Added new dataset called cervical cancer and trained the model on this dataset as well

#1
by Ash444 - opened
cervical/config.yaml ADDED
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+ data:
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+ path_table: ./data/cervical_train.csv
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+ numerical_columns:
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+ - Age
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+ - Number of sexual partners
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+ - First sexual intercourse
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+ - Num of pregnancies
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+ - Smokes
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+ - Smokes (years)
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+ - Smokes (packs/year)
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+ - Hormonal Contraceptives
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+ - Hormonal Contraceptives (years)
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+ - IUD
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+ - IUD (years)
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+ - STDs
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+ - STDs (number)
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+ - STDs:condylomatosis
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+ - STDs:cervical condylomatosis
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+ - STDs:vaginal condylomatosis
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+ - STDs:vulvo-perineal condylomatosis
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+ - STDs:syphilis
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+ - STDs:pelvic inflammatory disease
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+ - STDs:genital herpes
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+ - STDs:molluscum contagiosum
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+ - STDs:AIDS
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+ - STDs:HIV
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+ - STDs:Hepatitis B
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+ - STDs:HPV
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+ - STDs: Number of diagnosis
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+ - STDs: Time since first diagnosis
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+ - STDs: Time since last diagnosis
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+ - Dx:Cancer
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+ - Dx:CIN
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+ - Dx:HPV
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+ - Dx
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+ - Hinselmann
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+ - Schiller
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+ - Citology
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+ categorical_columns: []
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+ columns_to_drop:
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+ - STDs:cervical condylomatosis
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+ - STDs:AIDS
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+ dropna: true
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+ fillna: false
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+ target_column: Biopsy
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+ split_feature_target: true
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+ task: classification
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+ model:
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+ dim: 256
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+ n_res_blocks: 3
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+ diffusion:
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+ schedule: quad
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+ n_timesteps: 1000
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+ target: two_way
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+ trainer:
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+ train_num_steps: 500000
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+ log_every: 100
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+ save_every: 10000
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+ save_num_samples: 64
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+ max_grad_norm: null
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+ gradient_accumulate_every: 1
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+ ema_decay: 0.995
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+ ema_update_every: 10
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+ lr: 0.0001
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+ opt_type: adam
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+ opt_params: null
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+ batch_size: 256
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+ dataloader_workers: 16
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+ classifier_free_guidance: true
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+ zero_token_probability: 0.1
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+ fine_tune_from: null
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+ comment: cervical_CFG
cervical/model-final.pt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 50626114
cervical/transformation.joblib ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:388787ead38af295199ee7ad3cb344497f4a60b1a5ae7e5db75dec3437f379a2
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+ size 4338