hynky HF staff commited on
Commit
d819574
1 Parent(s): 8497e4d

nice synthetic_datat + aside spacing + orderiing of dropdown

Browse files
assets/data/plots/stats/lines_chars.json CHANGED
@@ -1 +1 @@
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@@ -689,7 +689,12 @@
689
  not contain any of these phrases), but assuming that the amount of synthetic data were to not change across
690
  crawls, one would expect these frequencies to remain approximately constant over time.</p>
691
  <p>The results are shown in the following plot:</p>
692
- <figure><img src="assets/images/synthetic-data.png"/></figure>
 
 
 
 
 
693
  <p>While the frequency remained approximately constant until
694
  2023-14 (ChatGPT was released at the end of 2022), we find a steep increase of our proxy metric
695
  in recent crawls. While this simple test is not enough to conclude that ChatGPT completions and other synthetic data is improving the quality of the most recent crawl, it at the very least does not seem to drastically harm it.</p>
 
689
  not contain any of these phrases), but assuming that the amount of synthetic data were to not change across
690
  crawls, one would expect these frequencies to remain approximately constant over time.</p>
691
  <p>The results are shown in the following plot:</p>
692
+ <div class="main-plot-container l-page-outset">
693
+ <figure>
694
+ <img src="assets/images/synth_data_contamination.png">
695
+ </figure>
696
+ <div id="plot-synth_data_contamination"></div>
697
+ </div>
698
  <p>While the frequency remained approximately constant until
699
  2023-14 (ChatGPT was released at the end of 2022), we find a steep increase of our proxy metric
700
  in recent crawls. While this simple test is not enough to conclude that ChatGPT completions and other synthetic data is improving the quality of the most recent crawl, it at the very least does not seem to drastically harm it.</p>
dist/main.bundle.js CHANGED
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dist/main.bundle.js.map CHANGED
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dist/style.css CHANGED
@@ -242,6 +242,16 @@ d-contents nav > div > a {
242
  font-weight: 600;
243
  }
244
 
 
 
 
 
 
 
 
 
 
 
245
  d-contents nav > div > a:hover,
246
  d-contents nav > ul > li > a:hover {
247
  text-decoration: none;
 
242
  font-weight: 600;
243
  }
244
 
245
+ d-article aside {
246
+ margin-bottom: 1em;
247
+ }
248
+
249
+ @media (min-width: 768px) {
250
+ d-article aside {
251
+ margin-bottom: 0;
252
+ }
253
+ }
254
+
255
  d-contents nav > div > a:hover,
256
  d-contents nav > ul > li > a:hover {
257
  text-decoration: none;
notebooks/ablation_fw_edu.ipynb CHANGED
@@ -9,9 +9,18 @@
9
  },
10
  {
11
  "cell_type": "code",
12
- "execution_count": 56,
13
  "metadata": {},
14
- "outputs": [],
 
 
 
 
 
 
 
 
 
15
  "source": [
16
  "import os\n",
17
  "import itertools\n",
@@ -26,7 +35,7 @@
26
  },
27
  {
28
  "cell_type": "code",
29
- "execution_count": 57,
30
  "metadata": {},
31
  "outputs": [],
32
  "source": [
@@ -560,7 +569,7 @@
560
  },
561
  {
562
  "cell_type": "code",
563
- "execution_count": 58,
564
  "metadata": {},
565
  "outputs": [
566
  {
@@ -585,6 +594,7 @@
585
  " <tr style=\"text-align: right;\">\n",
586
  " <th></th>\n",
587
  " <th>runname</th>\n",
 
588
  " <th>steps</th>\n",
589
  " <th>agg_score</th>\n",
590
  " <th>commonsense_qa/acc</th>\n",
@@ -593,12 +603,13 @@
593
  " <th>hellaswag/acc_norm</th>\n",
594
  " <th>openbookqa/acc</th>\n",
595
  " <th>openbookqa/acc_norm</th>\n",
596
- " <th>piqa/acc</th>\n",
597
- " <th>piqa/acc_norm</th>\n",
598
  " <th>siqa/acc</th>\n",
599
  " <th>siqa/acc_norm</th>\n",
600
  " <th>winogrande/acc</th>\n",
601
  " <th>winogrande/acc_norm</th>\n",
 
 
602
  " <th>arc/acc</th>\n",
603
  " <th>arc/acc_norm</th>\n",
604
  " <th>mmlu/acc</th>\n",
@@ -609,6 +620,7 @@
609
  " <tr>\n",
610
  " <th>0</th>\n",
611
  " <td>FineWeb-Edu</td>\n",
 
612
  " <td>2000</td>\n",
613
  " <td>0.390326</td>\n",
614
  " <td>0.284</td>\n",
@@ -617,12 +629,13 @@
617
  " <td>0.325</td>\n",
618
  " <td>0.164</td>\n",
619
  " <td>0.296</td>\n",
620
- " <td>0.623</td>\n",
621
- " <td>0.632</td>\n",
622
  " <td>0.362</td>\n",
623
  " <td>0.406</td>\n",
624
  " <td>0.511</td>\n",
625
  " <td>0.511</td>\n",
 
 
626
  " <td>0.3795</td>\n",
627
  " <td>0.3850</td>\n",
628
  " <td>0.265997</td>\n",
@@ -631,6 +644,7 @@
631
  " <tr>\n",
632
  " <th>1</th>\n",
633
  " <td>FineWeb-Edu</td>\n",
 
634
  " <td>4000</td>\n",
635
  " <td>0.414680</td>\n",
636
  " <td>0.322</td>\n",
@@ -639,12 +653,13 @@
639
  " <td>0.395</td>\n",
640
  " <td>0.196</td>\n",
641
  " <td>0.320</td>\n",
642
- " <td>0.656</td>\n",
643
- " <td>0.688</td>\n",
644
  " <td>0.371</td>\n",
645
  " <td>0.388</td>\n",
646
  " <td>0.518</td>\n",
647
  " <td>0.495</td>\n",
 
 
648
  " <td>0.4215</td>\n",
649
  " <td>0.4285</td>\n",
650
  " <td>0.274401</td>\n",
@@ -653,6 +668,7 @@
653
  " <tr>\n",
654
  " <th>2</th>\n",
655
  " <td>FineWeb-Edu</td>\n",
 
656
  " <td>6000</td>\n",
657
  " <td>0.428390</td>\n",
658
  " <td>0.319</td>\n",
@@ -661,12 +677,13 @@
661
  " <td>0.431</td>\n",
662
  " <td>0.202</td>\n",
663
  " <td>0.352</td>\n",
664
- " <td>0.660</td>\n",
665
- " <td>0.670</td>\n",
666
  " <td>0.373</td>\n",
667
  " <td>0.392</td>\n",
668
  " <td>0.520</td>\n",
669
  " <td>0.519</td>\n",
 
 
670
  " <td>0.4315</td>\n",
671
  " <td>0.4460</td>\n",
672
  " <td>0.288591</td>\n",
@@ -675,6 +692,7 @@
675
  " <tr>\n",
676
  " <th>3</th>\n",
677
  " <td>FineWeb-Edu</td>\n",
 
678
  " <td>8000</td>\n",
679
  " <td>0.443615</td>\n",
680
  " <td>0.340</td>\n",
@@ -683,12 +701,13 @@
683
  " <td>0.463</td>\n",
684
  " <td>0.204</td>\n",
685
  " <td>0.360</td>\n",
686
- " <td>0.681</td>\n",
687
- " <td>0.700</td>\n",
688
  " <td>0.384</td>\n",
689
  " <td>0.404</td>\n",
690
  " <td>0.517</td>\n",
691
  " <td>0.517</td>\n",
 
 
692
  " <td>0.4630</td>\n",
693
  " <td>0.4790</td>\n",
694
  " <td>0.299186</td>\n",
@@ -697,6 +716,7 @@
697
  " <tr>\n",
698
  " <th>4</th>\n",
699
  " <td>FineWeb-Edu</td>\n",
 
700
  " <td>10000</td>\n",
701
  " <td>0.441457</td>\n",
702
  " <td>0.346</td>\n",
@@ -705,12 +725,13 @@
705
  " <td>0.454</td>\n",
706
  " <td>0.222</td>\n",
707
  " <td>0.364</td>\n",
708
- " <td>0.690</td>\n",
709
- " <td>0.696</td>\n",
710
  " <td>0.366</td>\n",
711
  " <td>0.395</td>\n",
712
  " <td>0.514</td>\n",
713
  " <td>0.506</td>\n",
 
 
714
  " <td>0.4890</td>\n",
715
  " <td>0.4820</td>\n",
716
  " <td>0.302189</td>\n",
@@ -718,39 +739,49 @@
718
  " </tr>\n",
719
  " </tbody>\n",
720
  "</table>\n",
 
721
  "</div>"
722
  ],
723
  "text/plain": [
724
- " runname steps agg_score commonsense_qa/acc commonsense_qa/acc_norm \\\n",
725
- "0 FineWeb-Edu 2000 0.390326 0.284 0.283 \n",
726
- "1 FineWeb-Edu 4000 0.414680 0.322 0.307 \n",
727
- "2 FineWeb-Edu 6000 0.428390 0.319 0.311 \n",
728
- "3 FineWeb-Edu 8000 0.443615 0.340 0.311 \n",
729
- "4 FineWeb-Edu 10000 0.441457 0.346 0.317 \n",
730
  "\n",
731
- " hellaswag/acc hellaswag/acc_norm openbookqa/acc openbookqa/acc_norm \\\n",
732
- "0 0.314 0.325 0.164 0.296 \n",
733
- "1 0.343 0.395 0.196 0.320 \n",
734
- "2 0.372 0.431 0.202 0.352 \n",
735
- "3 0.379 0.463 0.204 0.360 \n",
736
- "4 0.390 0.454 0.222 0.364 \n",
737
  "\n",
738
- " piqa/acc piqa/acc_norm siqa/acc siqa/acc_norm winogrande/acc \\\n",
739
- "0 0.623 0.632 0.362 0.406 0.511 \n",
740
- "1 0.656 0.688 0.371 0.388 0.518 \n",
741
- "2 0.660 0.670 0.373 0.392 0.520 \n",
742
- "3 0.681 0.700 0.384 0.404 0.517 \n",
743
- "4 0.690 0.696 0.366 0.395 0.514 \n",
744
  "\n",
745
- " winogrande/acc_norm arc/acc arc/acc_norm mmlu/acc mmlu/acc_norm \n",
746
- "0 0.511 0.3795 0.3850 0.265997 0.284605 \n",
747
- "1 0.495 0.4215 0.4285 0.274401 0.295939 \n",
748
- "2 0.519 0.4315 0.4460 0.288591 0.306123 \n",
749
- "3 0.517 0.4630 0.4790 0.299186 0.314921 \n",
750
- "4 0.506 0.4890 0.4820 0.302189 0.317653 "
 
 
 
 
 
 
 
 
 
751
  ]
752
  },
753
- "execution_count": 58,
754
  "metadata": {},
755
  "output_type": "execute_result"
756
  }
@@ -764,13 +795,12 @@
764
  "# load FineWeb-Edu csv\n",
765
  "df_2 = pd.read_csv(\"./loubna-edu_fw_ablations_metrics.csv\")\n",
766
  "df_2['runname'] = df_2['runname'].replace('edu_fineweb_350b_tokens-seed-1', 'FineWeb-Edu', regex=True)\n",
767
- "df_2.drop([\"seed\", \"all/acc\", \"all/acc_norm\"], axis=1, inplace=True)\n",
768
  "df_2.head()"
769
  ]
770
  },
771
  {
772
  "cell_type": "code",
773
- "execution_count": 50,
774
  "metadata": {},
775
  "outputs": [
776
  {
@@ -805,9 +835,6 @@
805
  " <th>openbookqa/acc_norm</th>\n",
806
  " <th>piqa/acc</th>\n",
807
  " <th>...</th>\n",
808
- " <th>siqa/acc</th>\n",
809
- " <th>siqa/acc_norm</th>\n",
810
- " <th>winogrande/acc</th>\n",
811
  " <th>winogrande/acc_norm</th>\n",
812
  " <th>sciq/acc</th>\n",
813
  " <th>sciq/acc_norm</th>\n",
@@ -815,6 +842,9 @@
815
  " <th>arc/acc_norm</th>\n",
816
  " <th>mmlu/acc</th>\n",
817
  " <th>mmlu/acc_norm</th>\n",
 
 
 
818
  " </tr>\n",
819
  " </thead>\n",
820
  " <tbody>\n",
@@ -831,9 +861,6 @@
831
  " <td>0.418</td>\n",
832
  " <td>0.744</td>\n",
833
  " <td>...</td>\n",
834
- " <td>0.392</td>\n",
835
- " <td>0.402</td>\n",
836
- " <td>0.576</td>\n",
837
  " <td>0.575</td>\n",
838
  " <td>NaN</td>\n",
839
  " <td>NaN</td>\n",
@@ -841,6 +868,9 @@
841
  " <td>0.5725</td>\n",
842
  " <td>0.350226</td>\n",
843
  " <td>0.374533</td>\n",
 
 
 
844
  " </tr>\n",
845
  " <tr>\n",
846
  " <th>1254</th>\n",
@@ -855,9 +885,6 @@
855
  " <td>0.408</td>\n",
856
  " <td>0.747</td>\n",
857
  " <td>...</td>\n",
858
- " <td>0.390</td>\n",
859
- " <td>0.409</td>\n",
860
- " <td>0.572</td>\n",
861
  " <td>0.577</td>\n",
862
  " <td>NaN</td>\n",
863
  " <td>NaN</td>\n",
@@ -865,6 +892,9 @@
865
  " <td>0.5780</td>\n",
866
  " <td>0.348268</td>\n",
867
  " <td>0.372947</td>\n",
 
 
 
868
  " </tr>\n",
869
  " <tr>\n",
870
  " <th>1255</th>\n",
@@ -879,9 +909,6 @@
879
  " <td>0.408</td>\n",
880
  " <td>0.737</td>\n",
881
  " <td>...</td>\n",
882
- " <td>0.395</td>\n",
883
- " <td>0.406</td>\n",
884
- " <td>0.576</td>\n",
885
  " <td>0.580</td>\n",
886
  " <td>NaN</td>\n",
887
  " <td>NaN</td>\n",
@@ -889,6 +916,9 @@
889
  " <td>0.5715</td>\n",
890
  " <td>0.349943</td>\n",
891
  " <td>0.372246</td>\n",
 
 
 
892
  " </tr>\n",
893
  " <tr>\n",
894
  " <th>1256</th>\n",
@@ -903,9 +933,6 @@
903
  " <td>0.414</td>\n",
904
  " <td>0.740</td>\n",
905
  " <td>...</td>\n",
906
- " <td>0.401</td>\n",
907
- " <td>0.408</td>\n",
908
- " <td>0.575</td>\n",
909
  " <td>0.570</td>\n",
910
  " <td>NaN</td>\n",
911
  " <td>NaN</td>\n",
@@ -913,6 +940,9 @@
913
  " <td>0.5760</td>\n",
914
  " <td>0.352203</td>\n",
915
  " <td>0.373463</td>\n",
 
 
 
916
  " </tr>\n",
917
  " <tr>\n",
918
  " <th>1257</th>\n",
@@ -927,9 +957,6 @@
927
  " <td>0.418</td>\n",
928
  " <td>0.738</td>\n",
929
  " <td>...</td>\n",
930
- " <td>0.395</td>\n",
931
- " <td>0.404</td>\n",
932
- " <td>0.582</td>\n",
933
  " <td>0.578</td>\n",
934
  " <td>NaN</td>\n",
935
  " <td>NaN</td>\n",
@@ -937,10 +964,13 @@
937
  " <td>0.5735</td>\n",
938
  " <td>0.350671</td>\n",
939
  " <td>0.374453</td>\n",
 
 
 
940
  " </tr>\n",
941
  " </tbody>\n",
942
  "</table>\n",
943
- "<p>5 rows × 21 columns</p>\n",
944
  "</div>"
945
  ],
946
  "text/plain": [
@@ -958,31 +988,31 @@
958
  "1256 0.364 0.472 0.593 \n",
959
  "1257 0.362 0.472 0.597 \n",
960
  "\n",
961
- " openbookqa/acc openbookqa/acc_norm piqa/acc ... siqa/acc \\\n",
962
- "1253 0.282 0.418 0.744 ... 0.392 \n",
963
- "1254 0.288 0.408 0.747 ... 0.390 \n",
964
- "1255 0.276 0.408 0.737 ... 0.395 \n",
965
- "1256 0.282 0.414 0.740 ... 0.401 \n",
966
- "1257 0.290 0.418 0.738 ... 0.395 \n",
967
  "\n",
968
- " siqa/acc_norm winogrande/acc winogrande/acc_norm sciq/acc \\\n",
969
- "1253 0.402 0.576 0.575 NaN \n",
970
- "1254 0.409 0.572 0.577 NaN \n",
971
- "1255 0.406 0.576 0.580 NaN \n",
972
- "1256 0.408 0.575 0.570 NaN \n",
973
- "1257 0.404 0.582 0.578 NaN \n",
974
  "\n",
975
- " sciq/acc_norm arc/acc arc/acc_norm mmlu/acc mmlu/acc_norm \n",
976
- "1253 NaN 0.5670 0.5725 0.350226 0.374533 \n",
977
- "1254 NaN 0.5720 0.5780 0.348268 0.372947 \n",
978
- "1255 NaN 0.5635 0.5715 0.349943 0.372246 \n",
979
- "1256 NaN 0.5640 0.5760 0.352203 0.373463 \n",
980
- "1257 NaN 0.5670 0.5735 0.350671 0.374453 \n",
981
  "\n",
982
- "[5 rows x 21 columns]"
983
  ]
984
  },
985
- "execution_count": 50,
986
  "metadata": {},
987
  "output_type": "execute_result"
988
  }
@@ -1001,7 +1031,7 @@
1001
  },
1002
  {
1003
  "cell_type": "code",
1004
- "execution_count": 63,
1005
  "metadata": {},
1006
  "outputs": [
1007
  {
@@ -1042,7 +1072,7 @@
1042
  " <td>168</td>\n",
1043
  " </tr>\n",
1044
  " <tr>\n",
1045
- " <th>FineWeb</th>\n",
1046
  " <td>168</td>\n",
1047
  " </tr>\n",
1048
  " <tr>\n",
@@ -1070,19 +1100,19 @@
1070
  "</div>"
1071
  ],
1072
  "text/plain": [
1073
- " steps\n",
1074
- "runname \n",
1075
- "C4 168\n",
1076
- "Dolma 168\n",
1077
- "FineWeb 168\n",
1078
- "FineWeb-Edu 82\n",
1079
- "RedPajama2 168\n",
1080
- "RefinedWeb 168\n",
1081
- "SlimPajama 168\n",
1082
- "The Pile 168"
1083
  ]
1084
  },
1085
- "execution_count": 63,
1086
  "metadata": {},
1087
  "output_type": "execute_result"
1088
  }
@@ -1093,7 +1123,7 @@
1093
  },
1094
  {
1095
  "cell_type": "code",
1096
- "execution_count": 68,
1097
  "metadata": {},
1098
  "outputs": [],
1099
  "source": [
@@ -1104,7 +1134,7 @@
1104
  },
1105
  {
1106
  "cell_type": "code",
1107
- "execution_count": 71,
1108
  "metadata": {},
1109
  "outputs": [],
1110
  "source": [
@@ -1203,7 +1233,7 @@
1203
  },
1204
  {
1205
  "cell_type": "code",
1206
- "execution_count": 51,
1207
  "metadata": {},
1208
  "outputs": [
1209
  {
@@ -1314,6 +1344,7 @@
1314
  "\n",
1315
  "\n",
1316
  "metrics = [\n",
 
1317
  " \"mmlu/acc_norm\",\n",
1318
  " \"arc/acc_norm\",\n",
1319
  " \"openbookqa/acc_norm\",\n",
@@ -1734,15 +1765,15 @@
1734
  },
1735
  {
1736
  "cell_type": "code",
1737
- "execution_count": 24,
1738
  "metadata": {},
1739
  "outputs": [
1740
  {
1741
  "name": "stderr",
1742
  "output_type": "stream",
1743
  "text": [
1744
- "Fetching datafiles...: 100%|██████████| 4/4 [00:00<00:00, 21.68it/s]\n",
1745
- "Loading evals data...: 100%|██████████| 26/26 [00:04<00:00, 5.76it/s]"
1746
  ]
1747
  },
1748
  {
@@ -1779,7 +1810,7 @@
1779
  },
1780
  {
1781
  "cell_type": "code",
1782
- "execution_count": 25,
1783
  "metadata": {},
1784
  "outputs": [
1785
  {
@@ -1991,7 +2022,7 @@
1991
  "[5 rows x 22 columns]"
1992
  ]
1993
  },
1994
- "execution_count": 25,
1995
  "metadata": {},
1996
  "output_type": "execute_result"
1997
  }
@@ -2006,42 +2037,27 @@
2006
  },
2007
  {
2008
  "cell_type": "code",
2009
- "execution_count": 26,
2010
  "metadata": {},
2011
  "outputs": [
2012
  {
2013
  "data": {
2014
  "text/plain": [
2015
- "0 FW-Edu-threshold=4\n",
2016
- "0 FW-Edu-threshold=4\n",
2017
- "0 FW-Edu-threshold=4\n",
2018
- "0 FW-Edu-threshold=4\n",
2019
- "0 FW-Edu-threshold=4\n",
2020
- "0 FW-Edu-threshold=4\n",
2021
- "0 FW-Edu-threshold=4\n",
2022
- "0 FW-Edu-threshold=4\n",
2023
- "0 FW-Edu-threshold=3\n",
2024
- "0 FW-Edu-threshold=3\n",
2025
- "0 FW-Edu-threshold=3\n",
2026
- "0 FW-Edu-threshold=3\n",
2027
- "0 FW-Edu-threshold=3\n",
2028
- "0 FW-Edu-threshold=2\n",
2029
- "0 FW-Edu-threshold=2\n",
2030
- "0 FW-Edu-threshold=2\n",
2031
- "0 FW-Edu-threshold=2\n",
2032
- "0 FW-Edu-threshold=2\n",
2033
- "0 FineWeb (FW)\n",
2034
- "0 FineWeb (FW)\n",
2035
- "0 FineWeb (FW)\n",
2036
- "0 FineWeb (FW)\n",
2037
- "0 FineWeb (FW)\n",
2038
- "0 FineWeb (FW)\n",
2039
- "0 FineWeb (FW)\n",
2040
- "0 FineWeb (FW)\n",
2041
- "Name: runname, dtype: object"
2042
  ]
2043
  },
2044
- "execution_count": 26,
2045
  "metadata": {},
2046
  "output_type": "execute_result"
2047
  }
@@ -2059,7 +2075,7 @@
2059
  },
2060
  {
2061
  "cell_type": "code",
2062
- "execution_count": 34,
2063
  "metadata": {},
2064
  "outputs": [
2065
  {
@@ -2073,6 +2089,7 @@
2073
  "source": [
2074
  "\n",
2075
  "metrics = [\n",
 
2076
  " \"mmlu/acc_norm\",\n",
2077
  " \"arc/acc_norm\",\n",
2078
  " \"openbookqa/acc_norm\",\n",
 
9
  },
10
  {
11
  "cell_type": "code",
12
+ "execution_count": 1,
13
  "metadata": {},
14
+ "outputs": [
15
+ {
16
+ "name": "stderr",
17
+ "output_type": "stream",
18
+ "text": [
19
+ "/Users/hynky/.pyenv/versions/3.12.2/envs/datatrove/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
20
+ " from .autonotebook import tqdm as notebook_tqdm\n"
21
+ ]
22
+ }
23
+ ],
24
  "source": [
25
  "import os\n",
26
  "import itertools\n",
 
35
  },
36
  {
37
  "cell_type": "code",
38
+ "execution_count": 2,
39
  "metadata": {},
40
  "outputs": [],
41
  "source": [
 
569
  },
570
  {
571
  "cell_type": "code",
572
+ "execution_count": 14,
573
  "metadata": {},
574
  "outputs": [
575
  {
 
594
  " <tr style=\"text-align: right;\">\n",
595
  " <th></th>\n",
596
  " <th>runname</th>\n",
597
+ " <th>seed</th>\n",
598
  " <th>steps</th>\n",
599
  " <th>agg_score</th>\n",
600
  " <th>commonsense_qa/acc</th>\n",
 
603
  " <th>hellaswag/acc_norm</th>\n",
604
  " <th>openbookqa/acc</th>\n",
605
  " <th>openbookqa/acc_norm</th>\n",
606
+ " <th>...</th>\n",
 
607
  " <th>siqa/acc</th>\n",
608
  " <th>siqa/acc_norm</th>\n",
609
  " <th>winogrande/acc</th>\n",
610
  " <th>winogrande/acc_norm</th>\n",
611
+ " <th>all/acc</th>\n",
612
+ " <th>all/acc_norm</th>\n",
613
  " <th>arc/acc</th>\n",
614
  " <th>arc/acc_norm</th>\n",
615
  " <th>mmlu/acc</th>\n",
 
620
  " <tr>\n",
621
  " <th>0</th>\n",
622
  " <td>FineWeb-Edu</td>\n",
623
+ " <td>0</td>\n",
624
  " <td>2000</td>\n",
625
  " <td>0.390326</td>\n",
626
  " <td>0.284</td>\n",
 
629
  " <td>0.325</td>\n",
630
  " <td>0.164</td>\n",
631
  " <td>0.296</td>\n",
632
+ " <td>...</td>\n",
 
633
  " <td>0.362</td>\n",
634
  " <td>0.406</td>\n",
635
  " <td>0.511</td>\n",
636
  " <td>0.511</td>\n",
637
+ " <td>0.279674</td>\n",
638
+ " <td>0.299162</td>\n",
639
  " <td>0.3795</td>\n",
640
  " <td>0.3850</td>\n",
641
  " <td>0.265997</td>\n",
 
644
  " <tr>\n",
645
  " <th>1</th>\n",
646
  " <td>FineWeb-Edu</td>\n",
647
+ " <td>0</td>\n",
648
  " <td>4000</td>\n",
649
  " <td>0.414680</td>\n",
650
  " <td>0.322</td>\n",
 
653
  " <td>0.395</td>\n",
654
  " <td>0.196</td>\n",
655
  " <td>0.320</td>\n",
656
+ " <td>...</td>\n",
 
657
  " <td>0.371</td>\n",
658
  " <td>0.388</td>\n",
659
  " <td>0.518</td>\n",
660
  " <td>0.495</td>\n",
661
+ " <td>0.290613</td>\n",
662
+ " <td>0.312593</td>\n",
663
  " <td>0.4215</td>\n",
664
  " <td>0.4285</td>\n",
665
  " <td>0.274401</td>\n",
 
668
  " <tr>\n",
669
  " <th>2</th>\n",
670
  " <td>FineWeb-Edu</td>\n",
671
+ " <td>0</td>\n",
672
  " <td>6000</td>\n",
673
  " <td>0.428390</td>\n",
674
  " <td>0.319</td>\n",
 
677
  " <td>0.431</td>\n",
678
  " <td>0.202</td>\n",
679
  " <td>0.352</td>\n",
680
+ " <td>...</td>\n",
 
681
  " <td>0.373</td>\n",
682
  " <td>0.392</td>\n",
683
  " <td>0.520</td>\n",
684
  " <td>0.519</td>\n",
685
+ " <td>0.303980</td>\n",
686
+ " <td>0.323323</td>\n",
687
  " <td>0.4315</td>\n",
688
  " <td>0.4460</td>\n",
689
  " <td>0.288591</td>\n",
 
692
  " <tr>\n",
693
  " <th>3</th>\n",
694
  " <td>FineWeb-Edu</td>\n",
695
+ " <td>0</td>\n",
696
  " <td>8000</td>\n",
697
  " <td>0.443615</td>\n",
698
  " <td>0.340</td>\n",
 
701
  " <td>0.463</td>\n",
702
  " <td>0.204</td>\n",
703
  " <td>0.360</td>\n",
704
+ " <td>...</td>\n",
 
705
  " <td>0.384</td>\n",
706
  " <td>0.404</td>\n",
707
  " <td>0.517</td>\n",
708
  " <td>0.517</td>\n",
709
+ " <td>0.315148</td>\n",
710
+ " <td>0.333284</td>\n",
711
  " <td>0.4630</td>\n",
712
  " <td>0.4790</td>\n",
713
  " <td>0.299186</td>\n",
 
716
  " <tr>\n",
717
  " <th>4</th>\n",
718
  " <td>FineWeb-Edu</td>\n",
719
+ " <td>0</td>\n",
720
  " <td>10000</td>\n",
721
  " <td>0.441457</td>\n",
722
  " <td>0.346</td>\n",
 
725
  " <td>0.454</td>\n",
726
  " <td>0.222</td>\n",
727
  " <td>0.364</td>\n",
728
+ " <td>...</td>\n",
 
729
  " <td>0.366</td>\n",
730
  " <td>0.395</td>\n",
731
  " <td>0.514</td>\n",
732
  " <td>0.506</td>\n",
733
+ " <td>0.318935</td>\n",
734
+ " <td>0.335419</td>\n",
735
  " <td>0.4890</td>\n",
736
  " <td>0.4820</td>\n",
737
  " <td>0.302189</td>\n",
 
739
  " </tr>\n",
740
  " </tbody>\n",
741
  "</table>\n",
742
+ "<p>5 rows × 22 columns</p>\n",
743
  "</div>"
744
  ],
745
  "text/plain": [
746
+ " runname seed steps agg_score commonsense_qa/acc \\\n",
747
+ "0 FineWeb-Edu 0 2000 0.390326 0.284 \n",
748
+ "1 FineWeb-Edu 0 4000 0.414680 0.322 \n",
749
+ "2 FineWeb-Edu 0 6000 0.428390 0.319 \n",
750
+ "3 FineWeb-Edu 0 8000 0.443615 0.340 \n",
751
+ "4 FineWeb-Edu 0 10000 0.441457 0.346 \n",
752
  "\n",
753
+ " commonsense_qa/acc_norm hellaswag/acc hellaswag/acc_norm openbookqa/acc \\\n",
754
+ "0 0.283 0.314 0.325 0.164 \n",
755
+ "1 0.307 0.343 0.395 0.196 \n",
756
+ "2 0.311 0.372 0.431 0.202 \n",
757
+ "3 0.311 0.379 0.463 0.204 \n",
758
+ "4 0.317 0.390 0.454 0.222 \n",
759
  "\n",
760
+ " openbookqa/acc_norm ... siqa/acc siqa/acc_norm winogrande/acc \\\n",
761
+ "0 0.296 ... 0.362 0.406 0.511 \n",
762
+ "1 0.320 ... 0.371 0.388 0.518 \n",
763
+ "2 0.352 ... 0.373 0.392 0.520 \n",
764
+ "3 0.360 ... 0.384 0.404 0.517 \n",
765
+ "4 0.364 ... 0.366 0.395 0.514 \n",
766
  "\n",
767
+ " winogrande/acc_norm all/acc all/acc_norm arc/acc arc/acc_norm \\\n",
768
+ "0 0.511 0.279674 0.299162 0.3795 0.3850 \n",
769
+ "1 0.495 0.290613 0.312593 0.4215 0.4285 \n",
770
+ "2 0.519 0.303980 0.323323 0.4315 0.4460 \n",
771
+ "3 0.517 0.315148 0.333284 0.4630 0.4790 \n",
772
+ "4 0.506 0.318935 0.335419 0.4890 0.4820 \n",
773
+ "\n",
774
+ " mmlu/acc mmlu/acc_norm \n",
775
+ "0 0.265997 0.284605 \n",
776
+ "1 0.274401 0.295939 \n",
777
+ "2 0.288591 0.306123 \n",
778
+ "3 0.299186 0.314921 \n",
779
+ "4 0.302189 0.317653 \n",
780
+ "\n",
781
+ "[5 rows x 22 columns]"
782
  ]
783
  },
784
+ "execution_count": 14,
785
  "metadata": {},
786
  "output_type": "execute_result"
787
  }
 
795
  "# load FineWeb-Edu csv\n",
796
  "df_2 = pd.read_csv(\"./loubna-edu_fw_ablations_metrics.csv\")\n",
797
  "df_2['runname'] = df_2['runname'].replace('edu_fineweb_350b_tokens-seed-1', 'FineWeb-Edu', regex=True)\n",
 
798
  "df_2.head()"
799
  ]
800
  },
801
  {
802
  "cell_type": "code",
803
+ "execution_count": 15,
804
  "metadata": {},
805
  "outputs": [
806
  {
 
835
  " <th>openbookqa/acc_norm</th>\n",
836
  " <th>piqa/acc</th>\n",
837
  " <th>...</th>\n",
 
 
 
838
  " <th>winogrande/acc_norm</th>\n",
839
  " <th>sciq/acc</th>\n",
840
  " <th>sciq/acc_norm</th>\n",
 
842
  " <th>arc/acc_norm</th>\n",
843
  " <th>mmlu/acc</th>\n",
844
  " <th>mmlu/acc_norm</th>\n",
845
+ " <th>seed</th>\n",
846
+ " <th>all/acc</th>\n",
847
+ " <th>all/acc_norm</th>\n",
848
  " </tr>\n",
849
  " </thead>\n",
850
  " <tbody>\n",
 
861
  " <td>0.418</td>\n",
862
  " <td>0.744</td>\n",
863
  " <td>...</td>\n",
 
 
 
864
  " <td>0.575</td>\n",
865
  " <td>NaN</td>\n",
866
  " <td>NaN</td>\n",
 
868
  " <td>0.5725</td>\n",
869
  " <td>0.350226</td>\n",
870
  " <td>0.374533</td>\n",
871
+ " <td>0.0</td>\n",
872
+ " <td>0.369137</td>\n",
873
+ " <td>0.393898</td>\n",
874
  " </tr>\n",
875
  " <tr>\n",
876
  " <th>1254</th>\n",
 
885
  " <td>0.408</td>\n",
886
  " <td>0.747</td>\n",
887
  " <td>...</td>\n",
 
 
 
888
  " <td>0.577</td>\n",
889
  " <td>NaN</td>\n",
890
  " <td>NaN</td>\n",
 
892
  " <td>0.5780</td>\n",
893
  " <td>0.348268</td>\n",
894
  " <td>0.372947</td>\n",
895
+ " <td>0.0</td>\n",
896
+ " <td>0.367420</td>\n",
897
+ " <td>0.392861</td>\n",
898
  " </tr>\n",
899
  " <tr>\n",
900
  " <th>1255</th>\n",
 
909
  " <td>0.408</td>\n",
910
  " <td>0.737</td>\n",
911
  " <td>...</td>\n",
 
 
 
912
  " <td>0.580</td>\n",
913
  " <td>NaN</td>\n",
914
  " <td>NaN</td>\n",
 
916
  " <td>0.5715</td>\n",
917
  " <td>0.349943</td>\n",
918
  " <td>0.372246</td>\n",
919
+ " <td>0.0</td>\n",
920
+ " <td>0.368319</td>\n",
921
+ " <td>0.392000</td>\n",
922
  " </tr>\n",
923
  " <tr>\n",
924
  " <th>1256</th>\n",
 
933
  " <td>0.414</td>\n",
934
  " <td>0.740</td>\n",
935
  " <td>...</td>\n",
 
 
 
936
  " <td>0.570</td>\n",
937
  " <td>NaN</td>\n",
938
  " <td>NaN</td>\n",
 
940
  " <td>0.5760</td>\n",
941
  " <td>0.352203</td>\n",
942
  " <td>0.373463</td>\n",
943
+ " <td>0.0</td>\n",
944
+ " <td>0.370593</td>\n",
945
+ " <td>0.393176</td>\n",
946
  " </tr>\n",
947
  " <tr>\n",
948
  " <th>1257</th>\n",
 
957
  " <td>0.418</td>\n",
958
  " <td>0.738</td>\n",
959
  " <td>...</td>\n",
 
 
 
960
  " <td>0.578</td>\n",
961
  " <td>NaN</td>\n",
962
  " <td>NaN</td>\n",
 
964
  " <td>0.5735</td>\n",
965
  " <td>0.350671</td>\n",
966
  " <td>0.374453</td>\n",
967
+ " <td>0.0</td>\n",
968
+ " <td>0.369666</td>\n",
969
+ " <td>0.394136</td>\n",
970
  " </tr>\n",
971
  " </tbody>\n",
972
  "</table>\n",
973
+ "<p>5 rows × 24 columns</p>\n",
974
  "</div>"
975
  ],
976
  "text/plain": [
 
988
  "1256 0.364 0.472 0.593 \n",
989
  "1257 0.362 0.472 0.597 \n",
990
  "\n",
991
+ " openbookqa/acc openbookqa/acc_norm piqa/acc ... winogrande/acc_norm \\\n",
992
+ "1253 0.282 0.418 0.744 ... 0.575 \n",
993
+ "1254 0.288 0.408 0.747 ... 0.577 \n",
994
+ "1255 0.276 0.408 0.737 ... 0.580 \n",
995
+ "1256 0.282 0.414 0.740 ... 0.570 \n",
996
+ "1257 0.290 0.418 0.738 ... 0.578 \n",
997
  "\n",
998
+ " sciq/acc sciq/acc_norm arc/acc arc/acc_norm mmlu/acc mmlu/acc_norm \\\n",
999
+ "1253 NaN NaN 0.5670 0.5725 0.350226 0.374533 \n",
1000
+ "1254 NaN NaN 0.5720 0.5780 0.348268 0.372947 \n",
1001
+ "1255 NaN NaN 0.5635 0.5715 0.349943 0.372246 \n",
1002
+ "1256 NaN NaN 0.5640 0.5760 0.352203 0.373463 \n",
1003
+ "1257 NaN NaN 0.5670 0.5735 0.350671 0.374453 \n",
1004
  "\n",
1005
+ " seed all/acc all/acc_norm \n",
1006
+ "1253 0.0 0.369137 0.393898 \n",
1007
+ "1254 0.0 0.367420 0.392861 \n",
1008
+ "1255 0.0 0.368319 0.392000 \n",
1009
+ "1256 0.0 0.370593 0.393176 \n",
1010
+ "1257 0.0 0.369666 0.394136 \n",
1011
  "\n",
1012
+ "[5 rows x 24 columns]"
1013
  ]
1014
  },
1015
+ "execution_count": 15,
1016
  "metadata": {},
1017
  "output_type": "execute_result"
1018
  }
 
1031
  },
1032
  {
1033
  "cell_type": "code",
1034
+ "execution_count": 5,
1035
  "metadata": {},
1036
  "outputs": [
1037
  {
 
1072
  " <td>168</td>\n",
1073
  " </tr>\n",
1074
  " <tr>\n",
1075
+ " <th>FineWeb (ours)</th>\n",
1076
  " <td>168</td>\n",
1077
  " </tr>\n",
1078
  " <tr>\n",
 
1100
  "</div>"
1101
  ],
1102
  "text/plain": [
1103
+ " steps\n",
1104
+ "runname \n",
1105
+ "C4 168\n",
1106
+ "Dolma 168\n",
1107
+ "FineWeb (ours) 168\n",
1108
+ "FineWeb-Edu 82\n",
1109
+ "RedPajama2 168\n",
1110
+ "RefinedWeb 168\n",
1111
+ "SlimPajama 168\n",
1112
+ "The Pile 168"
1113
  ]
1114
  },
1115
+ "execution_count": 5,
1116
  "metadata": {},
1117
  "output_type": "execute_result"
1118
  }
 
1123
  },
1124
  {
1125
  "cell_type": "code",
1126
+ "execution_count": 6,
1127
  "metadata": {},
1128
  "outputs": [],
1129
  "source": [
 
1134
  },
1135
  {
1136
  "cell_type": "code",
1137
+ "execution_count": 13,
1138
  "metadata": {},
1139
  "outputs": [],
1140
  "source": [
 
1233
  },
1234
  {
1235
  "cell_type": "code",
1236
+ "execution_count": 10,
1237
  "metadata": {},
1238
  "outputs": [
1239
  {
 
1344
  "\n",
1345
  "\n",
1346
  "metrics = [\n",
1347
+ " \"agg_score\",\n",
1348
  " \"mmlu/acc_norm\",\n",
1349
  " \"arc/acc_norm\",\n",
1350
  " \"openbookqa/acc_norm\",\n",
 
1765
  },
1766
  {
1767
  "cell_type": "code",
1768
+ "execution_count": 18,
1769
  "metadata": {},
1770
  "outputs": [
1771
  {
1772
  "name": "stderr",
1773
  "output_type": "stream",
1774
  "text": [
1775
+ "Fetching datafiles...: 100%|██████████| 4/4 [00:00<00:00, 5.09it/s]\n",
1776
+ "Loading evals data...: 100%|██████████| 26/26 [00:04<00:00, 5.71it/s]"
1777
  ]
1778
  },
1779
  {
 
1810
  },
1811
  {
1812
  "cell_type": "code",
1813
+ "execution_count": 19,
1814
  "metadata": {},
1815
  "outputs": [
1816
  {
 
2022
  "[5 rows x 22 columns]"
2023
  ]
2024
  },
2025
+ "execution_count": 19,
2026
  "metadata": {},
2027
  "output_type": "execute_result"
2028
  }
 
2037
  },
2038
  {
2039
  "cell_type": "code",
2040
+ "execution_count": 17,
2041
  "metadata": {},
2042
  "outputs": [
2043
  {
2044
  "data": {
2045
  "text/plain": [
2046
+ "0 C4\n",
2047
+ "1 C4\n",
2048
+ "2 C4\n",
2049
+ "3 C4\n",
2050
+ "4 C4\n",
2051
+ " ... \n",
2052
+ "1171 The Pile\n",
2053
+ "1172 The Pile\n",
2054
+ "1173 The Pile\n",
2055
+ "1174 The Pile\n",
2056
+ "1175 The Pile\n",
2057
+ "Name: runname, Length: 1176, dtype: object"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2058
  ]
2059
  },
2060
+ "execution_count": 17,
2061
  "metadata": {},
2062
  "output_type": "execute_result"
2063
  }
 
2075
  },
2076
  {
2077
  "cell_type": "code",
2078
+ "execution_count": 20,
2079
  "metadata": {},
2080
  "outputs": [
2081
  {
 
2089
  "source": [
2090
  "\n",
2091
  "metrics = [\n",
2092
+ " \"agg_score\",\n",
2093
  " \"mmlu/acc_norm\",\n",
2094
  " \"arc/acc_norm\",\n",
2095
  " \"openbookqa/acc_norm\",\n",
notebooks/create_graphs_for_blog.ipynb CHANGED
@@ -2,13 +2,13 @@
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
- "execution_count": 148,
6
  "metadata": {},
7
  "outputs": [],
8
  "source": [
9
  "TITLE=\"Histograms of selected metrics\"\n",
10
- "RED_OP=\"rgba(255, 0, 0, 0.2)\"\n",
11
- "RED_FULL=\"rgba(255, 0, 0, 1)\"\n",
12
  "DEFAULT_LEGEND = {\n",
13
  " \"xanchor\": \"right\",\n",
14
  " \"yanchor\": \"top\",\n",
@@ -59,7 +59,7 @@
59
  " \"font\": {\n",
60
  " \"size\": 10\n",
61
  " },\n",
62
- " \"showakkkkkkkrrow\": False\n",
63
  " }\n",
64
  " ],\n",
65
  " \"legend\": DEFAULT_LEGEND\n",
@@ -160,7 +160,7 @@
160
  },
161
  {
162
  "cell_type": "code",
163
- "execution_count": 149,
164
  "metadata": {},
165
  "outputs": [],
166
  "source": [
@@ -205,7 +205,7 @@
205
  },
206
  {
207
  "cell_type": "code",
208
- "execution_count": 150,
209
  "metadata": {},
210
  "outputs": [
211
  {
@@ -230,30 +230,30 @@
230
  " return name.replace(\" \", \"-\").lower()\n",
231
  "TABBED_PLOT = {}\n",
232
  "\n",
233
- "OUTPUT_DIR = \"data/plots/stats\"\n",
234
  "\n",
235
- "with open(\"data/lines_ending_with_terminal_mark_ratio.json\", \"r\") as f:\n",
236
  " data = json.load(f)\n",
237
  " print(data)\n",
238
- " histograms = {k: {**prepare_histogram(v, digits=2)} for k, v in data.items()}\n",
239
  " TABBED_PLOT[\"lines_ended_with_punct\"] = {\n",
240
- " \"data\": histograms,\n",
241
  " \"layout\": LINES_ENDED_WITH_PUNC_LAYOUT\n",
242
  " }\n",
243
  "\n",
244
- "with open(\"data/line_char_duplicates_v2.json\", \"r\") as f:\n",
245
  " data = json.load(f)\n",
246
- " histograms = {k: {**prepare_histogram(v, digits=3)} for k, v in data.items()}\n",
247
  " TABBED_PLOT[\"lines_chars\"] = {\n",
248
- " \"data\": histograms,\n",
249
  " \"layout\": LINES_CHARS\n",
250
  " }\n",
251
  "\n",
252
- "with open(\"data/short_line_ratio_chars_30.json\", \"r\") as f:\n",
253
  " data = json.load(f)\n",
254
- " histograms = {k: {**prepare_histogram(v, digits=2)} for k, v in data.items()}\n",
255
  " TABBED_PLOT[\"short_lines\"] = {\n",
256
- " \"data\": histograms,\n",
257
  " \"layout\": SHORT_LINES\n",
258
  " }\n",
259
  "\n",
@@ -283,317 +283,230 @@
283
  },
284
  {
285
  "cell_type": "code",
286
- "execution_count": 157,
287
  "metadata": {},
288
  "outputs": [
289
  {
290
- "data": {
291
- "text/plain": [
292
- "[42.917500000000004,\n",
293
- " 124.00399999999999,\n",
294
- " 204.54,\n",
295
- " 285.076,\n",
296
- " 365.61199999999997,\n",
297
- " 446.148,\n",
298
- " 526.684,\n",
299
- " 607.22,\n",
300
- " 687.7560000000001,\n",
301
- " 768.2919999999999,\n",
302
- " 848.828,\n",
303
- " 929.364,\n",
304
- " 1009.8999999999999,\n",
305
- " 1090.436,\n",
306
- " 1170.972,\n",
307
- " 1251.508,\n",
308
- " 1332.0439999999999,\n",
309
- " 1412.58,\n",
310
- " 1493.116,\n",
311
- " 1573.652,\n",
312
- " 1654.188,\n",
313
- " 1734.724,\n",
314
- " 1815.26,\n",
315
- " 1895.796,\n",
316
- " 1976.3319999999999,\n",
317
- " 2056.868,\n",
318
- " 2137.404,\n",
319
- " 2217.94,\n",
320
- " 2298.476,\n",
321
- " 2379.012,\n",
322
- " 2459.548,\n",
323
- " 2540.084,\n",
324
- " 2620.62,\n",
325
- " 2701.156,\n",
326
- " 2781.692,\n",
327
- " 2862.228,\n",
328
- " 2942.764,\n",
329
- " 3023.3,\n",
330
- " 3103.8360000000002,\n",
331
- " 3184.372,\n",
332
- " 3264.908,\n",
333
- " 3345.444,\n",
334
- " 3425.98,\n",
335
- " 3506.516,\n",
336
- " 3587.052,\n",
337
- " 3667.588,\n",
338
- " 3748.124,\n",
339
- " 3828.66,\n",
340
- " 3909.196,\n",
341
- " 3989.732,\n",
342
- " 4070.268,\n",
343
- " 4150.804,\n",
344
- " 4231.34,\n",
345
- " 4311.876,\n",
346
- " 4392.412,\n",
347
- " 4472.948,\n",
348
- " 4553.484,\n",
349
- " 4634.07,\n",
350
- " 4714.656,\n",
351
- " 4795.192,\n",
352
- " 4875.778,\n",
353
- " 4956.414,\n",
354
- " 5037.2,\n",
355
- " 5118.436,\n",
356
- " 5199.6720000000005,\n",
357
- " 5280.908,\n",
358
- " 5362.694,\n",
359
- " 5444.780000000001,\n",
360
- " 5527.166,\n",
361
- " 5610.352000000001,\n",
362
- " 5694.238,\n",
363
- " 5779.474,\n",
364
- " 5865.66,\n",
365
- " 5951.796,\n",
366
- " 6039.532,\n",
367
- " 6129.968000000001,\n",
368
- " 6224.154,\n",
369
- " 6319.6900000000005,\n",
370
- " 6416.226000000001,\n",
371
- " 6517.162,\n",
372
- " 6621.998,\n",
373
- " 6729.684,\n",
374
- " 6841.514,\n",
375
- " 6956.25,\n",
376
- " 7083.992,\n",
377
- " 7223.878,\n",
378
- " 7367.364,\n",
379
- " 7521.8,\n",
380
- " 7694.136,\n",
381
- " 7887.222,\n",
382
- " 8107.012000000001,\n",
383
- " 8351.09,\n",
384
- " 8628.02,\n",
385
- " 8955.047999999999,\n",
386
- " 9344.636,\n",
387
- " 9842.778,\n",
388
- " 10525.202000000001,\n",
389
- " 11521.948,\n",
390
- " 13390.356,\n",
391
- " 79941.29199999999]"
392
- ]
393
- },
394
- "execution_count": 157,
395
- "metadata": {},
396
- "output_type": "execute_result"
397
  }
398
  ],
399
- "source": []
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
400
  },
401
  {
402
  "cell_type": "code",
403
- "execution_count": 148,
404
  "metadata": {},
405
  "outputs": [
406
  {
407
- "data": {
408
- "text/plain": [
409
- "CategoricalIndex([ (2.099, 83.736], (83.736, 164.272],\n",
410
- " (164.272, 244.808], (244.808, 325.344],\n",
411
- " (325.344, 405.88], (405.88, 486.416],\n",
412
- " (486.416, 566.952], (566.952, 647.488],\n",
413
- " (647.488, 728.024], (728.024, 808.56],\n",
414
- " (808.56, 889.096], (889.096, 969.632],\n",
415
- " (969.632, 1050.168], (1050.168, 1130.704],\n",
416
- " (1130.704, 1211.24], (1211.24, 1291.776],\n",
417
- " (1291.776, 1372.312], (1372.312, 1452.848],\n",
418
- " (1452.848, 1533.384], (1533.384, 1613.92],\n",
419
- " (1613.92, 1694.456], (1694.456, 1774.992],\n",
420
- " (1774.992, 1855.528], (1855.528, 1936.064],\n",
421
- " (1936.064, 2016.6], (2016.6, 2097.136],\n",
422
- " (2097.136, 2177.672], (2177.672, 2258.208],\n",
423
- " (2258.208, 2338.744], (2338.744, 2419.28],\n",
424
- " (2419.28, 2499.816], (2499.816, 2580.352],\n",
425
- " (2580.352, 2660.888], (2660.888, 2741.424],\n",
426
- " (2741.424, 2821.96], (2821.96, 2902.496],\n",
427
- " (2902.496, 2983.032], (2983.032, 3063.568],\n",
428
- " (3063.568, 3144.104], (3144.104, 3224.64],\n",
429
- " (3224.64, 3305.176], (3305.176, 3385.712],\n",
430
- " (3385.712, 3466.248], (3466.248, 3546.784],\n",
431
- " (3546.784, 3627.32], (3627.32, 3707.856],\n",
432
- " (3707.856, 3788.392], (3788.392, 3868.928],\n",
433
- " (3868.928, 3949.464], (3949.464, 4030.0],\n",
434
- " (4030.0, 4110.536], (4110.536, 4191.072],\n",
435
- " (4191.072, 4271.608], (4271.608, 4352.144],\n",
436
- " (4352.144, 4432.68], (4432.68, 4513.216],\n",
437
- " (4513.216, 4593.752], (4593.752, 4674.388],\n",
438
- " (4674.388, 4754.924], (4754.924, 4835.46],\n",
439
- " (4835.46, 4916.096], (4916.096, 4996.732],\n",
440
- " (4996.732, 5077.668], (5077.668, 5159.204],\n",
441
- " (5159.204, 5240.14], (5240.14, 5321.676],\n",
442
- " (5321.676, 5403.712], (5403.712, 5485.848],\n",
443
- " (5485.848, 5568.484], (5568.484, 5652.22],\n",
444
- " (5652.22, 5736.256], (5736.256, 5822.692],\n",
445
- " (5822.692, 5908.628], (5908.628, 5994.964],\n",
446
- " (5994.964, 6084.1], (6084.1, 6175.836],\n",
447
- " (6175.836, 6272.472], (6272.472, 6366.908],\n",
448
- " (6366.908, 6465.544], (6465.544, 6568.78],\n",
449
- " (6568.78, 6675.216], (6675.216, 6784.152],\n",
450
- " (6784.152, 6898.876], (6898.876, 7013.624],\n",
451
- " (7013.624, 7154.36], (7154.36, 7293.396],\n",
452
- " (7293.396, 7441.332], (7441.332, 7602.268],\n",
453
- " (7602.268, 7786.004], (7786.004, 7988.44],\n",
454
- " (7988.44, 8225.584], (8225.584, 8476.596],\n",
455
- " (8476.596, 8779.444], (8779.444, 9130.652],\n",
456
- " (9130.652, 9558.62], (9558.62, 10126.936],\n",
457
- " (10126.936, 10923.468], (10923.468, 12120.428],\n",
458
- " (12120.428, 14660.284], (14660.284, 145222.3]],\n",
459
- " categories=[(2.099, 83.736], (83.736, 164.272], (164.272, 244.808], (244.808, 325.344], ..., (10126.936, 10923.468], (10923.468, 12120.428], (12120.428, 14660.284], (14660.284, 145222.3]], ordered=True, dtype='category', name='bin')"
460
- ]
461
- },
462
- "execution_count": 148,
463
- "metadata": {},
464
- "output_type": "execute_result"
465
  }
466
  ],
467
  "source": [
468
- "binned.index"
469
- ]
470
- },
471
- {
472
- "cell_type": "code",
473
- "execution_count": 81,
474
- "metadata": {},
475
- "outputs": [],
476
- "source": [
477
- "l = zip(*data[dataset])"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
478
  ]
479
  },
480
  {
481
  "cell_type": "code",
482
- "execution_count": 45,
483
  "metadata": {},
484
  "outputs": [
485
  {
486
  "data": {
487
  "text/plain": [
488
- "[(14512, 2.1),\n",
489
- " (14522, 1454.3019999999997),\n",
490
- " (14522, 2906.5039999999995),\n",
491
- " (14321, 4358.706),\n",
492
- " (11209, 5810.907999999999),\n",
493
- " (5650, 7263.109999999999),\n",
494
- " (2620, 8715.312),\n",
495
- " (1273, 10167.514),\n",
496
- " (659, 11619.715999999999),\n",
497
- " (404, 13071.917999999998),\n",
498
- " (247, 14524.119999999997),\n",
499
- " (156, 15976.321999999998),\n",
500
- " (89, 17428.523999999998),\n",
501
- " (57, 18880.725999999995),\n",
502
- " (42, 20332.927999999996),\n",
503
- " (34, 21785.129999999994),\n",
504
- " (32, 23237.331999999995),\n",
505
- " (12, 24689.533999999996),\n",
506
- " (21, 26141.735999999994),\n",
507
- " (17, 27593.937999999995),\n",
508
- " (9, 29046.139999999992),\n",
509
- " (7, 30498.341999999993),\n",
510
- " (12, 31950.543999999994),\n",
511
- " (13, 33402.74599999999),\n",
512
- " (12, 34854.948),\n",
513
- " (8, 36307.149999999994),\n",
514
- " (7, 37759.35199999999),\n",
515
- " (9, 39211.55399999999),\n",
516
- " (8, 40663.755999999994),\n",
517
- " (7, 42115.95799999999),\n",
518
- " (1, 43568.15999999999),\n",
519
- " (4, 45020.361999999994),\n",
520
- " (5, 46472.56399999999),\n",
521
- " (5, 47924.76599999999),\n",
522
- " (1, 49376.96799999999),\n",
523
- " (1, 50829.16999999999),\n",
524
- " (2, 52281.37199999999),\n",
525
- " (4, 53733.57399999999),\n",
526
- " (3, 55185.77599999999),\n",
527
- " (1, 56637.97799999999),\n",
528
- " (2, 58090.179999999986),\n",
529
- " (2, 59542.38199999999),\n",
530
- " (2, 60994.58399999999),\n",
531
- " (1, 62446.785999999986),\n",
532
- " (1, 63898.98799999999),\n",
533
- " (0, 65351.18999999999),\n",
534
- " (0, 66803.39199999999),\n",
535
- " (1, 68255.594),\n",
536
- " (1, 69707.796),\n",
537
- " (0, 71159.99799999999),\n",
538
- " (1, 72612.2),\n",
539
- " (1, 74064.40199999999),\n",
540
- " (0, 75516.60399999999),\n",
541
- " (0, 76968.806),\n",
542
- " (1, 78421.00799999999),\n",
543
- " (0, 79873.20999999999),\n",
544
- " (1, 81325.412),\n",
545
- " (0, 82777.61399999999),\n",
546
- " (0, 84229.81599999999),\n",
547
- " (2, 85682.018),\n",
548
- " (0, 87134.21999999999),\n",
549
- " (0, 88586.42199999999),\n",
550
- " (0, 90038.624),\n",
551
- " (0, 91490.82599999999),\n",
552
- " (0, 92943.02799999999),\n",
553
- " (0, 94395.23),\n",
554
- " (0, 95847.43199999999),\n",
555
- " (0, 97299.63399999999),\n",
556
- " (0, 98751.836),\n",
557
- " (0, 100204.03799999999),\n",
558
- " (0, 101656.23999999999),\n",
559
- " (0, 103108.442),\n",
560
- " (0, 104560.64399999999),\n",
561
- " (0, 106012.84599999999),\n",
562
- " (0, 107465.048),\n",
563
- " (0, 108917.24999999999),\n",
564
- " (0, 110369.45199999999),\n",
565
- " (1, 111821.654),\n",
566
- " (0, 113273.85599999999),\n",
567
- " (0, 114726.05799999999),\n",
568
- " (0, 116178.25999999998),\n",
569
- " (0, 117630.46199999998),\n",
570
- " (1, 119082.66399999999),\n",
571
- " (0, 120534.86599999998),\n",
572
- " (0, 121987.06799999998),\n",
573
- " (0, 123439.26999999999),\n",
574
- " (0, 124891.47199999998),\n",
575
- " (0, 126343.67399999998),\n",
576
- " (0, 127795.87599999999),\n",
577
- " (0, 129248.07799999998),\n",
578
- " (0, 130700.27999999998),\n",
579
- " (0, 132152.482),\n",
580
- " (0, 133604.68399999998),\n",
581
- " (0, 135056.886),\n",
582
- " (0, 136509.088),\n",
583
- " (0, 137961.28999999998),\n",
584
- " (0, 139413.492),\n",
585
- " (0, 140865.694),\n",
586
- " (0, 142317.89599999998),\n",
587
- " (1, 143770.09799999997)]"
588
  ]
589
  },
590
- "execution_count": 45,
591
  "metadata": {},
592
  "output_type": "execute_result"
593
  }
594
  ],
595
  "source": [
596
- "kklist(l)"
597
  ]
598
  },
599
  {
 
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
+ "execution_count": 62,
6
  "metadata": {},
7
  "outputs": [],
8
  "source": [
9
  "TITLE=\"Histograms of selected metrics\"\n",
10
+ "RED_OP=\"red 0.2\"\n",
11
+ "RED_FULL=\"red 1.0\"\n",
12
  "DEFAULT_LEGEND = {\n",
13
  " \"xanchor\": \"right\",\n",
14
  " \"yanchor\": \"top\",\n",
 
59
  " \"font\": {\n",
60
  " \"size\": 10\n",
61
  " },\n",
62
+ " \"showarrow\": False\n",
63
  " }\n",
64
  " ],\n",
65
  " \"legend\": DEFAULT_LEGEND\n",
 
160
  },
161
  {
162
  "cell_type": "code",
163
+ "execution_count": 63,
164
  "metadata": {},
165
  "outputs": [],
166
  "source": [
 
205
  },
206
  {
207
  "cell_type": "code",
208
+ "execution_count": 124,
209
  "metadata": {},
210
  "outputs": [
211
  {
 
230
  " return name.replace(\" \", \"-\").lower()\n",
231
  "TABBED_PLOT = {}\n",
232
  "\n",
233
+ "OUTPUT_DIR = \"../assets/data/plots/stats\"\n",
234
  "\n",
235
+ "with open(\"../src_data/lines_ending_with_terminal_mark_ratio.json\", \"r\") as f:\n",
236
  " data = json.load(f)\n",
237
  " print(data)\n",
238
+ " bars = {k: {**prepare_histogram(v, digits=2)} for k, v in data.items()}\n",
239
  " TABBED_PLOT[\"lines_ended_with_punct\"] = {\n",
240
+ " \"data\": bars,\n",
241
  " \"layout\": LINES_ENDED_WITH_PUNC_LAYOUT\n",
242
  " }\n",
243
  "\n",
244
+ "with open(\"../src_data/line_char_duplicates_v2.json\", \"r\") as f:\n",
245
  " data = json.load(f)\n",
246
+ " bars = {k: {**prepare_histogram(v, digits=3)} for k, v in data.items()}\n",
247
  " TABBED_PLOT[\"lines_chars\"] = {\n",
248
+ " \"data\": bars,\n",
249
  " \"layout\": LINES_CHARS\n",
250
  " }\n",
251
  "\n",
252
+ "with open(\"../src_data/short_line_ratio_chars_30.json\", \"r\") as f:\n",
253
  " data = json.load(f)\n",
254
+ " bars = {k: {**prepare_histogram(v, digits=2)} for k, v in data.items()}\n",
255
  " TABBED_PLOT[\"short_lines\"] = {\n",
256
+ " \"data\": bars,\n",
257
  " \"layout\": SHORT_LINES\n",
258
  " }\n",
259
  "\n",
 
283
  },
284
  {
285
  "cell_type": "code",
286
+ "execution_count": 285,
287
  "metadata": {},
288
  "outputs": [
289
  {
290
+ "name": "stderr",
291
+ "output_type": "stream",
292
+ "text": [
293
+ "/var/folders/cj/cyw80lln0mz_9hlly0x3qvf80000gn/T/ipykernel_78990/2352012771.py:26: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
294
+ " result = grouped.apply(top_6_stats).reset_index()\n"
295
+ ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
296
  }
297
  ],
298
+ "source": [
299
+ "df = pd.read_csv(\"../src_data/commoncrawl_new_fixed_dumps.csv\")\n",
300
+ "grouped = df.groupby('runname')\n",
301
+ "\n",
302
+ "# Define a function to take the top 6 rows of each group\n",
303
+ "def top_6_avg(group):\n",
304
+ " # Sort the group by \"steps\" in descending order\n",
305
+ " sorted_group = group.sort_values(by='steps', ascending=False)\n",
306
+ " # Take the top 6 rows\n",
307
+ " top_6 = sorted_group.head(6)\n",
308
+ " # Calculate the average of \"agg_score\"\n",
309
+ " avg_score = top_6['agg_score'].mean()\n",
310
+ " return avg_score\n",
311
+ "\n",
312
+ "def top_6_stats(group):\n",
313
+ " # Sort the group by \"steps\" in descending order\n",
314
+ " sorted_group = group.sort_values(by='steps', ascending=False)\n",
315
+ " # Take the top 6 rows\n",
316
+ " top_6 = sorted_group.head(6)\n",
317
+ " # Calculate the average of \"agg_score\"\n",
318
+ " avg_score = top_6['agg_score'].mean()\n",
319
+ " # Calculate the standard deviation of \"agg_score\"\n",
320
+ " std_dev = top_6['agg_score'].std()\n",
321
+ " return pd.Series({'avg': avg_score, 'std_dev': std_dev})\n",
322
+ "\n",
323
+ "# Apply the function to each group and aggregate the results\n",
324
+ "result = grouped.apply(top_6_stats).reset_index()\n",
325
+ "\n",
326
+ "def filter_old(x):\n",
327
+ " value = int(str(x[\"runname\"]).split(\"-\")[0])\n",
328
+ " return value >= 2021\n",
329
+ "result_2021_plus = result[result.apply(filter_old, axis=1)]\n",
330
+ "\n",
331
+ "cc_traces = {\n",
332
+ " \"x\": result_2021_plus[\"runname\"].tolist(),\n",
333
+ " \"y\": result_2021_plus[\"avg\"].tolist(),\n",
334
+ " \"type\": \"scattergl\",\n",
335
+ " \"mode\": \"lines+markers\",\n",
336
+ " \"name\": \"Dump Score\",\n",
337
+ " \"yaxis\": \"y2\",\n",
338
+ " \"line\": {\n",
339
+ " \"color\": \"black 1.0\"\n",
340
+ " },\n",
341
+ " \"marker\": {\n",
342
+ " \"size\": 10,\n",
343
+ " \"color\": \"black 0.5\",\n",
344
+ " \"line\": {\n",
345
+ " \"color\": \"black 1.0\",\n",
346
+ " \"width\": 2\n",
347
+ " }\n",
348
+ " }\n",
349
+ "}"
350
+ ]
351
  },
352
  {
353
  "cell_type": "code",
354
+ "execution_count": 286,
355
  "metadata": {},
356
  "outputs": [
357
  {
358
+ "name": "stdout",
359
+ "output_type": "stream",
360
+ "text": [
361
+ "22\n",
362
+ "22\n",
363
+ "{'data': {'dedup_minhash_independent_output_CC-MAIN-2021-04': {'x': ['2021-04'], 'y': [4.49282993950334e-06], 'label': '2021-04', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-10': {'x': ['2021-10'], 'y': [4.4320506429770015e-06], 'label': '2021-10', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-17': {'x': ['2021-17'], 'y': [4.525422769007163e-06], 'label': '2021-17', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-21': {'x': ['2021-21'], 'y': [4.337506002649248e-06], 'label': '2021-21', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-25': {'x': ['2021-25'], 'y': [4.31209874426111e-06], 'label': '2021-25', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-31': {'x': ['2021-31'], 'y': [4.549984757361091e-06], 'label': '2021-31', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-39': {'x': ['2021-39'], 'y': [4.476627474039729e-06], 'label': '2021-39', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-43': {'x': ['2021-43'], 'y': [4.515299780479149e-06], 'label': '2021-43', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2021-49': {'x': ['2021-49'], 'y': [3.711316662237467e-06], 'label': '2021-49', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2022-05': {'x': ['2022-05'], 'y': [3.833222545464518e-06], 'label': '2022-05', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2022-21': {'x': ['2022-21'], 'y': [4.033461274185702e-06], 'label': '2022-21', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2022-27': {'x': ['2022-27'], 'y': [3.977774743517952e-06], 'label': '2022-27', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2022-33': {'x': ['2022-33'], 'y': [3.735864798219777e-06], 'label': '2022-33', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2022-40': {'x': ['2022-40'], 'y': [4.000056932617072e-06], 'label': '2022-40', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2022-49': {'x': ['2022-49'], 'y': [4.073748029584546e-06], 'label': '2022-49', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2023-06': {'x': ['2023-06'], 'y': [4.084332699102002e-06], 'label': '2023-06', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2023-14': {'x': ['2023-14'], 'y': [4.092708480795626e-06], 'label': '2023-14', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2023-23': {'x': ['2023-23'], 'y': [4.986546453643025e-06], 'label': '2023-23', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2023-40': {'x': ['2023-40'], 'y': [8.10525888274716e-06], 'label': '2023-40', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2023-50': {'x': ['2023-50'], 'y': [1.1324709237817275e-05], 'label': '2023-50', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_CC-MAIN-2024-10': {'x': ['2024-10'], 'y': [1.645258450134167e-05], 'label': '2024-10', 'color': 'blue 1.0'}, 'dedup_minhash_independent_output_new_CC-MAIN-2024-18': {'x': ['2024-18'], 'y': [2.1801896395395062e-05], 'label': '2024-18', 'color': 'blue 1.0'}}, 'traces': [{'x': ['2021-04', '2021-10', '2021-17', '2021-21', '2021-25', '2021-31', '2021-39', '2021-43', '2021-49', '2022-05', '2022-21', '2022-27', '2022-33', '2022-40', '2022-49', '2023-06', '2023-14', '2023-23', '2023-40', '2023-50', '2024-10', '2024-18'], 'y': [0.4303327426314354, 0.4285315126180649, 0.43032742974658805, 0.42827240626017254, 0.42655438867708045, 0.43065756373107433, 0.42699132797618705, 0.432743809496363, 0.426107710848252, 0.4314096675564845, 0.4288001439223687, 0.43330975994467735, 0.4283793264379104, 0.43007233180105686, 0.43284351378679276, 0.43421785968045395, 0.4327918446312348, 0.43310930766165257, 0.4327431519826253, 0.4331989834705989, 0.43582472391426563, 0.4374971886475881], 'type': 'scattergl', 'mode': 'lines+markers', 'name': 'Dump Score', 'yaxis': 'y2', 'line': {'color': 'black 1.0'}, 'marker': {'size': 10, 'color': 'black 0.5', 'line': {'color': 'black 1.0', 'width': 2}}}], 'layout': {'showlegend': False, 'title': {'text': 'Synthetic Data Contamination'}, 'margin': {'b': 80}, 'xaxis': {'title': {'text': 'Year', 'standoff': 20}, 'type': 'category'}, 'yaxis': {'title': {'text': 'Synthetic proxy Words Ratio'}, 'side': 'right'}, 'shapes': [{'type': 'line', 'x0': 13.92, 'y0': 0.424, 'x1': 13.92, 'y1': 0.439, 'xref': 'x', 'yref': 'y2', 'line': {'color': 'red 1.0', 'width': 2, 'dash': 'dashdot'}}], 'annotations': [{'text': 'Chat-GPT Release', 'x': 12.3, 'y': 0.4357, 'xref': 'x', 'yref': 'y2', 'showarrow': False}], 'yaxis2': {'title': {'text': 'Aggregate Score'}, 'overlaying': 'y', 'side': 'left'}}}\n"
364
+ ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
365
  }
366
  ],
367
  "source": [
368
+ "import json\n",
369
+ "from collections import defaultdict\n",
370
+ "import os\n",
371
+ "import json\n",
372
+ "import re\n",
373
+ "\n",
374
+ "import numpy as np\n",
375
+ "MAX_DATA_POINTS = 1000\n",
376
+ "\n",
377
+ "def rename_ind_dedups(name):\n",
378
+ " # Grep for \\d{4}-\\d{2}\n",
379
+ " match = re.search(r\"(\\d{4}-\\d{2})\", name)\n",
380
+ " if match:\n",
381
+ " return match.group(1)\n",
382
+ " return name\n",
383
+ "\n",
384
+ "def prepare_summary_bars(data):\n",
385
+ " return {\n",
386
+ " key: {\"x\": [rename_ind_dedups(key)], \"y\": [value[\"summary\"][\"mean\"]], \"label\": rename_ind_dedups(key), \"color\": \"blue 1.0\"} for key, value in data.items()\n",
387
+ " }\n",
388
+ "\n",
389
+ "\n",
390
+ "OUTPUT_DIR = \"../assets/data/plots/synth_data_contamination\"\n",
391
+ "TABBED_PLOT = {}\n",
392
+ "\n",
393
+ "\n",
394
+ "def filter_old_2(x):\n",
395
+ " year = int(re.search(r\"(\\d{4})-(\\d{2})\", x).group(1))\n",
396
+ " week = int(re.search(r\"(\\d{4})-(\\d{2})\", x).group(2))\n",
397
+ " return year >= 2021 \n",
398
+ "\n",
399
+ "with open(\"../src_data/words_contamination_delve.json\", \"r\") as f:\n",
400
+ " data = json.load(f)\n",
401
+ " bars = prepare_summary_bars(data)\n",
402
+ " filtered_bars = {k: v for k, v in bars.items() if filter_old_2(k)}\n",
403
+ " print(len(filtered_bars))\n",
404
+ " print(len(result_2021_plus))\n",
405
+ " assert len(filtered_bars) == len(result_2021_plus)\n",
406
+ " TABBED_PLOT[\"words_contamination\"] = {\n",
407
+ " \"data\": filtered_bars,\n",
408
+ " \"traces\": [cc_traces],\n",
409
+ " \"layout\": {\n",
410
+ " \"showlegend\": False,\n",
411
+ " \"title\": {\n",
412
+ " \"text\": \"Synthetic Data Contamination\"\n",
413
+ " },\n",
414
+ " \"margin\": {\n",
415
+ " \"b\": 80,\n",
416
+ " },\n",
417
+ " \"xaxis\": {\n",
418
+ " \"title\": {\n",
419
+ " \"text\": \"Year\",\n",
420
+ " \"standoff\": 20\n",
421
+ " },\n",
422
+ " \"type\": \"category\"\n",
423
+ " },\n",
424
+ " \"yaxis\": {\n",
425
+ " \"title\": {\n",
426
+ " \"text\": \"Synthetic proxy Words Ratio\",\n",
427
+ " },\n",
428
+ " \"side\": \"right\"\n",
429
+ " },\n",
430
+ " \"shapes\": [\n",
431
+ " {\n",
432
+ " \"type\": \"line\",\n",
433
+ " \"x0\": 13.92,\n",
434
+ " \"y0\": 0.424,\n",
435
+ " \"x1\": 13.92,\n",
436
+ " \"y1\": 0.439,\n",
437
+ " \"xref\": \"x\",\n",
438
+ " \"yref\": \"y2\",\n",
439
+ " \"line\": {\n",
440
+ " \"color\": \"red 1.0\",\n",
441
+ " \"width\": 2,\n",
442
+ " \"dash\": \"dashdot\",\n",
443
+ " }\n",
444
+ " }\n",
445
+ " ],\n",
446
+ " \"annotations\": [\n",
447
+ " {\n",
448
+ " \"text\": \"Chat-GPT Release\",\n",
449
+ " \"x\": 12.3,\n",
450
+ " \"y\": 0.4357,\n",
451
+ " \"xref\": \"x\",\n",
452
+ " \"yref\": \"y2\",\n",
453
+ " \"showarrow\": False\n",
454
+ "\n",
455
+ " }\n",
456
+ " ],\n",
457
+ " \"yaxis2\": {\n",
458
+ " \"title\": {\n",
459
+ " \"text\": \"Aggregate Score\"\n",
460
+ " },\n",
461
+ " \"overlaying\": 'y',\n",
462
+ " \"side\": 'left'\n",
463
+ " }\n",
464
+ " }\n",
465
+ " }\n",
466
+ "\n",
467
+ " # Create the folders\n",
468
+ "os.makedirs(OUTPUT_DIR, exist_ok=True)\n",
469
+ "\n",
470
+ "\n",
471
+ "for name, plot in TABBED_PLOT.items():\n",
472
+ " with open(f\"{OUTPUT_DIR}/{name}.json\", \"w\") as f:\n",
473
+ " print(plot)\n",
474
+ " json.dump(plot, f)\n",
475
+ "\n",
476
+ "with open(f\"{OUTPUT_DIR}/index.json\", \"w\") as f:\n",
477
+ " mapping = {k: {\n",
478
+ " \"file\": f\"{k}.json\"\n",
479
+ " } for k in TABBED_PLOT.keys()}\n",
480
+ " json.dump({\n",
481
+ " \"files\": mapping,\n",
482
+ " \"settings\": {\n",
483
+ " \"defaultMetric\": \"words_contamination\",\n",
484
+ " \"slider\": None,\n",
485
+ " \"type\": \"bar\"\n",
486
+ " }\n",
487
+ " }, f)\n",
488
+ "\n",
489
+ "\n"
490
  ]
491
  },
492
  {
493
  "cell_type": "code",
494
+ "execution_count": 183,
495
  "metadata": {},
496
  "outputs": [
497
  {
498
  "data": {
499
  "text/plain": [
500
+ "21"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
501
  ]
502
  },
503
+ "execution_count": 183,
504
  "metadata": {},
505
  "output_type": "execute_result"
506
  }
507
  ],
508
  "source": [
509
+ "len(result_2021_plus)"
510
  ]
511
  },
512
  {
src/colors.mjs CHANGED
@@ -56,6 +56,8 @@ export const COLORS = [
56
 
57
  export const NAMED_COLORS = {
58
  "red": ["251", "13", "13"], // Vivid Red
 
 
59
  };
60
 
61
  export const getColor = (i, opacity=1) => {
@@ -66,6 +68,10 @@ export const getColor = (i, opacity=1) => {
66
  };
67
 
68
  export const getNamedColor = (name, opacity=1) => {
69
- return `rgba(${NAMED_COLORS[name].join(",")}, ${opacity})`;
 
 
 
 
70
  };
71
 
 
56
 
57
  export const NAMED_COLORS = {
58
  "red": ["251", "13", "13"], // Vivid Red
59
+ "black": ['13', '42', '99'], // Black
60
+ "blue": ["46", "145", "229"], // Sky Blue
61
  };
62
 
63
  export const getColor = (i, opacity=1) => {
 
68
  };
69
 
70
  export const getNamedColor = (name, opacity=1) => {
71
+ if (NAMED_COLORS.hasOwnProperty(name)) {
72
+ return `rgba(${NAMED_COLORS[name].join(",")}, ${opacity})`;
73
+ } else {
74
+ return undefined; // Return undefined if name doesn't exist
75
+ }
76
  };
77
 
src/index.html CHANGED
@@ -689,7 +689,12 @@
689
  not contain any of these phrases), but assuming that the amount of synthetic data were to not change across
690
  crawls, one would expect these frequencies to remain approximately constant over time.</p>
691
  <p>The results are shown in the following plot:</p>
692
- <figure><img src="assets/images/synthetic-data.png"/></figure>
 
 
 
 
 
693
  <p>While the frequency remained approximately constant until
694
  2023-14 (ChatGPT was released at the end of 2022), we find a steep increase of our proxy metric
695
  in recent crawls. While this simple test is not enough to conclude that ChatGPT completions and other synthetic data is improving the quality of the most recent crawl, it at the very least does not seem to drastically harm it.</p>
 
689
  not contain any of these phrases), but assuming that the amount of synthetic data were to not change across
690
  crawls, one would expect these frequencies to remain approximately constant over time.</p>
691
  <p>The results are shown in the following plot:</p>
692
+ <div class="main-plot-container l-page-outset">
693
+ <figure>
694
+ <img src="assets/images/synth_data_contamination.png">
695
+ </figure>
696
+ <div id="plot-synth_data_contamination"></div>
697
+ </div>
698
  <p>While the frequency remained approximately constant until
699
  2023-14 (ChatGPT was released at the end of 2022), we find a steep increase of our proxy metric
700
  in recent crawls. While this simple test is not enough to conclude that ChatGPT completions and other synthetic data is improving the quality of the most recent crawl, it at the very least does not seem to drastically harm it.</p>
src/plotting.js CHANGED
@@ -21,6 +21,24 @@ const BAR_SETTINGS = {
21
  }
22
  }
23
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
24
  const TASK_ID_TO_NAME = {
25
  // Ablations
26
  agg_score: "Aggregate Score",
@@ -111,6 +129,20 @@ const DEFAULT_LAYOUT = {
111
  family: "apple-system, Arial, sans-serif",
112
  },
113
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
114
  legend: {
115
  orientation: "v",
116
  xanchor: "right",
@@ -170,12 +202,12 @@ const createAblationPlottingElements = (
170
  );
171
  // Dropdown
172
  let dropdown = undefined
173
- console.log(metricOptions)
174
  if (metricOptions.length > 1) {
175
  const dropdownLabel = document.createElement("label");
176
  dropdownLabel.textContent = "Metric:";
177
  dropdown = document.createElement("select");
178
  dropdown.innerHTML = metricOptions
 
179
  .map(
180
  (option) =>
181
  `<option value="${option}">${TASK_ID_TO_NAME[option]}</option>`
@@ -250,6 +282,34 @@ const rollingWindow = function (data, windowSize) {
250
  return rollingData;
251
  };
252
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
253
  export const init_ablation_plot = function () {
254
  const plotElements = document.querySelectorAll('[id^="plot-"]');
255
  plotElements.forEach(async (plotElement) => {
@@ -290,27 +350,11 @@ export const init_ablation_plot = function () {
290
  const metricData = await fetch(
291
  `${DATA_FOLDER}/${plotName}/${indexMapping[metricName]["file"]}`
292
  ).then((response) => response.json());
293
- const traces = metricData?.traces ?? [];
294
- for (const [index, [key, traceData]] of Object.entries(metricData?.data ?? []).entries()) {
295
- const y = rollingWindow(traceData.y, sliderValue);
296
- const x = traceData.x.slice(0, y.length);
297
- const plotSettings = settings.type === "bar" ? BAR_SETTINGS : LINE_SETTINGS;
298
- const traceColor = getColorForTrace(key, colorsMapping, index)
299
- const trace = _.merge({}, {
300
- x: x,
301
- y: y,
302
- name: traceData.label ?? DATASET_ID_TO_NAME[key] ?? key,
303
- marker: {
304
- color: traceColor,
305
- },
306
- line: {
307
- color: traceColor,
308
- },
309
- }, plotSettings);
310
- traces.push(trace);
311
- }
312
- console.log(traces)
313
  const width = plot.parentElement.offsetWidth;
 
 
 
314
  const layout = _.merge(
315
  {},
316
  DEFAULT_LAYOUT,
@@ -318,13 +362,12 @@ export const init_ablation_plot = function () {
318
  width: width,
319
  yaxis: { title: { text: TASK_ID_TO_NAME[metricName] } },
320
  xaxis: {
321
- range: settings.autoSetXRange
322
- ? getAutoRange(traces)
323
- : undefined,
324
  },
325
  },
326
  metricData.layout
327
  );
 
328
  Plotly.react(plot, traces, layout);
329
 
330
  window.addEventListener("resize", () => {
@@ -337,6 +380,7 @@ export const init_ablation_plot = function () {
337
  });
338
  });
339
  }
 
340
  // Initial plot
341
  updatePlot(dropdown, slider);
342
  });
 
21
  }
22
  }
23
 
24
+ const METRIC_ID_TO_PRIORITY = {
25
+ "agg_score": 0,
26
+ "hellaswag/acc_norm": 1,
27
+ "arc/acc_norm": 2,
28
+ "mmlu/acc_norm": 3,
29
+ "openbookqa/acc_norm": 4,
30
+ "commonsense_qa/acc_norm": 5,
31
+ "piqa/acc_norm": 6,
32
+ "siqa/acc_norm": 7,
33
+ "winogrande/acc_norm": 8,
34
+
35
+
36
+ // Stats
37
+ "lines_ended_with_punct": 0,
38
+ "lines_chars": 1,
39
+ "short_lines": 2,
40
+ }
41
+
42
  const TASK_ID_TO_NAME = {
43
  // Ablations
44
  agg_score: "Aggregate Score",
 
129
  family: "apple-system, Arial, sans-serif",
130
  },
131
  },
132
+ yaxis2: {
133
+ title: {
134
+ text: "Words Contamination",
135
+ font: {
136
+ size: 15,
137
+ family: "apple-system, Arial, sans-serif",
138
+ },
139
+ standoff: 10,
140
+ },
141
+ tickfont: {
142
+ size: 14,
143
+ family: "apple-system, Arial, sans-serif",
144
+ },
145
+ },
146
  legend: {
147
  orientation: "v",
148
  xanchor: "right",
 
202
  );
203
  // Dropdown
204
  let dropdown = undefined
 
205
  if (metricOptions.length > 1) {
206
  const dropdownLabel = document.createElement("label");
207
  dropdownLabel.textContent = "Metric:";
208
  dropdown = document.createElement("select");
209
  dropdown.innerHTML = metricOptions
210
+ .sort((a, b) => (METRIC_ID_TO_PRIORITY[a] ?? 0) - (METRIC_ID_TO_PRIORITY[b] ?? 0))
211
  .map(
212
  (option) =>
213
  `<option value="${option}">${TASK_ID_TO_NAME[option]}</option>`
 
282
  return rollingData;
283
  };
284
 
285
+ const createTraces = (data, settings, colorsMapping, sliderValue) => {
286
+ if (!data) {
287
+ return []
288
+ }
289
+ const res = Array.from(Object.entries(data)?.entries().map(([index, [key, traceData]]) => {
290
+ const y = rollingWindow(traceData.y, sliderValue);
291
+ console.log(y)
292
+ const x = traceData.x.slice(0, y.length);
293
+ const plotSettings = settings?.type === "bar" ? BAR_SETTINGS : LINE_SETTINGS;
294
+ const traceColor = traceData.color ?? getColorForTrace(key, colorsMapping, index)
295
+ console.log(traceColor)
296
+ const trace = _.merge({}, {
297
+ x: x,
298
+ y: y,
299
+ name: traceData.label ?? DATASET_ID_TO_NAME[key] ?? key,
300
+ marker: {
301
+ color: traceColor,
302
+ },
303
+ line: {
304
+ color: traceColor,
305
+ },
306
+ yaxis: traceData.yaxis ?? "y1"
307
+ }, plotSettings);
308
+ return trace
309
+ }));
310
+ return res
311
+ }
312
+
313
  export const init_ablation_plot = function () {
314
  const plotElements = document.querySelectorAll('[id^="plot-"]');
315
  plotElements.forEach(async (plotElement) => {
 
350
  const metricData = await fetch(
351
  `${DATA_FOLDER}/${plotName}/${indexMapping[metricName]["file"]}`
352
  ).then((response) => response.json());
353
+ const traces = (metricData?.traces ?? []).concat(createTraces(metricData.data, settings, colorsMapping, sliderValue))
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
354
  const width = plot.parentElement.offsetWidth;
355
+ if (plotName == "plot-synth_data_contamination") {
356
+ console.log(metricData.layout, DEFAULT_LAYOUT, emptyData)
357
+ }
358
  const layout = _.merge(
359
  {},
360
  DEFAULT_LAYOUT,
 
362
  width: width,
363
  yaxis: { title: { text: TASK_ID_TO_NAME[metricName] } },
364
  xaxis: {
365
+ range: null
 
 
366
  },
367
  },
368
  metricData.layout
369
  );
370
+ console.log(traces)
371
  Plotly.react(plot, traces, layout);
372
 
373
  window.addEventListener("resize", () => {
 
380
  });
381
  });
382
  }
383
+
384
  // Initial plot
385
  updatePlot(dropdown, slider);
386
  });
src/style.css CHANGED
@@ -242,6 +242,16 @@ d-contents nav > div > a {
242
  font-weight: 600;
243
  }
244
 
 
 
 
 
 
 
 
 
 
 
245
  d-contents nav > div > a:hover,
246
  d-contents nav > ul > li > a:hover {
247
  text-decoration: none;
 
242
  font-weight: 600;
243
  }
244
 
245
+ d-article aside {
246
+ margin-bottom: 1em;
247
+ }
248
+
249
+ @media (min-width: 768px) {
250
+ d-article aside {
251
+ margin-bottom: 0;
252
+ }
253
+ }
254
+
255
  d-contents nav > div > a:hover,
256
  d-contents nav > ul > li > a:hover {
257
  text-decoration: none;
webpack.config.js CHANGED
@@ -10,27 +10,41 @@ const COLOR_KEYS = ["color", "bgColor", "fillcolor"];
10
  const transformDataColors = async (data, path) => {
11
  const {getNamedColor} = await import('./src/colors.mjs');
12
  // if not json file, return
13
- if (!path.endsWith(".json") || path.includes("score_by_dump")) {
14
  return data;
15
  }
16
- console.log(path)
17
  const parsedData = JSON.parse(data);
18
  // Change the color of the data
19
- const deepIterateAndSetColor = (obj) => {
20
- Object.keys(obj).forEach((key) => {
21
- if (typeof obj[key] === "object" && obj[key] !== null) {
22
- deepIterateAndSetColor(obj[key]);
23
- } else if (COLOR_KEYS.includes(key)) {
24
- // The color is always in format color opacity
25
- const [colorName, opacity] = obj[key].trim().split(/\s+/);
26
- console.log(`key: ${key} in file ${path} changed to ${getNamedColor(colorName, parseFloat(opacity))}`);
27
- obj[key] = getNamedColor(colorName, parseFloat(opacity));
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
28
  }
29
- });
 
30
  };
31
-
32
- deepIterateAndSetColor(parsedData);
33
- return JSON.stringify(parsedData);
34
  };
35
 
36
  module.exports = {
 
10
  const transformDataColors = async (data, path) => {
11
  const {getNamedColor} = await import('./src/colors.mjs');
12
  // if not json file, return
13
+ if (!path.endsWith(".json")) {
14
  return data;
15
  }
 
16
  const parsedData = JSON.parse(data);
17
  // Change the color of the data
18
+ const deepIterateAndSetColor = (key, val) => {
19
+ if (val === null) {
20
+ return null;
21
+ }
22
+ if (val == undefined) {
23
+ return undefined;
24
+ }
25
+ if (Array.isArray(val)) {
26
+ return val.map(item => deepIterateAndSetColor(key, item));
27
+ }
28
+ if (typeof val === "object") {
29
+ return Object.entries(val).reduce((newObj, [key, value]) => {
30
+ newObj[key] = deepIterateAndSetColor(key, value);
31
+ return newObj;
32
+ }, {});
33
+ }
34
+ if (COLOR_KEYS.includes(key)) {
35
+ const [colorName, opacity, ...rest] = val.trim().split(/\s+/);
36
+ const floatOpacity = parseFloat(opacity);
37
+ const newColor = getNamedColor(colorName, floatOpacity);
38
+ if (newColor !== undefined && rest.length === 0 && !isNaN(floatOpacity)) {
39
+ console.log(`key: ${key} in file ${path} changed from ${val} to ${newColor}`);
40
+ return newColor;
41
+ } else {
42
+ return val;
43
  }
44
+ }
45
+ return val;
46
  };
47
+ return JSON.stringify(deepIterateAndSetColor(undefined, parsedData))
 
 
48
  };
49
 
50
  module.exports = {