| { | |
| "name": "UCI Adult Data Analysis model using Tensorflow", | |
| "version": "0.1", | |
| "short_description": "UCI Adult Data analysis using Tensorflow for demonstration of Patra Model Cards.", | |
| "full_description": "We have trained a ML model using the tensorflow framework to predict income for the UCI Adult Dataset. We leverage this data to run the Patra model cards to capture metadata about the model as well as fairness and explainability metrics.", | |
| "keywords": "uci adult, tensorflow, explainability, fairness, patra", | |
| "author": "Your Name", | |
| "input_type": "Tabular", | |
| "category": "classification", | |
| "input_data": "https://archive.ics.uci.edu/ml/datasets/adult", | |
| "output_data": "https://github.iu.edu/d2i/dockerhub/tensorflow/adult_modelv01", | |
| "foundational_model": "None", | |
| "ai_model": { | |
| "name": "Income prediction tensorflow model", | |
| "version": "0.1", | |
| "description": "Census classification problem using TensorFlow Neural Network using the UCI Adult Dataset", | |
| "owner": "Your Name or Organization", | |
| "location": "https://example.com/path-to-model", | |
| "license": "BSD-3 Clause", | |
| "framework": "tensorflow", | |
| "model_type": "dnn", | |
| "test_accuracy": 0.7919545769691467, | |
| "model_structure": { | |
| "module": "keras", | |
| "class_name": "Sequential", | |
| "config": { | |
| "name": "sequential", | |
| "trainable": true, | |
| "dtype": { | |
| "module": "keras", | |
| "class_name": "DTypePolicy", | |
| "config": { | |
| "name": "float32" | |
| } | |
| }, | |
| "layers": [ | |
| { | |
| "module": "keras.layers", | |
| "class_name": "InputLayer", | |
| "config": { | |
| "batch_shape": [ | |
| 100 | |
| ], | |
| "dtype": "float32", | |
| "sparse": false, | |
| "name": "input_layer" | |
| } | |
| }, | |
| { | |
| "module": "keras.layers", | |
| "class_name": "Dense", | |
| "config": { | |
| "name": "dense", | |
| "trainable": true, | |
| "dtype": { | |
| "module": "keras", | |
| "class_name": "DTypePolicy", | |
| "config": { | |
| "name": "float32" | |
| } | |
| }, | |
| "units": 64, | |
| "activation": "relu", | |
| "use_bias": true, | |
| "kernel_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "GlorotUniform", | |
| "config": {} | |
| }, | |
| "bias_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "Zeros", | |
| "config": {} | |
| } | |
| }, | |
| "build_config": { | |
| "input_shape": [ | |
| 100 | |
| ] | |
| } | |
| }, | |
| { | |
| "module": "keras.layers", | |
| "class_name": "Dense", | |
| "config": { | |
| "name": "dense_1", | |
| "trainable": true, | |
| "dtype": { | |
| "module": "keras", | |
| "class_name": "DTypePolicy", | |
| "config": { | |
| "name": "float32" | |
| } | |
| }, | |
