Created
March 22, 2019 13:41
-
-
Save ronfe/533ae40e2bc847b22cbab3a1144c9315 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 题目参数验证 - 通过交叉验证方法\n", | |
| "\n", | |
| "因为用户的同一次测试 $\\theta$ 是固定的，而我们的目标是找到用户真实的 $\\theta$。所以我们可以利用交叉验证的思路，把用户分为 k 折（如 k=5），这样即可在 k 次迭代里将用户分为训练集和验证集，用训练集拟合 IRT，再用拟合出的题目参数为验证集的用户做题记录进行\"模拟测试\"得到验证集的 $\\theta$。最后以原集用户 $\\theta$ 和验证集用户 $\\theta$ 的平均绝对值误差（MAE）作为验证指标。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Step 0 - 导入数据\n", | |
| "\n", | |
| "我准备了 `data_processing` 的脚本，该脚本对 Kelly 表进行提取，转换，并去掉 `duration` 小于 5000 的数据。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "15919\n", | |
| "('o_3HFvzjyVHBYmNHpC8Cm2Bwg4Fc', '1031', 0, 147244)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import pickle \n", | |
| "\n", | |
| "with open('data/result_list.pkl', 'rb') as f:\n", | |
| " practice_log = pickle.load(f)\n", | |
| "\n", | |
| "print(len(practice_log))\n", | |
| "print(practice_log[0])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "源数据由 15919 行组成，每一行分别包括用户 openID, 题号，答题状况（0 或 1）及用时。\n", | |
| "\n", | |
| "现在可以首先通过 EM 方法对题目进行一次参数拟合，制造待验证的数据（现实情况下我们已经有了待验证的题目参数，就直接拿来用，这里只是临时造验证数据出来）" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 219, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "2019-03-22 15:47:49 INFO: start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "2019-03-22 15:47:49 INFO: data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 2579.60it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2685.03it/s]\n", | |
| "2019-03-22 15:47:50 DEBUG: E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "E step runs for 971.905 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 508.63it/s]\n", | |
| "2019-03-22 15:47:51 DEBUG: M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "M step runs for 250.561 sec\n", | |
| "2019-03-22 15:47:51 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 19937.39it/s]\n", | |
| "2019-03-22 15:47:51 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 15:47:51 DEBUG: 0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "0.5496593947241927\n", | |
| "2019-03-22 15:47:51 DEBUG: stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "stop condition runs for 183.954 sec\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 2577.17it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2228.90it/s]\n", | |
| "2019-03-22 15:47:52 DEBUG: E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "E step runs for 977.977 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 511.86it/s]\n", | |
| "2019-03-22 15:47:52 DEBUG: M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "M step runs for 263.907 sec\n", | |
| "2019-03-22 15:47:52 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 20067.45it/s]\n", | |
| "2019-03-22 15:47:52 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 15:47:52 DEBUG: 0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "0.5511921620021129\n", | |
| "2019-03-22 15:47:52 DEBUG: stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "stop condition runs for 185.207 sec\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 2600.00it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2790.10it/s]\n", | |
| "2019-03-22 15:47:53 DEBUG: E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "E step runs for 966.833 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 605.84it/s]\n", | |
| "2019-03-22 15:47:54 DEBUG: M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "M step runs for 248.257 sec\n", | |
| "2019-03-22 15:47:54 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 19800.92it/s]\n", | |
| "2019-03-22 15:47:54 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 15:47:54 DEBUG: 0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "0.5536973265815289\n", | |
| "2019-03-22 15:47:54 DEBUG: stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "stop condition runs for 183.175 sec\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 2520.46it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 3028.09it/s]\n", | |
| "2019-03-22 15:47:55 DEBUG: E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "E step runs for 953.795 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 574.12it/s]\n", | |
| "2019-03-22 15:47:55 DEBUG: M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "M step runs for 260.978 sec\n", | |
| "2019-03-22 15:47:55 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 19791.75it/s]\n", | |
| "2019-03-22 15:47:55 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 15:47:55 DEBUG: 0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "0.5551867367314708\n", | |
