{ "cells": [ { "cell_type": "markdown", "id": "877a27cf-cff0-48ac-97d3-db7e1424370f", "metadata": {}, "source": [ "# Choosing a Sample Size for the Nonparametric Analysis\n", "---\n", "*Empirical investigations of how sample size affects the nonparametric analysis*\n", "\n", "For more background, see the notebook [**Nonparametric Analysis**](../theory/nonparametric-analysis.ipynb) or our paper: [**Show Your Work with Confidence: Confidence Bands for Tuning Curves**](https://arxiv.org/abs/2311.09480)." ] }, { "cell_type": "code", "execution_count": 1, "id": "6ca1e0ab-1062-434d-b652-2080aeabd475", "metadata": {}, "outputs": [], "source": [ "# imports\n", "\n", "import json\n", "import warnings\n", "\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from scipy import stats\n", "\n", "from experiments import visualization\n", "from opda import nonparametric\n", "import opda.random\n", "\n", "# constants\n", "\n", "evaluations = {\n", " \"matched\": {\n", " \"name\": \"MultiNLI-m\",\n", " },\n", " \"mismatched\": {\n", " \"name\": \"MultiNLI-mm\",\n", " },\n", "}\n", "\n", "models = {\n", " \"deberta-base\": {\n", " \"name\": \"DeBERTa\",\n", " \"style\": {\"linestyle\": \"-\", \"color\": \"#FFB000\"},\n", " },\n", " \"deberta-v3-base\": {\n", " \"name\": \"DeBERTaV3\",\n", " \"style\": {\"linestyle\": \"--\", \"color\": \"#648FFF\"},\n", " },\n", "}\n", "\n", "confidences = {\n", " 0.01: {\"style\": {\"marker\": \"D\", \"color\": \"tab:gray\" }},\n", " 0.05: {\"style\": {\"marker\": \"o\", \"color\": \"tab:blue\" }},\n", " 0.10: {\"style\": {\"marker\": \"P\", \"color\": \"tab:orange\"}},\n", " 0.25: {\"style\": {\"marker\": \"X\", \"color\": \"tab:green\" }},\n", " 0.50: {\"style\": {\"marker\": \"*\", \"color\": \"tab:red\" }},\n", " 0.75: {\"style\": {\"marker\": \"s\", \"color\": \"tab:purple\"}},\n", " 0.90: {\"style\": {\"marker\": \"v\", \"color\": \"tab:brown\" }},\n", " 0.95: {\"style\": {\"marker\": \"^\", \"color\": \"tab:pink\" }},\n", " 0.99: {\"style\": {\"marker\": \"p\", \"color\": \"tab:cyan\" }},\n", "}\n", "\n", "\n", "# experimental settings\n", "\n", "evaluation = \"matched\"\n", "model = \"deberta-v3-base\"\n", "band = \"ld_highest_density\"\n", "\n", "sample_sizes = [6, 20, 34, 48]\n", "n = sample_sizes[-1] # Later analyses assume n == sample_sizes[-1]\n", "ns_grid = np.linspace(1, n, num=10_000)\n", "\n", "y_min = 0.\n", "y_max = 1.\n", "\n", "confidence = 0.80\n", "\n", "\n", "# Configure environment.\n", "\n", "generator = np.random.RandomState(0)\n", "opda.random.set_seed(generator)\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "\n", "# Configure Matplotlib.\n", "\n", "plt.style.use(\"experiments.default\")" ] }, { "cell_type": "markdown", "id": "fc8bd07b-eb71-47cd-b7f8-dae0e0183e1b", "metadata": {}, "source": [ "## Power Analysis and the Design of Experiments\n", "\n", "One of the most important decisions in any experiment is the sample size. For optimal design analysis that means the number of hyperparameter search iterations. If the experiment has too few, then it'll fail to provide a useful conclusion. On the other hand, running too many wastes resources. What's more, if we collect iterations until the confidence bands give a useful conclusion, then we lose our statistical guarantees due to the optional stopping problem [(Yu et al., 2014)](https://doi.org/10.3758/s13423-013-0495-z). Thus, we'd like to know, a priori, what sample size is necessary.\n", "\n", "In statistics, this exercise is usually called a *power analysis*. While we won't develop a formal power analysis here, we'll empirically investigate how sample size affects the confidence bands in order to develop some useful intuitions. These explorations will culminate in an empirical rule of thumb that gives the minimum sample size.\n", "\n", "For these explorations, we'll use data from fine-tuning DeBERTa and DeBERTaV3 on MultiNLI. For details on the models, dataset, or hyperparameter search space, see the notebook: [Evaluating DeBERTaV3 with the Nonparametric Analysis](./evaluating-debertav3-with-the-nonparametric-analysis.ipynb)." ] }, { "cell_type": "code", "execution_count": 2, "id": "6b5dfd1b-c5bd-4356-a69c-5f64805f8b43", "metadata": {}, "outputs": [], "source": [ "# load the data\n", "model_to_evaluation_to_ys = {}\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " ys = []\n", " with open(f\"../../data/deberta/{model_}.results.jsonl\") as f_in:\n", " for ln in f_in:\n", " ex = json.loads(ln)\n", " ys.append(max(\n", " score\n", " for _, score in ex[\"learning_curves\"][evaluation_]\n", " ))\n", " if model_ not in model_to_evaluation_to_ys:\n", " model_to_evaluation_to_ys[model_] = {}\n", " model_to_evaluation_to_ys[model_][evaluation_] = np.array(ys)\n", "\n", "total_samples = 1_024\n", "for model_ in models:\n", " for evaluation_ in evaluations:\n", " if len(model_to_evaluation_to_ys[model_][evaluation_]) != total_samples:\n", " raise RuntimeError(\n", " \"The experiment data does not contain the correct\"\n", " \" number of examples.\",\n", " )" ] }, { "cell_type": "markdown", "id": "e83f7290-e6ce-4e7b-a664-d4b9c1ac2e64", "metadata": {}, "source": [ "## How Does Sample Size Affect the Confidence Bands?\n", "\n", "Let's build some intuition for how the confidence bands change as we increase the sample size. First, we'll plot the confidence bands for various sample sizes, and second we'll plot where the confidence band becomes trivial (the upper bound on the support) against the total sample size." ] }, { "cell_type": "code", "execution_count": 3, "id": "186ef408-d624-4b52-94c9-c296f4602083", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(6.25, 3.65))\n", "\n", "# Plot the confidence bands for various sample sizes.\n", "ys = generator.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=n,\n", " replace=False,\n", ")\n", "for sample_size_ in sample_sizes:\n", " # Construct the confidence bands.\n", " lower_cdf, _, upper_cdf =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys[:sample_size_],\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " # Plot the confidence bands.\n", " color = visualization.color_with_lightness(\n", " c=models[model][\"style\"][\"color\"],\n", " lightness=0.75 * (1 - sample_size_ / n) + 0.25,\n", " )\n", "\n", " axes[0].plot(\n", " ns_grid,\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " label=f\"n = {sample_size_}\",\n", " **{**models[model][\"style\"], \"color\": color},\n", " )\n", " axes[0].plot(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " **{**models[model][\"style\"], \"color\": color},\n", " )\n", " axes[0].fill_between(\n", " ns_grid,\n", " upper_cdf.quantile_tuning_curve(ns_grid),\n", " lower_cdf.quantile_tuning_curve(ns_grid),\n", " alpha=0.15,\n", " color=models[model][\"style\"][\"color\"],\n", " )\n", "\n", "# Plot our best estimate of the ground truth.\n", "point_cdf = nonparametric.EmpiricalDistribution(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " a=y_min,\n", " b=y_max,\n", ")\n", "\n", "axes[0].plot(\n", " ns_grid,\n", " point_cdf.quantile_tuning_curve(ns_grid),\n", " linewidth=1,\n", " linestyle=\"-\",\n", " color=\"k\",\n", ")\n", "\n", "# Format the plot.\n", "axes[0].set_xlim(1, n // 4)\n", "axes[0].set_ylim(0.87, 0.92)\n", "axes[0].spines[\"right\"].set_color(\"lightgrey\")\n", "axes[0].spines[\"top\"].set_color(\"lightgrey\")\n", "axes[0].legend(loc=\"lower right\")\n", "axes[0].set_xlabel(\"search iterations\")\n", "axes[0].set_ylabel(\"accuracy\")\n", "axes[0].set_title(\n", " f\"{confidence * 100:.0f}% Confidence Bands\",\n", ")\n", "\n", "# Plot the trivial bound iteration vs. the sample size.\n", "trivial_bound_iterations = []\n", "for sample_size_ in sample_sizes:\n", " ys = generator.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " lower_cdf, _, _ =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " trivial_bound_iterations.append(\n", " ns_grid[np.argmax(lower_cdf.quantile_tuning_curve(ns_grid))],\n", " )\n", "\n", "# Fit a linear regression to the sample size/trivial bound iteration data.\n", "regression = stats.linregress(sample_sizes, trivial_bound_iterations)\n", "\n", "axes[1].scatter(\n", " sample_sizes,\n", " trivial_bound_iterations,\n", " color=\"k\",\n", " zorder=10,\n", ")\n", "axes[1].plot(\n", " sample_sizes,\n", " [\n", " regression.slope * sample_size_ + regression.intercept\n", " for sample_size_ in sample_sizes\n", " ],\n", " color=\"tab:purple\",\n", " label=f\"y = {regression.slope:.2f}x + {regression.intercept:.2f}\",\n", ")\n", "axes[1].plot(\n", " [],\n", " [],\n", " \" \",\n", " label=rf\"($R^2$ = {regression.rvalue**2:.4f})\",\n", ")\n", "\n", "# Format the plot.\n", "axes[1].spines[\"right\"].set_color(\"lightgrey\")\n", "axes[1].spines[\"top\"].set_color(\"lightgrey\")\n", "axes[1].legend(loc=\"lower right\")\n", "axes[1].set_xlabel(\"sample size\")\n", "axes[1].set_ylabel(\"trivial bound iteration\")\n", "axes[1].set_title(\"Max Nontrivial Bound\")\n", "\n", "fig.suptitle(\n", " f'{models[model][\"name\"]} on {evaluations[evaluation][\"name\"]}',\n", " x=0.55,\n", ")\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1b2c3752-3b5a-485e-9794-f3da233cee50", "metadata": {}, "source": [ "On the right, we see where the upper confidence band becomes trivial (i.e., jumps to the upper bound) seems evenly spaced as we linearly increase the sample size. That observation suggests that there's a linear relationship between the sample size and where the upper bound becomes trivial. The plot on the right confirms this hypothesis, revealing a nearly perfect linear relationship with 99.95% of the variance explained." ] }, { "cell_type": "markdown", "id": "b001dc08-4c7c-4e30-b16d-0728bf50745d", "metadata": {}, "source": [ "## How Does the Trivial Bound Iteration Depend on the Confidence?\n", "\n", "We've seen that for 80% confidence, there's a strong linear relationship between the sample size and the trivial bound search iteration. In general, this relationship depends on the confidence level. Let's plot this relationship for different confidence levels as well as different models:" ] }, { "cell_type": "code", "execution_count": 4, "id": "3b9b3588-a841-41c5-86af-a2cf95e6fe4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute the linear relationships between the total number of search\n", "# iterations and the trivial bound iteration.\n", "model_to_confidence_to_results = {model_: {} for model_ in models}\n", "for model_ in models:\n", " for confidence_ in confidences:\n", " trivial_bound_locations = []\n", " for sample_size_ in sample_sizes:\n", " ys = generator.choice(\n", " model_to_evaluation_to_ys[model][evaluation],\n", " size=sample_size_,\n", " replace=False,\n", " )\n", "\n", " lower_cdf, _, _ =\\\n", " nonparametric.EmpiricalDistribution.confidence_bands(\n", " ys,\n", " confidence=confidence_,\n", " a=y_min,\n", " b=y_max,\n", " method=band,\n", " )\n", "\n", " trivial_bound_locations.append(\n", " ns_grid[np.argmax(lower_cdf.quantile_tuning_curve(ns_grid))],\n", " )\n", "\n", " regression = stats.linregress(sample_sizes, trivial_bound_locations)\n", "\n", " model_to_confidence_to_results[model_][confidence_] = (\n", " regression, trivial_bound_locations,\n", " )\n", "\n", "# Plot the linear relationships and how their parameters change.\n", "fig, axes = plt.subplots(\n", " nrows=len(models),\n", " ncols=3,\n", " sharex=\"col\",\n", " sharey=\"col\",\n", " figsize=(14, 7),\n", ")\n", "for i, model_ in enumerate(models):\n", " for confidence_ in confidences:\n", " regression, trivial_bound_locations =\\\n", " model_to_confidence_to_results[model_][confidence_]\n", "\n", " # Plot the linear relationships.\n", " axes[i, 0].scatter(\n", " sample_sizes,\n", " trivial_bound_locations,\n", " label=f\"{confidence_ * 100:.0f}%\",\n", " **confidences[confidence_][\"style\"],\n", " )\n", " axes[i, 0].plot(\n", " sample_sizes,\n", " [\n", " regression.slope * sample_size_ + regression.intercept\n", " for sample_size_ in sample_sizes\n", " ],\n", " **confidences[confidence_][\"style\"],\n", " )\n", "\n", " # NOTE: In order to apply separate styles to each point, separately plot\n", " # each point for the 1/slope and intercept vs. total search iterations\n", " # relationships.\n", "\n", " # Plot 1/slope vs. total search iterations.\n", " axes[i, 1].scatter(\n", " [confidence_],\n", " [1/regression.slope],\n", " **confidences[confidence_][\"style\"],\n", " )\n", " # Plot intercept vs. total search iterations.\n", " axes[i, 2].scatter(\n", " [confidence_],\n", " [regression.intercept],\n", " **confidences[confidence_][\"style\"],\n", " )\n", "\n", " # Add a line connecting the points in the 1/slope vs. total search\n", " # iterations plot.\n", " axes[i, 1].plot(\n", " *zip(*[\n", " (confidence_, 1/regression.slope)\n", " for confidence_, (regression, _)\n", " in model_to_confidence_to_results[model_].items()\n", " ]),\n", " color=\"grey\",\n", " linewidth=1,\n", " )\n", " # Add a line connecting the points in the intercept vs. total search\n", " # iterations plot.\n", " axes[i, 2].plot(\n", " *zip(*[\n", " (confidence_, regression.intercept)\n", " for confidence_, (regression, _)\n", " in model_to_confidence_to_results[model_].items()\n", " ]),\n", " color=\"grey\",\n", " linewidth=1,\n", " )\n", "\n", "# Format the plot.\n", "for i, model_ in enumerate(models):\n", " axes[i, 0].set_ylabel(\"trivial bound iteration\")\n", " axes[i, 1].set_ylabel(\"1 / slope\")\n", " axes[i, 2].set_ylabel(\"intercept\")\n", "\n", " yaxis2 = axes[i, -1].twinx()\n", " yaxis2.set_yticks([])\n", " yaxis2.spines[\"right\"].set_color(\"lightgrey\")\n", " yaxis2.spines[\"top\"].set_color(\"lightgrey\")\n", " yaxis2.set_ylabel(models[model_][\"name\"], labelpad=18, rotation=270)\n", "\n", "for j in range(3):\n", " axes[len(models)-1, j].set_xlabel(\"total search iterations\")\n", "\n", "for i in range(len(models)):\n", " for j in range(3):\n", " axes[i, j].spines[\"right\"].set_color(\"lightgrey\")\n", " axes[i, j].spines[\"top\"].set_color(\"lightgrey\")\n", "\n", "axes[1, 0].legend(\n", " loc=\"lower left\",\n", " bbox_to_anchor=(0.25, -0.5),\n", " ncol=len(confidences),\n", ")\n", "\n", "fig.suptitle(\"Empirical Rule for Minimum Sample Size\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1934e506-60b9-4079-a762-328ace7c4806", "metadata": {}, "source": [ "The relationships are affected by the confidence level but not the model. In fact, the relationship will look exactly the same for all models because the vertical distance between the confidence bands at the order statistics, and thus the iteration at which the bound becomes trivial, doesn't depend on the data. It does depend on the confidence level; however, we see that for all confidence levels the relationship is well-approximated by a linear function. As the confidence level increases, the intercepts of these lines approach zero and the reciprocals of the slopes increase. Thus, as one would expect, higher levels of confidence require a greater multiple of search iterations to get an effective bound." ] } ], "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }