=1.1.0,<1.3)"]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
[[package]]
name = "brotli"
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cffi = ">=1.0.0"
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pycparser = "*"
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python-versions = ">=3.7"
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@@ -987,6 +927,7 @@ description = "Composable command line interface toolkit"
optional = false
python-versions = ">=3.7"
groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
files = [
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[package.dependencies]
colorama = {version = "*", markers = "platform_system == \"Windows\""}
+[[package]]
+name = "click"
+version = "8.2.1"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["main", "dev"]
+markers = "python_version >= \"3.11\""
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+
[[package]]
name = "cloudpickle"
version = "3.1.1"
description = "Pickler class to extend the standard pickle.Pickler functionality"
-optional = false
+optional = true
python-versions = ">=3.8"
groups = ["main"]
+markers = "extra == \"all\" or extra == \"explainability\""
files = [
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docs = ["Sphinx", "furo"]
-test = ["objgraph", "psutil"]
+test = ["objgraph", "psutil", "setuptools"]
[[package]]
name = "griffe"
-version = "1.4.0"
+version = "1.11.0"
description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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]
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+name = "hf-xet"
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+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "(extra == \"all\" or extra == \"huggingface\" or extra == \"llm\" or extra == \"nlp\" or extra == \"datasets\") and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")"
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+
+[package.extras]
+tests = ["pytest"]
+
[[package]]
name = "html2text"
-version = "2024.2.26"
+version = "2025.4.15"
description = "Turn HTML into equivalent Markdown-structured text."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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[[package]]
@@ -2015,32 +2093,34 @@ zstd = ["zstandard (>=0.18.0)"]
[[package]]
name = "httpx-sse"
-version = "0.4.0"
+version = "0.4.1"
description = "Consume Server-Sent Event (SSE) messages with HTTPX."
optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main"]
markers = "extra == \"all\" or extra == \"llm\""
files = [
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]
[[package]]
name = "huggingface-hub"
-version = "0.29.3"
+version = "0.34.4"
description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
-optional = false
+optional = true
python-versions = ">=3.8.0"
groups = ["main"]
+markers = "extra == \"all\" or extra == \"huggingface\" or extra == \"llm\" or extra == \"nlp\" or extra == \"datasets\""
files = [
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[package.dependencies]
filelock = "*"
fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
packaging = ">=20.9"
pyyaml = ">=5.1"
requests = "*"
@@ -2048,29 +2128,32 @@ tqdm = ">=4.42.1"
typing-extensions = ">=3.7.4.3"
[package.extras]
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cli = ["InquirerPy (==0.3.4)"]
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fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
hf-transfer = ["hf-transfer (>=0.1.4)"]
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inference = ["aiohttp"]
-quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
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+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
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tensorflow = ["graphviz", "pydot", "tensorflow"]
tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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torch = ["safetensors[torch]", "torch"]
typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
[[package]]
name = "identify"
-version = "2.6.1"
+version = "2.6.12"
description = "File identification library for Python"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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[package.extras]
@@ -2105,15 +2188,16 @@ files = [
[[package]]
name = "importlib-metadata"
-version = "8.5.0"
+version = "8.7.0"
description = "Read metadata from Python packages"
optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
files = [
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]
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[package.dependencies]
zipp = ">=3.20"
@@ -2124,20 +2208,20 @@ 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)"]
perf = ["ipython"]
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+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
type = ["pytest-mypy"]
[[package]]
name = "importlib-resources"
-version = "6.4.5"
+version = "6.5.2"
description = "Read resources from Python packages"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main"]
-markers = "python_version < \"3.10\""
+markers = "python_version == \"3.9\""
files = [
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[package.dependencies]
@@ -2153,96 +2237,145 @@ type = ["pytest-mypy"]
[[package]]
name = "ipykernel"
-version = "6.29.5"
+version = "6.30.1"
description = "IPython Kernel for Jupyter"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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]
[package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+appnope = {version = ">=0.1.2", markers = "platform_system == \"Darwin\""}
comm = ">=0.1.1"
debugpy = ">=1.6.5"
ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
+jupyter-client = ">=8.0.0"
jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
+nest-asyncio = ">=1.4"
+packaging = ">=22"
+psutil = ">=5.7"
+pyzmq = ">=25"
+tornado = ">=6.2"
traitlets = ">=5.4.0"
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-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
pyqt5 = ["pyqt5"]
pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
[[package]]
name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
description = "IPython: Productive Interactive Computing"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
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name = "joblib"
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description = "Lightweight pipelining with Python functions"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main"]
files = [
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name = "json5"
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description = "A Python implementation of the JSON5 data format."
