From be5a22b1af1dead72d1ae1a25a74e30ad2cea994 Mon Sep 17 00:00:00 2001 From: Jiacheng Liu Date: Tue, 26 Nov 2024 02:00:57 +0000 Subject: [PATCH] Step2: also take moving average of target model --- olmo/scaling/scaling_laws/utils.py | 27 ++- .../peteish-moreeval/peteish13_eval_final.csv | 15 +- .../peteish7_eval_150k-end.csv | 157 +++++++++++++++ .../peteish-moreeval/peteish7_eval_full.csv | 187 ++++++++++++++++++ scripts/scaling/predict.py | 4 +- scripts/scaling/single_step.py | 72 ++++--- scripts/scaling/step1.py | 6 +- scripts/scaling/step1_flops.py | 51 +++-- scripts/scaling/step2.py | 8 +- scripts/scaling/step2_mc.json | 14 +- 10 files changed, 475 insertions(+), 66 deletions(-) create mode 100644 scripts/scaling/data/peteish-moreeval/peteish7_eval_150k-end.csv create mode 100644 scripts/scaling/data/peteish-moreeval/peteish7_eval_full.csv diff --git a/olmo/scaling/scaling_laws/utils.py b/olmo/scaling/scaling_laws/utils.py index 388a133b2..917bf6e5a 100644 --- a/olmo/scaling/scaling_laws/utils.py +++ b/olmo/scaling/scaling_laws/utils.py @@ -722,7 +722,10 @@ def get_step1_data_by_name(configs, task_name, y_metric="rc_bpb", moving_avg=1): rows = rows[-moving_avg:] ds, ys, fs = [], [], [] for row in rows: - d = int(float(row["throughput/total_tokens"])) + if "throughput/total_tokens" in row: + d = int(float(row["throughput/total_tokens"])) + else: + d = int(float(row["_step"])) * int(float(row["batch_size_in_tokens"])) f = float(d * MODEL_FLOPS[name.split("-")[0]]) y = np.average( [float(row[key]) for key in keys], weights=[WEIGHT_BY_KEY.get(key, 1.0) for key in keys] @@ -770,6 +773,8 @@ def get_flops_data_by_name(configs, keys, num_to_avg=1): def moving_average(arr, n): ret = np.cumsum(arr, dtype=float) + if len(ret) < n: + return ret / np.arange(1, len(ret) + 1) ret[n:] = ret[n:] - ret[:-n] return np.concatenate([ret[: n - 1] / np.arange(1, n), ret[n - 1 :] / n]) @@ -830,7 +835,10 @@ def get_step2_data_by_name( rows = [row for row in reader] xs, ys, ds, ns, ls = [], [], [], [], [] for row in rows: - d = int(float(row["throughput/total_tokens"])) + if "throughput/total_tokens" in row: + d = int(float(row["throughput/total_tokens"])) + else: + d = int(float(row["_step"])) * int(float(row["batch_size_in_tokens"])) x = np.average( [float(row[key]) for key in loss_keys], weights=[WEIGHT_BY_KEY.get(key, 1.0) for key in loss_keys], @@ -860,14 +868,15 @@ def get_step2_data_by_name( ns = ns[int(np.ceil(skip_perc * len(ns))) :] ls = ls[int(np.ceil(skip_perc * len(ls))) :] - # apply moving_avg - xs = moving_average(xs, n=moving_avg).tolist() - ys = moving_average(ys, n=moving_avg).tolist() - # ys = ys[moving_avg-1:] - # ds = ds[moving_avg-1:] - # ns = ns[moving_avg-1:] - # ls = ls[moving_avg-1:] + # apply moving_avg + xs = moving_average(xs, n=moving_avg).tolist() + ys = moving_average(ys, n=moving_avg).tolist() + # ys = ys[moving_avg-1:] + # ds = ds[moving_avg-1:] + # ns = ns[moving_avg-1:] + # ls = ls[moving_avg-1:] + if config.mode == "train": # last n points if last_n_points > 0: xs = xs[-last_n_points:] diff --git a/scripts/scaling/data/peteish-moreeval/peteish13_eval_final.csv b/scripts/scaling/data/peteish-moreeval/peteish13_eval_final.csv index d255ef910..bc24e5a95 100644 --- a/scripts/scaling/data/peteish-moreeval/peteish13_eval_final.csv +++ b/scripts/scaling/data/peteish-moreeval/peteish13_eval_final.csv @@ -1,2 +1,13 @@ 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diff --git a/scripts/scaling/predict.py b/scripts/scaling/predict.py index 92a49cc0f..0f3a87668 100644 --- a/scripts/scaling/predict.py +++ b/scripts/scaling/predict.py @@ -2,8 +2,8 @@ # python scripts/scaling/predict.py -k v2_main -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2.json -n 13202396160 -d 5000088518656 -t 13b --skip_perc 0.1 --moving_avg 5 # python scripts/scaling/predict.py -k v2_main -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2.json -n 6887575552 -d 3945065873408 -t 7b --skip_perc 0.1 --moving_avg 5 --x_metric c4 # python scripts/scaling/predict.py -k v2_main -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2.json -n 13202396160 -d 5000088518656 -t 13b --skip_perc 0.1 --moving_avg 5 --x_metric c4 -# python scripts/scaling/predict.py -k main_mc -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2_mc.json -y mc_acc -n 6887575552 -d 3945065873408 -t 7b-4T-final -# python scripts/scaling/predict.py -k main_mc -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2_mc.json -y mc_acc -n 13202396160 -d 5000088518656 -t 13b-5T-final +# python scripts/scaling/predict.py -k v2_main -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2_mc.json -y mc_acc -n 6887575552 -d 3945065873408 -t 7b-4T --moving_avg 5 +# python scripts/scaling/predict.py -k v2_main -c scripts/scaling/final.json --step2-config-path scripts/scaling/step2_mc.json -y mc_acc -n 13202396160 -d 5000088518656 -t 13b-5T --moving_avg 5 import argparse diff --git a/scripts/scaling/single_step.py b/scripts/scaling/single_step.py index a58b1dd66..35974f58e 100644 --- a/scripts/scaling/single_step.py +++ b/scripts/scaling/single_step.py @@ -1,4 +1,4 @@ -# python scripts/scaling/single_step.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/single_step_main.png --moving_avg 5 +# python scripts/scaling/single_step.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/single_step_main.pdf --moving_avg 5 import argparse @@ -20,6 +20,7 @@ ) MARKERS = ["s", "P", "p", "*", "o"] +FONTSIZE = 11 def parse_args(): @@ -102,8 +103,22 @@ def plot_step12( fit_str, ax=plt.gca(), ): + # plot the fitted curve + for name, data in plotted_predicted_data_by_name.items(): + config = configs[name] + ax.plot( + data["ds"], + data["ys"], + color=config.color, + linestyle="--", + alpha=0.7, + linewidth=1.5, + label=f'{config.label} ({"fitted" if config.mode == "train" else "predicted"})', + ) + # plot the actual and predicted data unsigned_rel_errors = [] + num_eval_annotation = 0 for name, data in data_by_name.items(): config = configs[name] predicted_data = predicted_data_by_name[name] @@ -133,35 +148,25 @@ def plot_step12( ) ax.annotate( f"{abs(rel_error * 100):.1f}%", - (d, y), + (d, y_pred), textcoords="offset points", - xytext=(3, 3), + xytext=(10, -5 + 10*num_eval_annotation), ha="left", va="bottom", - fontsize=10, + fontsize=FONTSIZE, color=config.color, ) + num_eval_annotation += 1 avg_unsigned_rel_error = np.mean(unsigned_rel_errors) - # plot the fitted curve - for name, data in plotted_predicted_data_by_name.items(): - config = configs[name] - ax.plot( - data["ds"], - data["ys"], - color=config.color, - linestyle="--", - linewidth=1.5, - label=f'{config.label} ({"fitted" if config.mode == "train" else "predicted"})', - ) - ax.set_xscale("log") - ax.legend(ncols=1, fontsize=7) - ax.set_xlabel("Tokens (D)") - ax.set_ylabel("Task accuracy") + ax.legend(loc="upper right", ncols=1, fontsize=FONTSIZE) + ax.set_xlabel("Tokens (D)", fontsize=FONTSIZE) + ax.set_ylabel("Task accuracy", fontsize=FONTSIZE) ax.set_title( - f"{task_name}\n{fit_str}\navg rel error on fitting = {avg_unsigned_rel_error * 100:.2f}%", - fontsize=9, + f"{tasks[task_name].display_name} ({avg_unsigned_rel_error * 100:.2f}%)", + fontsize=FONTSIZE, + fontweight="bold", ) @@ -171,9 +176,9 @@ def main(): sns.set_style("whitegrid") num_tasks = len(args.keys) - num_cols = min(3, num_tasks) + num_cols = min(4, num_tasks) num_rows = (num_tasks + num_cols - 1) // num_cols - fig, axes = plt.subplots(num_rows, num_cols, figsize=(3.75 * num_cols, 3.25 * num_rows), squeeze=False) + fig, axes = plt.subplots(num_rows, num_cols, figsize=(2.75 * num_cols, 2.25 * num_rows), squeeze=False) results = "Task Name | Actual Value | Predicted Value | Relative Error" @@ -199,8 +204,25 @@ def main(): axes[i // num_cols][i % num_cols], ) - fig.tight_layout() - fig.savefig(args.output_path, dpi=300) + handles, labels = axes[-1][-1].get_legend_handles_labels() + # delete x-axis labels for all but the bottom row + for i in range(num_cols): + for j in range(num_rows): + if j != num_rows - 1: + axes[j][i].set_xlabel("") + if i != 0: + axes[j][i].set_ylabel("") + + axes[j][i].legend().remove() + + fig.tight_layout(w_pad=0.01) + legend = fig.legend(handles, labels, loc='upper center', + ncol=10, fontsize=FONTSIZE, bbox_to_anchor=(0.5, 1.07), + handletextpad=0.3, columnspacing=0.7) + for handle in legend.legend_handles: + handle.set_alpha(1.0) + + fig.savefig(args.output_path, dpi=300, bbox_inches='tight') print(results) diff --git a/scripts/scaling/step1.py b/scripts/scaling/step1.py index 9852d449f..cd7ab0e34 100644 --- a/scripts/scaling/step1.py +++ b/scripts/scaling/step1.py @@ -1,7 +1,7 @@ # python scripts/scaling/step1.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/step1_main.pdf --moving_avg 5 # python scripts/scaling/step1.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/step1_c4_main.pdf --y_metric c4 --moving_avg 5 # python scripts/scaling/step1.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/step1_acc_main.pdf --y_metric rc_acc -# python scripts/scaling/step1.py -o figure/peteish-moreeval/step1_taskce.pdf -c scripts/scaling/step2.json -k v2_main -y rc_soft_log +# python scripts/scaling/step1.py -k v2_main -c scripts/scaling/step2.json -o figure/peteish-moreeval/step1_taskce.pdf -y rc_soft_log import argparse from typing import Any, List, Tuple @@ -26,7 +26,8 @@ ) MARKERS = ["s", "P", "p", "*", "o"] -FONTSIZE=11 +FONTSIZE = 11 + def parse_args(): parser = argparse.ArgumentParser() @@ -251,7 +252,6 @@ def plot_step1( ax.set_xscale("log") ax.legend(loc="upper right", ncols=1, fontsize=FONTSIZE) ax.set_xlabel("Tokens (D)", fontsize=FONTSIZE) - y_label_name = { "rc_bpb": "Task loss", "rc_acc": "Task RC accuracy", diff --git a/scripts/scaling/step1_flops.py b/scripts/scaling/step1_flops.py index 4a2849d15..66b5c2474 100644 --- a/scripts/scaling/step1_flops.py +++ b/scripts/scaling/step1_flops.py @@ -1,4 +1,4 @@ -# python scripts/scaling/step1_flops.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/step1_flops_main.png --moving_avg 5 +# python scripts/scaling/step1_flops.py -k v2_main -c scripts/scaling/final.json -o figure/peteish-moreeval/step1_flops_main.pdf --moving_avg 5 import argparse @@ -16,9 +16,11 @@ get_step1_data_by_name, get_task_sets, prettify, + tasks, ) MARKERS = ["s", "P", "p", "*", "o"] +FONTSIZE = 11 def parse_args(): @@ -166,6 +168,7 @@ def plot_step1( data["ys"], color="black", linestyle="--", + alpha=0.7, linewidth=1.5, # label=f'{config.label} ({"fitted" if config.mode == "train" else "predicted"})', ) @@ -173,6 +176,7 @@ def plot_step1( # plot the actual and predicted data unsigned_rel_errors = [] + num_eval_annotation = 0 for name, data in data_by_name.items(): config = configs[name] predicted_data = predicted_data_by_name[name] @@ -202,28 +206,30 @@ def plot_step1( ) ax.annotate( f"{abs(100 * rel_error):.1f}%", - (f, y), + (f, y_pred), textcoords="offset points", - xytext=(3, 3), + xytext=(10, 1 - 10*num_eval_annotation), ha="left", va="bottom", - fontsize=8, + fontsize=FONTSIZE, color=config.color, ) + num_eval_annotation += 1 avg_unsigned_rel_error = np.mean(unsigned_rel_errors) ax.set_xscale("log") - ax.legend(loc="upper right", ncols=1, fontsize=8) - ax.set_xlabel("Flops (F)") + ax.legend(loc="upper right", ncols=1, fontsize=FONTSIZE) + ax.set_xlabel("Flops (F)", fontsize=FONTSIZE) if y_metric == "rc_bpb": - ax.set_ylabel("Task loss") + ax.set_ylabel("Task loss", fontsize=FONTSIZE) elif y_metric == "rc_acc": - ax.set_ylabel("Task RC accuracy") + ax.set_ylabel("Task RC accuracy", fontsize=FONTSIZE) else: raise ValueError(f"Unknown y_metric: {y_metric}") ax.set_title( - f"{task_name}\n{fit_str}\navg rel error on fitting = {avg_unsigned_rel_error * 100:.2f}%", - fontsize=9, + f"{tasks[task_name].display_name} ({avg_unsigned_rel_error * 100:.2f}%)", + fontsize=FONTSIZE, + fontweight="bold", ) @@ -233,13 +239,13 @@ def main(): sns.set_style("whitegrid") num_tasks = len(args.keys) - num_cols = min(3, num_tasks) + num_cols = min(4, num_tasks) num_rows = (num_tasks + num_cols - 1) // num_cols fitting_error = 0 if args.output_path: - fig, axes = plt.subplots(num_rows, num_cols, figsize=(3.75 * num_cols, 3.25 * num_rows), squeeze=False) + fig, axes = plt.subplots(num_rows, num_cols, figsize=(2.75 * num_cols, 2.25 * num_rows), squeeze=False) results = "Task Name | Actual Value | Predicted Value | Relative Error" @@ -280,9 +286,26 @@ def main(): axes[i // num_cols][i % num_cols], ) + handles, labels = axes[-1][-1].get_legend_handles_labels() + # delete x-axis labels for all but the bottom row + for i in range(num_cols): + for j in range(num_rows): + if j != num_rows - 1: + axes[j][i].set_xlabel("") + if i != 0: + axes[j][i].set_ylabel("") + + axes[j][i].legend().remove() + + fig.tight_layout(w_pad=0.01) + legend = fig.legend(handles, labels, loc='upper center', + ncol=10, fontsize=FONTSIZE, bbox_to_anchor=(0.5, 1.07), + handletextpad=0.3, columnspacing=0.7) + for handle in legend.legend_handles: + handle.set_alpha(1.0) + if args.output_path: - fig.tight_layout() - fig.savefig(args.output_path, dpi=300) + fig.savefig(args.output_path, dpi=300, bbox_inches='tight') print(results) print("Total fitting error: ", prettify(fitting_error / num_tasks)) diff --git a/scripts/scaling/step2.py b/scripts/scaling/step2.py index d47fb9d71..96a1ad906 100644 --- a/scripts/scaling/step2.py +++ b/scripts/scaling/step2.py @@ -1,7 +1,7 @@ # python scripts/scaling/step2.py -k v2_main -c scripts/scaling/step2.json -o figure/peteish-moreeval/step2_main.pdf --skip_perc 0.1 --moving_avg 5 # python scripts/scaling/step2.py -k v2_main -c scripts/scaling/step2.json -o figure/peteish-moreeval/step2_c4_main.pdf --x_metric c4 --skip_perc 0.1 --moving_avg 5 -# python scripts/scaling/step2.py -k mmlu_avg_test_5shot -c scripts/scaling/step2_mc.json -o figure/peteish-moreeval/step2_mc_mmlu.pdf -y mc_acc -# python scripts/scaling/step2.py -o figure/peteish-moreeval/step2_taskce.pdf -c scripts/scaling/step2.json -k v2_main --skip_perc 0.5 --use_log_sigmoid --x_metric rc_soft_log +# python scripts/scaling/step2.py -k mmlu_avg_test_5shot -c scripts/scaling/step2_mc.json -o figure/peteish-moreeval/step2_mc_mmlu.pdf -y mc_acc --moving_avg 5 +# python scripts/scaling/step2.py -k v2_main -c scripts/scaling/step2.json -o figure/peteish-moreeval/step2_taskce.pdf --skip_perc 0.5 --use_log_sigmoid --x_metric rc_soft_log import argparse @@ -27,7 +27,7 @@ tasks, ) -FONTSIZE=11 +FONTSIZE = 11 def parse_args(): parser = argparse.ArgumentParser() @@ -193,7 +193,7 @@ def plot_step2( f"{np.abs(rel_error) * 100:.1f}%", (x, y), textcoords="offset points", - xytext=(8 - 35*num_eval_annotation, -7), + xytext=(8 - 40*num_eval_annotation, -7), ha="left", va="bottom", fontsize=FONTSIZE, diff --git a/scripts/scaling/step2_mc.json b/scripts/scaling/step2_mc.json index 46d4c784e..e6fa6e76f 100644 --- a/scripts/scaling/step2_mc.json +++ b/scripts/scaling/step2_mc.json @@ -1,29 +1,29 @@ { - "7b-4T-70k-end": { + "7b-4T-150k-end": { "paths": [ - "scripts/scaling/data/peteish-moreeval/peteish7_eval_70k-end.csv" + "scripts/scaling/data/peteish-moreeval/peteish7_eval_150k-end.csv" ], "mode": "train", "n": 6887575552, - "label": "7b-4T-70k-end", + "label": "7b-4T-150k-end", "color": "violet" }, - "7b-4T-final": { + "7b-4T": { "paths": [ "scripts/scaling/data/peteish-moreeval/peteish7_eval_anneal.csv" ], "mode": "eval", "n": 6887575552, - "label": "7b-4T-final", + "label": "7b-4T", "color": "darkviolet" }, - "13b-5T-final": { + "13b-5T": { "paths": [ "scripts/scaling/data/peteish-moreeval/peteish13_eval_final.csv" ], "mode": "eval", "n": 13202396160, - "label": "13b-5T-final", + "label": "13b-5T", "color": "mediumvioletred" } } \ No newline at end of file