| "units": 128, | |
| "activation": "relu", | |
| "use_bias": true, | |
| "kernel_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "GlorotUniform", | |
| "config": {} | |
| }, | |
| "bias_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "Zeros", | |
| "config": {} | |
| } | |
| }, | |
| "build_config": { | |
| "input_shape": [ | |
| 64 | |
| ] | |
| } | |
| }, | |
| { | |
| "module": "keras.layers", | |
| "class_name": "Dense", | |
| "config": { | |
| "name": "dense_2", | |
| "trainable": true, | |
| "dtype": { | |
| "module": "keras", | |
| "class_name": "DTypePolicy", | |
| "config": { | |
| "name": "float32" | |
| } | |
| }, | |
| "units": 64, | |
| "activation": "relu", | |
| "use_bias": true, | |
| "kernel_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "GlorotUniform", | |
| "config": {} | |
| }, | |
| "bias_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "Zeros", | |
| "config": {} | |
| } | |
| }, | |
| "build_config": { | |
| "input_shape": [ | |
| 128 | |
| ] | |
| } | |
| }, | |
| { | |
| "module": "keras.layers", | |
| "class_name": "Dense", | |
| "config": { | |
| "name": "dense_3", | |
| "trainable": true, | |
| "dtype": { | |
| "module": "keras", | |
| "class_name": "DTypePolicy", | |
| "config": { | |
| "name": "float32" | |
| } | |
| }, | |
| "units": 1, | |
| "activation": "sigmoid", | |
| "use_bias": true, | |
| "kernel_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "GlorotUniform", | |
| "config": {} | |
| }, | |
| "bias_initializer": { | |
| "module": "keras.initializers", | |
| "class_name": "Zeros", | |
| "config": {} | |
| } | |
| }, | |
| "build_config": { | |
| "input_shape": [ | |
| 64 | |
| ] | |
| } | |
| } | |
| ], | |
| "build_input_shape": [ | |
| 100 | |
| ] | |
| }, | |
| "build_config": { | |
| "input_shape": [ | |
| 100 | |
| ] | |
| }, | |
| "compile_config": { | |
| "optimizer": { | |
| "module": "keras.optimizers", | |
| "class_name": "Adam", | |
| "config": { | |
| "name": "adam", | |
| "learning_rate": 0.0010000000474974513, | |
| "use_ema": false, | |
| "ema_momentum": 0.99, | |
| "beta_1": 0.9, | |
| "beta_2": 0.999, | |
| "epsilon": 1e-07, | |
| "amsgrad": false | |
| } | |
| }, | |
| "loss": "binary_crossentropy", | |
| "metrics": [ | |
| "accuracy" | |
| ], | |
| "run_eagerly": false, | |
| "steps_per_execution": 1, | |
| "jit_compile": false | |
| } | |
| }, | |
| "metrics": { | |
| "Test loss": 0.5084354877471924, | |
| "Epochs": 100, | |
| "Batch Size": 32, | |
| "Optimizer": "Adam", | |
| "Learning Rate": 0.001, | |
| "Input Shape": "(26048, 100)" | |
| } | |
| }, | |
| "bias_analysis": { | |
| "demographic_parity_diff": 0.032400848225782965, | |
| "equal_odds_difference": 0.03417438108252019 | |
| }, | |
| "xai_analysis": { | |
| "capital_gain": 0.14158532669974697, | |
| "fnlwgt": 0.015681726452377108, | |
| "age": 0.00021690960559580313, | |
| "hours_per_week": 0.00013091093136204657, | |
| "relationship__Not_in_family": 7.917947239345974e-05, | |
| "marital_status__Married_civ_spouse": 7.522924906677672e-05, | |
| "education__HS_grad": 5.9253134661254366e-05, | |
| "occupation__Exec_managerial": 5.8465765582191924e-05, | |
| "marital_status__Never_married": 2.9966458678243015e-05, | |
| "education_num": 2.848242719968154e-05 | |
| }, | |
| "model_requirements": [ | |
| "absl-py==1.4.0", | |
| "accelerate==1.2.1", | |
| "aiohappyeyeballs==2.4.4", | |
| "aiohttp==3.11.11", | |
| "aiosignal==1.3.2", | |
| "alabaster==1.0.0", | |
| "albucore==0.0.19", | |
| "albumentations==1.4.20", | |
| "ale-py==0.10.1", | |
| "altair==5.5.0", | |
| "annotated-types==0.7.0", | |
| "anyio==3.7.1", | |
| "argon2-cffi-bindings==21.2.0", | |
| "argon2-cffi==23.1.0", | |
| "array-record==0.6.0", | |
| "arviz==0.20.0", | |
| "astropy-iers-data==0.2025.1.27.0.32.44", | |
| "astropy==6.1.7", | |
| "astunparse==1.6.3", | |
| "atpublic==4.1.0", | |
| "attrs==25.1.0", | |
| "audioread==3.0.1", | |
| "autocommand==2.2.2", | |
| "autograd==1.7.0", | |
| "babel==2.16.0", | |
| "backcall==0.2.0", | |
| "backports.tarfile==1.2.0", | |
| "beautifulsoup4==4.12.3", | |
| "bigframes==1.33.0", | |
| "bigquery-magics==0.5.0", | |
| "bleach==6.2.0", | |
| "blinker==1.9.0", | |
| "blis==0.7.11", | |
| "blosc2==3.0.0", | |
| "bokeh==3.6.2", | |
| "bottleneck==1.4.2", | |
| "bqplot==0.12.44", | |
| "branca==0.8.1", | |
| "cachecontrol==0.14.2", | |
| "cachetools==5.5.1", | |
| "catalogue==2.0.10", | |
| "certifi==2024.12.14", | |
| "cffi==1.17.1", | |
| "chardet==5.2.0", | |
| "charset-normalizer==3.4.1", | |
| "chex==0.1.88", | |
| "clarabel==0.9.0", | |
| "click==8.1.8", | |
| "cloudpathlib==0.20.0", | |
| "cloudpickle==3.1.1", | |
| "cmake==3.31.4", | |
| "cmdstanpy==1.2.5", | |
| "colorcet==3.1.0", | |
| "colorlover==0.3.0", | |
| "colour==0.1.5", | |
| "community==1.0.0b1", | |
| "confection==0.1.5", | |
| "cons==0.4.6", | |
| "contourpy==1.3.1", | |
| "cramjam==2.9.1", | |
| "cryptography==43.0.3", | |
| "cuda-python==12.6.0", | |
| "cudf-cu12==24.12.0", | |
| "cufflinks==0.17.3", | |
| "cupy-cuda12x==13.3.0", | |
| "cvxopt==1.3.2", | |
| "cvxpy==1.6.0", | |
| "cycler==0.12.1", | |
| "cyipopt==1.5.0", | |
| "cymem==2.0.11", | |
| "cython==3.0.11", | |
| "dask==2024.10.0", | |
| "datascience==0.17.6", | |
| "db-dtypes==1.4.0", | |
| "dbus-python==1.2.18", | |
| "debugpy==1.8.0", | |
| "decorator==4.4.2", | |
| "defusedxml==0.7.1", | |
| "deprecated==1.2.18", | |
| "diffusers==0.32.2", | |
| "distro==1.9.0", | |
| "dlib==19.24.2", | |
| "dm-tree==0.1.8", | |
| "docker-pycreds==0.4.0", | |
| "docstring-parser==0.16", | |
| "docutils==0.21.2", | |
| "dopamine-rl==4.1.2", | |
| "duckdb==1.1.3", | |
| "earthengine-api==1.4.6", | |
| "easydict==1.13", | |
| "editdistance==0.8.1", | |
| "eerepr==0.1.0", | |
| "einops==0.8.0", | |
| "en-core-web-sm==3.7.1", | |
| "entrypoints==0.4", | |
| "et-xmlfile==2.0.0", | |
| "etils==1.11.0", | |
| "etuples==0.3.9", | |
| "eval-type-backport==0.2.2", | |
| "farama-notifications==0.0.4", | |
| "fastai==2.7.18", | |
| "fastcore==1.7.28", | |
| "fastdownload==0.0.7", | |
| "fastjsonschema==2.21.1", | |
| "fastprogress==1.0.3", | |
| "fastrlock==0.8.3", | |
| "filelock==3.17.0", | |
| "firebase-admin==6.6.0", | |
| "flask==3.1.0", | |
| "flatbuffers==25.1.24", | |
| "flax==0.10.2", | |
| "folium==0.19.4", | |
| "fonttools==4.55.6", | |
| "frozendict==2.4.6", | |
| "frozenlist==1.5.0", | |
| "fsspec==2024.10.0", | |
| "future==1.0.0", | |
| "gast==0.6.0", | |
| "gcsfs==2024.10.0", | |
| "gdal==3.6.4", | |
| "gdown==5.2.0", | |
| "geemap==0.35.1", | |
| "gensim==4.3.3", | |
| "geocoder==1.38.1", | |
| "geographiclib==2.0", | |
| "geopandas==1.0.1", | |
| "geopy==2.4.1", | |
| "gin-config==0.5.0", | |
| "gitdb==4.0.12", | |
| "gitpython==3.1.44", | |
| "glob2==0.7", | |
| "google-ai-generativelanguage==0.6.15", | |
| "google-api-core==2.19.2", | |
| "google-api-python-client==2.155.0", | |
| "google-auth-httplib2==0.2.0", | |
| "google-auth-oauthlib==1.2.1", | |
| "google-auth==2.27.0", | |
| "google-cloud-aiplatform==1.74.0", | |
| "google-cloud-bigquery-connection==1.17.0", | |
| "google-cloud-bigquery-storage==2.27.0", | |
| "google-cloud-bigquery==3.25.0", | |
| "google-cloud-bigtable==2.28.1", | |
| "google-cloud-core==2.4.1", | |
| "google-cloud-datastore==2.20.2", | |
| "google-cloud-firestore==2.19.0", | |
| "google-cloud-functions==1.19.0", | |
| "google-cloud-iam==2.17.0", | |
| "google-cloud-language==2.16.0", | |
| "google-cloud-pubsub==2.25.0", | |
| "google-cloud-resource-manager==1.14.0", | |
| "google-cloud-spanner==3.51.0", | |
| "google-cloud-storage==2.19.0", | |
| "google-cloud-translate==3.19.0", | |
| "google-colab==1.0.0", | |
| "google-crc32c==1.6.0", | |
| "google-genai==0.3.0", | |
| "google-generativeai==0.8.4", | |
| "google-pasta==0.2.0", | |
| "google-resumable-media==2.7.2", | |
| "google==2.0.3", | |
| "googleapis-common-protos==1.66.0", | |
| "googledrivedownloader==0.4", | |
| "graphviz==0.20.3", | |
| "greenlet==3.1.1", | |
| "grpc-google-iam-v1==0.14.0", | |
| "grpc-interceptor==0.15.4", | |
| "grpcio-status==1.62.3", | |
| "grpcio==1.70.0", | |
| "gspread-dataframe==4.0.0", | |
| "gspread==6.1.4", | |
| "gym-notices==0.0.8", | |
| "gym==0.25.2", | |
| "gymnasium==1.0.0", | |
| "h11==0.14.0", | |
| "h5netcdf==1.5.0", | |
| "h5py==3.12.1", | |
| "highspy==1.9.0", | |
| "holidays==0.65", | |
| "holoviews==1.20.0", | |
| "html5lib==1.1", | |
| "httpcore==1.0.7", | |
| "httpimport==1.4.0", | |
| "httplib2==0.22.0", | |
| "httpx==0.28.1", | |
| "huggingface-hub==0.27.1", | |
| "humanize==4.11.0", | |
| "hyperopt==0.2.7", | |
| "ibis-framework==9.2.0", | |
| "idna==3.10", | |
| "imageio-ffmpeg==0.6.0", | |
| "imageio==2.36.1", | |
| "imagesize==1.4.1", | |
| "imbalanced-learn==0.13.0", | |
| "imgaug==0.4.0", | |
| "immutabledict==4.2.1", | |
| "importlib-metadata==8.6.1", | |
| "importlib-resources==6.5.2", | |
| "imutils==0.5.4", | |
| "inflect==7.5.0", | |
| "iniconfig==2.0.0", | |
| "intel-cmplr-lib-ur==2025.0.4", | |
| "intel-openmp==2025.0.4", | |
| "ipyevents==2.0.2", | |
| "ipyfilechooser==0.6.0", | |
| "ipykernel==5.5.6", | |
| "ipyleaflet==0.19.2", | |
| "ipyparallel==8.8.0", | |
| "ipython-genutils==0.2.0", | |
| "ipython-sql==0.5.0", | |
| "ipython==7.34.0", | |
| "ipytree==0.2.2", | |
| "ipywidgets==7.7.1", | |
| "itsdangerous==2.2.0", | |
| "jaraco.collections==5.1.0", | |
| "jaraco.context==5.3.0", | |
| "jaraco.functools==4.0.1", | |
| "jaraco.text==3.12.1", | |
| "jax-cuda12-pjrt==0.4.33", | |
| "jax-cuda12-plugin==0.4.33", | |
| "jax==0.4.33", | |
| "jaxlib==0.4.33", | |
| "jeepney==0.7.1", | |
| "jellyfish==1.1.0", | |
| "jieba==0.42.1", | |
| "jinja2==3.1.5", | |
| "jiter==0.8.2", | |
| "joblib==1.4.2", | |
| "jsonpatch==1.33", | |
| "jsonpickle==4.0.1", | |
| "jsonpointer==3.0.0", | |
| "jsonschema-specifications==2024.10.1", | |
| "jsonschema==4.23.0", | |
| "jupyter-client==6.1.12", | |
| "jupyter-console==6.1.0", | |
| "jupyter-core==5.7.2", | |
| "jupyter-leaflet==0.19.2", | |
| "jupyter-server==1.24.0", | |
| "jupyterlab-pygments==0.3.0", | |
| "jupyterlab-widgets==3.0.13", | |
| "kaggle==1.6.17", | |
| "kagglehub==0.3.6", | |
| "keras==3.8.0", | |
| "keyring==23.5.0", | |
| "kiwisolver==1.4.8", | |
| "langchain-core==0.3.31", | |
| "langchain-text-splitters==0.3.5", | |
| "langchain==0.3.15", | |
| "langcodes==3.5.0", | |
| "langsmith==0.3.1", | |
| "language-data==1.3.0", | |
| "launchpadlib==1.10.16", | |
| "lazr.restfulclient==0.14.4", | |
| "lazr.uri==1.0.6", | |
| "lazy-loader==0.4", | |
| "libclang==18.1.1", | |
| "libcudf-cu12==24.12.0", | |
| "libkvikio-cu12==24.12.1", | |
| "librosa==0.10.2.post1", | |
| "lightgbm==4.5.0", | |
| "linkify-it-py==2.0.3", | |
| "llvmlite==0.43.0", | |
| "locket==1.0.0", | |
| "logical-unification==0.4.6", | |
| "lxml==5.3.0", | |
| "marisa-trie==1.2.1", | |
| "markdown-it-py==3.0.0", | |
| "markdown==3.7", | |
| "markupsafe==3.0.2", | |
| "matplotlib-inline==0.1.7", | |
| "matplotlib-venn==1.1.1", | |
| "matplotlib==3.10.0", | |
| "mdit-py-plugins==0.4.2", | |
| "mdurl==0.1.2", | |
| "minikanren==1.0.3", | |
| "missingno==0.5.2", | |
| "mistune==3.1.0", | |
| "mizani==0.13.1", | |
| "mkl==2025.0.1", | |
| "ml-dtypes==0.4.1", | |
| "mlxtend==0.23.4", | |
| "more-itertools==10.5.0", | |
| "moviepy==1.0.3", | |
| "mpmath==1.3.0", | |
| "msgpack==1.1.0", | |
| "multidict==6.1.0", | |
| "multipledispatch==1.0.0", | |
| "multitasking==0.0.11", | |
| "murmurhash==1.0.12", | |
| "music21==9.3.0", | |
| "namex==0.0.8", | |
| "narwhals==1.24.0", | |
| "natsort==8.4.0", | |
| "nbclassic==1.2.0", | |
| "nbclient==0.10.2", | |
| "nbconvert==7.16.5", | |
| "nbformat==5.10.4", | |
| "ndindex==1.9.2", | |
| "nest-asyncio==1.6.0", | |
| "networkx==3.4.2", | |
| "nibabel==5.3.2", | |
| "nltk==3.9.1", | |
| "notebook-shim==0.2.4", | |
| "notebook==6.5.5", | |
| "numba-cuda==0.0.17.1", | |
| "numba==0.60.0", | |
| "numexpr==2.10.2", | |
| "numpy==1.26.4", | |
| "nvidia-cublas-cu12==12.5.3.2", | |
| "nvidia-cuda-cupti-cu12==12.5.82", | |
| "nvidia-cuda-nvcc-cu12==12.5.82", | |
| "nvidia-cuda-nvrtc-cu12==12.5.82", | |
| "nvidia-cuda-runtime-cu12==12.5.82", | |
| "nvidia-cudnn-cu12==9.3.0.75", | |
| "nvidia-cufft-cu12==11.2.3.61", | |
| "nvidia-curand-cu12==10.3.6.82", | |
| "nvidia-cusolver-cu12==11.6.3.83", | |
| "nvidia-cusparse-cu12==12.5.1.3", | |
| "nvidia-nccl-cu12==2.21.5", | |
| "nvidia-nvcomp-cu12==4.1.0.6", | |
| "nvidia-nvjitlink-cu12==12.5.82", | |
| "nvidia-nvtx-cu12==12.4.127", | |
| "nvtx==0.2.10", | |
| "nx-cugraph-cu12==24.12.0", | |
| "oauth2client==4.1.3", | |
| "oauthlib==3.2.2", | |
| "openai==1.59.9", | |
| "opencv-contrib-python==4.10.0.84", | |
| "opencv-python-headless==4.11.0.86", | |
| "opencv-python==4.10.0.84", | |
| "openpyxl==3.1.5", | |
| "opentelemetry-api==1.16.0", | |
| "opentelemetry-sdk==1.16.0", | |
| "opentelemetry-semantic-conventions==0.37b0", | |
| "opt-einsum==3.4.0", | |
| "optax==0.2.4", | |
| "optree==0.14.0", | |
| "orbax-checkpoint==0.6.4", | |
| "orjson==3.10.15", | |
| "osqp==0.6.7.post3", | |
| "packaging==24.2", | |
| "pandas-datareader==0.10.0", | |
| "pandas-gbq==0.26.1", | |
| "pandas-stubs==2.2.2.240909", | |
| "pandas==2.2.2", | |
| "pandocfilters==1.5.1", | |
| "panel==1.6.0", | |
| "param==2.2.0", | |
| "parso==0.8.4", | |
| "parsy==2.1", | |
| "partd==1.4.2", | |
| "pathlib==1.0.1", | |
| "patra-toolkit==0.1.2", | |
| "patsy==1.0.1", | |
| "peewee==3.17.8", | |
| "peft==0.14.0", | |
| "pexpect==4.9.0", | |
| "pickleshare==0.7.5", | |
| "pillow==11.1.0", | |
| "pip==24.1.2", | |
| "platformdirs==4.3.6", | |
| "plotly==5.24.1", | |
| "plotnine==0.14.5", | |
| "pluggy==1.5.0", | |
| "ply==3.11", | |
| "polars==1.9.0", | |
| "pooch==1.8.2", | |
| "portpicker==1.5.2", | |
| "preshed==3.0.9", | |
| "prettytable==3.13.0", | |
| "proglog==0.1.10", | |
| "progressbar2==4.5.0", | |
| "prometheus-client==0.21.1", | |
| "promise==2.3", | |
| "prompt-toolkit==3.0.50", | |
| "propcache==0.2.1", | |
| "prophet==1.1.6", | |
| "proto-plus==1.25.0", | |
| "protobuf==4.25.6", | |
| "psutil==5.9.5", | |
| "psycopg2==2.9.10", | |
| "ptyprocess==0.7.0", | |
| "py-cpuinfo==9.0.0", | |
| "py4j==0.10.9.7", | |
| "pyarrow==17.0.0", | |
| "pyasn1-modules==0.4.1", | |
| "pyasn1==0.6.1", | |
| "pycocotools==2.0.8", | |
| "pycparser==2.22", | |
| "pydantic-core==2.27.2", | |
| "pydantic==2.10.6", | |
| "pydata-google-auth==1.9.1", | |
| "pydot==3.0.4", | |
| "pydotplus==2.0.2", | |
| "pydrive2==1.21.3", | |
| "pydrive==1.3.1", | |
| "pyerfa==2.0.1.5", | |
| "pygame==2.6.1", | |
| "pygit2==1.16.0", | |
| "pygments==2.18.0", | |
| "pygobject==3.42.1", | |
| "pyjwt==2.10.1", | |
| "pylibcudf-cu12==24.12.0", | |
| "pylibcugraph-cu12==24.12.0", | |
| "pylibraft-cu12==24.12.0", | |
| "pymc==5.19.1", | |
| "pymystem3==0.2.0", | |
| "pynvjitlink-cu12==0.4.0", | |
| "pyogrio==0.10.0", | |
| "pyomo==6.8.2", | |
| "pyopengl==3.1.9", | |
| "pyopenssl==24.2.1", | |
| "pyparsing==3.2.1", | |
| "pyperclip==1.9.0", | |
| "pyproj==3.7.0", | |
| "pyshp==2.3.1", | |
| "pysocks==1.7.1", | |
| "pyspark==3.5.4", | |
| "pytensor==2.26.4", | |
| "pytest==8.3.4", | |
| "python-apt==0.0.0", | |
| "python-box==7.3.2", | |
| "python-dateutil==2.8.2", | |
| "python-louvain==0.16", | |
| "python-slugify==8.0.4", | |
| "python-snappy==0.7.3", | |
| "python-utils==3.9.1", | |
| "pytz==2024.2", | |
| "pyviz-comms==3.0.4", | |
| "pyyaml==6.0.2", | |
| "pyzmq==24.0.1", | |
| "qdldl==0.1.7.post5", | |
| "ratelim==0.1.6", | |
| "referencing==0.36.2", | |
| "regex==2024.11.6", | |
| "requests-oauthlib==1.3.1", | |
| "requests-toolbelt==1.0.0", | |
| "requests==2.32.3", | |
| "requirements-parser==0.9.0", | |
| "rich==13.9.4", | |
| "rmm-cu12==24.12.1", | |
| "rpds-py==0.22.3", | |
| "rpy2==3.4.2", | |
| "rsa==4.9", | |
| "safetensors==0.5.2", | |
| "scikit-image==0.25.1", | |
| "scikit-learn==1.6.1", | |
| "scipy==1.13.1", | |
| "scooby==0.10.0", | |
| "scs==3.2.7.post2", | |
| "seaborn==0.13.2", | |
| "secretstorage==3.3.1", | |
| "send2trash==1.8.3", | |
| "sentence-transformers==3.3.1", | |
| "sentencepiece==0.2.0", | |
| "sentry-sdk==2.20.0", | |
| "setproctitle==1.3.4", | |
| "setuptools==75.1.0", | |
| "shapely==2.0.6", | |
| "shellingham==1.5.4", | |
| "simple-parsing==0.1.7", | |
| "six==1.17.0", | |
| "sklearn-compat==0.1.3", | |
| "sklearn-pandas==2.2.0", | |
| "slicer==0.0.8", | |
| "smart-open==7.1.0", | |
| "smmap==5.0.2", | |
| "sniffio==1.3.1", | |
| "snowballstemmer==2.2.0", | |
| "soundfile==0.13.1", | |
| "soupsieve==2.6", | |
| "soxr==0.5.0.post1", | |
| "spacy-legacy==3.0.12", | |
| "spacy-loggers==1.0.5", | |
| "spacy==3.7.5", | |
| "spanner-graph-notebook==1.0.9", | |
| "sphinx==8.1.3", | |
| "sphinxcontrib-applehelp==2.0.0", | |
| "sphinxcontrib-devhelp==2.0.0", | |
| "sphinxcontrib-htmlhelp==2.1.0", | |
| "sphinxcontrib-jsmath==1.0.1", | |
| "sphinxcontrib-qthelp==2.0.0", | |
| "sphinxcontrib-serializinghtml==2.0.0", | |
| "sqlalchemy==2.0.37", | |
| "sqlglot==25.6.1", | |
| "sqlparse==0.5.3", | |
| "srsly==2.5.1", | |
| "stanio==0.5.1", | |
| "statsmodels==0.14.4", | |
| "stringzilla==3.11.3", | |
| "sympy==1.13.1", | |
| "tables==3.10.2", | |
| "tabulate==0.9.0", | |
| "tbb==2022.0.0", | |
| "tcmlib==1.2.0", | |
| "tenacity==9.0.0", | |
| "tensorboard-data-server==0.7.2", | |
| "tensorboard==2.18.0", | |
| "tensorflow-datasets==4.9.7", | |
| "tensorflow-hub==0.16.1", | |
| "tensorflow-io-gcs-filesystem==0.37.1", | |
| "tensorflow-metadata==1.16.1", | |
| "tensorflow-probability==0.24.0", | |
| "tensorflow==2.18.0", | |
| "tensorstore==0.1.71", | |
| "termcolor==2.5.0", | |
| "terminado==0.18.1", | |
| "text-unidecode==1.3", | |
| "textblob==0.17.1", | |
| "tf-keras==2.18.0", | |
| "tf-slim==1.1.0", | |
| "thinc==8.2.5", | |
| "threadpoolctl==3.5.0", | |
| "tifffile==2025.1.10", | |
| "timm==1.0.14", | |
| "tinycss2==1.4.0", | |
| "tokenizers==0.21.0", | |
| "toml==0.10.2", | |
| "tomli==2.0.1", | |
| "toolz==0.12.1", | |
| "torch==2.5.1+cu124", | |
| "torchaudio==2.5.1+cu124", | |
| "torchsummary==1.5.1", | |
| "torchvision==0.20.1+cu124", | |
| "tornado==6.3.3", | |
| "tqdm==4.67.1", | |
| "traitlets==5.7.1", | |
| "traittypes==0.2.1", | |
| "transformers==4.47.1", | |
| "triton==3.1.0", | |
| "tweepy==4.14.0", | |
| "typeguard==4.4.1", | |
| "typer==0.15.1", | |
| "types-pytz==2024.2.0.20241221", | |
| "types-setuptools==75.8.0.20250110", | |
| "typing-extensions==4.12.2", | |
| "tzdata==2025.1", | |
| "tzlocal==5.2", | |
| "uc-micro-py==1.0.3", | |
| "umf==0.9.1", | |
| "uritemplate==4.1.1", | |
| "urllib3==2.3.0", | |
| "vega-datasets==0.9.0", | |
| "wadllib==1.3.6", | |
| "wandb==0.19.4", | |
| "wasabi==1.1.3", | |
| "wcwidth==0.2.13", | |
| "weasel==0.4.1", | |
| "webcolors==24.11.1", | |
| "webencodings==0.5.1", | |
| "websocket-client==1.8.0", | |
| "websockets==14.2", | |
| "werkzeug==3.1.3", | |
| "wheel==0.45.1", | |
| "widgetsnbextension==3.6.10", | |
| "wordcloud==1.9.4", | |
| "wrapt==1.17.2", | |
| "xarray-einstats==0.8.0", | |
| "xarray==2025.1.1", | |
| "xgboost==2.1.3", | |
| "xlrd==2.0.1", | |
| "xyzservices==2025.1.0", | |
| "yarl==1.18.3", | |
| "yellowbrick==1.5", | |
| "yfinance==0.2.52", | |
| "zipp==3.21.0", | |
| "zstandard==0.23.0" | |
| ] | |
| } |