{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea87fe93-25de-41f7-9e18-a0ca346b035d",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import math\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from copy import copy\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as mticker\n",
    "from matplotlib.gridspec import GridSpec\n",
    "from matplotlib.lines import Line2D\n",
    "from matplotlib import cm\n",
    "from matplotlib.colors import ListedColormap, LinearSegmentedColormap\n",
    "from matplotlib.patches import Patch\n",
    "import matplotlib.patches as mpatches\n",
    "from matplotlib.legend_handler import HandlerTuple\n",
    "\n",
    "def lstsq(x, y):\n",
    "    \"\"\"\n",
    "    helper function to do (linear) least squares\n",
    "    \n",
    "    x: 1D array of input values\n",
    "    y: 1D array of output values\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    \n",
    "    (a, b)\n",
    "   \n",
    "    where a is the slope and b the intercept.\n",
    "    \n",
    "    \"\"\"\n",
    "    A = np.vstack([x, np.ones(len(x))]).T\n",
    "    coefs, *rest = np.linalg.lstsq(A, y, rcond=None)\n",
    "    return coefs\n",
    "\n",
    "def pred(x, params, power=10):\n",
    "    \"\"\"\n",
    "    \n",
    "    given x and y arrays, we first fit a line on\n",
    "    \n",
    "    (log_10(x), log_10(y)), using `lstsq`\n",
    "    \n",
    "    we obtain params = (a, b).\n",
    "    \n",
    "    given new values of x, we can predict using:\n",
    "\n",
    "    (10^b) * x^a        \n",
    "    \"\"\"\n",
    "    a, b = params\n",
    "    return power**(b) * x**a\n",
    "\n",
    "def binned_line_fit(X, Y, nbins=5, eps=0.1, return_bins=False):\n",
    "    \"\"\"\n",
    "    function that bins the X values, compute the min Y within each bin\n",
    "    and treat the center of each bin as input, and the min Y as output,\n",
    "    then fit a line and return the params of `lstsq`.\n",
    "    \"\"\"\n",
    "    hist, bins = np.histogram(X, range=(X.min(), X.max()+eps), bins=nbins)\n",
    "    X_bins = np.digitize(X, bins)\n",
    "    X_new = np.zeros(nbins)\n",
    "    Y_new = np.zeros(nbins)\n",
    "    mask = np.ones(len(X_new)).astype(bool)\n",
    "    assert X_bins.max() == nbins\n",
    "    for i in range(nbins):\n",
    "        center = (bins[i] + bins[i+1]) /2\n",
    "        ymin = Y[X_bins==i+1].min()\n",
    "        if np.isnan(ymin):\n",
    "            mask[i] = False\n",
    "        X_new[i] = center\n",
    "        Y_new[i] = ymin  \n",
    "    X_new = X_new[mask]\n",
    "    Y_new = Y_new[mask]\n",
    "    params = lstsq(X_new, Y_new)\n",
    "    if return_bins:\n",
    "        return params, bins\n",
    "    else:\n",
    "        return params\n",
    "\n",
    "plt.rcParams.update({'font.size': 15})\n",
    "upstream_colors = {\n",
    "    \"LAION-80M\": \"blue\",\n",
    "    \"LAION-400M\": \"orange\",\n",
    "    \"LAION-2B\": \"green\",\n",
    "    \"CLIP-WIT\": \"black\",\n",
    "}\n",
    "upstream_colors2 = {\n",
    "    \"LAION-80M\": \"orange\",\n",
    "    \"LAION-400M\": \"orange\",\n",
    "    \"LAION-2B\": \"orange\",\n",
    "    \"CLIP-WIT\": \"blue\",\n",
    "}\n",
    "upstream_dataset_styles = {\n",
    "    \"LAION-80M\": \"v\",\n",
    "    \"LAION-400M\": \"o\",\n",
    "    \"LAION-2B\": \"s\",\n",
    "    \"CLIP-WIT\": \"*\",\n",
    "\n",
    "}\n",
    "upstream_order = [\"LAION-80M\", \"LAION-400M\", \"LAION-2B\"]\n",
    "samples_seen_sizes = {\n",
    "    \"3B\": 100,\n",
    "    \"13B\": 150,\n",
    "    \"34B\": 300,\n",
    "}\n",
    "samples_seen_order = [\"3B\", \"13B\", \"34B\"]\n",
    "arch_order = [\"ViT-B/32\", \"ViT-B/16\", \"ViT-L/14\", \"ViT-H/14\", \"ViT-g/14\"]\n",
    "arch_sizes = {\n",
    "    \"ViT-B/32\": 40, \n",
    "    \"ViT-B/16\": 80, \n",
    "    \"ViT-L/14\": 120,\n",
    "    \"ViT-H/14\": 160, \n",
    "    \"ViT-g/14\": 200,\n",
    "}\n",
    "model_styles = {\n",
    "    \"ViT-B/32\": \"v\", \n",
    "    \"ViT-B/16\": \"o\", \n",
    "    \"ViT-L/14\": \"s\",\n",
    "    \"ViT-H/14\": \"P\", \n",
    "    \"ViT-g/14\": \"*\",\n",
    "\n",
    "}\n",
    "upstream_sizes = {\n",
    "    \"LAION-80M\": 60,\n",
    "    \"LAION-400M\": 100,\n",
    "    \"LAION-2B\": 180,\n",
    "    \"CLIP-WIT\": 100,\n",
    "}\n",
    "target_pretty = {\n",
    "    \"imagenet1k\": \"ImageNet\",\n",
    "    \"mscoco_captions\": \"MS-COCO\",\n",
    "    \"vtab+\": \"VTAB+\",\n",
    "    \"vtab\": \"VTAB\",\n",
    "    \"imagenet_robustness\": \"ImageNet robustness\",\n",
    "    \"flickr30k\": \"Flickr30K\",\n",
    "}\n",
    "default_acc_metric = defaultdict(lambda: 'acc1')\n",
    "default_acc_metric.update({\n",
    "    'mscoco_captions': 'image_retrieval_recall@5',\n",
    "    'flickr30k': 'image_retrieval_recall@5',\n",
    "    'flickr8k': 'image_retrieval_recall@5',\n",
    "    'voc2007_multilabel': 'mean_average_precision',\n",
    "})\n",
    "default_err_metric = defaultdict(lambda: 'err1')\n",
    "default_err_metric.update({\n",
    "    'mscoco_captions': 'image_retrieval_1minusrecall@5',\n",
    "    'flickr30k': 'image_retrieval_1minusrecall@5',\n",
    "    'flickr8k': 'image_retrieval_1minusrecall@5',\n",
    "})\n",
    "metric_pretty = {\n",
    "    'acc1%': 'Top-1 accuracy %',\n",
    "    'err1%': 'Error rate %',\n",
    "    \"image_retrieval_recall@5%\": 'Image retrieval Recall@5',\n",
    "    \"text_retrieval_recall@5%\": 'Text retrieval Recall@5',\n",
    "    \"image_retrieval_1minusrecall@5%\": '(100 - Recall@5%)',\n",
    "    \"text_retrieval_1minusrecall@5%\": '(100 - Recall@5%)'\n",
    "}\n",
    "metric_higher_is_better ={\n",
    "    \"image_retrieval_recall@5%\": True,\n",
    "    \"text_retrieval_recall@5%\": True,\n",
    "    \"acc1%\": True,\n",
    "    \"err1%\": False,\n",
    "}\n",
    "data_scale = {\n",
    "    'LAION-80M': 80e6,\n",
    "    'LAION-400M': 400e6,\n",
    "    'LAION-2B': 2e9,\n",
    "    'CLIP-WIT': 400e6,\n",
    "}\n",
    "task_metric  = {\n",
    "    \"imagenet\": \"err1%\",\n",
    "    \"image_retrieval\": 'image_retrieval_1minusrecall@5%',\n",
    "    \"text_retrieval\": 'text_retrieval_1minusrecall@5%',\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fcbf740-6dff-462f-86d5-e23b3b9ea9ca",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "471e9cbe-491f-4116-affb-a6ec55af8e15",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"zeroshot_results.csv\")\n",
    "df['data_scale'] = df.upstream_dataset.apply(lambda d:data_scale[d])\n",
    "df['image_retrieval_recall@5%'] = df['image_retrieval_recall@5'] * 100.0\n",
    "df['text_retrieval_recall@5%'] = df['text_retrieval_recall@5'] * 100.0\n",
    "df['image_retrieval_1minusrecall@5'] = 1 - df['image_retrieval_recall@5']\n",
    "df['text_retrieval_1minusrecall@5'] =1 - df['image_retrieval_recall@5']\n",
    "df['image_retrieval_1minusrecall@5%'] = 100*(1 - df['image_retrieval_recall@5'])\n",
    "df['text_retrieval_1minusrecall@5%'] = 100*(1 - df['image_retrieval_recall@5'])\n",
    "df['err1'] = df.apply(lambda row: (1-row[default_acc_metric[row.downstream_dataset]]), axis=1)\n",
    "df['acc1%'] = df['acc1'] * 100.0\n",
    "df['err1%'] = df['err1'] * 100.0\n",
    "df['Model'] = df.arch.apply(lambda a:'-'.join(a.split('-')[0:-1]) + '/' + a.split('-')[-1])\n",
    "df['Dataset'] = df['upstream_dataset']\n",
    "df['Samples seen'] = df['samples_seen_pretty']\n",
    "df['Dataset source'] = df.upstream_dataset.apply(lambda u:\"CLIP-WIT\" if u == \"CLIP-WIT\" else \"LAION\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9d593cb-ddfe-4d10-a7e4-ec99d162c170",
   "metadata": {},
   "source": [
    "# Zero-Shot Scaling figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a292686d-1630-4bfb-9a84-3b95a7bb79c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mehdi/.miniconda3/lib/python3.9/site-packages/seaborn/_core.py:163: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n",
      "/home/mehdi/.miniconda3/lib/python3.9/site-packages/seaborn/_core.py:163: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mehdi/.miniconda3/lib/python3.9/site-packages/seaborn/_core.py:163: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n",
      "/home/mehdi/.miniconda3/lib/python3.9/site-packages/seaborn/_core.py:163: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize = (18,6)\n",
    "def get_formula_text(params):\n",
    "    return f\"$E = {10**(params[1]):.2f} \\/*\\/ C^{{ {params[0]:.2f} }}$\"\n",
    "\n",
    "task_targets = {\n",
    "    \"imagenet\": ('imagenet1k', 'imagenet_robustness'),\n",
    "    \"image_retrieval\": ('mscoco_captions', 'flickr30k'),\n",
    "    \"text_retrieval\": ('mscoco_captions', 'flickr30k'),\n",
    "}\n",
    "for task in (\"imagenet\", \"image_retrieval\"):\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=2, constrained_layout=True, figsize=figsize)\n",
    "    porange = cm.get_cmap('Oranges', 12)\n",
    "    new_porange = porange(np.linspace(0.5, 1, len(arch_order) ))#\n",
    "    names = task_targets[task]\n",
    "    metric = task_metric[task]\n",
    "    for ax, tgt in zip(axes, names):\n",
    "        d = df[df.downstream_dataset==tgt]\n",
    "        d = d.sort_values(by='gmacs_total')\n",
    "        d_openclip = d[d.upstream_dataset != \"CLIP-WIT\"]\n",
    "        d_openai = d[d.upstream_dataset == \"CLIP-WIT\"]\n",
    "        X = np.log10(d_openclip.gmacs_total)\n",
    "        Y = np.log10(d_openclip.err1)\n",
    "        line_fit_loglog_openclip = binned_line_fit(X, Y, nbins=5)    \n",
    "        line_fit_loglog_openai = lstsq(np.log10(d_openai.gmacs_total), np.log10(d_openai.err1))\n",
    "        d[\"styles\"] = d.upstream_dataset.apply(lambda f:upstream_dataset_styles[f])\n",
    "        d = d.sort_values(by=[\"Dataset source\", \"data_scale\"])\n",
    "        sns.scatterplot(\n",
    "            data=d_openclip.sort_values(by=\"data_scale\"),\n",
    "            x='gmacs_total',\n",
    "            y='err1%',\n",
    "            hue=\"Model\",\n",
    "            palette=new_porange,\n",
    "            hue_order=arch_order,\n",
    "            size=\"Samples seen\",\n",
    "            size_order=samples_seen_order,\n",
    "            sizes=samples_seen_sizes,\n",
    "            style='Dataset',\n",
    "            markers=upstream_dataset_styles,\n",
    "            ax=ax,\n",
    "            s=120,\n",
    "        )\n",
    "        # OpenCLIP line\n",
    "        x = d_openclip.gmacs_total.values\n",
    "        y = (100* pred(d_openclip.gmacs_total, line_fit_loglog_openclip)).values\n",
    "        ax.plot(x, y, color='orange', label='OpenCLIP')#, linestyle='dashed')\n",
    "        xm = x.min()\n",
    "        ym = y.min()\n",
    "        shift = abs(y[-1] - y[-2]) * 0.5\n",
    "        ax.annotate(get_formula_text(line_fit_loglog_openclip), xy=(xm, ym+shift), rotation=0, fontsize=13, color=new_porange[1])\n",
    "        # OpenAI line\n",
    "        x = d_openai.gmacs_total.values\n",
    "        y = 100*pred(d_openai.gmacs_total, line_fit_loglog_openai).values\n",
    "        ax.plot(x, y, color='steelblue', ms=10, label=\"CLIP\")\n",
    "        openai_cols = cm.get_cmap('Blues')\n",
    "        openai_cols = [openai_cols(0.4), openai_cols(0.6), openai_cols(1.0)]\n",
    "        ax.scatter(d_openai.gmacs_total.values, d_openai['err1%'].values, marker='*', s=200, c=openai_cols)\n",
    "        ax.annotate(get_formula_text(line_fit_loglog_openai), xy=(xm, ym),rotation=0, fontsize=13, color='steelblue')\n",
    "        ax.set_xscale('log')\n",
    "        ax.set_yscale('log')\n",
    "        ax.yaxis.set_major_formatter(mticker.FormatStrFormatter('%d'))\n",
    "        ax.yaxis.set_minor_formatter(mticker.ScalarFormatter())\n",
    "        ax.set_xlabel(\"Total compute (GMAC per sample x samples seen)\")\n",
    "        ax.set_ylabel(f\"{target_pretty.get(tgt, tgt)} {metric_pretty[metric]}\")\n",
    "        minv = d_openclip['err1%'].min()\n",
    "        maxv = d_openclip['err1%'].max()\n",
    "        unit = 5\n",
    "        minv = unit * (minv // unit + 1)\n",
    "        maxv = unit * (maxv // unit + 1)\n",
    "        ax.grid(True,)\n",
    "        ax.set_yticks( np.arange(minv, maxv, unit) )\n",
    "        if ax == axes[1]:\n",
    "            from matplotlib.lines import Line2D\n",
    "            ax.legend(bbox_to_anchor=(1.4,1))\n",
    "            handles, labels = ax.get_legend_handles_labels()\n",
    "            start = 3\n",
    "            end = 6\n",
    "            for i in range(start, end):\n",
    "                hnew = copy(handles[i])\n",
    "                hnew.set_facecolors([openai_cols[i-start], \"none\"])\n",
    "                hnew.set_edgecolors([openai_cols[i-start], \"none\"])\n",
    "                handles[i] = (handles[i], hnew)\n",
    "            hnew = Line2D([0], [0], marker='*', c='black', linestyle='')\n",
    "            handles.append(hnew)\n",
    "            labels.append(\"CLIP-WIT\")\n",
    "            l = ax.legend(bbox_to_anchor=(1.4,1), labels=labels, handles=handles, handler_map={tuple: HandlerTuple(None)})\n",
    "        else:\n",
    "            ax.legend().set_visible(False)\n",
    "    if task == \"imagenet\":\n",
    "        plt.savefig(f\"gmacs_vs_perf_imagenet_and_robustness.pdf\")\n",
    "    elif task == \"image_retrieval\":\n",
    "        plt.savefig(f\"gmacs_vs_perf_image_retrieval.pdf\")\n",
    "    elif task == \"text_retrieval\":\n",
    "        plt.savefig(f\"gmacs_vs_perf_text_retrieval.pdf\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1f1946f-1a8d-460f-944b-b2ce60a08133",
   "metadata": {},
   "source": [
    "# Zero-shot prediction plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e844c3be-c719-4fa7-ae40-9403a5319b88",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictions of imagenet1k performance based on log-log error model:\n",
      "MAE: 0.8743712188927529\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictions of mscoco_captions performance based on log-log error model:\n",
      "MAE: 0.5884335758552488\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meta = pd.read_csv(\"arch_info.csv\").set_index(\"model\")\n",
    "_1b = 1e9\n",
    "_3b = 80000415 * 32\n",
    "_13b = 407332084 * 32\n",
    "_34b = 407332084 * 84\n",
    "_68b = _34b * 2\n",
    "preds = []\n",
    "samples_seen = [\n",
    "    _1b,\n",
    "    _3b, \n",
    "    _13b, \n",
    "    _34b, \n",
    "    _68b, \n",
    "]\n",
    "samples_seen_names = [\"1B\", \"3B\", \"13B\", \"34B\", \"68B\"]\n",
    "archs = [\"ViT-B-32\", \"ViT-B-16\", \"ViT-L-14\", \"ViT-H-14\", \"ViT-g-14\", \"ViT-G-14\",]\n",
    "for target in (\"imagenet1k\", \"mscoco_captions\"):\n",
    "    d = df[df.downstream_dataset==target]\n",
    "    d = d[d.arch.isin(archs)]\n",
    "    d = d.sort_values(by='gmacs_total')\n",
    "    d = d[d.upstream_dataset != \"CLIP-WIT\"]\n",
    "    X = np.log10(d.gmacs_total)\n",
    "    Y = np.log10(d[\"err1\"])\n",
    "    line_fit = binned_line_fit(X, Y, nbins=5)\n",
    "    fig = plt.figure()\n",
    "    print(f\"Predictions of {target} performance based on log-log error model:\")\n",
    "    rows = []\n",
    "    for arch in archs:\n",
    "        for seen in samples_seen:\n",
    "            gmacs_per_sample = float(meta.loc[arch].gmacs)\n",
    "            gmacs_total = seen * gmacs_per_sample\n",
    "            seen_pretty = samples_seen_names[np.abs(np.array(samples_seen) - seen).argmin()]\n",
    "            actual = d[(d.arch==arch)&(d.samples_seen_pretty==seen_pretty)][\"err1\"].values\n",
    "            label = f\"{arch.replace('ViT-', '').replace('-','/')} ({seen_pretty})\"\n",
    "            rows.append({\n",
    "                \"gmacs_total\": gmacs_total,\n",
    "                \"pred\": pred(gmacs_total, line_fit)*100,\n",
    "                \"actual\": actual.min()*100 if len(actual) else None,\n",
    "                \"label\": label,\n",
    "            })\n",
    "    df_pred = pd.DataFrame(rows)\n",
    "    preds.append((target, df_pred))\n",
    "    df_pred['pred_acc%'] = 100 - df_pred['pred']\n",
    "    df_pred['actual_acc%'] = 100 - df_pred['actual']\n",
    "    has_gt = ~pd.isna(df_pred.actual)\n",
    "    mean_absolute_error = (df_pred.pred[has_gt] - df_pred.actual[has_gt]).abs().mean()\n",
    "    print(f\"MAE: {mean_absolute_error}\")\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(10,10), constrained_layout=False)\n",
    "    d[\"styles\"] = d.upstream_dataset.apply(lambda f:upstream_dataset_styles[f])\n",
    "    d = d.sort_values(by=[\"Dataset source\", \"data_scale\"])\n",
    "    OUT_LEFT = [\n",
    "        \"B/32 (1B)\",\n",
    "        \"B/16 (1B)\",\n",
    "        \"L/14 (1B)\",\n",
    "    ]\n",
    "    OUT_RIGHT = [\n",
    "        \"g/14 (34B)\",\n",
    "        \"H/14 (68B)\",\n",
    "        \"G/14 (34B)\",\n",
    "        \"G/14 (68B)\",\n",
    "    ]\n",
    "    df_pred_in = df_pred[~df_pred.label.isin(OUT_RIGHT)]\n",
    "    df_pred_out = df_pred[df_pred.label.isin(OUT_RIGHT)]\n",
    "    df_pred_out_left = df_pred[df_pred.label.isin(OUT_LEFT)]\n",
    "    sns.scatterplot(\n",
    "        data=d.sort_values(by=\"data_scale\"),\n",
    "        x='gmacs_total',\n",
    "        y='err1%',\n",
    "        ax=ax,\n",
    "        s=50,\n",
    "        color='steelblue',\n",
    "    )\n",
    "    m_right = (df_pred.gmacs_total > d.gmacs_total.max())\n",
    "    m_left = (df_pred.gmacs_total <= d.gmacs_total.nsmallest(2).iloc[1])\n",
    "    m = m_left | m_right\n",
    "    ax.plot(df_pred.gmacs_total[~m], df_pred.pred[~m], color='orange')\n",
    "    ax.plot(df_pred.gmacs_total[m_right], df_pred.pred[m_right], color='orange', linestyle=(0,  (2,4)))\n",
    "    ax.plot(df_pred_out.gmacs_total, df_pred_out.pred, color='orange', marker='o',linestyle=(0,  (2,4)), label=\"Pred.\")\n",
    "    ax.plot(df_pred.gmacs_total[m_left], df_pred.pred[m_left], color='orange', linestyle=(0,  (2,4)))\n",
    "    for _, row in df_pred_out.iterrows():\n",
    "        plt.text(row.gmacs_total, row.pred+0.2, row.label, size='medium', color='black', weight='semibold')\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    ax.yaxis.set_major_formatter(mticker.FormatStrFormatter('%d'))\n",
    "    ax.yaxis.set_minor_formatter(mticker.ScalarFormatter())\n",
    "    ax.set_xlabel(\"Total compute (GMAC per sample x samples seen)\")\n",
    "    ax.set_ylabel(f\"{target_pretty[target]} {metric_pretty[default_err_metric[target]+'%']}\")\n",
    "    minv = df_pred.pred.min()-0.5\n",
    "    maxv = df_pred.pred.max()\n",
    "    unit = 5\n",
    "    minv = int(unit * (minv // unit + 1))\n",
    "    maxv = int(unit * (maxv // unit + 1))\n",
    "    minv = (df_pred.pred.min())\n",
    "    ax.grid(True,)\n",
    "    ext = df_pred_out.pred.values.tolist()\n",
    "    ax.set_yticks( list(np.arange(minv, maxv, unit))  )\n",
    "    ax.legend().set_visible(True)\n",
    "    plt.savefig(f\"prediction_plot_{target}.pdf\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1be8cf7a-797d-46ff-8a4c-59fb46aacc57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "imagenet1k predictions\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>pred_acc%</th>\n",
       "      <th>actual_acc%</th>\n",
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       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B/32 (3B)</td>\n",
       "      <td>58.027829</td>\n",
       "      <td>57.358</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>64.987286</td>\n",
       "      <td>63.228</td>\n",
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       "      <th>3</th>\n",
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       "      <td>68.555869</td>\n",
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       "      <th>5</th>\n",
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       "      <td>58.411032</td>\n",
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       "      <th>6</th>\n",
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       "      <td>62.545443</td>\n",
       "      <td>62.684</td>\n",
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       "      <th>7</th>\n",
       "      <td>B/16 (13B)</td>\n",
       "      <td>68.755830</td>\n",
       "      <td>68.134</td>\n",
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       "      <td>B/16 (34B)</td>\n",
       "      <td>71.940313</td>\n",
       "      <td>70.222</td>\n",
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       "      <th>9</th>\n",
       "      <td>B/16 (68B)</td>\n",
       "      <td>74.025240</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>10</th>\n",
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       "      <td>64.615506</td>\n",
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       "      <td>68.133123</td>\n",
       "      <td>69.306</td>\n",
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       "      <td>76.126414</td>\n",
       "      <td>75.202</td>\n",
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       "      <th>14</th>\n",
       "      <td>L/14 (68B)</td>\n",
       "      <td>77.900300</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>15</th>\n",
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       "      <td>67.552289</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>H/14 (3B)</td>\n",
       "      <td>70.777957</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>17</th>\n",
       "      <td>H/14 (13B)</td>\n",
       "      <td>75.623300</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>H/14 (34B)</td>\n",
       "      <td>78.107834</td>\n",
       "      <td>77.972</td>\n",
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       "      <th>19</th>\n",
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       "      <td>79.734494</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>20</th>\n",
       "      <td>g/14 (1B)</td>\n",
       "      <td>69.036414</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>g/14 (3B)</td>\n",
       "      <td>72.114543</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>g/14 (13B)</td>\n",
       "      <td>76.738265</td>\n",
       "      <td>76.664</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>g/14 (34B)</td>\n",
       "      <td>79.109159</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>g/14 (68B)</td>\n",
       "      <td>80.661417</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>G/14 (1B)</td>\n",
       "      <td>71.057332</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
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       "      <td>73.934559</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>80.472654</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>29</th>\n",
       "      <td>G/14 (68B)</td>\n",
       "      <td>81.923599</td>\n",
       "      <td>NaN</td>\n",
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      ],
      "text/plain": [
       "         label  pred_acc%  actual_acc%\n",
       "0    B/32 (1B)  53.394741          NaN\n",
       "1    B/32 (3B)  58.027829       57.358\n",
       "2   B/32 (13B)  64.987286       63.228\n",
       "3   B/32 (34B)  68.555869       66.474\n",
       "4   B/32 (68B)  70.892272          NaN\n",
       "5    B/16 (1B)  58.411032          NaN\n",
       "6    B/16 (3B)  62.545443       62.684\n",
       "7   B/16 (13B)  68.755830       68.134\n",
       "8   B/16 (34B)  71.940313       70.222\n",
       "9   B/16 (68B)  74.025240          NaN\n",
       "10   L/14 (1B)  64.615506          NaN\n",
       "11   L/14 (3B)  68.133123       69.306\n",
       "12  L/14 (13B)  73.417009       73.096\n",
       "13  L/14 (34B)  76.126414       75.202\n",
       "14  L/14 (68B)  77.900300          NaN\n",
       "15   H/14 (1B)  67.552289          NaN\n",
       "16   H/14 (3B)  70.777957          NaN\n",
       "17  H/14 (13B)  75.623300          NaN\n",
       "18  H/14 (34B)  78.107834       77.972\n",
       "19  H/14 (68B)  79.734494          NaN\n",
       "20   g/14 (1B)  69.036414          NaN\n",
       "21   g/14 (3B)  72.114543          NaN\n",
       "22  g/14 (13B)  76.738265       76.664\n",
       "23  g/14 (34B)  79.109159          NaN\n",
       "24  g/14 (68B)  80.661417          NaN\n",
       "25   G/14 (1B)  71.057332          NaN\n",
       "26   G/14 (3B)  73.934559          NaN\n",
       "27  G/14 (13B)  78.256502          NaN\n",
       "28  G/14 (34B)  80.472654          NaN\n",
       "29  G/14 (68B)  81.923599          NaN"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
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     "text": [
      "mscoco_captions predictions\n"
     ]
    },
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       "      <td>58.033446</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>63.123084</td>\n",
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       "      <td>65.844449</td>\n",
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       "      <td>67.674209</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B/16 (1B)</td>\n",
       "      <td>58.307042</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B/16 (3B)</td>\n",
       "      <td>61.306837</td>\n",
       "      <td>61.083567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B/16 (13B)</td>\n",
       "      <td>65.999484</td>\n",
       "      <td>66.109556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B/16 (34B)</td>\n",
       "      <td>68.508582</td>\n",
       "      <td>67.728907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B/16 (68B)</td>\n",
       "      <td>70.195621</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>L/14 (1B)</td>\n",
       "      <td>62.844263</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>L/14 (3B)</td>\n",
       "      <td>65.517607</td>\n",
       "      <td>66.205519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>L/14 (13B)</td>\n",
       "      <td>69.699578</td>\n",
       "      <td>69.156337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>L/14 (34B)</td>\n",
       "      <td>71.935625</td>\n",
       "      <td>71.079570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>L/14 (68B)</td>\n",
       "      <td>73.439072</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>H/14 (1B)</td>\n",
       "      <td>65.070564</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>H/14 (3B)</td>\n",
       "      <td>67.583726</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>H/14 (13B)</td>\n",
       "      <td>71.515121</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>H/14 (34B)</td>\n",
       "      <td>73.617188</td>\n",
       "      <td>73.430628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>H/14 (68B)</td>\n",
       "      <td>75.030552</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>g/14 (1B)</td>\n",
       "      <td>66.217511</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>g/14 (3B)</td>\n",
       "      <td>68.648150</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>g/14 (13B)</td>\n",
       "      <td>72.450454</td>\n",
       "      <td>72.399038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>g/14 (34B)</td>\n",
       "      <td>74.483497</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>g/14 (68B)</td>\n",
       "      <td>75.850451</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>G/14 (1B)</td>\n",
       "      <td>67.805039</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>G/14 (3B)</td>\n",
       "      <td>70.121456</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>G/14 (13B)</td>\n",
       "      <td>73.745080</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>G/14 (34B)</td>\n",
       "      <td>75.682584</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>G/14 (68B)</td>\n",
       "      <td>76.985302</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         label  pred_acc%  actual_acc%\n",
       "0    B/32 (1B)  54.779871          NaN\n",
       "1    B/32 (3B)  58.033446    57.013196\n",
       "2   B/32 (13B)  63.123084    61.899239\n",
       "3   B/32 (34B)  65.844449    65.053976\n",
       "4   B/32 (68B)  67.674209          NaN\n",
       "5    B/16 (1B)  58.307042          NaN\n",
       "6    B/16 (3B)  61.306837    61.083567\n",
       "7   B/16 (13B)  65.999484    66.109556\n",
       "8   B/16 (34B)  68.508582    67.728907\n",
       "9   B/16 (68B)  70.195621          NaN\n",
       "10   L/14 (1B)  62.844263          NaN\n",
       "11   L/14 (3B)  65.517607    66.205519\n",
       "12  L/14 (13B)  69.699578    69.156337\n",
       "13  L/14 (34B)  71.935625    71.079570\n",
       "14  L/14 (68B)  73.439072          NaN\n",
       "15   H/14 (1B)  65.070564          NaN\n",
       "16   H/14 (3B)  67.583726          NaN\n",
       "17  H/14 (13B)  71.515121          NaN\n",
       "18  H/14 (34B)  73.617188    73.430628\n",
       "19  H/14 (68B)  75.030552          NaN\n",
       "20   g/14 (1B)  66.217511          NaN\n",
       "21   g/14 (3B)  68.648150          NaN\n",
       "22  g/14 (13B)  72.450454    72.399038\n",
       "23  g/14 (34B)  74.483497          NaN\n",
       "24  g/14 (68B)  75.850451          NaN\n",
       "25   G/14 (1B)  67.805039          NaN\n",
       "26   G/14 (3B)  70.121456          NaN\n",
       "27  G/14 (13B)  73.745080          NaN\n",
       "28  G/14 (34B)  75.682584          NaN\n",
       "29  G/14 (68B)  76.985302          NaN"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for target, df_pred in preds:\n",
    "    print(target +  \" predictions\")\n",
    "    display(df_pred[['label', 'pred_acc%', 'actual_acc%']])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab1bd318-a840-4a88-a6ee-884561b2a831",
   "metadata": {},
   "source": [
    "# Scaling curves (interactive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5c1b1a8d-4e9e-40ab-9899-e4d5290ce712",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "972be8bbae344d1ebf0f546e557df7d1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Dataset:', index=8, layout=Layout(width='max-content'), options=('cars', 'country211', '…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ipywidgets as widgets\n",
    "from IPython.display import clear_output\n",
    "\n",
    "def update(b):    \n",
    "    clear_output()\n",
    "    fig = plt.figure(figsize=(10,8))\n",
    "    target = dataset_widget.value    \n",
    "    d = df[df.downstream_dataset==target]\n",
    "    d = d.sort_values(by='gmacs_total')\n",
    "    d_openclip = d[d.upstream_dataset != \"CLIP-WIT\"]\n",
    "    X = np.log10(d_openclip.gmacs_total)\n",
    "    Y = np.log10(d_openclip[\"err1\"])\n",
    "    line_fit_openclip = binned_line_fit(X, Y, nbins=5)\n",
    "    plt.scatter(d_openclip.gmacs_total, d_openclip['err1%'], c='orange')\n",
    "    x = d_openclip.gmacs_total.values\n",
    "    y = 100*pred(d_openclip.gmacs_total, line_fit_openclip).values\n",
    "    plt.plot(x, y, color='orange', ms=10, label=\"OpenCLIP\")\n",
    "    \n",
    "    \n",
    "    xm = x.min()\n",
    "    ym = y.min()\n",
    "    shift = abs(y[-1] - y[-2]) * 1.2\n",
    "    plt.annotate(get_formula_text(line_fit_openclip), xy=(xm, ym+shift), rotation=0, fontsize=13, color=new_porange[1])\n",
    "\n",
    "\n",
    "    d_openai = d[d.upstream_dataset == \"CLIP-WIT\"]\n",
    "    \n",
    "    X = np.log10(d_openai.gmacs_total)\n",
    "    Y = np.log10(d_openai[\"err1\"])\n",
    "    line_fit_openai = lstsq(X, Y)\n",
    "    plt.scatter(d_openai.gmacs_total, d_openai['err1%'],  c=\"steelblue\")\n",
    "    x = d_openai.gmacs_total.values\n",
    "    y = 100*pred(d_openai.gmacs_total, line_fit_openai).values\n",
    "    shift = 0\n",
    "    plt.annotate(get_formula_text(line_fit_openai), xy=(xm, ym), rotation=0, fontsize=13, color='steelblue')\n",
    "    \n",
    "    plt.plot(x, y, color='steelblue', ms=10, label=\"OpenAI\")\n",
    "    plt.title(f\" OpenCLIP (LAION) vs OpenAI (WIT) on  '{target}'\")\n",
    "    plt.xlabel(\"Total compute (GMAC)\")\n",
    "    plt.xscale(\"log\")\n",
    "    plt.yscale(\"log\")\n",
    "    plt.legend()\n",
    "    minv = d_openclip['err1%'].min()\n",
    "    maxv = d_openclip['err1%'].max()\n",
    "    unit = 5\n",
    "    minv = unit * (minv // unit + 1)\n",
    "    maxv = unit * (maxv // unit + 1)\n",
    "    plt.grid(\"True\")\n",
    "    plt.yticks( np.arange(minv, maxv, unit) )\n",
    "    ax = plt.gca()\n",
    "    ax.yaxis.set_major_formatter(mticker.FormatStrFormatter('%d'))\n",
    "    ax.yaxis.set_minor_formatter(mticker.ScalarFormatter())\n",
    "\n",
    "    plt.show()\n",
    "    display(dataset_widget)\n",
    "    \n",
    "dataset_widget = widgets.Dropdown(\n",
    "    options=sorted(list(df.downstream_dataset.unique())),\n",
    "    value='imagenet1k',\n",
    "    description='Dataset:',\n",
    "    disabled=False,\n",
    "    layout={'width': 'max-content'},\n",
    ")\n",
    "dataset_widget.on_trait_change(update, name=\"value\")\n",
    "update(dataset_widget)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67e97eb9-2fc2-4aa0-bd93-dcba63c252aa",
   "metadata": {},
   "source": [
    "# Zero-shot Imagenet classification learning curves (interactive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8a8fd8e4-70c3-49aa-91e4-eaa70fbcbaec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a1beadd04174dfeae0c19f6234d3ed4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(SelectMultiple(index=(0, 1, 2, 3, 4), options=('ViT-B-32', 'ViT-B-16', 'ViT-L-14…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ipywidgets as widgets\n",
    "from IPython.display import clear_output\n",
    "\n",
    "arch_info = pd.read_csv(\"arch_info.csv\").set_index(\"model\")\n",
    "info = pd.read_csv(\"trained_models_info.csv\")\n",
    "info = info.set_index(\"name\")\n",
    "zs_learning_curves = pd.read_csv(\"imagenet_zeroshot_learning_curves.csv\")\n",
    "zs_learning_curves[\"samples_seen\"] = zs_learning_curves.apply(lambda r:r['epoch'] * info.loc[r['name'], 'samples_per_epoch'], axis=1)\n",
    "zs_learning_curves[\"arch\"] = zs_learning_curves.apply(lambda r:info.loc[r['name'], 'arch'], axis=1)\n",
    "zs_learning_curves[\"gmac_total\"] = zs_learning_curves.apply(lambda r:info.loc[r['name'], 'samples_per_epoch'] * info.loc[r['name'], 'epochs'] * arch_info.loc[r['arch'], 'gmacs'] , axis=1)\n",
    "zs_learning_curves[\"samples_seen_total\"] = zs_learning_curves.apply(lambda r:info.loc[r['name'], 'samples_seen_pretty'], axis=1)\n",
    "zs_learning_curves[\"data\"] = zs_learning_curves.apply(lambda r:\"LAION-\"+info.loc[r['name'], 'data'], axis=1)\n",
    "zs_learning_curves[\"steps\"] = zs_learning_curves.apply(lambda r:r['epoch'] * info.loc[r['name'], 'samples_per_epoch'] / (info.loc[r['name'], 'local_bs']*info.loc[r['name'], 'gpus']), axis=1)\n",
    "zs_learning_curves['acc1'] = zs_learning_curves['imagenet-zeroshot-val-top1'] * 100\n",
    "\n",
    "def update(b):\n",
    "    clear_output()\n",
    "    fig = plt.figure(figsize=(10,8))\n",
    "    lcs = zs_learning_curves\n",
    "    lcs = lcs[lcs.arch.isin(w_arch.value)]\n",
    "    lcs = lcs[lcs.data.isin(w_data.value)]\n",
    "    lcs = lcs[lcs.samples_seen_total.isin(w_samples_seen.value)]\n",
    "    lcs = lcs.sort_values(by=\"gmac_total\")\n",
    "    for name in lcs.name.unique():\n",
    "        lc = zs_learning_curves[zs_learning_curves.name==name]\n",
    "        lc = lc.sort_values(by=\"epoch\")\n",
    "        name_pretty = info.loc[name, \"arch\"] + \" \" + \"LAION-\"+info.loc[name, \"data\"]  + \" (\" + info.loc[name, \"samples_seen_pretty\"] + \")\"\n",
    "        field = {\n",
    "            \"Epoch\": \"epoch\",\n",
    "            \"Samples Seen\": \"samples_seen\",\n",
    "            \"Step\": \"steps\"\n",
    "        }[w_xaxis.value]\n",
    "        plt.plot(lc[field], lc['acc1'], label=name_pretty, marker='+')\n",
    "        plt.ylabel(\"Imagenet zero-shot classification (%)\")\n",
    "        plt.xlabel(w_xaxis.value)\n",
    "    plt.legend(bbox_to_anchor=(1,1))\n",
    "    plt.show()\n",
    "    display(box)\n",
    "\n",
    "w_arch = widgets.SelectMultiple(\n",
    "    options=['ViT-B-32', 'ViT-B-16', 'ViT-L-14', 'ViT-H-14', 'ViT-g-14'],\n",
    "    value=['ViT-B-32', 'ViT-B-16', 'ViT-L-14', 'ViT-H-14', 'ViT-g-14'],\n",
    ")\n",
    "w_data = widgets.SelectMultiple(\n",
    "    options=['LAION-80M', 'LAION-400M', 'LAION-2B'],\n",
    "    value=['LAION-2B'],\n",
    ")\n",
    "w_samples_seen = widgets.SelectMultiple(\n",
    "    options=['3B', '13B', '34B'],\n",
    "    value=['34B'],\n",
    ")\n",
    "w_xaxis = widgets.Select(\n",
    "    options=['Epoch', 'Samples Seen', 'Step'],\n",
    "    value='Samples Seen'\n",
    ")\n",
    "w_button = widgets.Button(description=\"Plot\")\n",
    "w_button.on_click(update)\n",
    "box = widgets.VBox([\n",
    "    widgets.HBox([w_arch]),\n",
    "    widgets.HBox([w_data]),\n",
    "    widgets.HBox([w_samples_seen]),\n",
    "    widgets.HBox([w_xaxis]),\n",
    "    widgets.HBox([w_button]),\n",
    "])\n",
    "update(w_button)"
   ]
  }
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