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IubNet

Safetensors
cnn
Model card Files Community
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Add Model Card via Patra Toolkit

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  1. patra_modelcard.json +808 -0
patra_modelcard.json ADDED
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+ {
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+ "name": "UCI Adult Data Analysis model using Tensorflow",
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+ "version": "0.1",
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+ "short_description": "UCI Adult Data analysis using Tensorflow for demonstration of Patra Model Cards.",
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+ "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.",
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+ "keywords": "uci adult, tensorflow, explainability, fairness, patra",
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+ "author": "Your Name",
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+ "input_type": "Tabular",
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+ "category": "classification",
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+ "input_data": "https://archive.ics.uci.edu/ml/datasets/adult",
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+ "output_data": "https://github.iu.edu/d2i/dockerhub/tensorflow/adult_modelv01",
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+ "foundational_model": "None",
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+ "ai_model": {
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+ "name": "Income prediction tensorflow model",
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+ "version": "0.1",
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+ "description": "Census classification problem using TensorFlow Neural Network using the UCI Adult Dataset",
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+ "owner": "Your Name or Organization",
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+ "location": "https://example.com/path-to-model",
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+ "license": "BSD-3 Clause",
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+ "framework": "tensorflow",
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+ "model_type": "dnn",
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+ "test_accuracy": 0.7919545769691467,
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+ "Learning Rate": 0.001,
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+ "Input Shape": "(26048, 100)"
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+ "marital_status__Never_married": 2.9966458678243015e-05,
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+ "education_num": 2.848242719968154e-05
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479
+ "jupyterlab-widgets==3.0.13",
480
+ "kaggle==1.6.17",
481
+ "kagglehub==0.3.6",
482
+ "keras==3.8.0",
483
+ "keyring==23.5.0",
484
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485
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486
+ "langchain-text-splitters==0.3.5",
487
+ "langchain==0.3.15",
488
+ "langcodes==3.5.0",
489
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490
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491
+ "launchpadlib==1.10.16",
492
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493
+ "lazr.uri==1.0.6",
494
+ "lazy-loader==0.4",
495
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496
+ "libcudf-cu12==24.12.0",
497
+ "libkvikio-cu12==24.12.1",
498
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499
+ "lightgbm==4.5.0",
500
+ "linkify-it-py==2.0.3",
501
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502
+ "locket==1.0.0",
503
+ "logical-unification==0.4.6",
504
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505
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506
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507
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508
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509
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510
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511
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512