optional = false
python-versions = ">=3.8.0"
groups = ["dev"]
files = [
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[[package]]
name = "jsonpatch"
@@ -2537,14 +2672,14 @@ markers = {main = "extra == \"all\" or extra == \"llm\""}
[[package]]
name = "jsonschema"
-version = "4.23.0"
+version = "4.25.0"
description = "An implementation of JSON Schema validation for Python"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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@@ -2557,24 +2692,25 @@ jsonschema-specifications = ">=2023.03.6"
referencing = ">=0.28.4"
rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3987-syntax = {version = ">=1.1.0", optional = true, markers = "extra == \"format-nongpl\""}
rpds-py = ">=0.7.1"
uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
[package.extras]
format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
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+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
[[package]]
name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2025.4.1"
description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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@@ -2651,14 +2787,14 @@ 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"
groups = ["dev"]
files = [
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@@ -2667,23 +2803,24 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
traitlets = ">=5.3"
[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-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"
-version = "0.10.0"
+version = "0.12.0"
description = "Jupyter Event System library"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
+packaging = "*"
python-json-logger = ">=2.0.4"
pyyaml = ">=5.3"
referencing = "*"
@@ -2693,35 +2830,35 @@ traitlets = ">=5.3"
[package.extras]
cli = ["click", "rich"]
-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
+docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8)", "sphinxcontrib-spelling"]
test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
[[package]]
name = "jupyter-lsp"
-version = "2.2.5"
+version = "2.2.6"
description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
optional = false
python-versions = ">=3.8"
groups = ["dev"]
files = [
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-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-server = ">=1.1.2"
+importlib_metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter_server = ">=1.1.2"
[[package]]
name = "jupyter-server"
-version = "2.14.2"
+version = "2.16.0"
description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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@@ -2730,7 +2867,7 @@ argon2-cffi = ">=21.1"
jinja2 = ">=3.0.3"
jupyter-client = ">=7.4.4"
jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.9.0"
+jupyter-events = ">=0.11.0"
jupyter-server-terminals = ">=0.4.4"
nbconvert = ">=6.4.4"
nbformat = ">=5.3.0"
@@ -2771,14 +2908,14 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
[[package]]
name = "jupyterlab"
-version = "4.3.5"
+version = "4.4.5"
description = "JupyterLab computational environment"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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@@ -2793,15 +2930,15 @@ jupyter-server = ">=2.4.0,<3"
jupyterlab-server = ">=2.27.1,<3"
notebook-shim = ">=0.2"
packaging = "*"
-setuptools = ">=40.8.0"
+setuptools = ">=41.1.0"
tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
tornado = ">=6.2.0"
traitlets = "*"
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-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.6.9)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
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+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.11.4)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.2.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.5.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)", "vega-datasets (==0.9.0)"]
test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
@@ -2846,14 +2983,14 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
[[package]]
name = "jupyterlab-widgets"
-version = "3.0.13"
+version = "3.0.15"
description = "Jupyter interactive widgets for JupyterLab"
optional = false
python-versions = ">=3.7"
groups = ["main", "dev"]
files = [
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]
[[package]]
@@ -2874,18 +3011,18 @@ files = [
[[package]]
name = "keyring"
-version = "25.5.0"
+version = "25.6.0"
description = "Store and access your passwords safely."
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["dev"]
files = [
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- {file = "keyring-25.5.0.tar.gz", hash = "sha256:4c753b3ec91717fe713c4edd522d625889d8973a349b0e582622f49766de58e6"},
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]
[package.dependencies]
-importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
+importlib_metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
"jaraco.classes" = "*"
"jaraco.context" = "*"
"jaraco.functools" = "*"
@@ -2909,6 +3046,7 @@ description = "A fast implementation of the Cassowary constraint solver"
optional = false
python-versions = ">=3.8"
groups = ["main"]
+markers = "python_version < \"3.11\""
files = [
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@@ -3026,23 +3164,114 @@ files = [
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]
+[[package]]
+name = "kiwisolver"
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description = "better multiprocessing and multithreading in Python"
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click = "*"
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python-versions = ">=3.6"
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python-versions = "*"
groups = ["main", "dev"]
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[[package]]
name = "psygnal"
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description = "Fast python callback/event system modeled after Qt Signals"
