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{
  "shape_invariance": {
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      "n_patches": 8,
      "F_shape": [
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      ]
    },
    "128": {
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    "256": {
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    },
    "512": {
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    },
    "1024": {
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      "F_shape": [
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    },
    "2048": {
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    },
    "4096": {
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    },
    "8192": {
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    }
  },
  "all_outputs_are_k_by_d": true,
  "Q_shape": [
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  ],
  "Q_is_parameter": true,
  "Q_requires_grad": true,
  "Q_grad_norm_after_backward": 0.2682032883167267,
  "Q_receives_gradient": true,
  "encoder_params_excluding_pos_embed": 1609856,
  "compression_per_dataset": {
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      "C": 19,
      "patch": 8,
      "n_patches": 32,
      "k": 8,
      "k_over_T": 0.03125,
      "k_over_n_patches": 0.25,
      "k_much_less_than_T": true
    },
    "PTB": {
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      "C": 15,
      "patch": 10,
      "n_patches": 30,
      "k": 8,
      "k_over_T": 0.02667,
      "k_over_n_patches": 0.2667,
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    },
    "PTB-XL": {
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      "patch": 10,
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      "k": 8,
      "k_over_T": 0.032,
      "k_over_n_patches": 0.32,
      "k_much_less_than_T": true
    },
    "APAVA": {
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      "C": 16,
      "patch": 8,
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      "k": 8,
      "k_over_T": 0.03125,
      "k_over_n_patches": 0.25,
      "k_much_less_than_T": true
    },
    "FLAAP": {
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      "patch": 10,
      "n_patches": 10,
      "k": 8,
      "k_over_T": 0.08,
      "k_over_n_patches": 0.8,
      "k_much_less_than_T": true
    },
    "UCIHAR": {
      "T": 128,
      "C": 9,
      "patch": 32,
      "n_patches": 4,
      "k": 8,
      "k_over_T": 0.0625,
      "k_over_n_patches": 2.0,
      "k_much_less_than_T": true
    },
    "Sleep-EDF": {
      "T": 3000,
      "C": 1,
      "patch": 60,
      "n_patches": 50,
      "k": 8,
      "k_over_T": 0.00267,
      "k_over_n_patches": 0.16,
      "k_much_less_than_T": true
    }
  },
  "k_ll_T_on_all_datasets": true,
  "compression_factor_TxC_to_kxd": {
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    "PTB": 4.395,
    "PTB-XL": 2.93,
    "APAVA": 4.0,
    "FLAAP": 0.586,
    "UCIHAR": 1.125,
    "Sleep-EDF": 2.93
  },
  "decoder_conditioned_solely_on_F": {
    "delta_recon_when_F_changes": 1.7867159843444824,
    "delta_recon_when_F_held_fixed": 0.0,
    "strict_chain_X_to_F_to_Xhat": true
  },
  "decoder_forward_signature": "(f, n_patches)"
}