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513
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514
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515
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516
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517
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518
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519
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520
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521
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522
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523
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524
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525
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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537
+ "ndindex==1.9.2",
538
+ "nest-asyncio==1.6.0",
539
+ "networkx==3.4.2",
540
+ "nibabel==5.3.2",
541
+ "nltk==3.9.1",
542
+ "notebook-shim==0.2.4",
543
+ "notebook==6.5.5",
544
+ "numba-cuda==0.0.17.1",
545
+ "numba==0.60.0",
546
+ "numexpr==2.10.2",
547
+ "numpy==1.26.4",
548
+ "nvidia-cublas-cu12==12.5.3.2",
549
+ "nvidia-cuda-cupti-cu12==12.5.82",
550
+ "nvidia-cuda-nvcc-cu12==12.5.82",
551
+ "nvidia-cuda-nvrtc-cu12==12.5.82",
552
+ "nvidia-cuda-runtime-cu12==12.5.82",
553
+ "nvidia-cudnn-cu12==9.3.0.75",
554
+ "nvidia-cufft-cu12==11.2.3.61",
555
+ "nvidia-curand-cu12==10.3.6.82",
556
+ "nvidia-cusolver-cu12==11.6.3.83",
557
+ "nvidia-cusparse-cu12==12.5.1.3",
558
+ "nvidia-nccl-cu12==2.21.5",
559
+ "nvidia-nvcomp-cu12==4.1.0.6",
560
+ "nvidia-nvjitlink-cu12==12.5.82",
561
+ "nvidia-nvtx-cu12==12.4.127",
562
+ "nvtx==0.2.10",
563
+ "nx-cugraph-cu12==24.12.0",
564
+ "oauth2client==4.1.3",
565
+ "oauthlib==3.2.2",
566
+ "openai==1.59.9",
567
+ "opencv-contrib-python==4.10.0.84",
568
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569
+ "opencv-python==4.10.0.84",
570
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571
+ "opentelemetry-api==1.16.0",
572
+ "opentelemetry-sdk==1.16.0",
573
+ "opentelemetry-semantic-conventions==0.37b0",
574
+ "opt-einsum==3.4.0",
575
+ "optax==0.2.4",
576
+ "optree==0.14.0",
577
+ "orbax-checkpoint==0.6.4",
578
+ "orjson==3.10.15",
579
+ "osqp==0.6.7.post3",
580
+ "packaging==24.2",
581
+ "pandas-datareader==0.10.0",
582
+ "pandas-gbq==0.26.1",
583
+ "pandas-stubs==2.2.2.240909",
584
+ "pandas==2.2.2",
585
+ "pandocfilters==1.5.1",
586
+ "panel==1.6.0",
587
+ "param==2.2.0",
588
+ "parso==0.8.4",
589
+ "parsy==2.1",
590
+ "partd==1.4.2",
591
+ "pathlib==1.0.1",
592
+ "patra-toolkit==0.1.2",
593
+ "patsy==1.0.1",
594
+ "peewee==3.17.8",
595
+ "peft==0.14.0",
596
+ "pexpect==4.9.0",
597
+ "pickleshare==0.7.5",
598
+ "pillow==11.1.0",
599
+ "pip==24.1.2",
600
+ "platformdirs==4.3.6",
601
+ "plotly==5.24.1",
602
+ "plotnine==0.14.5",
603
+ "pluggy==1.5.0",
604
+ "ply==3.11",
605
+ "polars==1.9.0",
606
+ "pooch==1.8.2",
607
+ "portpicker==1.5.2",
608
+ "preshed==3.0.9",
609
+ "prettytable==3.13.0",
610
+ "proglog==0.1.10",
611
+ "progressbar2==4.5.0",
612
+ "prometheus-client==0.21.1",
613
+ "promise==2.3",
614
+ "prompt-toolkit==3.0.50",
615
+ "propcache==0.2.1",
616
+ "prophet==1.1.6",
617
+ "proto-plus==1.25.0",
618
+ "protobuf==4.25.6",
619
+ "psutil==5.9.5",
620
+ "psycopg2==2.9.10",
621
+ "ptyprocess==0.7.0",
622
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623
+ "py4j==0.10.9.7",
624
+ "pyarrow==17.0.0",
625
+ "pyasn1-modules==0.4.1",
626
+ "pyasn1==0.6.1",
627
+ "pycocotools==2.0.8",
628
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629
+ "pydantic-core==2.27.2",
630
+ "pydantic==2.10.6",
631
+ "pydata-google-auth==1.9.1",
632
+ "pydot==3.0.4",
633
+ "pydotplus==2.0.2",
634
+ "pydrive2==1.21.3",
635
+ "pydrive==1.3.1",
636
+ "pyerfa==2.0.1.5",
637
+ "pygame==2.6.1",
638
+ "pygit2==1.16.0",
639
+ "pygments==2.18.0",
640
+ "pygobject==3.42.1",
641
+ "pyjwt==2.10.1",
642
+ "pylibcudf-cu12==24.12.0",
643
+ "pylibcugraph-cu12==24.12.0",
644
+ "pylibraft-cu12==24.12.0",
645
+ "pymc==5.19.1",
646
+ "pymystem3==0.2.0",
647
+ "pynvjitlink-cu12==0.4.0",
648
+ "pyogrio==0.10.0",
649
+ "pyomo==6.8.2",
650
+ "pyopengl==3.1.9",
651
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652
+ "pyparsing==3.2.1",
653
+ "pyperclip==1.9.0",
654
+ "pyproj==3.7.0",
655
+ "pyshp==2.3.1",
656
+ "pysocks==1.7.1",
657
+ "pyspark==3.5.4",
658
+ "pytensor==2.26.4",
659
+ "pytest==8.3.4",
660
+ "python-apt==0.0.0",
661
+ "python-box==7.3.2",
662
+ "python-dateutil==2.8.2",
663
+ "python-louvain==0.16",
664
+ "python-slugify==8.0.4",
665
+ "python-snappy==0.7.3",
666
+ "python-utils==3.9.1",
667
+ "pytz==2024.2",
668
+ "pyviz-comms==3.0.4",
669
+ "pyyaml==6.0.2",
670
+ "pyzmq==24.0.1",
671
+ "qdldl==0.1.7.post5",
672
+ "ratelim==0.1.6",
673
+ "referencing==0.36.2",
674
+ "regex==2024.11.6",
675
+ "requests-oauthlib==1.3.1",
676
+ "requests-toolbelt==1.0.0",
677
+ "requests==2.32.3",
678
+ "requirements-parser==0.9.0",
679
+ "rich==13.9.4",
680
+ "rmm-cu12==24.12.1",
681
+ "rpds-py==0.22.3",
682
+ "rpy2==3.4.2",
683
+ "rsa==4.9",
684
+ "safetensors==0.5.2",
685
+ "scikit-image==0.25.1",
686
+ "scikit-learn==1.6.1",
687
+ "scipy==1.13.1",
688
+ "scooby==0.10.0",
689
+ "scs==3.2.7.post2",
690
+ "seaborn==0.13.2",
691
+ "secretstorage==3.3.1",
692
+ "send2trash==1.8.3",
693
+ "sentence-transformers==3.3.1",
694
+ "sentencepiece==0.2.0",
695
+ "sentry-sdk==2.20.0",
696
+ "setproctitle==1.3.4",
697
+ "setuptools==75.1.0",
698
+ "shapely==2.0.6",
699
+ "shellingham==1.5.4",
700
+ "simple-parsing==0.1.7",
701
+ "six==1.17.0",
702
+ "sklearn-compat==0.1.3",
703
+ "sklearn-pandas==2.2.0",
704
+ "slicer==0.0.8",
705
+ "smart-open==7.1.0",
706
+ "smmap==5.0.2",
707
+ "sniffio==1.3.1",
708
+ "snowballstemmer==2.2.0",
709
+ "soundfile==0.13.1",
710
+ "soupsieve==2.6",
711
+ "soxr==0.5.0.post1",
712
+ "spacy-legacy==3.0.12",
713
+ "spacy-loggers==1.0.5",
714
+ "spacy==3.7.5",
715
+ "spanner-graph-notebook==1.0.9",
716
+ "sphinx==8.1.3",
717
+ "sphinxcontrib-applehelp==2.0.0",
718
+ "sphinxcontrib-devhelp==2.0.0",
719
+ "sphinxcontrib-htmlhelp==2.1.0",
720
+ "sphinxcontrib-jsmath==1.0.1",
721
+ "sphinxcontrib-qthelp==2.0.0",
722
+ "sphinxcontrib-serializinghtml==2.0.0",
723
+ "sqlalchemy==2.0.37",
724
+ "sqlglot==25.6.1",
725
+ "sqlparse==0.5.3",
726
+ "srsly==2.5.1",
727
+ "stanio==0.5.1",
728
+ "statsmodels==0.14.4",
729
+ "stringzilla==3.11.3",
730
+ "sympy==1.13.1",
731
+ "tables==3.10.2",
732
+ "tabulate==0.9.0",
733
+ "tbb==2022.0.0",
734
+ "tcmlib==1.2.0",
735
+ "tenacity==9.0.0",
736
+ "tensorboard-data-server==0.7.2",
737
+ "tensorboard==2.18.0",
738
+ "tensorflow-datasets==4.9.7",
739
+ "tensorflow-hub==0.16.1",
740
+ "tensorflow-io-gcs-filesystem==0.37.1",
741
+ "tensorflow-metadata==1.16.1",
742
+ "tensorflow-probability==0.24.0",
743
+ "tensorflow==2.18.0",
744
+ "tensorstore==0.1.71",
745
+ "termcolor==2.5.0",
746
+ "terminado==0.18.1",
747
+ "text-unidecode==1.3",
748
+ "textblob==0.17.1",
749
+ "tf-keras==2.18.0",
750
+ "tf-slim==1.1.0",
751
+ "thinc==8.2.5",
752
+ "threadpoolctl==3.5.0",
753
+ "tifffile==2025.1.10",
754
+ "timm==1.0.14",
755
+ "tinycss2==1.4.0",
756
+ "tokenizers==0.21.0",
757
+ "toml==0.10.2",
758
+ "tomli==2.0.1",
759
+ "toolz==0.12.1",
760
+ "torch==2.5.1+cu124",
761
+ "torchaudio==2.5.1+cu124",
762
+ "torchsummary==1.5.1",
763
+ "torchvision==0.20.1+cu124",
764
+ "tornado==6.3.3",
765
+ "tqdm==4.67.1",
766
+ "traitlets==5.7.1",
767
+ "traittypes==0.2.1",
768
+ "transformers==4.47.1",
769
+ "triton==3.1.0",
770
+ "tweepy==4.14.0",
771
+ "typeguard==4.4.1",
772
+ "typer==0.15.1",
773
+ "types-pytz==2024.2.0.20241221",
774
+ "types-setuptools==75.8.0.20250110",
775
+ "typing-extensions==4.12.2",
776
+ "tzdata==2025.1",
777
+ "tzlocal==5.2",
778
+ "uc-micro-py==1.0.3",
779
+ "umf==0.9.1",
780
+ "uritemplate==4.1.1",
781
+ "urllib3==2.3.0",
782
+ "vega-datasets==0.9.0",
783
+ "wadllib==1.3.6",
784
+ "wandb==0.19.4",
785
+ "wasabi==1.1.3",
786
+ "wcwidth==0.2.13",
787
+ "weasel==0.4.1",
788
+ "webcolors==24.11.1",
789
+ "webencodings==0.5.1",
790
+ "websocket-client==1.8.0",
791
+ "websockets==14.2",
792
+ "werkzeug==3.1.3",
793
+ "wheel==0.45.1",
794
+ "widgetsnbextension==3.6.10",
795
+ "wordcloud==1.9.4",
796
+ "wrapt==1.17.2",
797
+ "xarray-einstats==0.8.0",
798
+ "xarray==2025.1.1",
799
+ "xgboost==2.1.3",
800
+ "xlrd==2.0.1",
801
+ "xyzservices==2025.1.0",
802
+ "yarl==1.18.3",
803
+ "yellowbrick==1.5",
804
+ "yfinance==0.2.52",
805
+ "zipp==3.21.0",
806
+ "zstandard==0.23.0"
807
+ ]
808
+ }