plotting/model_perf_testing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fbd272d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91fb1c8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "RUN_PATH = '/mnt/ssd-1/sai/semantic-memorization/experiments/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "55edaee6",
   "metadata": {},
   "outputs": [],
   "source": [
    "baseline_path = os.path.join(RUN_PATH, 'run-s1024-0-30', 'deduped', '12b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "62062606",
   "metadata": {},
   "outputs": [],
   "source": [
    "baseline_taxonomies_path = os.path.join(baseline_path, 'model_taxonomy', \"taxonomic_prediction_metrics.json\")\n",
    "with open(baseline_taxonomies_path, 'r') as f:\n",
    "    data = json.load(f)\n",
    "    \n",
    "base_evals = {\n",
    "    'taxonomy': [],\n",
    "    'metric': [],\n",
    "    'value': [],\n",
    "    'model': [],\n",
    "    'error': [],\n",
    "}\n",
    "\n",
    "for key, value in data.items():\n",
    "    value, error = value\n",
    "    if key.endswith('pr_curve'):\n",
    "        continue\n",
    "    try:\n",
    "        model, taxonomy, metric, _ = key.split(\"_\")\n",
    "    except ValueError:\n",
    "        model, taxonomy, metric = key.split(\"_\")\n",
    "    if model == 'model':\n",
    "        model = 'taxonomic_model'\n",
    "    base_evals['taxonomy'].append(taxonomy)\n",
    "    base_evals['metric'].append(metric)\n",
    "    base_evals['value'].append(value)\n",
    "    base_evals['model'].append(model)\n",
    "    base_evals['error'].append(error)\n",
    "base_evals_pd = pd.DataFrame.from_dict(base_evals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2e6e727d-b89d-42dc-8691-dc81d8c89aa6",
   "metadata": {},
   "outputs": [],
   "source": [
    "NameChanges = {\n",
    "    'roc': 'ROC',\n",
    "    'pr': 'PR',\n",
    "    'ece': 'ECE',\n",
    "    'optimal_taxonomic_model': 'Optimally Partitioned Model'\n",
    "}\n",
    "def setname(name):\n",
    "    if not isinstance(name, str):\n",
    "        return name\n",
    "    if name in NameChanges:\n",
    "        return NameChanges[name]\n",
    "    else:\n",
    "        return ' '.join(word.capitalize() for word in name.split('_'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "beaea4f1-7a92-49f9-a3ae-50a05111a8e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style=\"darkgrid\")\n",
    "sns.set_palette(\"colorblind\")\n",
    "sns.set_context(\"talk\")\n",
    "\n",
    "# set font to times new roman for plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "bba8bd0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "sns.set_style({'font.family':'serif', 'font.serif':'Times New Roman'})\n",
    "metric_lims = {\n",
    "    'ROC AUC': (0, 1),\n",
    "    'PR AUC': (0, 1),\n",
    "    'Precision': (0, 1),\n",
    "    'Recall': (0, 1),\n",
    "    'ECE': (0, 0.15),\n",
    "    'F1': (0, 1)\n",
    "}\n",
    "def plot_taxonomy(taxonomy_evals, title=\"\", palette=None):\n",
    "    tax_evals = pd.DataFrame()\n",
    "    for col in taxonomy_evals.columns:\n",
    "        col_new = setname(col)\n",
    "        tax_evals[col_new] = taxonomy_evals[col].apply(setname)\n",
    "\n",
    "    max_plots = tax_evals['Metric'].nunique() - 1\n",
    "    fig, axs = plt.subplots(1, max_plots, figsize=(20, 6), sharey=True)\n",
    "    ax_idx = 0\n",
    "    for metric in tax_evals['Metric'].unique():\n",
    "        if metric == 'ROC':\n",
    "            continue\n",
    "        evals = tax_evals[tax_evals['Metric'] == metric]\n",
    "        ax = sns.barplot(evals, y='Taxonomy', x='Value', hue='Model', ax=axs[ax_idx], legend=ax_idx == (max_plots - 1), palette=palette)\n",
    "\n",
    "        err_points = []\n",
    "        for index, bar in enumerate(ax.patches):\n",
    "            bar.set_edgecolor('black')\n",
    "            bar.set_linewidth(1)\n",
    "            height = bar.get_width()\n",
    "            if height == 0 and bar.get_y() == 0:\n",
    "                continue\n",
    "            err_points.append((height, bar.get_y() + bar.get_height()/2))\n",
    "\n",
    "        err_points.sort(key=lambda x:x[1])\n",
    "        # Errors need to be formatted in a special way, as seaborn does not like precomputed values\n",
    "        errors = []\n",
    "        for taxonomy in ['Recitation', 'Reconstruction', 'Recollection', 'Aggregate']:\n",
    "            for m_type in ['Taxonomic Model', 'Baseline', 'Optimal Taxonomic Model']:\n",
    "                err = evals[(evals['Taxonomy'] == taxonomy) & (evals['Model'] == m_type)]\n",
    "                if len(err) != 0:\n",
    "                    errors.append(err['Error'].iloc[0])\n",
    "        for point, err in zip(err_points, errors):\n",
    "            ax.errorbar(point[0], point[1], yerr=err, fmt='none', ecolor='black', capsize=5)\n",
    "        if ax_idx == (max_plots - 1):\n",
    "            sns.move_legend(ax, \"upper right\", bbox_to_anchor=(-0.15, -0.15), ncols=4, frameon=False, title=None)\n",
    "        ax.set_xlabel('Score')\n",
    "        if metric in ['ROC', 'PR']:\n",
    "            metric += \" AUC\"\n",
    "            ax.set_xlabel('Area Under Curve')\n",
    "        if metric == 'ECE':\n",
    "            ax.set_xlabel('Error')\n",
    "        ax.set_ylabel(\"\")\n",
    "        ax.set_title(title + f\"{metric}\")\n",
    "        ax.set_xlim(metric_lims[metric])\n",
    "        ax_idx += 1\n",
    "    plt.suptitle(\"Model Performance Evals\", y=1)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'model_performance_evals.png', bbox_inches=\"tight\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d01441a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2327849/1064605959.py:57: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_taxonomy(base_evals_pd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4c4cadb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "TAXONOMIES = ['recitation', 'reconstruction', 'recollection']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23bdc63b",
   "metadata": {},
   "source": [
    "# Finding optimal taxonomy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cff31205",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b2d41af373034312a5780ab9da401859",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/29 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm.auto import tqdm\n",
    "opt_taxonomy_evals = {\n",
    "    'taxonomy_one_name': [],\n",
    "    'taxonomy_one_threshold': [],\n",
    "    'taxonomy_two_name': [],\n",
    "    'taxonomy_two_threshold': [],\n",
    "    'taxonomy': [],\n",
    "    'metric': [],\n",
    "    'value': [],\n",
    "    'model': [],\n",
    "    'error': [],\n",
    "}\n",
    "for run in tqdm(os.listdir(RUN_PATH)):\n",
    "    taxonomy_path = os.path.join(RUN_PATH, run, 'deduped', '12b', 'taxonomy_search')\n",
    "    if not os.path.exists(taxonomy_path):\n",
    "        continue\n",
    "    for feature_one in os.listdir(taxonomy_path):\n",
    "        for feature_two in os.listdir(os.path.join(taxonomy_path, feature_one)):\n",
    "            meta_path = os.path.join(taxonomy_path, feature_one, feature_two, 'taxonomy_1', f'metadata.json')\n",
    "            with open(meta_path, 'r') as f:\n",
    "                metadata = json.load(f)\n",
    "            f1, q1 = feature_one.split('-')\n",
    "            q1 = float(q1)\n",
    "            f2, q2 = feature_two.split('-')\n",
    "            q2 = float(q2)\n",
    "            data_path = os.path.join(taxonomy_path, feature_one, feature_two, 'taxonomic_prediction_metrics.json')\n",
    "            with open(data_path, 'r') as f:\n",
    "                data = json.load(f)\n",
    "            for key, value in data.items():\n",
    "                if key.endswith('pr_curve'):\n",
    "                    continue\n",
    "                try:\n",
    "                    model, taxonomy, metric, _ = key.split(\"_\")\n",
    "                except ValueError:\n",
    "                    model, taxonomy, metric = key.split(\"_\")\n",
    "                if model == 'model':\n",
    "                    model = 'optimal_taxonomic_model'\n",
    "                value, error = value\n",
    "                opt_taxonomy_evals['taxonomy'].append(taxonomy)\n",
    "                opt_taxonomy_evals['metric'].append(metric)\n",
    "                opt_taxonomy_evals['value'].append(value)\n",
    "                opt_taxonomy_evals['model'].append(model)\n",
    "                opt_taxonomy_evals['taxonomy_one_name'].append(f1)\n",
    "                opt_taxonomy_evals['taxonomy_one_threshold'].append(q1)\n",
    "                opt_taxonomy_evals['taxonomy_two_name'].append(f2)\n",
    "                opt_taxonomy_evals['taxonomy_two_threshold'].append(q2)\n",
    "                opt_taxonomy_evals['error'].append(error)\n",
    "                \n",
    "opt_taxonomy_evals = pd.DataFrame.from_dict(opt_taxonomy_evals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ccbc246a-1784-49e4-9f60-0d8e171bcff0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm.auto import tqdm\n",
    "tqdm.pandas()\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "47d57b6c-b3ff-4100-87d1-091e6918b512",
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_f1(ds):\n",
    "    def get_f1(x):\n",
    "        precision = x.value\n",
    "        precision_err = x.error\n",
    "    \n",
    "        features = {}\n",
    "        for i in x.__dict__['_mgr'].__dict__['axes'][0]:\n",
    "            if i not in ['metric', 'value', 'error']:\n",
    "                features[i] = getattr(x, i)\n",
    "    \n",
    "        _recall_evals = recall_evals\n",
    "        for (key, value) in features.items():\n",
    "            _recall_evals = _recall_evals[_recall_evals[key] == value]\n",
    "        assert(len(_recall_evals) == 1), _recall_evals.__repr__()\n",
    "        recall = _recall_evals['value'].iloc[0]\n",
    "        recall_err = _recall_evals['error'].iloc[0]\n",
    "    \n",
    "        f1_score = 2*(precision*recall)/(precision+recall)\n",
    "        \n",
    "        # ref: https://chatgpt.com/share/e93d04b7-8b8f-48a9-bcef-ddb5ce49df52\n",
    "        f1_score_error = (2/(precision+recall)**2)*math.sqrt(recall**4*precision_err**2 + precision**4*recall_err**2)\n",
    "        return f1_score, f1_score_error\n",
    "\n",
    "    precision_evals = ds[ds['metric'] == 'precision']\n",
    "    recall_evals = ds[ds['metric'] == 'recall']\n",
    "    scores = precision_evals.progress_apply(get_f1, axis=1)\n",
    "    precision_evals['value'] = scores.progress_apply(lambda x:x[0])\n",
    "    precision_evals['error'] = scores.progress_apply(lambda x:x[1])\n",
    "    \n",
    "    precision_evals['metric'] = 'f1'\n",
    "    return pd.concat([ds, precision_evals])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "810f6d48-b351-4171-997b-de22966e7fa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a56faee1d67414db73041428507c108",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2752 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f60ea3f0e1a24f908a8ebc6f45a266cd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2327849/2669423313.py:27: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  precision_evals['value'] = scores.progress_apply(lambda x:x[0])\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "557f432a05a54d5c8300ef25a3509ca6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2752 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2327849/2669423313.py:28: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  precision_evals['error'] = scores.progress_apply(lambda x:x[1])\n",
      "/tmp/ipykernel_2327849/2669423313.py:30: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  precision_evals['metric'] = 'f1'\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0966535fe0134a949c6957c9e606a0d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "acc06c226ec84d98a87f2ddda3d861c8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e2712268ec8b489ab77ce76aa9fd87fe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opt_taxonomy_evals = set_f1(opt_taxonomy_evals)\n",
    "base_evals_pd = set_f1(base_evals_pd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9626d931-2284-4a33-8816-bb77555ba423",
   "metadata": {},
   "outputs": [],
   "source": [
    "best_eval = opt_taxonomy_evals[\n",
    "    (opt_taxonomy_evals['taxonomy'] == 'aggregate') & \n",
    "    (opt_taxonomy_evals['model'] == 'optimal_taxonomic_model') &\n",
    "    (opt_taxonomy_evals['metric'] == 'f1')\n",
    "].sort_values('value', ascending=False).iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "45c05622-1b6c-4f4e-9619-dcd4dbca02a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "taxonomy_one_name           huffman_coding_length\n",
       "taxonomy_one_threshold                       0.25\n",
       "taxonomy_two_name             sequence_duplicates\n",
       "taxonomy_two_threshold                       0.25\n",
       "taxonomy                                aggregate\n",
       "metric                                         f1\n",
       "value                                    0.635575\n",
       "model                     optimal_taxonomic_model\n",
       "error                                    0.000289\n",
       "Name: 12152, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_eval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "54457689-c484-4dd6-937f-b14cbfe2f389",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(rc={'figure.figsize':(7, 16)})\n",
    "sns.set_style({'font.family':'serif', 'font.serif':'Times New Roman'})\n",
    "# sns.set_color_codes(\"colorblind\")\n",
    "sns.set_theme(style=\"white\")\n",
    "sns.set_context(\"talk\")\n",
    "sns.set_palette(\"muted\")\n",
    "def add_to_taxonomy_and_plot(f1, q1, f2, q2):\n",
    "    data = opt_taxonomy_evals[\n",
    "        (opt_taxonomy_evals['taxonomy_one_name'] == f1) &\n",
    "        (opt_taxonomy_evals['taxonomy_two_name'] == f2) &\n",
    "        (opt_taxonomy_evals['taxonomy_one_threshold'] == q1) &\n",
    "        (opt_taxonomy_evals['taxonomy_two_threshold'] == q2)\n",
    "    ]\n",
    "    data = data[['taxonomy', 'metric', 'value', 'model', 'error']]\n",
    "    data = data[data['model'] == 'optimal_taxonomic_model']\n",
    "    opt_evals_pd = pd.concat([base_evals_pd, data])\n",
    "    title = f\"{f1}-{q1}  {f2}-{q2}\\noptimal_\"\n",
    "    plot_taxonomy(opt_evals_pd, palette={\n",
    "        'Taxonomic Model': '#d65f5f',\n",
    "        'Baseline': '#956cb4',\n",
    "        'Optimally Partitioned Model': '#8c613c'\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "23b415ff-9693-4653-9b70-72392114d392",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['#4878d0', '#ee854a', '#6acc64', '#d65f5f', '#956cb4', '#8c613c', '#dc7ec0', '#797979', '#d5bb67', '#82c6e2']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<svg  width=\"550\" height=\"55\"><rect x=\"0\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#4878d0;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"55\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#ee854a;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"110\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#6acc64;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"165\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#d65f5f;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"220\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#956cb4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"275\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#8c613c;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"330\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#dc7ec0;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"385\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#797979;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"440\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#d5bb67;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"495\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#82c6e2;stroke-width:2;stroke:rgb(255,255,255)\"/></svg>"
      ],
      "text/plain": [
       "[(0.2823529411764706, 0.47058823529411764, 0.8156862745098039),\n",
       " (0.9333333333333333, 0.5215686274509804, 0.2901960784313726),\n",
       " (0.41568627450980394, 0.8, 0.39215686274509803),\n",
       " (0.8392156862745098, 0.37254901960784315, 0.37254901960784315),\n",
       " (0.5843137254901961, 0.4235294117647059, 0.7058823529411765),\n",
       " (0.5490196078431373, 0.3803921568627451, 0.23529411764705882),\n",
       " (0.8627450980392157, 0.49411764705882355, 0.7529411764705882),\n",
       " (0.4745098039215686, 0.4745098039215686, 0.4745098039215686),\n",
       " (0.8352941176470589, 0.7333333333333333, 0.403921568627451),\n",
       " (0.5098039215686274, 0.7764705882352941, 0.8862745098039215)]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(sns.color_palette(\"muted\").as_hex())\n",
    "sns.color_palette(\"muted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "e7366c09-11b3-4f03-a50f-9d543cf74b5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_2327849/1064605959.py:57: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "add_to_taxonomy_and_plot(best_eval.taxonomy_one_name, best_eval.taxonomy_one_threshold, best_eval.taxonomy_two_name, best_eval.taxonomy_two_threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "53400d56-1961-4030-85f1-2c1e23a91490",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_weights(model, title=\"\"):\n",
    "    data = pd.DataFrame({\n",
    "        'weights': model.coef_[0],\n",
    "        'features': model.feature_names_in_\n",
    "    })\n",
    "    new_data = pd.DataFrame()\n",
    "    for col in data:\n",
    "        new_col = setname(col)\n",
    "        new_data[new_col] = data[col].apply(setname)\n",
    "    sns.barplot(new_data, x='Weights', y='Features')\n",
    "    plt.xscale('symlog')\n",
    "    title = setname(title)\n",
    "    plt.title(title)\n",
    "    title = title.split(\"\\n\")[-1].replace(\" \", \"_\")\n",
    "    plt.savefig(f\"{title}.png\", bbox_inches=\"tight\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "fb46f46c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import sys\n",
    "sys.path.append(\"..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c5134387",
   "metadata": {},
   "outputs": [],
   "source": [
    "baseline_model_path = os.path.join(baseline_path, 'baseline', 'lr.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "3f763a1f-670c-4b41-a135-c4d95423cf3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "NameChanges = {\n",
    "    'roc': 'ROC',\n",
    "    'pr': 'PR',\n",
    "    'ece': 'ECE',\n",
    "    '0_8_templates': 'Textual Matches' ,\n",
    "    '0_8_snowclones': 'Semantic Matches',\n",
    "    'max_frequency': 'Max Token Freq',\n",
    "    'min_frequency': 'Min Token Freq',\n",
    "    'avg_frequency': 'Mean Token Freq',\n",
    "    'median_frequency': 'Median Token Freq',\n",
    "    'p25_frequency': 'P25 Token Freq',\n",
    "    'p75_frequency': 'P75 Token Freq',\n",
    "    'generation_perplexity': 'Continuation PPL',\n",
    "    'prompt_perplexity': 'Prompt PPL',\n",
    "    'sequence_perplexity': 'Sequence PPL',\n",
    "    'sequence_duplicates': 'Duplicates',\n",
    "    'huffman_coding_length': 'Huffman Length'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "596f95ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(baseline_model_path, 'rb') as f:\n",
    "    baseline_model = pickle.load(f)\n",
    "    model_weights = {\n",
    "        'weights': baseline_model.coef_[0].tolist(),\n",
    "        'features': baseline_model.feature_names_in_.tolist(),\n",
    "        'model': ['baseline' for _ in range(len(baseline_model.feature_names_in_))],\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "cde79ab8-2b2c-4b54-bd8e-f2be7a9074f3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_weights(baseline_model, \"baseline weights\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "969cd91e-e02d-48fc-8b78-a98e8ff7f107",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for taxonomy in ['recitation', 'reconstruction', 'recollection']:\n",
    "    tax_model_path = os.path.join(baseline_path, 'model_taxonomy', taxonomy, 'lr.pkl')\n",
    "    with open(tax_model_path, 'rb') as f:\n",
    "        model = pickle.load(f)\n",
    "        model_weights['weights'].extend(model.coef_[0].tolist())\n",
    "        model_weights['features'].extend(model.feature_names_in_.tolist())\n",
    "        model_weights['model'].extend([taxonomy for _ in range(len(model.feature_names_in_))])\n",
    "    plot_weights(model, f'{taxonomy} weights')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "85034d8d-abc3-4e4e-a06b-d53b1c54117f",
   "metadata": {},
   "outputs": [],
   "source": [
    "EXTEND_OPT_TAX=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "4e80b4eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for run in os.listdir(RUN_PATH):\n",
    "    taxonomy_path = os.path.join(RUN_PATH, run, 'deduped', '12b', 'taxonomy_search')\n",
    "    if not os.path.exists(taxonomy_path):\n",
    "        continue\n",
    "    for feature_one in os.listdir(taxonomy_path):\n",
    "        if feature_one != f'{best_eval.taxonomy_one_name}-{best_eval.taxonomy_one_threshold}':\n",
    "            continue\n",
    "        for feature_two in os.listdir(os.path.join(taxonomy_path, feature_one)):\n",
    "            if feature_two != f'{best_eval.taxonomy_two_name}-{best_eval.taxonomy_two_threshold}':\n",
    "                continue\n",
    "            for taxonomy in ['taxonomy_1', 'taxonomy_2', 'taxonomy_3']:\n",
    "                tax_model_path = os.path.join(taxonomy_path, feature_one, feature_two, taxonomy, 'lr.pkl')\n",
    "                with open(tax_model_path, 'rb') as f:\n",
    "                    model = pickle.load(f)\n",
    "                    if EXTEND_OPT_TAX:\n",
    "                        model_weights['weights'].extend(model.coef_[0].tolist())\n",
    "                        model_weights['features'].extend(model.feature_names_in_.tolist())\n",
    "                        model_weights['model'].extend([taxonomy for _ in range(len(model.feature_names_in_))])\n",
    "                plot_weights(model, f'{feature_one} {feature_two}\\n{taxonomy} weights') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "c762b021-2d4c-4e4b-9276-fef725548431",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(rc={'figure.figsize':(7, 16)})\n",
    "sns.set_style({'font.family':'serif', 'font.serif':'Times New Roman'})\n",
    "sns.set_color_codes(\"colorblind\")\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "sns.set_context(\"talk\")\n",
    "sns.color_palette()\n",
    "\n",
    "# set font to times new roman for plots\n",
    "sns.set_style({'font.family':'serif', 'font.serif':'Times New Roman'})\n",
    "def plot_weights_combined(model_weights):\n",
    "    model_weights = pd.DataFrame.from_dict(model_weights)\n",
    "    order = ['sequence_duplicates', 'is_templating', '0_8_templates', '0_8_snowclones',\n",
    "             'max_frequency', 'avg_frequency', 'min_frequency', 'median_frequency', \n",
    "             'p25_frequency', 'p75_frequency', 'huffman_coding_length',\n",
    "             'generation_perplexity', 'prompt_perplexity', 'sequence_perplexity']\n",
    "    order = [setname(i) for i in order]\n",
    "    model_weights_new = pd.DataFrame()\n",
    "    for col in model_weights.columns:\n",
    "        model_weights_new[setname(col)] = model_weights[col].apply(setname)\n",
    "    ax = sns.barplot(model_weights_new, x='Weights', y='Features', hue='Model', order=order, palette={\n",
    "        'Baseline': '#956cb4',\n",
    "        'Recitation': '#1f77b4',\n",
    "        'Reconstruction': '#ff7f0e',\n",
    "        'Recollection': '#2ca02c'\n",
    "    })\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.set_xlabel(\"Feature Weights\")\n",
    "    sns.move_legend(ax, \"lower center\", bbox_to_anchor=(0.3, -0.15), ncols=2, frameon=False, title=None)\n",
    "    # plt.title(\"Model Weights\")\n",
    "    plt.xscale(\"symlog\")\n",
    "    # plt.xticks(rotation=90)\n",
    "    plt.savefig(\"model_weights.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "86a1bf4f-7e91-45b9-810e-be9809c57a21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<svg  width=\"550\" height=\"55\"><rect x=\"0\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#1f77b4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"55\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#ff7f0e;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"110\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#2ca02c;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"165\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#d62728;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"220\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#9467bd;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"275\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#8c564b;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"330\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e377c2;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"385\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#7f7f7f;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"440\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#bcbd22;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"495\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#17becf;stroke-width:2;stroke:rgb(255,255,255)\"/></svg>"
      ],
      "text/plain": [
       "[(0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n",
       " (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       " (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       " (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       " (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       " (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       " (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       " (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       " (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       " (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(sns.color_palette(\"tab10\").as_hex())\n",
    "sns.color_palette(\"tab10\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "10c23af2-6a09-4ad3-955e-3d7c3a8b936d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_weights_combined(model_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af5efe86-e327-47b8-b8af-76d132744ace",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec85a03b-fa5d-4029-9bff-99cacee24524",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}