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oracle = ["cx_oracle (>=8)"]
oracle-oracledb = ["oracledb (>=1.0.1)"]
postgresql = ["psycopg2 (>=2.7)"]
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optional = false
python-versions = ">=3.8"
groups = ["dev"]
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version = "0.4.1"
description = "Runtime typing introspection tools"
-optional = true
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python-versions = ">=3.9"
groups = ["main"]
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[[package]]
name = "tzdata"
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description = "Provider of IANA time zone data"
optional = false
python-versions = ">=2"
groups = ["main"]
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name = "urllib3"
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description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = false
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description = "Virtual Python Environment builder"
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python-versions = ">=3.8"
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description = "A library for working with the color formats defined by HTML and CSS."
optional = false
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name = "xxhash"
version = "3.5.0"
description = "Python binding for xxHash"
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+optional = true
python-versions = ">=3.7"
groups = ["main"]
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description = "Yet another URL library"
optional = false
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+markers = {dev = "python_version == \"3.12\""}
[package.dependencies]
idna = ">=2.0"
multidict = ">=4.0"
-propcache = ">=0.2.0"
-
-[[package]]
-name = "yfinance"
-version = "0.2.54"
-description = "Download market data from Yahoo! Finance API"
-optional = false
-python-versions = "*"
-groups = ["main"]
-files = [
- {file = "yfinance-0.2.54-py2.py3-none-any.whl", hash = "sha256:8754f90332158d5d19bf754c1b230864ca2d1d313182a3f94a7bc7718bbe7d90"},
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-]
-
-[package.dependencies]
-beautifulsoup4 = ">=4.11.1"
-frozendict = ">=2.3.4"
-multitasking = ">=0.0.7"
-numpy = ">=1.16.5"
-pandas = ">=1.3.0"
-peewee = ">=3.16.2"
-platformdirs = ">=2.0.0"
-pytz = ">=2022.5"
-requests = ">=2.31"
-
-[package.extras]
-nospam = ["requests_cache (>=1.0)", "requests_ratelimiter (>=0.3.1)"]
-repair = ["scipy (>=1.6.3)"]
+propcache = ">=0.2.1"
[[package]]
name = "zipp"
-version = "3.20.2"
+version = "3.23.0"
description = "Backport of pathlib-compatible object wrapper for zip files"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
groups = ["main", "dev"]
files = [
- {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
- {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+ {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+ {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
]
-markers = {main = "python_version < \"3.10\""}
+markers = {main = "python_version == \"3.9\""}
[package.extras]
check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
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 ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
type = ["pytest-mypy"]
[[package]]
@@ -8196,12 +8882,18 @@ cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\
cffi = ["cffi (>=1.11)"]
[extras]
-all = ["langchain-openai", "pycocoevalcap", "ragas", "sentencepiece", "torch", "transformers"]
+all = ["arch", "bert-score", "evaluate", "langchain-openai", "langdetect", "nltk", "pycocoevalcap", "ragas", "rouge", "scipy", "scorecardpy", "sentencepiece", "shap", "statsmodels", "textblob", "torch", "transformers", "xgboost"]
+credit-risk = ["scorecardpy"]
+datasets = ["datasets"]
+explainability = ["shap"]
huggingface = ["sentencepiece", "transformers"]
llm = ["langchain-openai", "pycocoevalcap", "ragas", "sentencepiece", "torch", "transformers"]
+nlp = ["bert-score", "evaluate", "langdetect", "nltk", "rouge", "textblob"]
pytorch = ["torch"]
+stats = ["arch", "scipy", "statsmodels"]
+xgboost = ["xgboost"]
[metadata]
lock-version = "2.1"
-python-versions = ">=3.9.0,<3.12"
-content-hash = "195ff83105e9b2b1e966e9a32f3837ad592cfa9381eca23e241115017d7196c6"
+python-versions = ">=3.9,<3.13"
+content-hash = "c35d817e2338b5426965c05d442fb97ded7635f1f0fe50f2c4d8d23d96fddcb1"
diff --git a/pyproject.toml b/pyproject.toml
index 208163ae6..b5c53a13f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,63 +1,86 @@
-[tool.poetry]
-authors = [
- "Andres Rodriguez ",
- "Juan Martinez ",
- "Anil Sorathiya ",
- "Luis Pallares ",
- "John Halz ",
-]
-description = "ValidMind Library"
-license = "Commercial License"
+[project]
name = "validmind"
-readme = "README.pypi.md"
version = "2.9.1"
+description = "ValidMind Library"
+readme = "README.pypi.md"
+requires-python = ">=3.9,<3.13"
+license = { file = "LICENSE" }
+authors = [
+ { name = "Andres Rodriguez", email = "andres@validmind.ai" },
+ { name = "Juan Martinez", email = "juan@validmind.ai" },
+ { name = "Anil Sorathiya", email = "anil@validmind.ai" },
+ { name = "Luis Pallares", email = "luis@validmind.ai" },
+ { name = "John Walz", email = "john@validmind.ai" },
+]
+dependencies = [
+ "aiohttp[speedups]",
+ "ipywidgets",
+ "kaleido (>=0.2.1,!=0.2.1.post1,<1.0.0)",
+ "matplotlib",
+ "mistune (>=3.0.2,<4.0.0)",
+ "nest-asyncio (>=1.6.0,<2.0.0)",
+ "openai (>=1)",
+ "pandas (>=2.0.3,<3.0.0)",
+ "plotly (>=5.0.0)",
+ "polars",
+ "python-dotenv",
+ "scikit-learn",
+ "seaborn",
+ "sentry-sdk (>=1.24.0,<2.0.0)",
+ "tabulate (>=0.8.9,<0.9.0)",
+ "tiktoken",
+ "tqdm",
+ "anywidget",
+ "beautifulsoup4",
+]
-[tool.poetry.dependencies]
-aiohttp = {extras = ["speedups"], version = "*"}
-anywidget = "^0.9.13"
-arch = "*"
-bert-score = ">=0.3.13"
-catboost = "*"
-datasets = "^2.10.0"
-evaluate = "*"
-h11 = ">=0.16.0"
-ipywidgets = "*"
-kaleido = ">=0.2.1,!=0.2.1.post1,<1.0.0"
-langchain-openai = {version = ">=0.1.8", optional = true}
