{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "430e89a1",
   "metadata": {},
   "source": [
    "## GeoAware-SC"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81eedb10",
   "metadata": {},
   "source": [
    "## Pre-extract features for GeoAware-SC SD-UNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "98e4fcda",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/preprocess_map.py '../../Datasets/PF-dataset-PASCAL/JPEGImages'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eaca3cf4",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/preprocess_map.py '../../Datasets/SPair-71k/JPEGImages' '1'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "190072b5",
   "metadata": {},
   "source": [
    "## Extract the masks for unsupervised pose alignment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6009104d",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/preprocess_mask_sam.py '../../Datasets/PF-dataset-PASCAL/JPEGImages'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e20911a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/preprocess_mask_sam.py '../../Datasets/SPair-71k/JPEGImages'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77589ff4",
   "metadata": {},
   "source": [
    "## Supervised Training"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac36a283",
   "metadata": {},
   "source": [
    "original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "541a8f08",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/train_pascal.yaml --GPU_ID 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cdc136c",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/train_spair.yaml --GPU_ID 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5bc45556",
   "metadata": {},
   "source": [
    "w/ dit feats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5838586",
   "metadata": {},
   "source": [
    "layer15+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0acc142",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/train_pascal.yaml --GPU_ID 4 --NOTE 'dit_t0.5_l15'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0657a0cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/train_spair.yaml --GPU_ID 5  --NOTE 'dit_t0.5_l15'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0975529",
   "metadata": {},
   "source": [
    "layer20+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "615a4d60",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/train_pascal.yaml --GPU_ID 5 --NOTE 'dit_t0.5_l20' --SD_FEATURE_KEYS t_0.5_layer_20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9fad2454",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/train_spair.yaml --GPU_ID 4  --NOTE 'dit_t0.5_l20' --SD_FEATURE_KEYS t_0.5_layer_20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "741a46a1",
   "metadata": {},
   "source": [
    "LBFGS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fded66dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_lbfgs.py --config ./GeoAware-SC/configs/train_pascal_lbfgs.yaml --GPU_ID 1 --OPTIMIZER 'LBFGS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c5c70c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/train_spair_lbfgs.yaml --GPU_ID 2 --OPTIMIZER 'LBFGS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a20f5133",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/train_pascal_lbfgs_bs8.yaml --GPU_ID 3 --OPTIMIZER 'LBFGS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88b9cf88",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/train_spair_lbfgs_bs8.yaml --GPU_ID 4 --OPTIMIZER 'LBFGS'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1314a0a",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98dea849",
   "metadata": {},
   "source": [
    "baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b30673c",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_pascal.yaml --GPU_ID 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "242e066c",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_pascal.yaml --GPU_ID 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1776d25",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_spair.yaml --GPU_ID 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82270929",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_pascal_reprod.yaml --GPU_ID 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe685287",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_spair.yaml --GPU_ID 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "127c7dd3",
   "metadata": {},
   "source": [
    "visibility check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "388a3669",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_pascal.yaml --GPU_ID 1 --VISIBILITY 'single' --NOTE 'pascal_sup_single_vis'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "949022a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_spair.yaml --GPU_ID 2 --VISIBILITY 'single' --NOTE 'spair_sup_single_vis'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76c982b5",
   "metadata": {},
   "source": [
    "w/ dit feats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c9249d1",
   "metadata": {},
   "source": [
    "layer15+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ea2531f",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_pascal_dit.yaml --GPU_ID 6 --NOTE 'pascal_dit_t0.5_l15' --LOAD './results_pascal/pck_train_dit_t0.5_l15_sample_100_None_lr_0.00125/best.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7d1852a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_spair_dit.yaml --GPU_ID 6 --NOTE 'spair_dit_t0.5_l15' --LOAD './results_spair/pck_train_dit_t0.5_l15_sample_2_None_lr_0.00125/best.pth'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29c3967e",
   "metadata": {},
   "source": [
    "layer20+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d23bfea8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ad11ce7a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "420965d8",
   "metadata": {},
   "source": [
    "## Unsupervised"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "140c3c9f",
   "metadata": {},
   "source": [
    "baseline w/o post-alignment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c42e018",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE \"pascal_zs_baseline\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8a2964e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 7 --NOTE \"spair_zs_baseline\" # ADAPT_FLIP: False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b6e03e8",
   "metadata": {},
   "source": [
    "baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b116a806",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE \"pascal_zs_baseline_adp_flip\" --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7aab9b75",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 3 --NOTE \"spair_zs_baseline_adp_flip_debug\" --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eebdb962",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"pascal_zs_baseline_adp_flip_subsample\" --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0edd33f9",
   "metadata": {},
   "source": [
    "w/ dit feats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8f5215d",
   "metadata": {},
   "source": [
    "layer 10+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29415abe",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_dino' --SD_FEATURE_KEYS t_0.5_layer_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca39f461",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "947d4c1f",
   "metadata": {},
   "source": [
    "layer 10+layer 11+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e10352e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l11_dino' --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f81af184",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l10_l11_dino' --SD_FEATURE_KEYS t_0.7_layer_10 t_0.7_layer_11"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a63f92a",
   "metadata": {},
   "source": [
    "layer 10+layer 12+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bef31bad",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l12_dino' --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63a3b010",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l10_l12_dino' --SD_FEATURE_KEYS t_0.7_layer_10 t_0.7_layer_12"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27778af7",
   "metadata": {},
   "source": [
    "layer 11+layer 12+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "197d55c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l11_l12_dino' --SD_FEATURE_KEYS t_0.5_layer_11 t_0.5_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4cb59c2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l11_l12_dino' --SD_FEATURE_KEYS t_0.7_layer_11 t_0.7_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bc4147b",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l11_t0.7_l12_dino' --SD_FEATURE_KEYS t_0.5_layer_11 t_0.7_layer_12"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2e4853b",
   "metadata": {},
   "source": [
    "layer 10+layer 15+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13272e3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l15_dino' --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_15"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2465766e",
   "metadata": {},
   "source": [
    "efficient version but seems to have some performance issue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18685f6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit_efficient.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l15_dino' --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_15"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee068f48",
   "metadata": {},
   "source": [
    "layer 9+layer10+layer12+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f47e47e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l9_l10_l12_dino' --SD_FEATURE_KEYS t_0.5_layer_9 t_0.5_layer_10 t_0.5_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5002dfa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "61339328",
   "metadata": {},
   "source": [
    "layer 10+layer 15+layer20+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed91bba4",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l15_l20_dino' --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_15 t_0.5_layer_20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "58176fe3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "0992ef37",
   "metadata": {},
   "source": [
    "layer 10+layer 12+layer 15+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed5dabb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l12_l15_dino' --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_12 t_0.5_layer_15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32f12c74",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2a7e6b0c",
   "metadata": {},
   "source": [
    "layer 15+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3861e38",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l15' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae8fca37",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 7 --NOTE 'spair_zs_dit_t0.5_l15_adp_flip' --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cee3e3d",
   "metadata": {},
   "source": [
    "layer20+dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0a41727",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l20' --SD_FEATURE_KEYS t_0.5_layer_20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6d7a983",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 7 --NOTE 'spair_zs_dit_t0.5_l20_adp_flip' --ADAPT_FLIP --SD_FEATURE_KEYS t_0.5_layer_20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8df228c5",
   "metadata": {},
   "source": [
    "dino"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b182bac",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_dino' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "549d03ed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "8668cfe0",
   "metadata": {},
   "source": [
    "layer 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ca35cd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.3_l5_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.3_layer_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f0a6986",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l5_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b33ef61",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.6_l5_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0844e42",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l5_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41aad527",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 7 --NOTE 'pascal_zs_dit_t0.8_l5_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e13179c",
   "metadata": {},
   "source": [
    "layer 9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8087d390",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l9_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ba2b184",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 7 --NOTE 'pascal_zs_dit_t0.6_l9_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29360749",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l9_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48c5d36e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.8_l9_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_9"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9dc34b1",
