update

compile-results.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -11,10 +11,10 @@
      "text": [
       "Defaulting to user installation because normal site-packages is not writeable\n",
       "Requirement already satisfied: pandas in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (2.2.0)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
       "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
       "Requirement already satisfied: numpy<2,>=1.22.4 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (1.26.1)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n",
       "Requirement already satisfied: six>=1.5 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from python-dateutil>=2.8.2->pandas) (1.15.0)\n",
       "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n",
       "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
@@ -36,14 +36,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 2560 results.json files\n"
+      "Found 2860 results.json files\n"
      ]
     }
    ],
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [
     {
@@ -156,16 +156,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Found 44 models\n",
+      "Found 50 models\n",
       "Models: \n",
-      "['mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf']\n",
+      "['mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'google/flan-t5-base', 'google/gemma-2b', 'google/gemma-2b-it', 'google/gemma-7b', 'google/gemma-7b-it', 'google/flan-t5-large', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf']\n",
       "Saved to compiled-lm-eval-results.json\n"
      ]
     }
@@ -199,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [
     {
@@ -321,6 +321,54 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
+       "      <td>google/flan-t5-base</td>\n",
+       "      <td>0.510909</td>\n",
+       "      <td>0.006743</td>\n",
+       "      <td>0.510909</td>\n",
+       "      <td>0.006743</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>google/gemma-2b</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>google/gemma-2b-it</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>google/gemma-7b</td>\n",
+       "      <td>0.517636</td>\n",
+       "      <td>0.006740</td>\n",
+       "      <td>0.517636</td>\n",
+       "      <td>0.006740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>google/gemma-7b-it</td>\n",
+       "      <td>0.517455</td>\n",
+       "      <td>0.006742</td>\n",
+       "      <td>0.517455</td>\n",
+       "      <td>0.006742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>google/flan-t5-large</td>\n",
+       "      <td>0.510545</td>\n",
+       "      <td>0.006743</td>\n",
+       "      <td>0.510545</td>\n",
+       "      <td>0.006743</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
        "      <td>microsoft/phi-1_5</td>\n",
        "      <td>0.521636</td>\n",
        "      <td>0.026198</td>\n",
@@ -328,7 +376,7 @@
        "      <td>0.026198</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
+       "      <th>18</th>\n",
        "      <td>microsoft/phi-2</td>\n",
        "      <td>0.512182</td>\n",
        "      <td>0.029742</td>\n",
@@ -336,7 +384,7 @@
        "      <td>0.029742</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>19</th>\n",
        "      <td>microsoft/phi-1</td>\n",
        "      <td>0.517636</td>\n",
        "      <td>0.029612</td>\n",
@@ -344,7 +392,7 @@
        "      <td>0.029612</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>20</th>\n",
        "      <td>allenai/OLMo-7B</td>\n",
        "      <td>0.537818</td>\n",
        "      <td>0.034147</td>\n",
@@ -352,7 +400,7 @@
        "      <td>0.034147</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>21</th>\n",
        "      <td>TinyLlama/TinyLlama-1.1B-intermediate-step-143...</td>\n",
        "      <td>0.529273</td>\n",
        "      <td>0.029316</td>\n",
@@ -360,7 +408,7 @@
        "      <td>0.029316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>22</th>\n",
        "      <td>TinyLlama/TinyLlama-1.1B-Chat-v1.0</td>\n",
        "      <td>0.528909</td>\n",
        "      <td>0.031702</td>\n",
@@ -368,23 +416,23 @@
        "      <td>0.031702</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>23</th>\n",
        "      <td>RWKV/rwkv-5-world-1b5</td>\n",
-       "      <td>0.578909</td>\n",
-       "      <td>0.045103</td>\n",
-       "      <td>0.578909</td>\n",
-       "      <td>0.045103</td>\n",
+       "      <td>0.579636</td>\n",
+       "      <td>0.044978</td>\n",
+       "      <td>0.579636</td>\n",
+       "      <td>0.044978</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>24</th>\n",
        "      <td>RWKV/rwkv-5-world-3b</td>\n",
-       "      <td>0.590182</td>\n",
-       "      <td>0.056241</td>\n",
-       "      <td>0.590182</td>\n",
-       "      <td>0.056241</td>\n",
+       "      <td>0.590000</td>\n",
+       "      <td>0.057252</td>\n",
+       "      <td>0.590000</td>\n",
+       "      <td>0.057252</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>25</th>\n",
        "      <td>RWKV/rwkv-4-world-3b</td>\n",
        "      <td>0.575455</td>\n",
        "      <td>0.040977</td>\n",
@@ -392,7 +440,7 @@
        "      <td>0.040977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>26</th>\n",
        "      <td>RWKV/rwkv-4-world-1b5</td>\n",
        "      <td>0.554000</td>\n",
        "      <td>0.039406</td>\n",
@@ -400,15 +448,15 @@
        "      <td>0.039406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>27</th>\n",
        "      <td>RWKV/v5-Eagle-7B-HF</td>\n",
-       "      <td>0.621818</td>\n",
-       "      <td>0.068986</td>\n",
-       "      <td>0.621818</td>\n",
-       "      <td>0.068986</td>\n",
+       "      <td>0.622364</td>\n",
+       "      <td>0.070563</td>\n",
+       "      <td>0.622364</td>\n",
+       "      <td>0.070563</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>28</th>\n",
        "      <td>RWKV/rwkv-4-world-7b</td>\n",
        "      <td>0.601455</td>\n",
        "      <td>0.053116</td>\n",
@@ -416,7 +464,7 @@
        "      <td>0.053116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>29</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Base</td>\n",
        "      <td>0.525455</td>\n",
        "      <td>0.036407</td>\n",
@@ -424,7 +472,7 @@
        "      <td>0.036407</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>30</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Instruct</td>\n",
        "      <td>0.528545</td>\n",
        "      <td>0.036470</td>\n",
@@ -432,7 +480,7 @@
        "      <td>0.036470</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>31</th>\n",
        "      <td>togethercomputer/RedPajama-INCITE-7B-Chat</td>\n",
        "      <td>0.535455</td>\n",
        "      <td>0.038723</td>\n",
@@ -440,7 +488,7 @@
        "      <td>0.038723</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>32</th>\n",
        "      <td>facebook/opt-2.7b</td>\n",
        "      <td>0.521818</td>\n",
        "      <td>0.029821</td>\n",
@@ -448,7 +496,7 @@
        "      <td>0.029821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>33</th>\n",
        "      <td>facebook/opt-6.7b</td>\n",
        "      <td>0.522909</td>\n",
        "      <td>0.027216</td>\n",
@@ -456,7 +504,7 @@
        "      <td>0.027216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>34</th>\n",
        "      <td>facebook/opt-1.3b</td>\n",
        "      <td>0.521818</td>\n",
        "      <td>0.029112</td>\n",
@@ -464,7 +512,7 @@
        "      <td>0.029112</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
+       "      <th>35</th>\n",
        "      <td>tiiuae/falcon-7b-instruct</td>\n",
        "      <td>0.536727</td>\n",
        "      <td>0.053430</td>\n",
@@ -472,7 +520,7 @@
        "      <td>0.053430</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30</th>\n",
+       "      <th>36</th>\n",
        "      <td>tiiuae/falcon-rw-1b</td>\n",
        "      <td>0.522545</td>\n",
        "      <td>0.029446</td>\n",
@@ -480,7 +528,7 @@
        "      <td>0.029446</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>31</th>\n",
+       "      <th>37</th>\n",
        "      <td>tiiuae/falcon-rw-7b</td>\n",
        "      <td>0.535818</td>\n",
        "      <td>0.033185</td>\n",
@@ -488,7 +536,7 @@
        "      <td>0.033185</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>32</th>\n",
+       "      <th>38</th>\n",
        "      <td>tiiuae/falcon-7b</td>\n",
        "      <td>0.559636</td>\n",
        "      <td>0.071650</td>\n",
@@ -496,7 +544,7 @@
        "      <td>0.071650</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>33</th>\n",
+       "      <th>39</th>\n",
        "      <td>huggyllama/llama-7b</td>\n",
        "      <td>0.541818</td>\n",
        "      <td>0.040718</td>\n",
@@ -504,7 +552,7 @@
        "      <td>0.040718</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>34</th>\n",
+       "      <th>40</th>\n",
        "      <td>meta-llama/Llama-2-7b-chat-hf</td>\n",
        "      <td>0.559818</td>\n",
        "      <td>0.054954</td>\n",
@@ -512,7 +560,7 @@
        "      <td>0.054954</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>35</th>\n",
+       "      <th>41</th>\n",
        "      <td>meta-llama/Llama-2-7b-hf</td>\n",
        "      <td>0.566727</td>\n",
        "      <td>0.052515</td>\n",
@@ -536,31 +584,37 @@
        "8                              EleutherAI/pythia-1.4b  0.526545   \n",
        "9                                 EleutherAI/gpt-j-6b  0.544182   \n",
        "10                             EleutherAI/pythia-6.9b  0.540545   \n",
-       "11                                  microsoft/phi-1_5  0.521636   \n",
-       "12                                    microsoft/phi-2  0.512182   \n",
-       "13                                    microsoft/phi-1  0.517636   \n",
-       "14                                    allenai/OLMo-7B  0.537818   \n",
-       "15  TinyLlama/TinyLlama-1.1B-intermediate-step-143...  0.529273   \n",
-       "16                 TinyLlama/TinyLlama-1.1B-Chat-v1.0  0.528909   \n",
-       "17                              RWKV/rwkv-5-world-1b5  0.578909   \n",
-       "18                               RWKV/rwkv-5-world-3b  0.590182   \n",
-       "19                               RWKV/rwkv-4-world-3b  0.575455   \n",
-       "20                              RWKV/rwkv-4-world-1b5  0.554000   \n",
-       "21                                RWKV/v5-Eagle-7B-HF  0.621818   \n",
-       "22                               RWKV/rwkv-4-world-7b  0.601455   \n",
-       "23          togethercomputer/RedPajama-INCITE-7B-Base  0.525455   \n",
-       "24      togethercomputer/RedPajama-INCITE-7B-Instruct  0.528545   \n",
-       "25          togethercomputer/RedPajama-INCITE-7B-Chat  0.535455   \n",
-       "26                                  facebook/opt-2.7b  0.521818   \n",
-       "27                                  facebook/opt-6.7b  0.522909   \n",
-       "28                                  facebook/opt-1.3b  0.521818   \n",
-       "29                          tiiuae/falcon-7b-instruct  0.536727   \n",
-       "30                                tiiuae/falcon-rw-1b  0.522545   \n",
-       "31                                tiiuae/falcon-rw-7b  0.535818   \n",
-       "32                                   tiiuae/falcon-7b  0.559636   \n",
-       "33                                huggyllama/llama-7b  0.541818   \n",
-       "34                      meta-llama/Llama-2-7b-chat-hf  0.559818   \n",
-       "35                           meta-llama/Llama-2-7b-hf  0.566727   \n",
+       "11                                google/flan-t5-base  0.510909   \n",
+       "12                                    google/gemma-2b  0.000000   \n",
+       "13                                 google/gemma-2b-it  0.000000   \n",
+       "14                                    google/gemma-7b  0.517636   \n",
+       "15                                 google/gemma-7b-it  0.517455   \n",
+       "16                               google/flan-t5-large  0.510545   \n",
+       "17                                  microsoft/phi-1_5  0.521636   \n",
+       "18                                    microsoft/phi-2  0.512182   \n",
+       "19                                    microsoft/phi-1  0.517636   \n",
+       "20                                    allenai/OLMo-7B  0.537818   \n",
+       "21  TinyLlama/TinyLlama-1.1B-intermediate-step-143...  0.529273   \n",
+       "22                 TinyLlama/TinyLlama-1.1B-Chat-v1.0  0.528909   \n",
+       "23                              RWKV/rwkv-5-world-1b5  0.579636   \n",
+       "24                               RWKV/rwkv-5-world-3b  0.590000   \n",
+       "25                               RWKV/rwkv-4-world-3b  0.575455   \n",
+       "26                              RWKV/rwkv-4-world-1b5  0.554000   \n",
+       "27                                RWKV/v5-Eagle-7B-HF  0.622364   \n",
+       "28                               RWKV/rwkv-4-world-7b  0.601455   \n",
+       "29          togethercomputer/RedPajama-INCITE-7B-Base  0.525455   \n",
+       "30      togethercomputer/RedPajama-INCITE-7B-Instruct  0.528545   \n",
+       "31          togethercomputer/RedPajama-INCITE-7B-Chat  0.535455   \n",
+       "32                                  facebook/opt-2.7b  0.521818   \n",
+       "33                                  facebook/opt-6.7b  0.522909   \n",
+       "34                                  facebook/opt-1.3b  0.521818   \n",
+       "35                          tiiuae/falcon-7b-instruct  0.536727   \n",
+       "36                                tiiuae/falcon-rw-1b  0.522545   \n",
+       "37                                tiiuae/falcon-rw-7b  0.535818   \n",
+       "38                                   tiiuae/falcon-7b  0.559636   \n",
+       "39                                huggyllama/llama-7b  0.541818   \n",
+       "40                      meta-llama/Llama-2-7b-chat-hf  0.559818   \n",
+       "41                           meta-llama/Llama-2-7b-hf  0.566727   \n",
        "\n",
        "    avg_acc_stderr  xcopa (acc)  xcopa (acc_stderr)  \n",
        "0         0.053879     0.559455            0.053879  \n",
@@ -574,34 +628,40 @@
        "8         0.027441     0.526545            0.027441  \n",
        "9         0.034404     0.544182            0.034404  \n",
        "10        0.029689     0.540545            0.029689  \n",
-       "11        0.026198     0.521636            0.026198  \n",
-       "12        0.029742     0.512182            0.029742  \n",
-       "13        0.029612     0.517636            0.029612  \n",
-       "14        0.034147     0.537818            0.034147  \n",
-       "15        0.029316     0.529273            0.029316  \n",
-       "16        0.031702     0.528909            0.031702  \n",
-       "17        0.045103     0.578909            0.045103  \n",
-       "18        0.056241     0.590182            0.056241  \n",
-       "19        0.040977     0.575455            0.040977  \n",
-       "20        0.039406     0.554000            0.039406  \n",
-       "21        0.068986     0.621818            0.068986  \n",
-       "22        0.053116     0.601455            0.053116  \n",
-       "23        0.036407     0.525455            0.036407  \n",
-       "24        0.036470     0.528545            0.036470  \n",
-       "25        0.038723     0.535455            0.038723  \n",
-       "26        0.029821     0.521818            0.029821  \n",
-       "27        0.027216     0.522909            0.027216  \n",
-       "28        0.029112     0.521818            0.029112  \n",
-       "29        0.053430     0.536727            0.053430  \n",
-       "30        0.029446     0.522545            0.029446  \n",
-       "31        0.033185     0.535818            0.033185  \n",
-       "32        0.071650     0.559636            0.071650  \n",
-       "33        0.040718     0.541818            0.040718  \n",
-       "34        0.054954     0.559818            0.054954  \n",
-       "35        0.052515     0.566727            0.052515  "
+       "11        0.006743     0.510909            0.006743  \n",
+       "12        0.000000          NaN                 NaN  \n",
+       "13        0.000000          NaN                 NaN  \n",
+       "14        0.006740     0.517636            0.006740  \n",
+       "15        0.006742     0.517455            0.006742  \n",
+       "16        0.006743     0.510545            0.006743  \n",
+       "17        0.026198     0.521636            0.026198  \n",
+       "18        0.029742     0.512182            0.029742  \n",
+       "19        0.029612     0.517636            0.029612  \n",
+       "20        0.034147     0.537818            0.034147  \n",
+       "21        0.029316     0.529273            0.029316  \n",
+       "22        0.031702     0.528909            0.031702  \n",
+       "23        0.044978     0.579636            0.044978  \n",
+       "24        0.057252     0.590000            0.057252  \n",
+       "25        0.040977     0.575455            0.040977  \n",
+       "26        0.039406     0.554000            0.039406  \n",
+       "27        0.070563     0.622364            0.070563  \n",
+       "28        0.053116     0.601455            0.053116  \n",
+       "29        0.036407     0.525455            0.036407  \n",
+       "30        0.036470     0.528545            0.036470  \n",
+       "31        0.038723     0.535455            0.038723  \n",
+       "32        0.029821     0.521818            0.029821  \n",
+       "33        0.027216     0.522909            0.027216  \n",
+       "34        0.029112     0.521818            0.029112  \n",
+       "35        0.053430     0.536727            0.053430  \n",
+       "36        0.029446     0.522545            0.029446  \n",
+       "37        0.033185     0.535818            0.033185  \n",
+       "38        0.071650     0.559636            0.071650  \n",
+       "39        0.040718     0.541818            0.040718  \n",
+       "40        0.054954     0.559818            0.054954  \n",
+       "41        0.052515     0.566727            0.052515  "
       ]
      },
-     "execution_count": 66,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -791,27 +851,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "total 14936\n",
-      "-rw-r--r--@ 1 picocreator  staff   930K Feb 26 01:25 bf16-all-results-and-groups.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    60K Feb 26 01:25 bf16-eng-focus.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   847K Feb 26 01:25 bf16-eng-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    72K Feb 26 01:25 bf16-eng-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    86K Feb 26 01:25 bf16-multilang-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    12K Feb 26 01:25 bf16-multilang-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    60K Feb 26 01:25 bf16-sorted-eng-focus.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   847K Feb 26 01:25 bf16-sorted-eng-results.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    72K Feb 26 01:25 bf16-sorted-eng-summary.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff    12K Feb 26 01:25 bf16-sorted-multilang-summary.csv\n",
-      "-rw-r--r--  1 picocreator  staff   3.7M Feb 26 01:25 compiled-lm-eval-results.json\n",
-      "-rw-r--r--  1 picocreator  staff    13K Feb 26 01:25 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
-      "-rw-r--r--@ 1 picocreator  staff   3.8K Feb 26 01:25 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
+      "total 17392\n",
+      "-rw-r--r--@ 1 picocreator  staff   1.0M Feb 27 00:57 bf16-all-results-and-groups.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    64K Feb 27 00:57 bf16-eng-focus.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   920K Feb 27 00:57 bf16-eng-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    77K Feb 27 00:57 bf16-eng-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    96K Feb 27 00:57 bf16-multilang-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    14K Feb 27 00:57 bf16-multilang-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    64K Feb 27 00:57 bf16-sorted-eng-focus.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   920K Feb 27 00:57 bf16-sorted-eng-results.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    77K Feb 27 00:57 bf16-sorted-eng-summary.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff    14K Feb 27 00:57 bf16-sorted-multilang-summary.csv\n",
+      "-rw-r--r--  1 picocreator  staff   4.2M Feb 27 00:57 compiled-lm-eval-results.json\n",
+      "-rw-r--r--@ 1 picocreator  staff    19K Feb 27 00:57 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
+      "-rw-r--r--@ 1 picocreator  staff   3.8K Feb 27 00:57 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
      ]
     }
    ],
@@ -856,8 +916,8 @@
     "eng_grp_sorted.to_csv('summary/bf16-sorted-eng-summary.csv', index=False)\n",
     "\n",
     "# English focused subset\n",
-    "eng_focus_tGrps=[\"anli\", \"glue\", \"truthfulqa\", \"lambada\", \"cmmlu\", \"pythia\", \"mmlu\",    \"blimp\", \"trivaqa\", \"record\", \"np_open\", \"piqa\", \"copa\", \"sciq\"]\n",
-    "eng_focus_tTest=[\"blimp\", \"arc_*\", \"logiqa\", \"winogrande\", \"openbookqa\", \"hellaswag\",   \"blimp\", \"trivaqa\", \"record\", \"np_open\", \"piqa\", \"copa\", \"sciq\"]\n",
+    "eng_focus_tGrps=[\"anli\", \"glue\", \"truthfulqa\", \"lambada\", \"cmmlu\", \"pythia\", \"mmlu\",    \"blimp\", \"record\", \"np_open\", \"piqa\", \"copa\", \"sciq\"]\n",
+    "eng_focus_tTest=[\"blimp\", \"arc_*\", \"logiqa\", \"winogrande\", \"openbookqa\", \"hellaswag\",   \"blimp\", \"record\", \"np_open\", \"piqa\", \"copa\", \"sciq\"]\n",
     "eng_focus = generate_result_table( inConfig = { \"dtype\": \"bfloat16\" }, inGroups=eng_focus_tGrps, inResults=eng_focus_tTest )\n",
     "eng_focus_sorted = generate_result_table( inConfig = { \"dtype\": \"bfloat16\" }, inGroups=eng_focus_tGrps, inResults=eng_focus_tTest, sort=True )\n",
     "eng_focus.to_csv('summary/bf16-eng-focus.csv', index=False)\n",

summary/compiled-lm-eval-results.json

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