-langdetect = "*"
-llvmlite = {version = "*", python = ">=3.8,<=3.11"}
-matplotlib = "*"
-mistune = "^3.0.2"
-nest-asyncio = "^1.6.0"
-nltk = "^3.8.1"
-numba = "<0.59.0" # TODO: https://github.com/validmind/validmind-library/pull/28
-numpy = "*"
-openai = ">=1"
-pandas = ">=1.1,<=2.0.3"
-plotly = "<6.0.0"
-plotly-express = "*"
-polars = "*"
-pycocoevalcap = {version = "^1.2", optional = true}
-python = ">=3.9.0,<3.12"
-python-dotenv = "*"
-ragas = {version = ">=0.2.3,<=0.2.7", optional = true}
-rouge = ">=1"
-scikit-learn = "*,<1.6.0"
-scipy = "*"
-scorecardpy = "^0.1.9.6"
-seaborn = "*"
-sentencepiece = {version = "^0.2.0", optional = true}
-sentry-sdk = "^1.24.0"
-shap = "0.44.1"
-statsmodels = "*"
-tabulate = "^0.8.9"
-textblob = "^0.18.0.post0"
-tiktoken = "*"
-torch = {version = "2.7.0", optional = true}
-tqdm = "*"
-transformers = {version = "^4.32.0", optional = true}
-xgboost = ">=1.5.2,<3"
-yfinance = "^0.2.48"
+[project.optional-dependencies]
+all = [
+ "torch (>=2.0.0)",
+ "xgboost (>=1.5.2,<3)",
+ "transformers (>=4.32.0,<5.0.0)",
+ "pycocoevalcap",
+ "ragas (>=0.2.3,<=0.2.7)",
+ "sentencepiece (>=0.2.0,<0.3.0)",
+ "langchain-openai (>=0.1.8)",
+ "scipy",
+ "statsmodels",
+ "langdetect",
+ "nltk (>=3.8.1,<4.0.0)",
+ "textblob (>=0.18.0.post0,<0.19.0)",
+ "evaluate",
+ "rouge (>=1)",
+ "bert-score (>=0.3.13)",
+ "arch",
+ "shap (>=0.46.0)",
+ "scorecardpy (>=0.1.9.6,<0.2.0)",
+]
+huggingface = [
+ "transformers (>=4.32.0,<5.0.0)",
+ "sentencepiece (>=0.2.0,<0.3.0)",
+]
+llm = [
+ "torch (>=2.0.0)",
+ "transformers (>=4.32.0,<5.0.0)",
+ "pycocoevalcap",
+ "ragas (>=0.2.3,<=0.2.7)",
+ "sentencepiece (>=0.2.0,<0.3.0)",
+ "langchain-openai (>=0.1.8)",
+]
+nlp = [
+ "langdetect",
+ "nltk (>=3.8.1,<4.0.0)",
+ "textblob (>=0.18.0.post0,<0.19.0)",
+ "evaluate",
+ "rouge (>=1)",
+ "bert-score (>=0.3.13)",
+]
+pytorch = ["torch (>=2.0.0)"]
+stats = ["scipy", "statsmodels", "arch"]
+xgboost = ["xgboost (>=1.5.2,<3)"]
+explainability = ["shap (>=0.46.0)"]
+credit_risk = ["scorecardpy (>=0.1.9.6,<0.2.0)"]
+datasets = ["datasets (>=2.10.0,<3.0.0)"]
[tool.poetry.group.dev.dependencies]
black = "^22.1.0"
@@ -78,33 +101,13 @@ sphinx-markdown-builder = "^0.5.5"
sphinx-rtd-theme = "^1.2.0"
twine = "^4.0.2"
-[tool.poetry.extras]
-all = [
- "torch",
- "transformers",
- "pycocoevalcap",
- "ragas",
- "sentencepiece",
- "langchain-openai",
-]
-huggingface = ["transformers", "sentencepiece"]
-llm = [
- "torch",
- "transformers",
- "pycocoevalcap",
- "ragas",
- "sentencepiece",
- "langchain-openai",
-]
-pytorch = ["torch"]
+[project.scripts]
+vm-create-new-test = "scripts.create_new_test:generate_test"
[build-system]
build-backend = "poetry.core.masonry.api"
-requires = ["poetry-core>=1.0.0"]
+requires = ["poetry-core>=1.9.0"]
[tool.isort]
known_first_party = "validmind"
profile = "black"
-
-[tool.poetry.scripts]
-vm-create-new-test = "scripts.create_new_test:generate_test"
diff --git a/validmind/__init__.py b/validmind/__init__.py
index 216c26d20..898872631 100644
--- a/validmind/__init__.py
+++ b/validmind/__init__.py
@@ -32,15 +32,21 @@
"""
import threading
import warnings
+from importlib import metadata
-import pkg_resources
from IPython.display import HTML, display
# Ignore Numba warnings. We are not requiring this package directly
-from numba.core.errors import NumbaDeprecationWarning, NumbaPendingDeprecationWarning
+try:
+ from numba.core.errors import (
+ NumbaDeprecationWarning,
+ NumbaPendingDeprecationWarning,
+ )
-warnings.simplefilter("ignore", category=NumbaDeprecationWarning)
-warnings.simplefilter("ignore", category=NumbaPendingDeprecationWarning)
+ warnings.simplefilter("ignore", category=NumbaDeprecationWarning)
+ warnings.simplefilter("ignore", category=NumbaPendingDeprecationWarning)
+except ImportError:
+ ...
from .__version__ import __version__ # noqa: E402
from .api_client import init, log_metric, log_text, reload
@@ -81,7 +87,12 @@ def check_version():
# get the installed vs running version of validmind
# to make sure we are using the latest installed version
# in case user has updated the package but forgot to restart the kernel
- installed = pkg_resources.get_distribution("validmind").version
+ try:
+ installed = metadata.version("validmind")
+ except metadata.PackageNotFoundError:
+ # Package metadata not found, skip version check
+ return
+
running = __version__
if parse_version(installed) > parse_version(running):
diff --git a/validmind/datasets/credit_risk/lending_club.py b/validmind/datasets/credit_risk/lending_club.py
index 283c4fd22..86762b6d9 100644
--- a/validmind/datasets/credit_risk/lending_club.py
+++ b/validmind/datasets/credit_risk/lending_club.py
@@ -9,13 +9,25 @@
import numpy as np
import pandas as pd
-import scorecardpy as sc
import statsmodels.api as sm
import xgboost as xgb
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
import validmind as vm
+from validmind.errors import MissingDependencyError
+
+try:
+ import scorecardpy as sc
+except ImportError as e:
+ if "scorecardpy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scorecardpy` for credit risk demos. "
+ "Please run `pip install validmind[credit_risk]` or `pip install scorecardpy`.",
+ required_dependencies=["scorecardpy"],
+ extra="credit_risk",
+ ) from e
+ raise e
current_path = os.path.dirname(os.path.abspath(__file__))
dataset_path = os.path.join(current_path, "datasets")
diff --git a/validmind/datasets/nlp/cnn_dailymail.py b/validmind/datasets/nlp/cnn_dailymail.py
index 80ced3ef8..e362fe31c 100644
--- a/validmind/datasets/nlp/cnn_dailymail.py
+++ b/validmind/datasets/nlp/cnn_dailymail.py
@@ -7,10 +7,11 @@
from typing import Optional, Tuple
import pandas as pd
-from datasets import load_dataset
from IPython.display import HTML, display
from tabulate import tabulate
+from validmind.errors import MissingDependencyError
+
# Define column names
text_column = "article"
target_column = "highlights"
@@ -37,6 +38,19 @@ def load_data(
Tuple containing (train_df, test_df) DataFrames with the loaded data.
"""
if source == "online":
+ try:
+ from datasets import load_dataset
+ except ImportError as e:
+ if "datasets" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `datasets` for CNN Daily Mail. "
+ "Please run `pip install validmind[datasets]` or "
+ "`pip install datasets` to use CNN Daily Mail dataset",
+ required_dependencies=["datasets"],
+ extra="datasets",
+ ) from e
+ raise e
+
# Load online data without predictions
cnn_dataset = load_dataset("cnn_dailymail", "3.0.0")
train_df = cnn_dataset["train"].to_pandas()
diff --git a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
index 2e6620a25..e3251a9e4 100644
--- a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
+++ b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
@@ -4,10 +4,22 @@
import pandas as pd
-from scipy.stats import chi2_contingency
from validmind import tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+ from scipy.stats import chi2_contingency
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for ChiSquaredFeaturesTable. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
@tags("tabular_data", "categorical_data", "statistical_test")
diff --git a/validmind/tests/data_validation/DickeyFullerGLS.py b/validmind/tests/data_validation/DickeyFullerGLS.py
index efede3b5b..10342dc64 100644
--- a/validmind/tests/data_validation/DickeyFullerGLS.py
+++ b/validmind/tests/data_validation/DickeyFullerGLS.py
@@ -5,14 +5,25 @@
from typing import Any, Dict, Tuple
import pandas as pd
-from arch.unitroot import DFGLS
from numpy.linalg import LinAlgError
from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
from validmind.logging import get_logger
from validmind.vm_models import VMDataset
+try:
+ from arch.unitroot import DFGLS
+except ImportError as e:
+ if "arch" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `arch` for DickeyFullerGLS. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["arch"],
+ extra="stats",
+ ) from e
+ raise e
+
logger = get_logger(__name__)
diff --git a/validmind/tests/data_validation/PhillipsPerronArch.py b/validmind/tests/data_validation/PhillipsPerronArch.py
index 3be6cd3b8..90da19324 100644
--- a/validmind/tests/data_validation/PhillipsPerronArch.py
+++ b/validmind/tests/data_validation/PhillipsPerronArch.py
@@ -6,14 +6,25 @@
import numpy as np
import pandas as pd
-from arch.unitroot import PhillipsPerron
from numpy.linalg import LinAlgError
from validmind import tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
from validmind.logging import get_logger
from validmind.vm_models import VMDataset
+try:
+ from arch.unitroot import PhillipsPerron
+except ImportError as e:
+ if "arch" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `arch` for PhillipsPerronArch. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["arch"],
+ extra="stats",
+ ) from e
+ raise e
+
logger = get_logger(__name__)
diff --git a/validmind/tests/data_validation/SeasonalDecompose.py b/validmind/tests/data_validation/SeasonalDecompose.py
index bc0bc3f26..24e652bd1 100644
--- a/validmind/tests/data_validation/SeasonalDecompose.py
+++ b/validmind/tests/data_validation/SeasonalDecompose.py
@@ -9,11 +9,23 @@
import pandas as pd
import plotly.graph_objects as go
from plotly.subplots import make_subplots
-from scipy import stats
from statsmodels.tsa.seasonal import seasonal_decompose
from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+ from scipy import stats
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for SeasonalDecompose. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
from validmind.logging import get_logger
from validmind.vm_models import VMDataset
diff --git a/validmind/tests/data_validation/ShapiroWilk.py b/validmind/tests/data_validation/ShapiroWilk.py
index 909d097c0..a87b6e551 100644
--- a/validmind/tests/data_validation/ShapiroWilk.py
+++ b/validmind/tests/data_validation/ShapiroWilk.py
@@ -6,9 +6,22 @@
from typing import Tuple
import pandas as pd
-from scipy import stats
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ from scipy import stats
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for ShapiroWilk. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
@tasks("classification", "regression")
diff --git a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
index 75d15eb87..3f30ee8ac 100644
--- a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
+++ b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
@@ -3,9 +3,22 @@
# SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
import pandas as pd
-from scipy.stats import kurtosis, skew
from validmind import tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ from scipy.stats import kurtosis, skew
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for TimeSeriesDescriptiveStatistics. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
@tags("time_series_data", "analysis")
diff --git a/validmind/tests/data_validation/WOEBinPlots.py b/validmind/tests/data_validation/WOEBinPlots.py
index ff974bdf9..c6b45b9f1 100644
--- a/validmind/tests/data_validation/WOEBinPlots.py
+++ b/validmind/tests/data_validation/WOEBinPlots.py
@@ -9,7 +9,20 @@
import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
-import scorecardpy as sc
+
+from validmind.errors import MissingDependencyError
+
+try:
+ import scorecardpy as sc
+except ImportError as e:
+ if "scorecardpy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scorecardpy` for WOEBinPlots. "
+ "Please run `pip install validmind[credit_risk]` to use these tests",
+ required_dependencies=["scorecardpy"],
+ extra="credit_risk",
+ ) from e
+ raise e
from plotly.subplots import make_subplots
from validmind import RawData, tags, tasks
diff --git a/validmind/tests/data_validation/WOEBinTable.py b/validmind/tests/data_validation/WOEBinTable.py
index 12726c00d..f6cce70bb 100644
--- a/validmind/tests/data_validation/WOEBinTable.py
+++ b/validmind/tests/data_validation/WOEBinTable.py
@@ -5,12 +5,23 @@
from typing import Dict, Tuple
import pandas as pd
-import scorecardpy as sc
from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
from validmind.vm_models import VMDataset
+try:
+ import scorecardpy as sc
+except ImportError as e:
+ if "scorecardpy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scorecardpy` for WOEBinTable. "
+ "Please run `pip install validmind[credit_risk]` to use these tests",
+ required_dependencies=["scorecardpy"],
+ extra="credit_risk",
+ ) from e
+ raise e
+
@tags("tabular_data", "categorical_data")
@tasks("classification")
diff --git a/validmind/tests/data_validation/ZivotAndrewsArch.py b/validmind/tests/data_validation/ZivotAndrewsArch.py
index 34071e889..ee5634bac 100644
--- a/validmind/tests/data_validation/ZivotAndrewsArch.py
+++ b/validmind/tests/data_validation/ZivotAndrewsArch.py
@@ -5,14 +5,25 @@
from typing import Any, Dict, Tuple
import pandas as pd
-from arch.unitroot import ZivotAndrews
from numpy.linalg import LinAlgError
from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
from validmind.logging import get_logger
from validmind.vm_models import VMDataset
+try:
+ from arch.unitroot import ZivotAndrews
+except ImportError as e:
+ if "arch" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `arch` for ZivotAndrewsArch. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["arch"],
+ extra="stats",
+ ) from e
+ raise e
+
logger = get_logger(__name__)
diff --git a/validmind/tests/data_validation/nlp/CommonWords.py b/validmind/tests/data_validation/nlp/CommonWords.py
index be9e50e0e..6a34927d4 100644
--- a/validmind/tests/data_validation/nlp/CommonWords.py
+++ b/validmind/tests/data_validation/nlp/CommonWords.py
@@ -5,13 +5,25 @@
from collections import Counter
from typing import Tuple
-import nltk
import plotly.graph_objects as go
-from nltk.corpus import stopwords
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset
+try:
+ import nltk
+ from nltk.corpus import stopwords
+except ImportError as e:
+ if "nltk" in str(e).lower():
+ raise MissingDependencyError(
+ "Missing required package `nltk` for CommonWords. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["nltk"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "visualization", "frequency_analysis")
@tasks("text_classification", "text_summarization")
diff --git a/validmind/tests/data_validation/nlp/LanguageDetection.py b/validmind/tests/data_validation/nlp/LanguageDetection.py
index ffab229bc..9180f24fe 100644
--- a/validmind/tests/data_validation/nlp/LanguageDetection.py
+++ b/validmind/tests/data_validation/nlp/LanguageDetection.py
@@ -6,9 +6,22 @@
import plotly.express as px
import plotly.graph_objects as go
-from langdetect import LangDetectException, detect
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ from langdetect import LangDetectException, detect
+except ImportError as e:
+ if "langdetect" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `langdetect` for LanguageDetection. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["langdetect"],
+ extra="nlp",
+ ) from e
+
+ raise e
@tags("nlp", "text_data", "visualization")
diff --git a/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py b/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
index 11ef05936..9042f5709 100644
--- a/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
+++ b/validmind/tests/data_validation/nlp/PolarityAndSubjectivity.py
@@ -8,9 +8,21 @@
import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
-from textblob import TextBlob
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ from textblob import TextBlob
+except ImportError as e:
+ if "textblob" in str(e).lower():
+ raise MissingDependencyError(
+ "Missing required package `textblob` for PolarityAndSubjectivity. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["textblob"],
+ extra="nlp",
+ ) from e
+ raise e
@tags("nlp", "text_data", "data_validation")
diff --git a/validmind/tests/data_validation/nlp/Sentiment.py b/validmind/tests/data_validation/nlp/Sentiment.py
index 8df9b88a4..5e07ce2e2 100644
--- a/validmind/tests/data_validation/nlp/Sentiment.py
+++ b/validmind/tests/data_validation/nlp/Sentiment.py
@@ -8,9 +8,21 @@
import matplotlib.pyplot as plt
import nltk
import seaborn as sns
-from nltk.sentiment import SentimentIntensityAnalyzer
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ from nltk.sentiment import SentimentIntensityAnalyzer
+except ImportError as e:
+ if "nltk" in str(e).lower():
+ raise MissingDependencyError(
+ "Missing required package `nltk` for Sentiment. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["nltk"],
+ extra="nlp",
+ ) from e
+ raise e
@tags("nlp", "text_data", "data_validation")
diff --git a/validmind/tests/data_validation/nlp/StopWords.py b/validmind/tests/data_validation/nlp/StopWords.py
index 789ef79e5..8e0b872b8 100644
--- a/validmind/tests/data_validation/nlp/StopWords.py
+++ b/validmind/tests/data_validation/nlp/StopWords.py
@@ -9,14 +9,26 @@
from collections import defaultdict
from typing import Dict, Tuple
-import nltk
import pandas as pd
import plotly.graph_objects as go
-from nltk.corpus import stopwords
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset
+try:
+ import nltk
+ from nltk.corpus import stopwords
+except ImportError as e:
+ if "nltk" in str(e).lower():
+ raise MissingDependencyError(
+ "Missing required package `nltk` for StopWords. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["nltk"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "frequency_analysis", "visualization")
@tasks("text_classification", "text_summarization")
diff --git a/validmind/tests/data_validation/nlp/TextDescription.py b/validmind/tests/data_validation/nlp/TextDescription.py
index e6cde5c7d..e463f8e05 100644
--- a/validmind/tests/data_validation/nlp/TextDescription.py
+++ b/validmind/tests/data_validation/nlp/TextDescription.py
@@ -5,15 +5,27 @@
import string
from typing import Tuple
-import nltk
import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
-from nltk.corpus import stopwords
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset
+try:
+ import nltk
+ from nltk.corpus import stopwords
+except ImportError as e:
+ if "nltk" in str(e).lower():
+ raise MissingDependencyError(
+ "Missing required package `nltk` for TextDescription. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["nltk"],
+ extra="nlp",
+ ) from e
+ raise e
+
def create_metrics_df(df, text_column, unwanted_tokens, lang):
stop_words = set(word.lower() for word in stopwords.words(lang))
diff --git a/validmind/tests/data_validation/nlp/Toxicity.py b/validmind/tests/data_validation/nlp/Toxicity.py
index b6ad32beb..e618a1ae7 100644
--- a/validmind/tests/data_validation/nlp/Toxicity.py
+++ b/validmind/tests/data_validation/nlp/Toxicity.py
@@ -4,11 +4,23 @@
from typing import Tuple
-import evaluate
import matplotlib.pyplot as plt
import seaborn as sns
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ import evaluate
+except ImportError as e:
+ if "evaluate" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `evaluate` for Toxicity. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["evaluate"],
+ extra="nlp",
+ ) from e
+ raise e
@tags("nlp", "text_data", "data_validation")
diff --git a/validmind/tests/model_validation/BertScore.py b/validmind/tests/model_validation/BertScore.py
index b26184016..2d381aacf 100644
--- a/validmind/tests/model_validation/BertScore.py
+++ b/validmind/tests/model_validation/BertScore.py
@@ -4,14 +4,26 @@
from typing import Tuple
-import evaluate
import pandas as pd
import plotly.graph_objects as go
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.tests.utils import validate_prediction
from validmind.vm_models import VMDataset, VMModel
+try:
+ import evaluate
+except ImportError as e:
+ if "evaluate" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `evaluate` for BertScore. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["evaluate"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "visualization")
@tasks("text_classification", "text_summarization")
@@ -75,7 +87,6 @@ def BertScore(
# Ensure equal lengths and get truncated data if necessary
y_true, y_pred = validate_prediction(y_true, y_pred)
- # Load the BERT evaluation metric
bert = evaluate.load("bertscore")
# Compute the BERT score
diff --git a/validmind/tests/model_validation/BleuScore.py b/validmind/tests/model_validation/BleuScore.py
index 5b51795ee..2d6716710 100644
--- a/validmind/tests/model_validation/BleuScore.py
+++ b/validmind/tests/model_validation/BleuScore.py
@@ -4,14 +4,26 @@
from typing import Tuple
-import evaluate
import pandas as pd
import plotly.graph_objects as go
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.tests.utils import validate_prediction
from validmind.vm_models import VMDataset, VMModel
+try:
+ import evaluate
+except ImportError as e:
+ if "evaluate" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `evaluate` for BleuScore. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["evaluate"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "visualization")
@tasks("text_classification", "text_summarization")
@@ -70,7 +82,6 @@ def BleuScore(
# Ensure equal lengths and get truncated data if necessary
y_true, y_pred = validate_prediction(y_true, y_pred)
- # Load the BLEU evaluation metric
bleu = evaluate.load("bleu")
# Calculate BLEU scores
diff --git a/validmind/tests/model_validation/ContextualRecall.py b/validmind/tests/model_validation/ContextualRecall.py
index 9ce407ecc..5137f9e5e 100644
--- a/validmind/tests/model_validation/ContextualRecall.py
+++ b/validmind/tests/model_validation/ContextualRecall.py
@@ -4,11 +4,23 @@
from typing import Tuple
-import nltk
import pandas as pd
import plotly.graph_objects as go
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+ import nltk
+except ImportError as e:
+ if "nltk" in str(e).lower():
+ raise MissingDependencyError(
+ "Missing required package `nltk` for ContextualRecall. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["nltk"],
+ extra="nlp",
+ ) from e
+ raise e
from validmind.tests.utils import validate_prediction
from validmind.vm_models import VMDataset, VMModel
diff --git a/validmind/tests/model_validation/MeteorScore.py b/validmind/tests/model_validation/MeteorScore.py
index bc735fc15..2501d4b93 100644
--- a/validmind/tests/model_validation/MeteorScore.py
+++ b/validmind/tests/model_validation/MeteorScore.py
@@ -4,14 +4,26 @@
from typing import Tuple
-import evaluate
import pandas as pd
import plotly.graph_objects as go
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.tests.utils import validate_prediction
from validmind.vm_models import VMDataset, VMModel
+try:
+ import evaluate
+except ImportError as e:
+ if "evaluate" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `evaluate` for MeteorScore. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["evaluate"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "visualization")
@tasks("text_classification", "text_summarization")
@@ -73,7 +85,6 @@ def MeteorScore(
validate_prediction(y_true, y_pred)
- # Load the METEOR evaluation metric
meteor = evaluate.load("meteor")
# Calculate METEOR scores
diff --git a/validmind/tests/model_validation/ModelPredictionResiduals.py b/validmind/tests/model_validation/ModelPredictionResiduals.py
index e0db2a1e2..4a2295b36 100644
--- a/validmind/tests/model_validation/ModelPredictionResiduals.py
+++ b/validmind/tests/model_validation/ModelPredictionResiduals.py
@@ -6,11 +6,24 @@
import pandas as pd
import plotly.graph_objects as go
-from scipy.stats import kstest
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ from scipy.stats import kstest
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for ModelPredictionResiduals. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
+
@tags("regression")
@tasks("residual_analysis", "visualization")
diff --git a/validmind/tests/model_validation/RegardScore.py b/validmind/tests/model_validation/RegardScore.py
index 119eafe04..cbb648786 100644
--- a/validmind/tests/model_validation/RegardScore.py
+++ b/validmind/tests/model_validation/RegardScore.py
@@ -4,14 +4,26 @@
from typing import Tuple
-import evaluate
import pandas as pd
import plotly.graph_objects as go
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.tests.utils import validate_prediction
from validmind.vm_models import VMDataset, VMModel
+try:
+ import evaluate
+except ImportError as e:
+ if "evaluate" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `evaluate` for RegardScore. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["evaluate"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "visualization")
@tasks("text_classification", "text_summarization")
@@ -66,7 +78,6 @@ def RegardScore(
# Ensure equal lengths and get truncated data if necessary
y_true, y_pred = validate_prediction(y_true, y_pred)
- # Load the regard evaluation metric
regard_tool = evaluate.load("regard", module_type="measurement")
# Function to calculate regard scores
diff --git a/validmind/tests/model_validation/RougeScore.py b/validmind/tests/model_validation/RougeScore.py
index e83b0f835..c5016c615 100644
--- a/validmind/tests/model_validation/RougeScore.py
+++ b/validmind/tests/model_validation/RougeScore.py
@@ -6,11 +6,24 @@
import pandas as pd
import plotly.graph_objects as go
-from rouge import Rouge
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ from rouge import Rouge
+except ImportError as e:
+ if "rouge" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `rouge` for RougeScore. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["rouge"],
+ extra="nlp",
+ ) from e
+
+ raise e
+
@tags("nlp", "text_data", "visualization")
@tasks("text_classification", "text_summarization")
diff --git a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
index c5f28b96d..f079cfa88 100644
--- a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
+++ b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
@@ -7,11 +7,24 @@
import numpy as np
import pandas as pd
import plotly.graph_objects as go
-from scipy.stats import norm
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ from scipy.stats import norm
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for TimeSeriesPredictionWithCI. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
+
@tags("model_predictions", "visualization")
@tasks("regression", "time_series_forecasting")
diff --git a/validmind/tests/model_validation/ToxicityScore.py b/validmind/tests/model_validation/ToxicityScore.py
index 62519d522..0ff059ed4 100644
--- a/validmind/tests/model_validation/ToxicityScore.py
+++ b/validmind/tests/model_validation/ToxicityScore.py
@@ -4,13 +4,25 @@
from typing import Tuple
-import evaluate
import pandas as pd
import plotly.graph_objects as go
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ import evaluate
+except ImportError as e:
+ if "evaluate" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `evaluate` for ToxicityScore. "
+ "Please run `pip install validmind[nlp]` to use NLP tests",
+ required_dependencies=["evaluate"],
+ extra="nlp",
+ ) from e
+ raise e
+
@tags("nlp", "text_data", "visualization")
@tasks("text_classification", "text_summarization")
diff --git a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
index 6d7496451..a05044f74 100644
--- a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
+++ b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
@@ -7,12 +7,24 @@
import numpy as np
import plotly.graph_objects as go
from plotly.subplots import make_subplots
-from scipy.spatial.distance import cdist
from sklearn import clone
from sklearn.metrics import silhouette_score
from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+ from scipy.spatial.distance import cdist
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for KMeansClustersOptimization. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
from validmind.vm_models import VMDataset, VMModel
diff --git a/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py b/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
index bebaf4b00..f5e751c8c 100644
--- a/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
+++ b/validmind/tests/model_validation/sklearn/SHAPGlobalImportance.py
@@ -9,14 +9,25 @@
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
-import shap
from validmind import RawData, tags, tasks
-from validmind.errors import UnsupportedModelForSHAPError
+from validmind.errors import MissingDependencyError, UnsupportedModelForSHAPError
from validmind.logging import get_logger
from validmind.models import CatBoostModel, SKlearnModel, StatsModelsModel
from validmind.vm_models import VMDataset, VMModel
+try:
+ import shap
+except ImportError as e:
+ if "shap" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `shap` for SHAPGlobalImportance. "
+ "Please run `pip install validmind[explainability]` to use SHAP tests",
+ required_dependencies=["shap"],
+ extra="explainability",
+ ) from e
+ raise e
+
logger = get_logger(__name__)
diff --git a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
index 8aa4a25c8..0f354671b 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
@@ -7,10 +7,22 @@
import pandas as pd
import plotly.graph_objects as go
-from scipy import stats
from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+ from scipy import stats
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for RegressionCoeffs. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
from validmind.vm_models import VMModel
diff --git a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
index ee48eedaf..496df6223 100644
--- a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
@@ -6,13 +6,26 @@
import numpy as np
import pandas as pd
-from scipy import stats
from sklearn.metrics import roc_auc_score
from sklearn.preprocessing import LabelBinarizer
from validmind import tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ from scipy import stats
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for ClassDiscriminationDrift. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
+
def multiclass_roc_auc_score(y_test, y_pred, average="macro"):
lb = LabelBinarizer()
diff --git a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
index e3b56f41e..78ab49c8b 100644
--- a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
@@ -8,11 +8,24 @@
import pandas as pd
import plotly.graph_objects as go
from plotly.subplots import make_subplots
-from scipy import stats
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ from scipy import stats
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for PredictionProbabilitiesHistogramDrift. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
+
@tags("visualization", "credit_risk")
@tasks("classification")
diff --git a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
index ded42cf64..09d18f998 100644
--- a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
@@ -8,11 +8,24 @@
import pandas as pd
import plotly.graph_objects as go
from plotly.subplots import make_subplots
-from scipy import stats
from validmind import tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset
+try:
+ from scipy import stats
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for ScorecardHistogramDrift. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
+
@tags("visualization", "credit_risk", "logistic_regression")
@tasks("classification")
diff --git a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
index 55beee0aa..6c3106944 100644
--- a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
+++ b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
@@ -7,11 +7,24 @@
import pandas as pd
import plotly.figure_factory as ff
import plotly.graph_objects as go
-from scipy.stats import kurtosis, skew
from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
from validmind.vm_models import VMDataset, VMModel
+try:
+ from scipy.stats import kurtosis, skew
+except ImportError as e:
+ if "scipy" in str(e):
+ raise MissingDependencyError(
+ "Missing required package `scipy` for TargetPredictionDistributionPlot. "
+ "Please run `pip install validmind[stats]` to use statistical tests",
+ required_dependencies=["scipy"],
+ extra="stats",
+ ) from e
+
+ raise e
+
@tags("visualization")
@tasks("monitoring")
diff --git a/validmind/vm_models/result/result.py b/validmind/vm_models/result/result.py
index 3016012d5..8e711ad4d 100644
--- a/validmind/vm_models/result/result.py
+++ b/validmind/vm_models/result/result.py
@@ -465,8 +465,10 @@ async def log_async(
)
)
- if self.metric is not None:
- # metrics are logged as separate entities
+ # Only log unit metrics when the metric is a scalar value.
+ # Some tests may assign a list/array of per-row metrics to `self.metric`.
+ # Those should not be sent to the unit-metric endpoint which expects scalars.
+ if self.metric is not None and not hasattr(self.metric, "__len__"):
tasks.append(
api_client.alog_metric(
key=self.result_id,