   "metadata": {},
   "source": [
    "layer 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1eaf176a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.3_l10_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.3_layer_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7fd7166",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce558c62",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 5 --NOTE 'pascal_zs_dit_t0.6_l10_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43ae6919",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l10_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08ab4aee",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 4 --NOTE 'pascal_zs_dit_t0.8_l10_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_10"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7d361ec",
   "metadata": {},
   "source": [
    "layer 11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23bdc37d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6499ffe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l11_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e77e4e36",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 5 --NOTE 'pascal_zs_dit_t0.6_l11_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0916dde",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l11_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a65a0ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 4 --NOTE 'pascal_zs_dit_t0.8_l11_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_11"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be062473",
   "metadata": {},
   "source": [
    "layer 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0747f27d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68442baa",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9334c986",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 3 --NOTE 'pascal_zs_dit_t0.6_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "334c9bda",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04d23da9",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 2 --NOTE 'pascal_zs_dit_t0.8_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_12"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2881e9d",
   "metadata": {},
   "source": [
    "layer 13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ccfed22",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "029bff11",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l13_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ba7ba944",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.6_l13_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e4a191f",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l13_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c9531ba5",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 7 --NOTE 'pascal_zs_dit_t0.8_l13_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_13"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8f8ea39",
   "metadata": {},
   "source": [
    "layer 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c691a72",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.3_l15_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.3_layer_15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b09dc3d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l15_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bcbdb33",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 3 --NOTE 'pascal_zs_dit_t0.6_l15_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.6_layer_15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1a0561b",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l15_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e329675",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 2 --NOTE 'pascal_zs_dit_t0.8_l15_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.8_layer_15"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "447f4004",
   "metadata": {},
   "source": [
    "layer 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "569c940c",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.3_l20_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.3_layer_20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08d451ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l20_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8231d012",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l20_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "954f1e0f",
   "metadata": {},
   "source": [
    "layer 10+layer 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d97002be",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cb6bb96",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l10_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_10 t_0.7_layer_12"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46ff2c36",
   "metadata": {},
   "source": [
    "layer 10+layer 11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ddc2c1cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l10_l11_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_10 t_0.5_layer_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00d84b97",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l10_l11_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_10 t_0.7_layer_11"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1382199b",
   "metadata": {},
   "source": [
    "layer 11+layer 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4da4587d",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.5_l11_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.5_layer_11 t_0.5_layer_12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "369becde",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE 'pascal_zs_dit_t0.7_l11_l12_no_dino' --NO_DINO --SD_FEATURE_KEYS t_0.7_layer_11 t_0.7_layer_12"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "428ee089",
   "metadata": {},
   "source": [
    "## Current best Pascal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7eb7a455",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 3 --NOTE 'pascal_zs_dit_t0.5_0.7_l11' --SD_FEATURE_KEYS t_0.5_layer_11 t_0.7_layer_11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e000e16",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "print(os.listdir('../Baselines/results_clean_pascal/pck_train_pascal_zs_dit_t0.5_0.7_l11_sample_1_None_lr_0.00125'))\n",
    "\n",
    "path_result = '../Baselines/results_clean_pascal/pck_train_pascal_zs_dit_t0.5_0.7_l11_sample_1_None_lr_0.00125'\n",
    "\n",
    "# load the result.pkl file\n",
    "import pickle\n",
    "\n",
    "pkl_file = os.path.join(path_result, 'result.pkl')\n",
    "with open(pkl_file, 'rb') as f:\n",
    "    data = pickle.load(f)\n",
    "\n",
    "print(data)\n",
    "\n",
    "print(len(data))\n",
    "\n",
    "\n",
    "print(os.listdir(path_result))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc3498b8",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "06d9c559",
   "metadata": {},
   "source": [
    "## Baseline spair zeroshot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ebd98c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"pascal_zs_baseline_subsample_nosoft\" --TEST_SAMPLE 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce3f42eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"pascal_zs_baseline_subsample_nosoft_single\" --TEST_SAMPLE 10 --VISIBILITY 'single'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a715d30e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_single_no_adap_flip\" --TEST_SAMPLE 0 --VISIBILITY 'single'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e60c8bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 7 --NOTE \"spair_zs_baseline_single\" --TEST_SAMPLE 0 --VISIBILITY 'single' --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5183b94c",
   "metadata": {},
   "source": [
    "## Best Spair Attempt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c75fb69",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train.py --config ./GeoAware-SC/configs/eval_zero_shot_pascal.yaml --GPU_ID 6 --NOTE \"pascal_zs_baseline_adp_flip\" --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e573bbf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_spair.yaml --GPU_ID 3 --ADAPT_FLIP --NOTE 'spair_zs_dit_t0.5_0.7_l11' --SD_FEATURE_KEYS t_0.5_layer_11 t_0.7_layer_11 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd13089f",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_dit.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE 'spair_zs_dit_t0.5_l12_0.7_l10_sub_10' --SD_FEATURE_KEYS t_0.5_layer_12 t_0.7_layer_10 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f531af3",
   "metadata": {},
   "source": [
    "## SPair + VLM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5a9ef38",
   "metadata": {},
   "source": [
    "## mutual visibility (traditional)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "189bf30f",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d85a0750",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b' --VISIBILITY 'mutual'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "53221795",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10_gpt4.1_mini_judge_dilation_0\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b_gpt4.1_mini_judge_dilation_0/' --VISIBILITY 'mutual'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "598d8c65",
   "metadata": {},
   "source": [
    "compute all"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "012f6a2e",
   "metadata": {},
   "source": [
    "unsupervised"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1482c1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm_compute_all.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 1 --NOTE \"spair_zs_mutual_vlm_qwen_vl_32b\" --TEST_SAMPLE 0 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b/' --VISIBILITY 'mutual' --SOFT_EVAL --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bed77bf",
   "metadata": {},
   "source": [
    "supervised"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a94fe78",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm_compute_all.py --config ./GeoAware-SC/configs/eval_spair_subsample_vlm.yaml --GPU_ID 2 --NOTE 'spair_sup_mutual_vlm_qwen_vl_32b_mutual_vis' --TEST_SAMPLE 0 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b' --VISIBILITY 'mutual' --SOFT_EVAL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "975fa542",
   "metadata": {},
   "source": [
    "## single visibility (in the wild)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "568213a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10_vis_single\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b_dilation_0' --VISIBILITY 'single'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "89b855c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10_vis_single_gpt4.1_mini_judge_dilation_28\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b_gpt4.1_mini_judge_dilation_28/' --VISIBILITY 'single'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5815da7f",
   "metadata": {},
   "source": [
    "compute all"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed0ba7cc",
   "metadata": {},
   "source": [
    "unsupervised"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8eb712e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm_compute_all.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 3 --NOTE \"spair_zs_single_vlm_qwen_vl_32b\" --TEST_SAMPLE 0 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b/' --VISIBILITY 'single' --SOFT_EVAL --ADAPT_FLIP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d7b0ed7",
   "metadata": {},
   "source": [
    "supervised"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8bda291",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm_compute_all.py --config ./GeoAware-SC/configs/eval_spair_subsample_vlm.yaml --GPU_ID 4 --NOTE 'spair_sup_single_vlm_qwen_vl_32b' --TEST_SAMPLE 0 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b' --VISIBILITY 'single' --SOFT_EVAL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbfc9eca",
   "metadata": {},
   "source": [
    "sanity check if no judge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "59aa9d92",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10_vis_single_no_judge_dilation_28\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b_no_judge_dilation_28/' --VISIBILITY 'single'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b7b949a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python ./GeoAware-SC/pck_train_vlm.py --config ./GeoAware-SC/configs/eval_zero_shot_spair_subsample.yaml --GPU_ID 6 --NOTE \"spair_zs_baseline_vlm_subsample_10_vis_mutual_no_judge_dilation_28\" --TEST_SAMPLE 10 --BBOX_PATH '../sc_dit/results_vlm/filtered_predictions/test_sample_10_qwen_vl_32b_no_judge_dilation_28/' --VISIBILITY 'mutual'"
   ]
  }
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