| "2019-03-22 15:47:56 DEBUG: stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "stop condition runs for 287.309 sec\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 2552.79it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2964.86it/s]\n", | |
| "2019-03-22 15:47:57 DEBUG: E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "E step runs for 972.051 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 697.57it/s]\n", | |
| "2019-03-22 15:47:57 DEBUG: M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "M step runs for 154.606 sec\n", | |
| "2019-03-22 15:47:57 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1458/1458 [00:00<00:00, 19663.90it/s]\n", | |
| "2019-03-22 15:47:57 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 15:47:57 DEBUG: 0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "0.5559497517246674\n", | |
| "2019-03-22 15:47:57 INFO: EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "2019-03-22 15:47:57 DEBUG: stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "stop condition runs for 321.128 sec\n", | |
| "2019-03-22 15:47:57 INFO: parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "2019-03-22 15:47:57 INFO: parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from pyirt import irt\n", | |
| "\n", | |
| "fitting_data = [(t[0], t[1], t[2]) for t in practice_log]\n", | |
| "\n", | |
| "\n", | |
| "def convert_item_id(fitting_data):\n", | |
| " k = [int(t[1]) for t in fitting_data] \n", | |
| " k = list(set(k))\n", | |
| " \n", | |
| " for item_k in k:\n", | |
| " cur_response = [t[2] for t in fitting_data if int(t[1]) == item_k]\n", | |
| " if 1 not in cur_response or 0 not in cur_response:\n", | |
| " k.remove(item_k)\n", | |
| " \n", | |
| " k = sorted(k)\n", | |
| " \n", | |
| " convert_table = {t:i for i, t in enumerate(k)}\n", | |
| " result = [(t[0], convert_table[int(t[1])], t[2]) for t in fitting_data if int(t[1]) in convert_table]\n", | |
| " return result, convert_table\n", | |
| "\n", | |
| "fitting_data, ct = convert_item_id(fitting_data) \n", | |
| "\n", | |
| "## 这里是两参 IRT 模型\n", | |
| "###\n", | |
| "item_param, user_param = irt(fitting_data, theta_bnds = [-6,6], alpha_bnds=[0.01,2], beta_bnds = [-6,6])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 220, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{0: {'alpha': 1.134466180000064, 'beta': 2.2862516040579366, 'c': 0.0},\n", | |
| " 1: {'alpha': 0.96756954567512, 'beta': -0.587446183731531, 'c': 0.0},\n", | |
| " 2: {'alpha': 1.362774387371611, 'beta': -2.0020157282035096, 'c': 0.0},\n", | |
| " 3: {'alpha': 1.1318123007190957, 'beta': -0.7952461152601187, 'c': 0.0},\n", | |
| " 4: {'alpha': 1.7622444621783986, 'beta': 2.923116790912875, 'c': 0.0},\n", | |
| " 5: {'alpha': 1.0157454989341383, 'beta': 0.013521527217022109, 'c': 0.0},\n", | |
| " 6: {'alpha': 2.0, 'beta': 3.9826590169474216, 'c': 0.0},\n", | |
| " 7: {'alpha': 1.3046790661955499, 'beta': 0.24870054144078932, 'c': 0.0},\n", | |
| " 8: {'alpha': 0.01, 'beta': 0.5865008231050782, 'c': 0.0},\n", | |
| " 9: {'alpha': 0.01, 'beta': 0.3542666382941091, 'c': 0.0},\n", | |
| " 10: {'alpha': 0.8843521158508271, 'beta': -0.35634018989476873, 'c': 0.0},\n", | |
| " 11: {'alpha': 0.7326800064339208, 'beta': 0.055062590576247426, 'c': 0.0},\n", | |
| " 12: {'alpha': 1.1508318140909144, 'beta': -1.157773180697811, 'c': 0.0},\n", | |
| " 13: {'alpha': 1.0586140262562131, 'beta': 0.35586087660293947, 'c': 0.0},\n", | |
| " 14: {'alpha': 2.0, 'beta': 3.923567489585553, 'c': 0.0},\n", | |
| " 15: {'alpha': 0.9515362385462433, 'beta': -0.5554405678360113, 'c': 0.0},\n", | |
| " 16: {'alpha': 0.9025505833510227, 'beta': -0.08352637300006435, 'c': 0.0},\n", | |
| " 17: {'alpha': 0.9020638496694028, 'beta': 2.5729953995974424, 'c': 0.0},\n", | |
| " 18: {'alpha': 1.5341998301667026, 'beta': 2.618977347444814, 'c': 0.0},\n", | |
| " 19: {'alpha': 0.9779455981383385, 'beta': 0.42304106723978846, 'c': 0.0},\n", | |
| " 20: {'alpha': 0.8180490506752366, 'beta': 0.9850582351351568, 'c': 0.0},\n", | |
| " 21: {'alpha': 0.5303671970636695, 'beta': 0.9452350379849438, 'c': 0.0},\n", | |
| " 22: {'alpha': 1.1335944702597338, 'beta': 0.2731286644661393, 'c': 0.0},\n", | |
| " 23: {'alpha': 0.6525573950045669, 'beta': -0.38201776981256835, 'c': 0.0},\n", | |
| " 24: {'alpha': 1.5077837730970245, 'beta': 2.060478427297836, 'c': 0.0},\n", | |
| " 25: {'alpha': 1.301693410467254, 'beta': 0.762269712774948, 'c': 0.0},\n", | |
| " 26: {'alpha': 1.3564040395971422, 'beta': 1.5143582947545864, 'c': 0.0},\n", | |
| " 27: {'alpha': 1.0056441475800935, 'beta': -1.1949131629616578, 'c': 0.0},\n", | |
| " 28: {'alpha': 1.0081625037701143, 'beta': -0.5950478269424739, 'c': 0.0},\n", | |
| " 29: {'alpha': 0.8326338781038926, 'beta': -0.3569897690864601, 'c': 0.0},\n", | |
| " 30: {'alpha': 0.41533148431715644, 'beta': -0.19799800914945745, 'c': 0.0},\n", | |
| " 31: {'alpha': 1.6362948888199227, 'beta': -0.5821104705148877, 'c': 0.0},\n", | |
| " 32: {'alpha': 1.193179846134517, 'beta': -0.26498594975138595, 'c': 0.0},\n", | |
| " 33: {'alpha': 0.8813945391609661, 'beta': 0.042288205867934185, 'c': 0.0},\n", | |
| " 34: {'alpha': 0.6833760987709258, 'beta': 1.1681824487189247, 'c': 0.0},\n", | |
| " 35: {'alpha': 0.15094532272048394, 'beta': -0.6739044197913935, 'c': 0.0},\n", | |
| " 36: {'alpha': 1.5164055116397497, 'beta': 0.6614606682911879, 'c': 0.0},\n", | |
| " 37: {'alpha': 0.9965414002607808, 'beta': 0.7646192463690255, 'c': 0.0},\n", | |
| " 38: {'alpha': 0.8908559522026778, 'beta': 0.9273187780513117, 'c': 0.0},\n", | |
| " 39: {'alpha': 0.90620831731302, 'beta': -0.003393041193782992, 'c': 0.0},\n", | |
| " 40: {'alpha': 0.21167986378638623, 'beta': 0.2825143174305633, 'c': 0.0},\n", | |
| " 41: {'alpha': 0.01, 'beta': 0.31087293591573856, 'c': 0.0},\n", | |
| " 42: {'alpha': 0.01, 'beta': 0.03853337498978368, 'c': 0.0},\n", | |
| " 43: {'alpha': 1.121952516995989, 'beta': 0.33345151968003417, 'c': 0.0},\n", | |
| " 44: {'alpha': 1.0589236360692902, 'beta': -0.36052255814681755, 'c': 0.0},\n", | |
| " 45: {'alpha': 0.711452726368285, 'beta': -0.4385521304176487, 'c': 0.0}}" | |
| ] | |
| }, | |
| "execution_count": 220, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "item_param" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Step 1 - 分组\n", | |
| "\n", | |
| "首先将用户随机分为 5 组（5折）。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 221, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import random\n", | |
| "\n", | |
| "random.shuffle(fitting_data)\n", | |
| "\n", | |
| "fitting_folds = [list() for _ in range(5)]\n", | |
| "uid_list = list(set([t[0] for t in fitting_data]))\n", | |
| "\n", | |
| "def extract_log_by_user(log_list, uid):\n", | |
| " return [t for t in log_list if t[0] == uid]\n", | |
| "\n", | |
| "for i, v in enumerate(uid_list):\n", | |
| " r = i%5\n", | |
| " log_set = extract_log_by_user(fitting_data, v)\n", | |
| " fitting_folds[r] += log_set" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 222, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "5\n", | |
| "[3223, 3320, 3144, 3045, 3184]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(len(fitting_folds))\n", | |
| "print([len(t) for t in fitting_folds])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Step 2 - 迭代验证，求用户验证 $\\theta$\n", | |
| "\n", | |
| "之后进行 5 轮迭代，每一轮迭代指定对应轮次的 fold 作为验证集，其他作为训练集。首先用训练集拟合题目参数，之后用验证集估计用户 theta，最后求 theta 与之前统一拟合后的用户 theta 之间的误差" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 238, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "\n", | |
| "def calc_p(theta, a, b):\n", | |
| " return 1 / (1+np.exp(-a*(theta-b)))\n", | |
| "\n", | |
| "\n", | |
| "def estimate_user_theta(log_file, ct, items):\n", | |
| " theta = 0.\n", | |
| " log_params = list()\n", | |
| " \n", | |
| " ### convert item to param\n", | |
| " for uid, pid, status in log_file:\n", | |
| " true_pid = ct[pid]\n", | |
| " item_params = items[true_pid]\n", | |
| " log_params.append([item_params['alpha'], item_params['beta'], status])\n", | |
| " \n", | |
| " ### iterate max to 10 iters or abs(theta_diff) > 1e-5\n", | |
| " iter_count = 0\n", | |
| " theta_diff = np.inf\n", | |
| " \n", | |
| " a = [t[0] for t in log_params]\n", | |
| " b = [t[1] for t in log_params]\n", | |
| " u = [t[2] for t in log_params]\n", | |
| " while iter_count < 10 and abs(theta_diff) > 1e-5:\n", | |
| " ### update user ability estimation with:\n", | |
| " ### theta_s+1 = theta_s + \\sigma{a(u-p)} / \\sigma{a^2p(1-p)}\n", | |
| " numerator = list()\n", | |
| " denomerator = list()\n", | |
| " for i, item_params in enumerate(log_params):\n", | |
| " p = calc_p(theta, a[i], b[i])\n", | |
| " numerator.append(a[i] * (u[i] - p))\n", | |
| " denomerator.append(a[i]**2 * p*(1-p))\n", | |
| " \n", | |
| " theta_diff = sum(numerator) / sum(denomerator)\n", | |
| " theta += theta_diff\n", | |
| " iter_count += 1\n", | |
| " \n", | |
| " return theta\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 247, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "2019-03-22 16:14:36 INFO: start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "2019-03-22 16:14:36 INFO: data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2579.61it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3243.74it/s]\n", | |
| "2019-03-22 16:14:37 DEBUG: E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "E step runs for 810.258 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 446.40it/s]\n", | |
| "2019-03-22 16:14:37 DEBUG: M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "M step runs for 250.531 sec\n", | |
| "2019-03-22 16:14:37 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 17754.09it/s]\n", | |
| "2019-03-22 16:14:37 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:37 DEBUG: 0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "0.5508094325752351\n", | |
| "2019-03-22 16:14:38 DEBUG: stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "stop condition runs for 259.873 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2387.78it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 2661.44it/s]\n", | |
| "2019-03-22 16:14:38 DEBUG: E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "E step runs for 824.419 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 565.85it/s]\n", | |
| "2019-03-22 16:14:39 DEBUG: M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "M step runs for 253.365 sec\n", | |
| "2019-03-22 16:14:39 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 18483.53it/s]\n", | |
| "2019-03-22 16:14:39 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:39 DEBUG: 0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "0.5532856591721332\n", | |
| "2019-03-22 16:14:39 DEBUG: stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "stop condition runs for 265.139 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2336.42it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3044.25it/s]\n", | |
| "2019-03-22 16:14:40 DEBUG: E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "E step runs for 922.999 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 668.00it/s]\n", | |
| "2019-03-22 16:14:40 DEBUG: M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "M step runs for 148.389 sec\n", | |
| "2019-03-22 16:14:40 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 20977.64it/s]\n", | |
| "2019-03-22 16:14:40 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:40 DEBUG: 0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "0.5562108341325709\n", | |
| "2019-03-22 16:14:40 DEBUG: stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "stop condition runs for 256.29 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2571.47it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3044.89it/s]\n", | |
| "2019-03-22 16:14:41 DEBUG: E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "E step runs for 802.846 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 701.67it/s]\n", | |
| "2019-03-22 16:14:42 DEBUG: M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "M step runs for 150.153 sec\n", | |
| "2019-03-22 16:14:42 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 16583.73it/s]\n", | |
| "2019-03-22 16:14:42 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:42 DEBUG: 0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "0.5578581940768517\n", | |
| "2019-03-22 16:14:42 DEBUG: stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "stop condition runs for 261.656 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2492.74it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 2976.00it/s]\n", | |
| "2019-03-22 16:14:43 DEBUG: E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "E step runs for 809.244 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 734.00it/s]\n", | |
| "2019-03-22 16:14:43 DEBUG: M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "M step runs for 146.562 sec\n", | |
| "2019-03-22 16:14:43 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 18681.66it/s]\n", | |
| "2019-03-22 16:14:43 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:43 DEBUG: 0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "0.5586849156913242\n", | |
| "2019-03-22 16:14:43 INFO: EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "2019-03-22 16:14:43 DEBUG: stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "stop condition runs for 278.189 sec\n", | |
| "2019-03-22 16:14:43 INFO: parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "2019-03-22 16:14:43 INFO: parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "2019-03-22 16:14:44 INFO: start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "2019-03-22 16:14:44 INFO: data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2743.59it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2605.65it/s]\n", | |
| "2019-03-22 16:14:45 DEBUG: E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "E step runs for 807.586 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 608.90it/s]\n", | |
| "2019-03-22 16:14:45 DEBUG: M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "M step runs for 153.107 sec\n", | |
| "2019-03-22 16:14:45 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 21768.71it/s]\n", | |
| "2019-03-22 16:14:45 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:45 DEBUG: 0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "0.5496985625418953\n", | |
| "2019-03-22 16:14:45 DEBUG: stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "stop condition runs for 240.407 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2622.90it/s]\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 46/46 [00:00<00:00, 3025.29it/s]\n", | |
| "2019-03-22 16:14:46 DEBUG: E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "E step runs for 809.801 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 627.88it/s]\n", | |
| "2019-03-22 16:14:46 DEBUG: M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "M step runs for 157.379 sec\n", | |
| "2019-03-22 16:14:46 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 22965.87it/s]\n", | |
| "2019-03-22 16:14:47 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:47 DEBUG: 0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "0.5508331650355094\n", | |
| "2019-03-22 16:14:47 DEBUG: stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "stop condition runs for 242.17 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2734.92it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 3275.19it/s]\n", | |
| "2019-03-22 16:14:47 DEBUG: E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "E step runs for 812.346 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 706.37it/s]\n", | |
| "2019-03-22 16:14:48 DEBUG: M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "M step runs for 148.203 sec\n", | |
| "2019-03-22 16:14:48 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 21945.81it/s]\n", | |
| "2019-03-22 16:14:48 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:48 DEBUG: 0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "0.5532538163744902\n", | |
| "2019-03-22 16:14:48 DEBUG: stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "stop condition runs for 238.93 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2751.19it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 3404.17it/s]\n", | |
| "2019-03-22 16:14:49 DEBUG: E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "E step runs for 793.357 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 720.00it/s]\n", | |
| "2019-03-22 16:14:49 DEBUG: M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "M step runs for 143.8 sec\n", | |
| "2019-03-22 16:14:49 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 20433.26it/s]\n", | |
| "2019-03-22 16:14:49 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:49 DEBUG: 0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "0.554777978409147\n", | |
| "2019-03-22 16:14:49 DEBUG: stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "stop condition runs for 247.132 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2626.27it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 3125.01it/s]\n", | |
| "2019-03-22 16:14:50 DEBUG: E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "E step runs for 792.05 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 686.45it/s]\n", | |
| "2019-03-22 16:14:50 DEBUG: M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "M step runs for 150.701 sec\n", | |
| "2019-03-22 16:14:50 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 21446.43it/s]\n", | |
| "2019-03-22 16:14:50 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:51 DEBUG: 0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "0.5556094260348923\n", | |
| "2019-03-22 16:14:51 INFO: EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "2019-03-22 16:14:51 DEBUG: stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "stop condition runs for 294.542 sec\n", | |
| "2019-03-22 16:14:51 INFO: parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "2019-03-22 16:14:51 INFO: parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "2019-03-22 16:14:51 INFO: start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "2019-03-22 16:14:51 INFO: data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2808.25it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3011.66it/s]\n", | |
| "2019-03-22 16:14:52 DEBUG: E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "E step runs for 811.836 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 570.38it/s]\n", | |
| "2019-03-22 16:14:53 DEBUG: M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "M step runs for 145.682 sec\n", | |
| "2019-03-22 16:14:53 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 18799.72it/s]\n", | |
| "2019-03-22 16:14:53 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:53 DEBUG: 0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "0.5492085245194986\n", | |
| "2019-03-22 16:14:53 DEBUG: stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n", | |
| "stop condition runs for 254.056 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "stop condition runs for 254.056 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2390.26it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 2260.97it/s]\n", | |
| "2019-03-22 16:14:54 DEBUG: E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "E step runs for 905.587 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 561.59it/s]\n", | |
| "2019-03-22 16:14:54 DEBUG: M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "M step runs for 261.122 sec\n", | |
| "2019-03-22 16:14:54 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 18347.14it/s]\n", | |
| "2019-03-22 16:14:54 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:54 DEBUG: 0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "0.5509902936551313\n", | |
| "2019-03-22 16:14:54 DEBUG: stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "stop condition runs for 272.855 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2255.28it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3454.88it/s]\n", | |
| "2019-03-22 16:14:55 DEBUG: E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "E step runs for 897.448 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 594.54it/s]\n", | |
| "2019-03-22 16:14:56 DEBUG: M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "M step runs for 245.914 sec\n", | |
| "2019-03-22 16:14:56 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 18899.98it/s]\n", | |
| "2019-03-22 16:14:56 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:56 DEBUG: 0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "0.5536861283810031\n", | |
| "2019-03-22 16:14:56 DEBUG: stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "stop condition runs for 257.613 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2499.15it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3390.10it/s]\n", | |
| "2019-03-22 16:14:57 DEBUG: E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n", | |
| "E step runs for 791.831 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 45/45 [00:00<00:00, 656.58it/s]\n", | |
| "2019-03-22 16:14:57 DEBUG: M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "M step runs for 148.963 sec\n", | |
| "2019-03-22 16:14:57 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 19935.02it/s]\n", | |
| "2019-03-22 16:14:57 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:57 DEBUG: 0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "0.5552719905285175\n", | |
| "2019-03-22 16:14:57 DEBUG: stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "stop condition runs for 266.61 sec\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 2550.24it/s]\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 3123.50it/s]\n", | |
| "2019-03-22 16:14:58 DEBUG: E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "E step runs for 814.234 sec\n", | |
| "100%|██████████| 45/45 [00:00<00:00, 749.45it/s]\n", | |
| "2019-03-22 16:14:58 DEBUG: M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "M step runs for 144.419 sec\n", | |
| "2019-03-22 16:14:58 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1166/1166 [00:00<00:00, 22513.58it/s]\n", | |
| "2019-03-22 16:14:59 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:14:59 DEBUG: 0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "0.5560765770368555\n", | |
| "2019-03-22 16:14:59 INFO: EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "2019-03-22 16:14:59 DEBUG: stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "stop condition runs for 286.466 sec\n", | |
| "2019-03-22 16:14:59 INFO: parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "2019-03-22 16:14:59 INFO: parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "2019-03-22 16:14:59 INFO: start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "2019-03-22 16:14:59 INFO: data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2745.68it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2893.27it/s]\n", | |
| "2019-03-22 16:15:00 DEBUG: E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "E step runs for 798.091 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 640.70it/s]\n", | |
| "2019-03-22 16:15:00 DEBUG: M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "M step runs for 141.865 sec\n", | |
| "2019-03-22 16:15:01 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 22854.52it/s]\n", | |
| "2019-03-22 16:15:01 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:01 DEBUG: 0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "0.5490933804559119\n", | |
| "2019-03-22 16:15:01 DEBUG: stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "stop condition runs for 243.357 sec\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2396.54it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2760.28it/s]\n", | |
| "2019-03-22 16:15:02 DEBUG: E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "E step runs for 941.967 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 331.63it/s]\n", | |
| "2019-03-22 16:15:02 DEBUG: M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "M step runs for 246.589 sec\n", | |
| "2019-03-22 16:15:02 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 27880.64it/s]\n", | |
| "2019-03-22 16:15:02 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:02 DEBUG: 0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "0.5500495596693328\n", | |
| "2019-03-22 16:15:02 INFO: EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "EM converged at iteration 2.\n", | |
| "2019-03-22 16:15:03 DEBUG: stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "stop condition runs for 485.437 sec\n", | |
| "2019-03-22 16:15:03 INFO: parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "2019-03-22 16:15:03 INFO: parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "2019-03-22 16:15:03 INFO: start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "start loading data\n", | |
| "2019-03-22 16:15:03 INFO: data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "data loaded\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2553.86it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2951.39it/s]\n", | |
| "2019-03-22 16:15:04 DEBUG: E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "E step runs for 812.258 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 412.09it/s]\n", | |
| "2019-03-22 16:15:05 DEBUG: M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "M step runs for 253.244 sec\n", | |
| "2019-03-22 16:15:05 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 13574.67it/s]\n", | |
| "2019-03-22 16:15:05 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:05 DEBUG: 0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "0.5507358315489377\n", | |
| "2019-03-22 16:15:05 DEBUG: stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "stop condition runs for 355.355 sec\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2612.42it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 3070.60it/s]\n", | |
| "2019-03-22 16:15:06 DEBUG: E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "E step runs for 811.738 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 630.41it/s]\n", | |
| "2019-03-22 16:15:06 DEBUG: M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "M step runs for 150.893 sec\n", | |
| "2019-03-22 16:15:06 DEBUG: score calculating\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 21846.11it/s]\n", | |
| "2019-03-22 16:15:06 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:06 DEBUG: 0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "0.5527383215471273\n", | |
| "2019-03-22 16:15:06 DEBUG: stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "stop condition runs for 251.355 sec\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2552.30it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2860.33it/s]\n", | |
| "2019-03-22 16:15:07 DEBUG: E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "E step runs for 790.003 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 681.38it/s]\n", | |
| "2019-03-22 16:15:07 DEBUG: M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "M step runs for 148.701 sec\n", | |
| "2019-03-22 16:15:07 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 21082.53it/s]\n", | |
| "2019-03-22 16:15:08 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:08 DEBUG: 0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "0.5553883346247214\n", | |
| "2019-03-22 16:15:08 DEBUG: stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "stop condition runs for 248.778 sec\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2608.60it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 1950.05it/s]\n", | |
| "2019-03-22 16:15:09 DEBUG: E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "E step runs for 840.352 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 564.20it/s]\n", | |
| "2019-03-22 16:15:09 DEBUG: M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "M step runs for 256.692 sec\n", | |
| "2019-03-22 16:15:09 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 18627.59it/s]\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "2019-03-22 16:15:09 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:09 DEBUG: 0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "0.5568937242677592\n", | |
| "2019-03-22 16:15:09 DEBUG: stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "stop condition runs for 274.148 sec\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 2307.03it/s]\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 2623.01it/s]\n", | |
| "2019-03-22 16:15:10 DEBUG: E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "E step runs for 925.63 sec\n", | |
| "100%|██████████| 46/46 [00:00<00:00, 624.37it/s]\n", | |
| "2019-03-22 16:15:10 DEBUG: M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "M step runs for 147.463 sec\n", | |
| "2019-03-22 16:15:10 DEBUG: score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "score calculating\n", | |
| "100%|██████████| 1167/1167 [00:00<00:00, 18088.58it/s]\n", | |
| "2019-03-22 16:15:11 DEBUG: score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "score calculated.\n", | |
| "2019-03-22 16:15:11 DEBUG: 0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "0.5576540854430607\n", | |
| "2019-03-22 16:15:11 INFO: EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "EM converged at iteration 5.\n", | |
| "2019-03-22 16:15:11 DEBUG: stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "stop condition runs for 314.532 sec\n", | |
| "2019-03-22 16:15:11 INFO: parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "parameter estimated\n", | |
| "2019-03-22 16:15:11 INFO: parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n", | |
| "parameter retrieved\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "iter_result = dict()\n", | |
| "\n", | |
| "\n", | |
| "for r in range(5):\n", | |
| " evaluation_set = fitting_folds[r]\n", | |
| "\n", | |
| " training_set = fitting_folds.copy()\n", | |
| " training_set.remove(evaluation_set)\n", | |
| " training_set = [item for sublist in training_set for item in sublist]\\\n", | |
| "\n", | |
| " f_training_set, f_ct = convert_item_id(training_set) \n", | |
| "\n", | |
| " ## 训练集拟合\n", | |
| " fitting_item_param, fitting_user_param = irt(f_training_set, theta_bnds = [-6,6], alpha_bnds=[0.01,2], beta_bnds = [-6,6])\n", | |
| "\n", | |
| " ## 验证集用户 theta 计算\n", | |
| " evaluation_users = set([t[0] for t in evaluation_set])\n", | |
| " user_count = 0.\n", | |
| " error_sum = 0.\n", | |
| " for u in evaluation_users:\n", | |
| " if u in user_param:\n", | |
| " cur_log = [t for t in evaluation_set if t[0] == u and int(t[1]) in f_ct]\n", | |
| " cur_theta = estimate_user_theta(cur_log, f_ct, fitting_item_param)\n", | |
| " # clamp to training setting\n", | |
| " cur_theta = min(max(cur_theta, -6), 6)\n", | |
| " ori_theta = user_param[u]\n", | |
| " iter_result[u] = [r, ori_theta, cur_theta, abs(ori_theta-cur_theta)]\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Step 3 - 计算误差" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 248, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "errors = [t[3] for t in iter_result.values()]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 250, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0.8849295163992477" | |
| ] | |
| }, | |
| "execution_count": 250, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "np.mean(errors)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 260, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(array([305., 269., 222., 155., 90., 82., 58., 56., 36., 21., 13.,\n", | |
| " 12., 5., 4., 1., 2., 2., 1., 0., 0.]),\n", | |
| " array([0. , 0.15, 0.3 , 0.45, 0.6 , 0.75, 0.9 , 1.05, 1.2 , 1.35, 1.5 ,\n", | |
| " 1.65, 1.8 , 1.95, 2.1 , 2.25, 2.4 , 2.55, 2.7 , 2.85, 3. ]),\n", | |
| " <a list of 20 Patch objects>)" | |
| ] | |
| }, | |
| "execution_count": 260, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x1a1709d940>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "\n", | |
| "import matplotlib\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "plt.hist(errors, range=[0,3], bins=20, align='mid')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python [default]", | |
| "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": "3.5.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment