{ "cells": [ { "cell_type": "code", "execution_count": 34, "id": "f2f37240-68b7-4446-8107-ff652375ab05", "metadata": { "ExecutionIndicator": { "show": true }, "execution": { "iopub.execute_input": "2025-08-08T14:08:19.563656Z", "iopub.status.busy": "2025-08-08T14:08:19.563282Z", "iopub.status.idle": "2025-08-08T14:08:19.956049Z", "shell.execute_reply": "2025-08-08T14:08:19.955709Z", "shell.execute_reply.started": "2025-08-08T14:08:19.563642Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average of aime24\taime25\thmmt_feb_2025\thmmt_feb_2024\tcimmc\n", "avg = [6.916674, 11.249994, 21.9375, 22.89584, 24.08332, 26.20834, 26.02084, 26.35416, 27.10418, 27.35416, 28.27082, 29.5, 30.22916, 30.72918, 30.3125, 30.85416667, 30.14583333, 30.95833333, 30.0625, 30.125, 30.79166667, 30.85416667, 31.79166667, 30.54166667, 30.41666667, 32, 32.10416667, 32.39583333, 33.3125, 34.08334]\n", "x = [50, 100, 150, 200, 250, 300, 350, 400, 450, 500, 550, 600, 650, 700, 750, 800, 850, 900, 950, 1000, 1050, 1100, 1150, 1200, 1250, 1300, 1350, 1400, 1450, 1500]\n", "\n", "aime25 = [7.8125, 12.1875, 22.7083, 25, 27.0833, 28.2292, 27.0833, 28.125, 28.125, 28.0208, 27.7083, 29.58333333, 30.1042, 29.7917, 30.9375, 32.8125,29.0625, 31.14583333, 29.375, 30.3125, 30.72916667, 29.16666667, 30.41666667, 30.10416667, 29.79166667, 30.83333333, 30.20833333, 31.14583333, 31.5625, 32.6042]\n", "qwen3_238_22b = [24.7]*len(avg)\n", "claude_optus_non_thinking = [33.9]*len(avg)\n", "\n", "aime24 = [11.5625, 15.2083, 28.9583, 29.4792, 32.3958, 33.5417, 33.9583, 35.8333, 37.6042, 38.6458, 41.875, 40.52083333, 44.2708, 43.54166667, 41.9792, 43.75, 43.33333333, 46.45833333, 43.6458, 42.5, 43.95833333,43.54166667,44.0625, 41.66666667, 41.5625, 44.0625, 44.47916667, 44.27083333, 45.8333, 48.0208 ]\n", "\n", "avg_iter4 = [ 6.770833333, 12.04166667, 23.02083333, 25.41666667, 26.64583333, 27.02083333, 28.66666667, 29.22916667, 29.52083333, 30.75, 31.47917333, 32.14584, 33.29166667, 33.54166, 33.60416667, 33.9375, 33.77083333, 34.47916667, 34.85416667, 36.1875]\n", "aime25_iter4 = [7.395833333, 11.97916667, 21.14583333, 24.79166667, 25.72916667, 27.08333333, 28.22916667, 28.4375, 28.54166667, 28.8542, 29.79166667, 29.6875, 31.25, 30.625, 31.77083333, 32.1875, 29.16666667, 30.9375, 32.9167, 33.54166667]\n", "aime24_iter4 = [11.66666667, 17.39583333, 28.22916667, 32.1875, 33.85416667, 34.6875, 37.8125, 39.47916667, 37.91666667, 42.1875, 43.125, 42.0833, 44.89583333, 46.25, 45.3125, 47.3958, 47.29166667,47.5, 47.0833, 48.64583333 ]\n", "\n", "avg_iter8 = [7.500008, 20.0625, 24.10416, 26.29168, 27.83334, 28.79168, 28.375, 29.54166, 30.83333333, 32.47916, 33.79168, 33.79166, 34.5625, 34.72916]\n", "aime25_iter8 = [8.125, 17.1875, 23.5417, 27.2917, 28.3333, 29.1667, 28.9583, 29.4792, 30.625, 30.9375, 31.9792, 31.1458, 32.29166667, 32.7083]\n", "aime24_iter8 = [11.9792, 26.3542, 28.6458, 33.8542, 35.1042, 36.6667, 37.5, 38.85416667, 39.6875, 41.9792, 44.375, 43.4375, 42.91666667, 43.9583]\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "# 绘制第一条折线(正弦函数)\n", "plt.plot(x, avg, \n", " color='blue', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='-', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-avg-of-5-datasets') # 图例标签\n", "\n", "plt.plot(x, aime25, \n", " color='red', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-aime25') # 图例标签\n", "\n", "plt.plot(x, aime24, \n", " color='green', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-aime24') # 图例标签\n", "\n", "# plt.plot(x, qwen3_238_22b, \n", "# color='gray', # 线颜色\n", "# linewidth=2, # 线宽\n", "# linestyle='--', # 线样式\n", "# marker='o', # 数据点标记\n", "# markersize=5, # 标记大小\n", "# markevery=1, # 每隔5个点显示一个标记\n", "# label='qwen3_238_22b_aime25') # 图例标签\n", "\n", "plt.plot(x, claude_optus_non_thinking, \n", " color='black', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='claude_optus4_non_thinking_aime25') # 图例标签\n", "\n", "plt.plot(x[:len(avg_iter4)], avg_iter4, \n", " color='lightblue', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-avg-of-5-datasets-iter4') # 图例标签\n", "\n", "plt.plot(x[:len(aime25_iter4)], aime25_iter4, \n", " color='gray', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-aime25-iter4') # 图例标签\n", "\n", "plt.plot(x[:len(aime24_iter4)], aime24_iter4, \n", " color='purple', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-aime24-iter4') # 图例标签\n", "\n", "\n", "\n", "plt.plot(x[:len(avg_iter8)], avg_iter8, \n", " color='xkcd:cloudy blue', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-avg-of-5-datasets-iter8') # 图例标签\n", "\n", "plt.plot(x[:len(aime25_iter8)], aime25_iter8, \n", " color='xkcd:dust', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-aime25-iter8') # 图例标签\n", "\n", "plt.plot(x[:len(aime24_iter8)], aime24_iter8, \n", " color='xkcd:fresh green', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='zero-tir-7b-aime24-iter8') # 图例标签\n", "\n", "# 添加标题和轴标签\n", "plt.title('Evaluation-Curve', fontsize=16)\n", "plt.xlabel('Training-Steps', fontsize=12)\n", "plt.ylabel('Score/AVG@32', fontsize=12)\n", "\n", "\n", "from matplotlib.pyplot import MultipleLocator\n", "ax=plt.gca()\n", "y_major_locator=MultipleLocator(2)\n", "x_major_locator=MultipleLocator(100)\n", "\n", "\n", "ax.xaxis.set_major_locator(x_major_locator)\n", "#把x轴的主刻度设置为1的倍数\n", "ax.yaxis.set_major_locator(y_major_locator)\n", "\n", "# 添加网格线\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "\n", "# 添加图例\n", "plt.legend(loc='lower right') # 图例位置为右上角\n", "\n", "# # 设置坐标轴范围\n", "plt.xlim(0, 1600) # X轴范围\n", "# plt.ylim(-1.2, 1.2) # Y轴范围\n", "\n", "# 显示图表\n", "plt.tight_layout() # 自动调整布局\n", "plt.savefig('training-monitor.png', # 文件名\n", " dpi=100, # 分辨率(越高越清晰)\n", " bbox_inches='tight') # 去除边缘空白\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "id": "d30e1078-ffcf-44e7-8c3e-d309e42bbd54", "metadata": { "ExecutionIndicator": { "show": true }, "execution": { "iopub.execute_input": "2025-08-15T04:20:58.279415Z", "iopub.status.busy": "2025-08-15T04:20:58.279099Z", "iopub.status.idle": "2025-08-15T04:20:58.282674Z", "shell.execute_reply": "2025-08-15T04:20:58.282186Z", "shell.execute_reply.started": "2025-08-15T04:20:58.279402Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "32" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2048//32//2" ] }, { "cell_type": "code", "execution_count": 33, "id": "d26be561-7ba4-4ad1-8674-376daf75a735", "metadata": { "ExecutionIndicator": { "show": false }, "execution": { "iopub.execute_input": "2025-08-08T14:07:26.576610Z", "iopub.status.busy": "2025-08-08T14:07:26.576291Z", "iopub.status.idle": "2025-08-08T14:07:26.579415Z", "shell.execute_reply": "2025-08-08T14:07:26.579140Z", "shell.execute_reply.started": "2025-08-08T14:07:26.576597Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "900" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 27, "id": "1d509378-54ed-4914-9b4c-0b26f92e3cfa", "metadata": { "execution": { "iopub.execute_input": "2025-08-06T02:20:52.723479Z", "iopub.status.busy": "2025-08-06T02:20:52.723143Z", "iopub.status.idle": "2025-08-06T02:20:52.726640Z", "shell.execute_reply": "2025-08-06T02:20:52.726281Z", "shell.execute_reply.started": "2025-08-06T02:20:52.723464Z" } }, "outputs": [ { "data": { "text/plain": [ "[50, 100, 150, 200, 250, 300, 350, 400]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[:len(aime24_iter4)]" ] }, { "cell_type": "code", "execution_count": 37, "id": "d777e9c4-89fb-40ae-9ec9-17c30766861c", "metadata": { "ExecutionIndicator": { "show": true }, "execution": { "iopub.execute_input": "2025-08-11T02:54:40.593572Z", "iopub.status.busy": "2025-08-11T02:54:40.593324Z", "iopub.status.idle": "2025-08-11T02:54:40.823941Z", "shell.execute_reply": "2025-08-11T02:54:40.823475Z", "shell.execute_reply.started": "2025-08-11T02:54:40.593558Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average of aime24\taime25\thmmt_feb_2025\thmmt_feb_2024\tcimmc\n", "x = [50, 100, 150, 200, 250, 300, 350, 400, 450]\n", "\n", "aime25 = [7.8125, 12.1875, 22.7083, 25, 27.0833, 28.2292, 27.0833, 28.0208, 28.125]\n", "aime24 = [11.5625, 16.25, 28.4375, 29.4792, 32.3958, 33.6458, 33.9583, 35.8333, 37.6042]\n", "hmmt25 = [1.97917, 8.02083, 17.5, 18.75, 19.7917, 21.0417, 21.3542, 20.8333, 20.1042]\n", "\n", "aime25_correction = [8.4375, 10.7292, 21.7708, 25.3125, 24.7917, 26.1458, 25.5208, 27.29166667, 27.6042]\n", "aime24_correction = [10.7292, 14.0625, 27.9167, 31.875, 31.4583, 33.125, 35.2083, 35.72916667, 38.9583]\n", "hmmt25_correction = [1.97917, 3.75, 17.0833, 17.0833, 20.4167, 22.6042, 20.5208, 22.08333333, 22.3958]\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "# 绘制第一条折线(正弦函数)\n", "plt.plot(x, aime25, \n", " color='blue', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='-', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='aime25') # 图例标签\n", "\n", "plt.plot(x, aime24, \n", " color='red', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='aime24') # 图例标签\n", "\n", "plt.plot(x, hmmt25, \n", " color='green', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='hmmt25') # 图例标签\n", "\n", "\n", "plt.plot(x, aime25_correction, \n", " color='lightblue', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='aime25_correction') # 图例标签\n", "\n", "plt.plot(x, aime24_correction, \n", " color='gray', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='aime24_correction') # 图例标签\n", "\n", "plt.plot(x, hmmt25_correction, \n", " color='purple', # 线颜色\n", " linewidth=2, # 线宽\n", " linestyle='--', # 线样式\n", " marker='o', # 数据点标记\n", " markersize=5, # 标记大小\n", " markevery=1, # 每隔5个点显示一个标记\n", " label='hmmt25_correction') # 图例标签\n", "\n", "\n", "\n", "\n", "\n", "# 添加标题和轴标签\n", "plt.title('Evaluation-Curve', fontsize=16)\n", "plt.xlabel('Training-Steps', fontsize=12)\n", "plt.ylabel('Score/AVG@32', fontsize=12)\n", "\n", "\n", "from matplotlib.pyplot import MultipleLocator\n", "ax=plt.gca()\n", "y_major_locator=MultipleLocator(3)\n", "x_major_locator=MultipleLocator(100)\n", "\n", "\n", "ax.xaxis.set_major_locator(x_major_locator)\n", "#把x轴的主刻度设置为1的倍数\n", "ax.yaxis.set_major_locator(y_major_locator)\n", "\n", "# 添加网格线\n", "plt.grid(True, linestyle='--', alpha=0.7)\n", "\n", "# 添加图例\n", "plt.legend(loc='lower right') # 图例位置为右上角\n", "\n", "# # 设置坐标轴范围\n", "plt.xlim(0, 500) # X轴范围\n", "# plt.ylim(-1.2, 1.2) # Y轴范围\n", "\n", "# 显示图表\n", "plt.tight_layout() # 自动调整布局\n", "plt.savefig('training-monitor.png', # 文件名\n", " dpi=100, # 分辨率(越高越清晰)\n", " bbox_inches='tight') # 去除边缘空白\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "id": "0c1340de-0506-40df-bd20-1f3e8e42d43c", "metadata": { "ExecutionIndicator": { "show": true }, "execution": { "iopub.execute_input": "2025-08-12T12:27:03.140708Z", "iopub.status.busy": "2025-08-12T12:27:03.140388Z", "iopub.status.idle": "2025-08-12T12:27:03.369008Z", "shell.execute_reply": "2025-08-12T12:27:03.368475Z", "shell.execute_reply.started": "2025-08-12T12:27:03.140695Z" }, "tags": [] }, "outputs": [], "source": [ "import json\n", "\n", "df = []\n", "with open('/cpfs/user/chenhao/gem_guess_game.template.jsonl', 'w') as fwobj:\n", " for i in range(10000):\n", " d = {\n", " 'prompt': prompt,\n", " 'query': prompt\n", " }\n", " label = json.dumps(d, ensure_ascii=False)\n", " d['label'] = label\n", " fwobj.write(json.dumps(d, ensure_ascii=False)+'\\n')" ] }, { "cell_type": "code", "execution_count": 44, "id": "f8528577-602d-4119-afd5-2741b190a2a3", "metadata": { "ExecutionIndicator": { "show": true }, "execution": { "iopub.execute_input": "2025-08-12T12:27:02.124006Z", "iopub.status.busy": "2025-08-12T12:27:02.123670Z", "iopub.status.idle": "2025-08-12T12:27:02.126661Z", "shell.execute_reply": "2025-08-12T12:27:02.126280Z", "shell.execute_reply.started": "2025-08-12T12:27:02.123993Z" }, "tags": [] }, "outputs": [], "source": [ "prompt = \"<|im_start|>user\\nYou are playing Guess The Number.\\nYou have to guess the number between 1 and 20 (inclusive) within 10 turns.\\nAs you enter your guess, the game will provide you with hints such as the target number is 'higher' or 'lower'.\\nYou may provide your response in any manner. Only the number that is wrapped inside \\\\boxed{} will be considered as your guess.\\nPlease reason step by step and put your final answer within \\\\boxed{}. Enter your first guess within \\\\boxed{} to start the game.<|im_end|>\\n<|im_start|>assistant\\n\"" ] }, { "cell_type": "code", "execution_count": 41, "id": "96b0b47d-f14b-4283-9b19-2e0234a2728a", "metadata": { "execution": { "iopub.execute_input": "2025-08-12T08:09:07.546809Z", "iopub.status.busy": "2025-08-12T08:09:07.546553Z", "iopub.status.idle": "2025-08-12T08:09:07.549809Z", "shell.execute_reply": "2025-08-12T08:09:07.549444Z", "shell.execute_reply.started": "2025-08-12T08:09:07.546796Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "\"<|im_start|>user\\nYou are playing Guess The Number.\\nYou have to guess the number between 1 and 20 (inclusive) within 10 turns.\\nAs you enter your guess, the game will provide you with hints such as the target number is 'higher' or 'lower'.\\nYou may provide your response in any manner. Only the number that is wrapped inside \\\\boxed{} will be considered as your guess.\\nUser: Please reason step by step and put your final answer within \\\\boxed{}. Enter your first guess within \\\\boxed{} to start the game.<|im_end|>\\n<|im_start|>assistant\\n\"" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prompt" ] }, { "cell_type": "code", "execution_count": null, "id": "48a2f252-8ff9-4b39-b7ca-19e384ca8069", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }