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rwkv-x-dev
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lm-eval-data

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csv

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  1. compile-results.ipynb +65 -51
  2. summary/bf16-all-results-and-groups.csv +2 -2
  3. summary/bf16-all-simplified-results-and-groups.csv +2 -2
  4. summary/bf16-all-sorted-results-and-groups.csv +2 -2
  5. summary/bf16-eng-focus.csv +2 -2
  6. summary/bf16-eng-results.csv +2 -2
  7. summary/bf16-eng-summary.csv +2 -2
  8. summary/bf16-multilang-results.csv +2 -2
  9. summary/bf16-multilang-summary.csv +2 -2
  10. summary/bf16-sorted-eng-focus.csv +2 -2
  11. summary/bf16-sorted-eng-results.csv +2 -2
  12. summary/bf16-sorted-eng-summary.csv +2 -2
  13. summary/bf16-sorted-multilang-summary.csv +2 -2
  14. summary/compiled-lm-eval-results.json +2 -2
  15. summary/rwkv-x-dev-bf16-sorted-eng-all.csv +2 -2
  16. summary/rwkv-x-dev-bf16-sorted-eng-focus.csv +2 -2
  17. summary/rwkv-x-dev-bf16-sorted-multilang-summary.csv +2 -2
compile-results.ipynb CHANGED
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  "cells": [
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  {
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  "cell_type": "code",
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- "execution_count": 43,
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  "metadata": {},
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  "outputs": [
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  {
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  "text": [
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  "Defaulting to user installation because normal site-packages is not writeable\n",
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  "Requirement already satisfied: pandas in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (2.2.0)\n",
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- "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
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  "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",
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- "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
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  "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",
 
 
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  "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",
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- "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.1.2 is available.\n",
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  "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
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  ]
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  }
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  "cell_type": "code",
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  "outputs": [
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  "name": "stdout",
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  "text": [
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- "Found 6042 results.json files\n"
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  ]
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  }
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  ],
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  "cell_type": "code",
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  "outputs": [
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  "name": "stdout",
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  "text": [
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- "Processed example: {'name': 'mistralai/Mistral-7B-Instruct-v0.2', 'config': {'dtype=bfloat16,trust_remote_code=True': {'confStr': 'dtype=bfloat16,trust_remote_code=True', 'confObj': {'dtype': 'bfloat16', 'trust_remote_code': 'True'}, 'results': {'cola': {'mcc,none': 0.12965656914783247, 'mcc_stderr,none': 0.032433640730190394, 'alias': 'cola'}, 'anli': {'acc,none': 0.470625, 'acc_stderr,none': 0.016323170842139138, 'alias': 'anli'}, 'anli_r1': {'acc,none': 0.482, 'acc_stderr,none': 0.015809045699406728, 'alias': ' - anli_r1'}, 'anli_r2': {'acc,none': 0.46, 'acc_stderr,none': 0.015768596914394382, 'alias': ' - anli_r2'}, 'anli_r3': {'acc,none': 0.47, 'acc_stderr,none': 0.01441375952760986, 'alias': ' - anli_r3'}, 'wsc': {'acc,none': 0.6346153846153846, 'acc_stderr,none': 0.047447333932779195, 'alias': 'wsc'}, 'lambada_cloze': {'perplexity,none': 79.69768925561641, 'perplexity_stderr,none': 21.41458436331952, 'acc,none': 0.2092955559868038, 'acc_stderr,none': 0.048106457496816746, 'alias': 'lambada_cloze'}, 'lambada_openai_cloze_yaml': {'perplexity,none': 37.327498045923896, 'perplexity_stderr,none': 1.1669176082652388, 'acc,none': 0.30487094896176986, 'acc_stderr,none': 0.006413613926848414, 'alias': ' - lambada_openai_cloze_yaml'}, 'lambada_standard_cloze_yaml': {'perplexity,none': 122.06788046530893, 'perplexity_stderr,none': 4.255042040526601, 'acc,none': 0.11372016301183777, 'acc_stderr,none': 0.004422992919917964, 'alias': ' - lambada_standard_cloze_yaml'}, 'glue': {'mcc,none': 0.1275893167139847, 'mcc_stderr,none': 0.0010517992291010554, 'acc,none': 0.5822142909581908, 'acc_stderr,none': 0.032790502714334625, 'f1,none': 0.4411327873267142, 'f1_stderr,none': 0.0012831556331226797, 'alias': 'glue'}, 'mnli': {'acc,none': 0.5529291900152827, 'acc_stderr,none': 0.005018800001869641, 'alias': 'mnli'}, 'mnli_mismatch': {'acc,none': 0.5537021969080553, 'acc_stderr,none': 0.0050136227202211975, 'alias': 'mnli_mismatch'}, 'mrpc': {'acc,none': 0.7328431372549019, 'acc_stderr,none': 0.021932668544150206, 'f1,none': 0.8310077519379845, 'f1_stderr,none': 0.01593988577529229, 'alias': 'mrpc'}, 'qnli': {'acc,none': 0.5842943437671609, 'acc_stderr,none': 0.0066685737728695215, 'alias': 'qnli'}, 'qqp': {'acc,none': 0.5877813504823152, 'acc_stderr,none': 0.00244807782265664, 'f1,none': 0.4384014018061733, 'f1_stderr,none': 0.0036014830728846657, 'alias': 'qqp'}, 'rte': {'acc,none': 0.7003610108303249, 'acc_stderr,none': 0.02757437014529261, 'alias': 'rte'}, 'sst2': {'acc,none': 0.8555045871559633, 'acc_stderr,none': 0.01191321895589123, 'alias': 'sst2'}, 'wnli': {'acc,none': 0.6056338028169014, 'acc_stderr,none': 0.05841251085444426, 'alias': 'wnli'}, 'blimp': {'acc,none': 0.8340597014925373, 'acc_stderr,none': 0.13897696485795538, 'alias': 'blimp'}, 'blimp_adjunct_island': {'acc,none': 0.907, 'acc_stderr,none': 0.009188875634996688, 'alias': ' - blimp_adjunct_island'}, 'blimp_anaphor_gender_agreement': {'acc,none': 0.988, 'acc_stderr,none': 0.0034449771940998383, 'alias': ' - blimp_anaphor_gender_agreement'}, 'blimp_anaphor_number_agreement': {'acc,none': 0.995, 'acc_stderr,none': 0.0022315868748448812, 'alias': ' - blimp_anaphor_number_agreement'}, 'blimp_animate_subject_passive': {'acc,none': 0.793, 'acc_stderr,none': 0.012818553557843983, 'alias': ' - blimp_animate_subject_passive'}, 'blimp_animate_subject_trans': {'acc,none': 0.911, 'acc_stderr,none': 0.009008893392651514, 'alias': ' - blimp_animate_subject_trans'}, 'blimp_causative': {'acc,none': 0.779, 'acc_stderr,none': 0.013127502859696232, 'alias': ' - blimp_causative'}, 'blimp_complex_NP_island': {'acc,none': 0.614, 'acc_stderr,none': 0.015402637476784376, 'alias': ' - blimp_complex_NP_island'}, 'blimp_coordinate_structure_constraint_complex_left_branch': {'acc,none': 0.805, 'acc_stderr,none': 0.012535235623319325, 'alias': ' - blimp_coordinate_structure_constraint_complex_left_branch'}, 'blimp_coordinate_structure_constraint_object_extraction': {'acc,none': 0.892, 'acc_stderr,none': 0.00982000165134572, 'alias': ' - blimp_coordinate_structure_constraint_object_extraction'}, 'blimp_determiner_noun_agreement_1': {'acc,none': 0.985, 'acc_stderr,none': 0.003845749574503001, 'alias': ' - blimp_determiner_noun_agreement_1'}, 'blimp_determiner_noun_agreement_2': {'acc,none': 0.975, 'acc_stderr,none': 0.0049395748196984675, 'alias': ' - blimp_determiner_noun_agreement_2'}, 'blimp_determiner_noun_agreement_irregular_1': {'acc,none': 0.926, 'acc_stderr,none': 0.008282064512704159, 'alias': ' - blimp_determiner_noun_agreement_irregular_1'}, 'blimp_determiner_noun_agreement_irregular_2': {'acc,none': 0.959, 'acc_stderr,none': 0.006273624021118755, 'alias': ' - blimp_determiner_noun_agreement_irregular_2'}, 'blimp_determiner_noun_agreement_with_adj_2': {'acc,none': 0.953, 'acc_stderr,none': 0.00669595667816304, 'alias': ' - blimp_determiner_noun_agreement_with_adj_2'}, 'blimp_determiner_noun_agreement_with_adj_irregular_1': {'acc,none': 0.909, 'acc_stderr,none': 0.009099549538400241, 'alias': ' - blimp_determiner_noun_agreement_with_adj_irregular_1'}, 'blimp_determiner_noun_agreement_with_adj_irregular_2': {'acc,none': 0.932, 'acc_stderr,none': 0.007964887911291603, 'alias': ' - blimp_determiner_noun_agreement_with_adj_irregular_2'}, 'blimp_determiner_noun_agreement_with_adjective_1': {'acc,none': 0.958, 'acc_stderr,none': 0.006346359293033844, 'alias': ' - blimp_determiner_noun_agreement_with_adjective_1'}, 'blimp_distractor_agreement_relational_noun': {'acc,none': 0.922, 'acc_stderr,none': 0.008484573530118581, 'alias': ' - blimp_distractor_agreement_relational_noun'}, 'blimp_distractor_agreement_relative_clause': {'acc,none': 0.835, 'acc_stderr,none': 0.01174363286691615, 'alias': ' - blimp_distractor_agreement_relative_clause'}, 'blimp_drop_argument': {'acc,none': 0.821, 'acc_stderr,none': 0.012128730605719092, 'alias': ' - blimp_drop_argument'}, 'blimp_ellipsis_n_bar_1': {'acc,none': 0.88, 'acc_stderr,none': 0.010281328012747377, 'alias': ' - blimp_ellipsis_n_bar_1'}, 'blimp_ellipsis_n_bar_2': {'acc,none': 0.91, 'acc_stderr,none': 0.009054390204866435, 'alias': ' - blimp_ellipsis_n_bar_2'}, 'blimp_existential_there_object_raising': {'acc,none': 0.832, 'acc_stderr,none': 0.01182860583145427, 'alias': ' - blimp_existential_there_object_raising'}, 'blimp_existential_there_quantifiers_1': {'acc,none': 0.986, 'acc_stderr,none': 0.0037172325482565786, 'alias': ' - blimp_existential_there_quantifiers_1'}, 'blimp_existential_there_quantifiers_2': {'acc,none': 0.541, 'acc_stderr,none': 0.015766025737882165, 'alias': ' - blimp_existential_there_quantifiers_2'}, 'blimp_existential_there_subject_raising': {'acc,none': 0.889, 'acc_stderr,none': 0.009938701010583726, 'alias': ' - blimp_existential_there_subject_raising'}, 'blimp_expletive_it_object_raising': {'acc,none': 0.832, 'acc_stderr,none': 0.01182860583145426, 'alias': ' - blimp_expletive_it_object_raising'}, 'blimp_inchoative': {'acc,none': 0.69, 'acc_stderr,none': 0.0146326386586329, 'alias': ' - blimp_inchoative'}, 'blimp_intransitive': {'acc,none': 0.849, 'acc_stderr,none': 0.011328165223341681, 'alias': ' - blimp_intransitive'}, 'blimp_irregular_past_participle_adjectives': {'acc,none': 0.935, 'acc_stderr,none': 0.007799733061832009, 'alias': ' - blimp_irregular_past_participle_adjectives'}, 'blimp_irregular_past_participle_verbs': {'acc,none': 0.906, 'acc_stderr,none': 0.009233052000787726, 'alias': ' - blimp_irregular_past_participle_verbs'}, 'blimp_irregular_plural_subject_verb_agreement_1': {'acc,none': 0.927, 'acc_stderr,none': 0.008230354715244068, 'alias': ' - blimp_irregular_plural_subject_verb_agreement_1'}, 'blimp_irregular_plural_subject_verb_agreement_2': {'acc,none': 0.919, 'acc_stderr,none': 0.008632121032139973, 'alias': ' - blimp_irregular_plural_subject_verb_agreement_2'}, 'blimp_left_branch_island_echo_question': {'acc,none': 0.584, 'acc_stderr,none': 0.015594460144140601, 'alias': ' - blimp_left_branch_island_echo_question'}, 'blimp_left_branch_island_simple_question': {'acc,none': 0.923, 'acc_stderr,none': 0.008434580140240656, 'alias': ' - blimp_left_branch_island_simple_question'}, 'blimp_matrix_question_npi_licensor_present': {'acc,none': 0.595, 'acc_stderr,none': 0.015531136990453042, 'alias': ' - blimp_matrix_question_npi_licensor_present'}, 'blimp_npi_present_1': {'acc,none': 0.608, 'acc_stderr,none': 0.015445859463771304, 'alias': ' - blimp_npi_present_1'}, 'blimp_npi_present_2': {'acc,none': 0.681, 'acc_stderr,none': 0.014746404865473487, 'alias': ' - blimp_npi_present_2'}, 'blimp_only_npi_licensor_present': {'acc,none': 0.942, 'acc_stderr,none': 0.007395315455792925, 'alias': ' - blimp_only_npi_licensor_present'}, 'blimp_only_npi_scope': {'acc,none': 0.728, 'acc_stderr,none': 0.014078856992462621, 'alias': ' - blimp_only_npi_scope'}, 'blimp_passive_1': {'acc,none': 0.888, 'acc_stderr,none': 0.00997775303139724, 'alias': ' - blimp_passive_1'}, 'blimp_passive_2': {'acc,none': 0.902, 'acc_stderr,none': 0.00940661918462123, 'alias': ' - blimp_passive_2'}, 'blimp_principle_A_c_command': {'acc,none': 0.771, 'acc_stderr,none': 0.013294199326613621, 'alias': ' - blimp_principle_A_c_command'}, 'blimp_principle_A_case_1': {'acc,none': 1.0, 'acc_stderr,none': 0.0, 'alias': ' - blimp_principle_A_case_1'}, 'blimp_principle_A_case_2': {'acc,none': 0.951, 'acc_stderr,none': 0.006829761756140911, 'alias': ' - blimp_principle_A_case_2'}, 'blimp_principle_A_domain_1': {'acc,none': 0.992, 'acc_stderr,none': 0.0028185003005045074, 'alias': ' - blimp_principle_A_domain_1'}, 'blimp_principle_A_domain_2': {'acc,none': 0.808, 'acc_stderr,none': 0.012461592646659988, 'alias': ' - blimp_principle_A_domain_2'}, 'blimp_principle_A_domain_3': {'acc,none': 0.702, 'acc_stderr,none': 0.0144708467411347, 'alias': ' - blimp_principle_A_domain_3'}, 'blimp_principle_A_reconstruction': {'acc,none': 0.449, 'acc_stderr,none': 0.01573679276875202, 'alias': ' - blimp_principle_A_reconstruction'}, 'blimp_regular_plural_subject_verb_agreement_1': {'acc,none': 0.949, 'acc_stderr,none': 0.00696042006257141, 'alias': ' - blimp_regular_plural_subject_verb_agreement_1'}, 'blimp_regular_plural_subject_verb_agreement_2': {'acc,none': 0.908, 'acc_stderr,none': 0.00914437639315109, 'alias': ' - blimp_regular_plural_subject_verb_agreement_2'}, 'blimp_sentential_negation_npi_licensor_present': {'acc,none': 0.994, 'acc_stderr,none': 0.0024433521993298163, 'alias': ' - blimp_sentential_negation_npi_licensor_present'}, 'blimp_sentential_negation_npi_scope': {'acc,none': 0.785, 'acc_stderr,none': 0.012997843819031808, 'alias': ' - blimp_sentential_negation_npi_scope'}, 'blimp_sentential_subject_island': {'acc,none': 0.472, 'acc_stderr,none': 0.015794475789511476, 'alias': ' - blimp_sentential_subject_island'}, 'blimp_superlative_quantifiers_1': {'acc,none': 0.905, 'acc_stderr,none': 0.009276910103103327, 'alias': ' - blimp_superlative_quantifiers_1'}, 'blimp_superlative_quantifiers_2': {'acc,none': 0.779, 'acc_stderr,none': 0.01312750285969624, 'alias': ' - blimp_superlative_quantifiers_2'}, 'blimp_tough_vs_raising_1': {'acc,none': 0.657, 'acc_stderr,none': 0.015019206922356951, 'alias': ' - blimp_tough_vs_raising_1'}, 'blimp_tough_vs_raising_2': {'acc,none': 0.899, 'acc_stderr,none': 0.009533618929340988, 'alias': ' - blimp_tough_vs_raising_2'}, 'blimp_transitive': {'acc,none': 0.879, 'acc_stderr,none': 0.010318210380946087, 'alias': ' - blimp_transitive'}, 'blimp_wh_island': {'acc,none': 0.794, 'acc_stderr,none': 0.012795613612786543, 'alias': ' - blimp_wh_island'}, 'blimp_wh_questions_object_gap': {'acc,none': 0.868, 'acc_stderr,none': 0.01070937396352803, 'alias': ' - blimp_wh_questions_object_gap'}, 'blimp_wh_questions_subject_gap': {'acc,none': 0.925, 'acc_stderr,none': 0.008333333333333337, 'alias': ' - blimp_wh_questions_subject_gap'}, 'blimp_wh_questions_subject_gap_long_distance': {'acc,none': 0.91, 'acc_stderr,none': 0.009054390204866442, 'alias': ' - blimp_wh_questions_subject_gap_long_distance'}, 'blimp_wh_vs_that_no_gap': {'acc,none': 0.972, 'acc_stderr,none': 0.005219506034410054, 'alias': ' - blimp_wh_vs_that_no_gap'}, 'blimp_wh_vs_that_no_gap_long_distance': {'acc,none': 0.97, 'acc_stderr,none': 0.005397140829099197, 'alias': ' - blimp_wh_vs_that_no_gap_long_distance'}, 'blimp_wh_vs_that_with_gap': {'acc,none': 0.394, 'acc_stderr,none': 0.01545972195749338, 'alias': ' - blimp_wh_vs_that_with_gap'}, 'blimp_wh_vs_that_with_gap_long_distance': {'acc,none': 0.343, 'acc_stderr,none': 0.015019206922356951, 'alias': ' - blimp_wh_vs_that_with_gap_long_distance'}, 'sciq': {'acc,none': 0.954, 'acc_stderr,none': 0.006627814717380709, 'acc_norm,none': 0.905, 'acc_norm_stderr,none': 0.009276910103103298, 'alias': 'sciq'}, 'crows_pairs': {'likelihood_diff,none': 4.708786246175203, 'likelihood_diff_stderr,none': 0.4977051425278663, 'pct_stereotype,none': 0.586463923673226, 'pct_stereotype_stderr,none': 0.08249358792815063, 'alias': 'crows_pairs'}, 'crows_pairs_english': {'likelihood_diff,none': 4.7318490926325145, 'likelihood_diff_stderr,none': 0.11342322831385568, 'pct_stereotype,none': 0.654144305307096, 'pct_stereotype_stderr,none': 0.011618424517571955, 'alias': ' - crows_pairs_english'}, 'crows_pairs_english_age': {'likelihood_diff,none': 4.537944248744419, 'likelihood_diff_stderr,none': 0.4369966519695147, 'pct_stereotype,none': 0.6703296703296703, 'pct_stereotype_stderr,none': 0.04955219508596587, 'alias': ' - crows_pairs_english_age'}, 'crows_pairs_english_autre': {'likelihood_diff,none': 7.3852669108997695, 'likelihood_diff_stderr,none': 3.1266330530899724, 'pct_stereotype,none': 0.7272727272727273, 'pct_stereotype_stderr,none': 0.14083575804390605, 'alias': ' - crows_pairs_english_autre'}, 'crows_pairs_english_disability': {'likelihood_diff,none': 7.576054441011869, 'likelihood_diff_stderr,none': 0.8834566291940967, 'pct_stereotype,none': 0.7384615384615385, 'pct_stereotype_stderr,none': 0.05493406483494501, 'alias': ' - crows_pairs_english_disability'}, 'crows_pairs_english_gender': {'likelihood_diff,none': 4.158607739210129, 'likelihood_diff_stderr,none': 0.21464841768933213, 'pct_stereotype,none': 0.553125, 'pct_stereotype_stderr,none': 0.027836160509246814, 'alias': ' - crows_pairs_english_gender'}, 'crows_pairs_english_nationality': {'likelihood_diff,none': 4.096699096538402, 'likelihood_diff_stderr,none': 0.3010726414449652, 'pct_stereotype,none': 0.6342592592592593, 'pct_stereotype_stderr,none': 0.032847388576472056, 'alias': ' - crows_pairs_english_nationality'}, 'crows_pairs_english_physical_appearance': {'likelihood_diff,none': 4.959399302800496, 'likelihood_diff_stderr,none': 0.5163626886218743, 'pct_stereotype,none': 0.6944444444444444, 'pct_stereotype_stderr,none': 0.05466818705978919, 'alias': ' - crows_pairs_english_physical_appearance'}, 'crows_pairs_english_race_color': {'likelihood_diff,none': 4.81732547189307, 'likelihood_diff_stderr,none': 0.2159233883820022, 'pct_stereotype,none': 0.6338582677165354, 'pct_stereotype_stderr,none': 0.021395218002640975, 'alias': ' - crows_pairs_english_race_color'}, 'crows_pairs_english_religion': {'likelihood_diff,none': 4.467977901836774, 'likelihood_diff_stderr,none': 0.41756093801938654, 'pct_stereotype,none': 0.7117117117117117, 'pct_stereotype_stderr,none': 0.04318860867532052, 'alias': ' - crows_pairs_english_religion'}, 'crows_pairs_english_sexual_orientation': {'likelihood_diff,none': 5.250740379415532, 'likelihood_diff_stderr,none': 0.4624374274101435, 'pct_stereotype,none': 0.8494623655913979, 'pct_stereotype_stderr,none': 0.03728212869390004, 'alias': ' - crows_pairs_english_sexual_orientation'}, 'crows_pairs_english_socioeconomic': {'likelihood_diff,none': 4.964149414865594, 'likelihood_diff_stderr,none': 0.2888250878536635, 'pct_stereotype,none': 0.7263157894736842, 'pct_stereotype_stderr,none': 0.03243072906189839, 'alias': ' - crows_pairs_english_socioeconomic'}, 'crows_pairs_french': {'likelihood_diff,none': 4.685419388590786, 'likelihood_diff_stderr,none': 0.1197603523248747, 'pct_stereotype,none': 0.5205724508050089, 'pct_stereotype_stderr,none': 0.012202956874643714, 'alias': ' - crows_pairs_french'}, 'crows_pairs_french_age': {'likelihood_diff,none': 4.185000652737088, 'likelihood_diff_stderr,none': 0.5570851429106586, 'pct_stereotype,none': 0.5111111111111111, 'pct_stereotype_stderr,none': 0.05298680599073449, 'alias': ' - 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humanities', 'acc,none': 0.5385759829968119, 'acc_stderr,none': 0.14701376176218026}, 'mmlu_formal_logic': {'alias': ' - formal_logic', 'acc,none': 0.35714285714285715, 'acc_stderr,none': 0.04285714285714281}, 'mmlu_high_school_european_history': {'alias': ' - high_school_european_history', 'acc,none': 0.7272727272727273, 'acc_stderr,none': 0.0347769116216366}, 'mmlu_high_school_us_history': {'alias': ' - high_school_us_history', 'acc,none': 0.7843137254901961, 'acc_stderr,none': 0.028867431449849303}, 'mmlu_high_school_world_history': {'alias': ' - high_school_world_history', 'acc,none': 0.7805907172995781, 'acc_stderr,none': 0.026939106581553945}, 'mmlu_international_law': {'alias': ' - international_law', 'acc,none': 0.7603305785123967, 'acc_stderr,none': 0.03896878985070417}, 'mmlu_jurisprudence': {'alias': ' - jurisprudence', 'acc,none': 0.7129629629629629, 'acc_stderr,none': 0.043733130409147614}, 'mmlu_logical_fallacies': {'alias': ' - logical_fallacies', 'acc,none': 0.7607361963190185, 'acc_stderr,none': 0.033519538795212696}, 'mmlu_moral_disputes': {'alias': ' - moral_disputes', 'acc,none': 0.6589595375722543, 'acc_stderr,none': 0.025522474632121612}, 'mmlu_moral_scenarios': {'alias': ' - moral_scenarios', 'acc,none': 0.33631284916201115, 'acc_stderr,none': 0.015801003729145904}, 'mmlu_philosophy': {'alias': ' - philosophy', 'acc,none': 0.6463022508038585, 'acc_stderr,none': 0.027155208103200882}, 'mmlu_prehistory': {'alias': ' - prehistory', 'acc,none': 0.6697530864197531, 'acc_stderr,none': 0.026168298456732846}, 'mmlu_professional_law': {'alias': ' - professional_law', 'acc,none': 0.42046936114732725, 'acc_stderr,none': 0.012607654553832705}, 'mmlu_world_religions': {'alias': ' - world_religions', 'acc,none': 0.8128654970760234, 'acc_stderr,none': 0.029913127232368032}, 'mmlu_other': {'alias': ' - other', 'acc,none': 0.664628258770518, 'acc_stderr,none': 0.1089782488947092}, 'mmlu_business_ethics': {'alias': ' - business_ethics', 'acc,none': 0.59, 'acc_stderr,none': 0.04943110704237101}, 'mmlu_global_facts': {'alias': ' - global_facts', 'acc,none': 0.41, 'acc_stderr,none': 0.04943110704237102}, 'mmlu_human_aging': {'alias': ' - human_aging', 'acc,none': 0.6278026905829597, 'acc_stderr,none': 0.03244305283008732}, 'mmlu_management': {'alias': ' - management', 'acc,none': 0.7378640776699029, 'acc_stderr,none': 0.043546310772605956}, 'mmlu_marketing': {'alias': ' - marketing', 'acc,none': 0.8717948717948718, 'acc_stderr,none': 0.02190190511507332}, 'mmlu_miscellaneous': {'alias': ' - miscellaneous', 'acc,none': 0.7879948914431673, 'acc_stderr,none': 0.014616099385833711}, 'mmlu_nutrition': {'alias': ' - nutrition', 'acc,none': 0.673202614379085, 'acc_stderr,none': 0.026857294663281416}, 'mmlu_professional_accounting': {'alias': ' - professional_accounting', 'acc,none': 0.45390070921985815, 'acc_stderr,none': 0.02970045324729147}, 'mmlu_virology': {'alias': ' - virology', 'acc,none': 0.463855421686747, 'acc_stderr,none': 0.03882310850890594}, 'mmlu_social_sciences': {'alias': ' - social_sciences', 'acc,none': 0.6889827754306143, 'acc_stderr,none': 0.08980026474895134}, 'mmlu_econometrics': {'alias': ' - econometrics', 'acc,none': 0.4824561403508772, 'acc_stderr,none': 0.04700708033551038}, 'mmlu_high_school_geography': {'alias': ' - high_school_geography', 'acc,none': 0.7474747474747475, 'acc_stderr,none': 0.030954055470365907}, 'mmlu_high_school_government_and_politics': {'alias': ' - high_school_government_and_politics', 'acc,none': 0.8186528497409327, 'acc_stderr,none': 0.027807032360686088}, 'mmlu_high_school_macroeconomics': {'alias': ' - high_school_macroeconomics', 'acc,none': 0.5769230769230769, 'acc_stderr,none': 0.025049197876042338}, 'mmlu_high_school_microeconomics': {'alias': ' - high_school_microeconomics', 'acc,none': 0.6596638655462185, 'acc_stderr,none': 0.030778057422931673}, 'mmlu_high_school_psychology': {'alias': ' - high_school_psychology', 'acc,none': 0.7853211009174312, 'acc_stderr,none': 0.01760430414925649}, 'mmlu_human_sexuality': {'alias': ' - human_sexuality', 'acc,none': 0.6946564885496184, 'acc_stderr,none': 0.04039314978724562}, 'mmlu_professional_psychology': {'alias': ' - professional_psychology', 'acc,none': 0.5898692810457516, 'acc_stderr,none': 0.019898412717635892}, 'mmlu_public_relations': {'alias': ' - public_relations', 'acc,none': 0.6727272727272727, 'acc_stderr,none': 0.04494290866252088}, 'mmlu_security_studies': {'alias': ' - security_studies', 'acc,none': 0.7061224489795919, 'acc_stderr,none': 0.029162738410249755}, 'mmlu_sociology': {'alias': ' - sociology', 'acc,none': 0.8407960199004975, 'acc_stderr,none': 0.02587064676616914}, 'mmlu_us_foreign_policy': {'alias': ' - us_foreign_policy', 'acc,none': 0.81, 'acc_stderr,none': 0.039427724440366234}, 'mmlu_stem': {'alias': ' - stem', 'acc,none': 0.497304154773232, 'acc_stderr,none': 0.10643423341212979}, 'mmlu_abstract_algebra': {'alias': ' - abstract_algebra', 'acc,none': 0.3, 'acc_stderr,none': 0.046056618647183814}, 'mmlu_astronomy': {'alias': ' - astronomy', 'acc,none': 0.625, 'acc_stderr,none': 0.039397364351956274}, 'mmlu_college_chemistry': {'alias': ' - college_chemistry', 'acc,none': 0.38, 'acc_stderr,none': 0.048783173121456316}, 'mmlu_college_computer_science': {'alias': ' - college_computer_science', 'acc,none': 0.54, 'acc_stderr,none': 0.05009082659620333}, 'mmlu_college_mathematics': {'alias': ' - college_mathematics', 'acc,none': 0.33, 'acc_stderr,none': 0.04725815626252605}, 'mmlu_college_physics': {'alias': ' - college_physics', 'acc,none': 0.39215686274509803, 'acc_stderr,none': 0.048580835742663434}, 'mmlu_computer_security': {'alias': ' - computer_security', 'acc,none': 0.67, 'acc_stderr,none': 0.047258156262526066}, 'mmlu_conceptual_physics': {'alias': ' - conceptual_physics', 'acc,none': 0.5106382978723404, 'acc_stderr,none': 0.03267862331014063}, 'mmlu_electrical_engineering': {'alias': ' - electrical_engineering', 'acc,none': 0.5586206896551724, 'acc_stderr,none': 0.04137931034482757}, 'mmlu_elementary_mathematics': {'alias': ' - elementary_mathematics', 'acc,none': 0.42328042328042326, 'acc_stderr,none': 0.02544636563440678}, 'mmlu_high_school_biology': {'alias': ' - high_school_biology', 'acc,none': 0.6935483870967742, 'acc_stderr,none': 0.026226485652553887}, 'mmlu_high_school_chemistry': {'alias': ' - high_school_chemistry', 'acc,none': 0.5073891625615764, 'acc_stderr,none': 0.035176035403610105}, 'mmlu_high_school_computer_science': {'alias': ' - high_school_computer_science', 'acc,none': 0.61, 'acc_stderr,none': 0.04902071300001975}, 'mmlu_high_school_mathematics': {'alias': ' - high_school_mathematics', 'acc,none': 0.34444444444444444, 'acc_stderr,none': 0.02897264888484427}, 'mmlu_high_school_physics': {'alias': ' - high_school_physics', 'acc,none': 0.3708609271523179, 'acc_stderr,none': 0.03943966699183629}, 'mmlu_high_school_statistics': {'alias': ' - high_school_statistics', 'acc,none': 0.4537037037037037, 'acc_stderr,none': 0.033953227263757976}, 'mmlu_machine_learning': {'alias': ' - machine_learning', 'acc,none': 0.4642857142857143, 'acc_stderr,none': 0.04733667890053756}, 'asdiv': {'acc,none': 0.0, 'acc_stderr,none': 0.0, 'alias': 'asdiv'}, 'wic': {'acc,none': 0.6003134796238244, 'acc_stderr,none': 0.019407923975502145, 'alias': 'wic'}, 'swag': {'acc,none': 0.5974707587723683, 'acc_stderr,none': 0.0034672708384908342, 'acc_norm,none': 0.7870638808357493, 'acc_norm_stderr,none': 0.0028944122046582997, 'alias': 'swag'}, 'hellaswag': {'acc,none': 0.6602270464050985, 'acc_stderr,none': 0.004726640532562062, 'acc_norm,none': 0.8366859191396137, 'acc_norm_stderr,none': 0.003688965231733516, 'alias': 'hellaswag'}, 'cb': {'acc,none': 0.7678571428571429, 'acc_stderr,none': 0.0569293902400011, 'f1,none': 0.6534278959810874, 'f1_stderr,none': 'N/A', 'alias': 'cb'}, 'sglue_rte': {'acc,none': 0.7003610108303249, 'acc_stderr,none': 0.02757437014529261, 'alias': 'sglue_rte'}, 'mathqa': {'acc,none': 0.37051926298157456, 'acc_stderr,none': 0.008840914868809937, 'acc_norm,none': 0.3688442211055276, 'acc_norm_stderr,none': 0.008832636623685441, 'alias': 'mathqa'}}, 'groups': {'anli': {'acc,none': 0.470625, 'acc_stderr,none': 0.016323170842139138, 'alias': 'anli'}, 'lambada_cloze': {'perplexity,none': 79.69768925561641, 'perplexity_stderr,none': 21.41458436331952, 'acc,none': 0.2092955559868038, 'acc_stderr,none': 0.048106457496816746, 'alias': 'lambada_cloze'}, 'glue': {'mcc,none': 0.1275893167139847, 'mcc_stderr,none': 0.0010517992291010554, 'acc,none': 0.5822142909581908, 'acc_stderr,none': 0.032790502714334625, 'f1,none': 0.4411327873267142, 'f1_stderr,none': 0.0012831556331226797, 'alias': 'glue'}, 'blimp': {'acc,none': 0.8340597014925373, 'acc_stderr,none': 0.13897696485795538, 'alias': 'blimp'}, 'crows_pairs': {'likelihood_diff,none': 4.708786246175203, 'likelihood_diff_stderr,none': 0.4977051425278663, 'pct_stereotype,none': 0.586463923673226, 'pct_stereotype_stderr,none': 0.08249358792815063, 'alias': 'crows_pairs'}, 'ceval-valid': {'acc,none': 0.43684992570579495, 'acc_stderr,none': 0.14261591689704498, 'acc_norm,none': 0.43684992570579495, 'acc_norm_stderr,none': 0.14261591689704498, 'alias': 'ceval-valid'}, 'freebase': {'exact_match,none': 0.061515748031496065, 'exact_match_stderr,none': 0.005331527918306684, 'alias': 'freebase'}, 'cmmlu': {'acc,none': 0.42220687273355206, 'acc_stderr,none': 0.10478605809778388, 'acc_norm,none': 0.42220687273355206, 'acc_norm_stderr,none': 0.10478605809778388, 'alias': 'cmmlu'}, 'lambada': {'perplexity,none': 3.786399904636776, 'perplexity_stderr,none': 0.21254011171654186, 'acc,none': 0.6832912866291481, 'acc_stderr,none': 0.01690798528858505, 'alias': 'lambada'}, 'sycophancy': {'acc,none': 0.8909853249475891, 'acc_stderr,none': 0.06497187134187173, 'alias': 'sycophancy'}, 'qa4mre': {'acc,none': 0.5460992907801419, 'acc_stderr,none': 0.06008175299623157, 'acc_norm,none': 0.5815602836879432, 'acc_norm_stderr,none': 0.07866017109546872, 'alias': 'qa4mre'}, 'ai2_arc': {'acc,none': 0.7237880496054115, 'acc_stderr,none': 0.0870545951521031, 'acc_norm,none': 0.6992671927846674, 'acc_norm_stderr,none': 0.06575368411217784, 'alias': 'ai2_arc'}, 'multimedqa': {'alias': 'stem', 'acc,none': 0.5175301632363378, 'acc_stderr,none': 0.0694061118891545, 'acc_norm,none': 0.4778006153543328, 'acc_norm_stderr,none': 0.0001606261257056986}, 'kmmlu': {'acc,none': 0.34704013860814326, 'acc_stderr,none': 0.07238936581650249, 'acc_norm,none': 0.34704013860814326, 'acc_norm_stderr,none': 0.07238936581650249, 'alias': 'kmmlu'}, 'kobest': {'acc,none': 0.6033764525323394, 'acc_stderr,none': 0.10436362536496387, 'f1,none': 0.5553821902279571, 'f1_stderr,none': 'N/A', 'acc_norm,none': 0.496, 'acc_norm_stderr,none': 0.0005009699398797607, 'alias': 'kobest'}, 'arithmetic': {'acc,none': 0.86535, 'acc_stderr,none': 0.1044357382014318, 'alias': 'arithmetic'}, 'mmlu': {'acc,none': 0.5901580971371599, 'acc_stderr,none': 0.1308916942503901, 'alias': 'mmlu'}, 'mmlu_humanities': {'alias': ' - humanities', 'acc,none': 0.5385759829968119, 'acc_stderr,none': 0.14701376176218026}, 'mmlu_other': {'alias': ' - other', 'acc,none': 0.664628258770518, 'acc_stderr,none': 0.1089782488947092}, 'mmlu_social_sciences': {'alias': ' - social_sciences', 'acc,none': 0.6889827754306143, 'acc_stderr,none': 0.08980026474895134}, 'mmlu_stem': {'alias': ' - stem', 'acc,none': 0.497304154773232, 'acc_stderr,none': 0.10643423341212979}}}}}\n"
82
  ]
83
  }
84
  ],
@@ -156,16 +156,16 @@
156
  },
157
  {
158
  "cell_type": "code",
159
- "execution_count": 46,
160
  "metadata": {},
161
  "outputs": [
162
  {
163
  "name": "stdout",
164
  "output_type": "stream",
165
  "text": [
166
- "Found 130 models\n",
167
  "Models: \n",
168
- "['mistralai/Mistral-7B-Instruct-v0.2', '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/v5-EagleX-v2-7B-HF', 'RWKV/rwkv-6-world-1b6', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/v6-Finch-7B-HF', 'RWKV/rwkv-6-world-3b-v2.1', 'RWKV/rwkv-4-world-7b', 'RWKV/v6-Finch-14B-HF', 'RWKV/rwkv-raven-7b', 'RWKV/rwkv-6-world-3b', 'aisingapore/sealion7b', 'aisingapore/sealion3b', './rwkv-x-dev/1_3-C5-rwkv-270_pth', './rwkv-x-dev/225-EagleX-PreFT-C', './rwkv-x-dev/225-EagleX-PreFT-D', './rwkv-x-dev/1_0_pth', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-340_pth', './rwkv-x-dev/chunk1-0_8_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/225-EagleX-PreFT-E', './rwkv-x-dev/225-EagleX-PreFT-B', './rwkv-x-dev/blink4-final_pth', './rwkv-x-dev/chunk2-0_8_pth', './rwkv-x-dev/chunk3-0_8_pth', './rwkv-x-dev/r3-4k-test2-fix3-blink-final_pth', './rwkv-x-dev/R4-7B-15t-With-Mask_pth', './rwkv-x-dev/r3-testchunk-1-8_pth', './rwkv-x-dev/R4-with-shuffle-rwkv-53_pth', './rwkv-x-dev/chunk7-2-0_85_pth', './rwkv-x-dev/EagleX-1_7T_pth', './rwkv-x-dev/r3-testchunk2-blink-fixed_pth', './rwkv-x-dev/r3-testchunk2-blink_pth', './rwkv-x-dev/rwkv-230_pth', './rwkv-x-dev/1_3-C0-rwkv-60_pth', './rwkv-x-dev/chunk5-0_85_pth', './rwkv-x-dev/R4-7B-Base-No-Mask_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/R4-1B5-No-Mask_pth', './rwkv-x-dev/RWKV-32K-5B-RW_pth', './rwkv-x-dev/R4-7B-15t-32k-No-Mask_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-60_pth', './rwkv-x-dev/EagleX_1-7T_Chat_pth', './rwkv-x-dev/1_3-C1-rwkv-390_pth', './rwkv-x-dev/1_3-C1-rwkv-20_pth', './rwkv-x-dev/chunk8-1-0_85_pth', './rwkv-x-dev/R4-7B-Base-32k-No-Mask_pth', './rwkv-x-dev/R4-no-shuffle-rwkv-53_pth', './rwkv-x-dev/1_3-C2-rwkv-648_pth', './rwkv-x-dev/1_3-C2-rwkv-250_pth', './rwkv-x-dev/r3-testchunk-1-8-no-cuda-with-warmup_pth', './rwkv-x-dev/1_3-C0-rwkv-140_pth', './rwkv-x-dev/bruber_9b', './rwkv-x-dev/Eagle-225-1FT', './rwkv-x-dev/225-EagleX-PreFT-A', './rwkv-x-dev/225-EagleX-PreFT-F', './rwkv-x-dev/r3-c1-8_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-450_pth', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-40_pth', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/R4-7B-15t-No-Mask_pth', './rwkv-x-dev/1_0-c1-290_pth', './rwkv-x-dev/R4-1B5-With-Mask_pth', './rwkv-x-dev/Quetzal-N8-1', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-30_pth', './rwkv-x-dev/1_3-C0-rwkv-70_pth', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/R4-7B-Base-With-Mask_pth', 'rwkv-x-dev/v5-Eagle-7B-1_0T-HF', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-30_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-190_pth', './rwkv-x-dev/R4-7B-15t-extd-e3_pth', './rwkv-x-dev/r3-testchunk2_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', './rwkv-x-dev/1_3-C0-rwkv-153_pth', './rwkv-x-dev/R4-7B-15t-extd-e2_pth', './rwkv-x-dev/r3-testchunk-blink_pth', 'SmerkyG/rwkv-5-world-1b5', 'SmerkyG/rwkv6-world-1b6', 'SmerkyG/rwkv6-world-3b', 'SmerkyG/rwkv-5-world-3b', 'SmerkyG/rwkv-5-world-7b', 'SmerkyG/rwkv5-world-7b', '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', 'm8than/Finch-14B-Continued', 'm8than/FinchX-Med', 'TimeMobius/Mobius-RWKV-Chat-12B-128k-v4-HF', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf', 'state-spaces/mamba-2.8b-hf', 'state-spaces/mamba-1.4b-hf']\n",
169
  "Saved to compiled-lm-eval-results.json\n"
170
  ]
171
  }
@@ -199,9 +199,23 @@
199
  },
200
  {
201
  "cell_type": "code",
202
- "execution_count": 47,
203
  "metadata": {},
204
  "outputs": [
 
 
 
 
 
 
 
 
 
 
 
 
 
 
205
  {
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  "data": {
207
  "text/html": [
@@ -280,7 +294,7 @@
280
  " <td>...</td>\n",
281
  " </tr>\n",
282
  " <tr>\n",
283
- " <th>56</th>\n",
284
  " <td>huggyllama/llama-7b</td>\n",
285
  " <td>0.541818</td>\n",
286
  " <td>0.040718</td>\n",
@@ -288,7 +302,7 @@
288
  " <td>0.040718</td>\n",
289
  " </tr>\n",
290
  " <tr>\n",
291
- " <th>57</th>\n",
292
  " <td>meta-llama/Llama-2-7b-chat-hf</td>\n",
293
  " <td>0.559818</td>\n",
294
  " <td>0.054954</td>\n",
@@ -296,7 +310,7 @@
296
  " <td>0.054954</td>\n",
297
  " </tr>\n",
298
  " <tr>\n",
299
- " <th>58</th>\n",
300
  " <td>meta-llama/Llama-2-7b-hf</td>\n",
301
  " <td>0.566727</td>\n",
302
  " <td>0.052515</td>\n",
@@ -304,7 +318,7 @@
304
  " <td>0.052515</td>\n",
305
  " </tr>\n",
306
  " <tr>\n",
307
- " <th>59</th>\n",
308
  " <td>state-spaces/mamba-2.8b-hf</td>\n",
309
  " <td>0.552909</td>\n",
310
  " <td>0.035570</td>\n",
@@ -312,7 +326,7 @@
312
  " <td>0.035570</td>\n",
313
  " </tr>\n",
314
  " <tr>\n",
315
- " <th>60</th>\n",
316
  " <td>state-spaces/mamba-1.4b-hf</td>\n",
317
  " <td>0.544182</td>\n",
318
  " <td>0.031390</td>\n",
@@ -321,7 +335,7 @@
321
  " </tr>\n",
322
  " </tbody>\n",
323
  "</table>\n",
324
- "<p>61 rows × 5 columns</p>\n",
325
  "</div>"
326
  ],
327
  "text/plain": [
@@ -332,11 +346,11 @@
332
  "3 mosaicml/mpt-7b 0.536000 0.042339 0.536000 \n",
333
  "4 mosaicml/mpt-7b-chat 0.538000 0.047059 0.538000 \n",
334
  ".. ... ... ... ... \n",
335
- "56 huggyllama/llama-7b 0.541818 0.040718 0.541818 \n",
336
- "57 meta-llama/Llama-2-7b-chat-hf 0.559818 0.054954 0.559818 \n",
337
- "58 meta-llama/Llama-2-7b-hf 0.566727 0.052515 0.566727 \n",
338
- "59 state-spaces/mamba-2.8b-hf 0.552909 0.035570 0.552909 \n",
339
- "60 state-spaces/mamba-1.4b-hf 0.544182 0.031390 0.544182 \n",
340
  "\n",
341
  " xcopa (acc_stderr) \n",
342
  "0 NaN \n",
@@ -345,16 +359,16 @@
345
  "3 0.042339 \n",
346
  "4 0.047059 \n",
347
  ".. ... \n",
348
- "56 0.040718 \n",
349
- "57 0.054954 \n",
350
- "58 0.052515 \n",
351
- "59 0.035570 \n",
352
- "60 0.031390 \n",
353
  "\n",
354
- "[61 rows x 5 columns]"
355
  ]
356
  },
357
- "execution_count": 47,
358
  "metadata": {},
359
  "output_type": "execute_result"
360
  }
@@ -555,32 +569,32 @@
555
  },
556
  {
557
  "cell_type": "code",
558
- "execution_count": 48,
559
  "metadata": {},
560
  "outputs": [
561
  {
562
  "name": "stdout",
563
  "output_type": "stream",
564
  "text": [
565
- "total 38624\n",
566
- "-rw-r--r--@ 1 picocreator staff 1.3M Jul 26 09:22 bf16-all-results-and-groups.csv\n",
567
- "-rw-r--r--@ 1 picocreator staff 350K Jul 26 09:22 bf16-all-simplified-results-and-groups.csv\n",
568
- "-rw-r--r--@ 1 picocreator staff 350K Jul 26 09:22 bf16-all-sorted-results-and-groups.csv\n",
569
- "-rw-r--r--@ 1 picocreator staff 91K Jul 26 09:22 bf16-eng-focus.csv\n",
570
- "-rw-r--r--@ 1 picocreator staff 1.2M Jul 26 09:22 bf16-eng-results.csv\n",
571
- "-rw-r--r--@ 1 picocreator staff 105K Jul 26 09:22 bf16-eng-summary.csv\n",
572
- "-rw-r--r--@ 1 picocreator staff 134K Jul 26 09:22 bf16-multilang-results.csv\n",
573
- "-rw-r--r--@ 1 picocreator staff 19K Jul 26 09:22 bf16-multilang-summary.csv\n",
574
- "-rw-r--r--@ 1 picocreator staff 91K Jul 26 09:22 bf16-sorted-eng-focus.csv\n",
575
- "-rw-r--r--@ 1 picocreator staff 1.2M Jul 26 09:22 bf16-sorted-eng-results.csv\n",
576
- "-rw-r--r--@ 1 picocreator staff 105K Jul 26 09:22 bf16-sorted-eng-summary.csv\n",
577
- "-rw-r--r--@ 1 picocreator staff 19K Jul 26 09:22 bf16-sorted-multilang-summary.csv\n",
578
- "-rw-r--r-- 1 picocreator staff 10M Jul 26 09:22 compiled-lm-eval-results.json\n",
579
- "-rw-r--r--@ 1 picocreator staff 184K Jul 26 09:21 rwkv-x-dev-bf16-sorted-eng-180.csv\n",
580
- "-rw-r--r--@ 1 picocreator staff 33K Jul 26 09:21 rwkv-x-dev-bf16-sorted-eng-21-focus.csv\n",
581
- "-rw-r--r--@ 1 picocreator staff 107K Jul 26 09:22 rwkv-x-dev-bf16-sorted-eng-all.csv\n",
582
- "-rw-r--r--@ 1 picocreator staff 6.7K Jul 26 09:22 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
583
- "-rw-r--r--@ 1 picocreator staff 5.7K Jul 26 09:22 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
584
  ]
585
  }
586
  ],
@@ -666,7 +680,7 @@
666
  },
667
  {
668
  "cell_type": "code",
669
- "execution_count": 49,
670
  "metadata": {},
671
  "outputs": [],
672
  "source": [
 
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
+ "execution_count": 1,
6
  "metadata": {},
7
  "outputs": [
8
  {
 
11
  "text": [
12
  "Defaulting to user installation because normal site-packages is not writeable\n",
13
  "Requirement already satisfied: pandas in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (2.2.0)\n",
 
14
  "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",
 
15
  "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",
16
+ "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
17
+ "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n",
18
  "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",
19
+ "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.2 is available.\n",
20
  "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
21
  ]
22
  }
 
36
  },
37
  {
38
  "cell_type": "code",
39
+ "execution_count": 2,
40
  "metadata": {},
41
  "outputs": [
42
  {
43
  "name": "stdout",
44
  "output_type": "stream",
45
  "text": [
46
+ "Found 6182 results.json files\n"
47
  ]
48
  }
49
  ],
 
71
  },
72
  {
73
  "cell_type": "code",
74
+ "execution_count": 3,
75
  "metadata": {},
76
  "outputs": [
77
  {
78
  "name": "stdout",
79
  "output_type": "stream",
80
  "text": [
81
+ "Processed example: {'name': 'mistralai/Mistral-7B-Instruct-v0.2', 'config': {'dtype=bfloat16,trust_remote_code=True': {'confStr': 'dtype=bfloat16,trust_remote_code=True', 'confObj': {'dtype': 'bfloat16', 'trust_remote_code': 'True'}, 'results': {'cola': {'mcc,none': 0.12965656914783247, 'mcc_stderr,none': 0.032433640730190394, 'alias': 'cola'}}, 'groups': {}}}}\n"
82
  ]
83
  }
84
  ],
 
156
  },
157
  {
158
  "cell_type": "code",
159
+ "execution_count": 4,
160
  "metadata": {},
161
  "outputs": [
162
  {
163
  "name": "stdout",
164
  "output_type": "stream",
165
  "text": [
166
+ "Found 132 models\n",
167
  "Models: \n",
168
+ "['mistralai/Mistral-7B-Instruct-v0.2', '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/v5-EagleX-v2-7B-HF', 'RWKV/rwkv-6-world-1b6', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/v6-Finch-7B-HF', 'RWKV/rwkv-6-world-3b-v2.1', 'RWKV/rwkv-4-world-7b', 'RWKV/v6-Finch-14B-HF', 'RWKV/rwkv-raven-7b', 'RWKV/rwkv-6-world-3b', 'aisingapore/sealion7b', 'aisingapore/sealion3b', './rwkv-x-dev/1_3-C5-rwkv-270_pth', './rwkv-x-dev/225-EagleX-PreFT-C', './rwkv-x-dev/225-EagleX-PreFT-D', './rwkv-x-dev/1_0_pth', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-340_pth', './rwkv-x-dev/chunk1-0_8_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/225-EagleX-PreFT-E', './rwkv-x-dev/225-EagleX-PreFT-B', './rwkv-x-dev/blink4-final_pth', './rwkv-x-dev/chunk2-0_8_pth', './rwkv-x-dev/chunk3-0_8_pth', './rwkv-x-dev/r3-4k-test2-fix3-blink-final_pth', './rwkv-x-dev/R4-7B-15t-With-Mask_pth', './rwkv-x-dev/r3-testchunk-1-8_pth', './rwkv-x-dev/R4-with-shuffle-rwkv-53_pth', './rwkv-x-dev/chunk7-2-0_85_pth', './rwkv-x-dev/EagleX-1_7T_pth', './rwkv-x-dev/r3-testchunk2-blink-fixed_pth', './rwkv-x-dev/r3-testchunk2-blink_pth', './rwkv-x-dev/rwkv-230_pth', './rwkv-x-dev/1_3-C0-rwkv-60_pth', './rwkv-x-dev/chunk5-0_85_pth', './rwkv-x-dev/R4-7B-Base-No-Mask_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/R4-1B5-No-Mask_pth', './rwkv-x-dev/RWKV-32K-5B-RW_pth', './rwkv-x-dev/R4-7B-15t-32k-No-Mask_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-60_pth', './rwkv-x-dev/EagleX_1-7T_Chat_pth', './rwkv-x-dev/1_3-C1-rwkv-390_pth', './rwkv-x-dev/1_3-C1-rwkv-20_pth', './rwkv-x-dev/chunk8-1-0_85_pth', './rwkv-x-dev/R4-7B-Base-32k-No-Mask_pth', './rwkv-x-dev/R4-no-shuffle-rwkv-53_pth', './rwkv-x-dev/1_3-C2-rwkv-648_pth', './rwkv-x-dev/1_3-C2-rwkv-250_pth', './rwkv-x-dev/r3-testchunk-1-8-no-cuda-with-warmup_pth', './rwkv-x-dev/1_3-C0-rwkv-140_pth', './rwkv-x-dev/bruber_9b', './rwkv-x-dev/Eagle-225-1FT', './rwkv-x-dev/225-EagleX-PreFT-A', './rwkv-x-dev/225-EagleX-PreFT-F', './rwkv-x-dev/r3-c1-8_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-450_pth', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-40_pth', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/R4-7B-15t-No-Mask_pth', './rwkv-x-dev/1_0-c1-290_pth', './rwkv-x-dev/R4-1B5-With-Mask_pth', './rwkv-x-dev/Quetzal-N8-1', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-30_pth', './rwkv-x-dev/1_3-C0-rwkv-70_pth', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/R4-7B-Base-With-Mask_pth', 'rwkv-x-dev/v5-Eagle-7B-1_0T-HF', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-30_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-190_pth', './rwkv-x-dev/R4-7B-15t-extd-e3_pth', './rwkv-x-dev/r3-testchunk2_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', './rwkv-x-dev/1_3-C0-rwkv-153_pth', './rwkv-x-dev/R4-7B-15t-extd-e2_pth', './rwkv-x-dev/r3-testchunk-blink_pth', 'SmerkyG/rwkv-5-world-1b5', 'SmerkyG/rwkv6-world-1b6', 'SmerkyG/rwkv6-world-3b', 'SmerkyG/rwkv-5-world-3b', 'SmerkyG/rwkv-5-world-7b', 'SmerkyG/rwkv5-world-7b', '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', 'm8than/Finch-14B-Continued', 'm8than/Finch-14B-Final', 'm8than/Finch-14B-Continued-10', 'm8than/FinchX-Med', 'TimeMobius/Mobius-RWKV-Chat-12B-128k-v4-HF', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf', 'state-spaces/mamba-2.8b-hf', 'state-spaces/mamba-1.4b-hf']\n",
169
  "Saved to compiled-lm-eval-results.json\n"
170
  ]
171
  }
 
199
  },
200
  {
201
  "cell_type": "code",
202
+ "execution_count": 5,
203
  "metadata": {},
204
  "outputs": [
205
+ {
206
+ "name": "stderr",
207
+ "output_type": "stream",
208
+ "text": [
209
+ "/var/folders/71/91hw6kks41v97jkjp028xxbr0000gp/T/ipykernel_35877/788387412.py:2: DeprecationWarning: \n",
210
+ "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n",
211
+ "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n",
212
+ "but was not found to be installed on your system.\n",
213
+ "If this would cause problems for you,\n",
214
+ "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n",
215
+ " \n",
216
+ " import pandas as pd\n"
217
+ ]
218
+ },
219
  {
220
  "data": {
221
  "text/html": [
 
294
  " <td>...</td>\n",
295
  " </tr>\n",
296
  " <tr>\n",
297
+ " <th>58</th>\n",
298
  " <td>huggyllama/llama-7b</td>\n",
299
  " <td>0.541818</td>\n",
300
  " <td>0.040718</td>\n",
 
302
  " <td>0.040718</td>\n",
303
  " </tr>\n",
304
  " <tr>\n",
305
+ " <th>59</th>\n",
306
  " <td>meta-llama/Llama-2-7b-chat-hf</td>\n",
307
  " <td>0.559818</td>\n",
308
  " <td>0.054954</td>\n",
 
310
  " <td>0.054954</td>\n",
311
  " </tr>\n",
312
  " <tr>\n",
313
+ " <th>60</th>\n",
314
  " <td>meta-llama/Llama-2-7b-hf</td>\n",
315
  " <td>0.566727</td>\n",
316
  " <td>0.052515</td>\n",
 
318
  " <td>0.052515</td>\n",
319
  " </tr>\n",
320
  " <tr>\n",
321
+ " <th>61</th>\n",
322
  " <td>state-spaces/mamba-2.8b-hf</td>\n",
323
  " <td>0.552909</td>\n",
324
  " <td>0.035570</td>\n",
 
326
  " <td>0.035570</td>\n",
327
  " </tr>\n",
328
  " <tr>\n",
329
+ " <th>62</th>\n",
330
  " <td>state-spaces/mamba-1.4b-hf</td>\n",
331
  " <td>0.544182</td>\n",
332
  " <td>0.031390</td>\n",
 
335
  " </tr>\n",
336
  " </tbody>\n",
337
  "</table>\n",
338
+ "<p>63 rows × 5 columns</p>\n",
339
  "</div>"
340
  ],
341
  "text/plain": [
 
346
  "3 mosaicml/mpt-7b 0.536000 0.042339 0.536000 \n",
347
  "4 mosaicml/mpt-7b-chat 0.538000 0.047059 0.538000 \n",
348
  ".. ... ... ... ... \n",
349
+ "58 huggyllama/llama-7b 0.541818 0.040718 0.541818 \n",
350
+ "59 meta-llama/Llama-2-7b-chat-hf 0.559818 0.054954 0.559818 \n",
351
+ "60 meta-llama/Llama-2-7b-hf 0.566727 0.052515 0.566727 \n",
352
+ "61 state-spaces/mamba-2.8b-hf 0.552909 0.035570 0.552909 \n",
353
+ "62 state-spaces/mamba-1.4b-hf 0.544182 0.031390 0.544182 \n",
354
  "\n",
355
  " xcopa (acc_stderr) \n",
356
  "0 NaN \n",
 
359
  "3 0.042339 \n",
360
  "4 0.047059 \n",
361
  ".. ... \n",
362
+ "58 0.040718 \n",
363
+ "59 0.054954 \n",
364
+ "60 0.052515 \n",
365
+ "61 0.035570 \n",
366
+ "62 0.031390 \n",
367
  "\n",
368
+ "[63 rows x 5 columns]"
369
  ]
370
  },
371
+ "execution_count": 5,
372
  "metadata": {},
373
  "output_type": "execute_result"
374
  }
 
569
  },
570
  {
571
  "cell_type": "code",
572
+ "execution_count": 6,
573
  "metadata": {},
574
  "outputs": [
575
  {
576
  "name": "stdout",
577
  "output_type": "stream",
578
  "text": [
579
+ "total 38752\n",
580
+ "-rw-r--r--@ 1 picocreator staff 1.4M Jul 31 15:25 bf16-all-results-and-groups.csv\n",
581
+ "-rw-r--r--@ 1 picocreator staff 363K Jul 31 15:25 bf16-all-simplified-results-and-groups.csv\n",
582
+ "-rw-r--r--@ 1 picocreator staff 363K Jul 31 15:25 bf16-all-sorted-results-and-groups.csv\n",
583
+ "-rw-r--r--@ 1 picocreator staff 95K Jul 31 15:25 bf16-eng-focus.csv\n",
584
+ "-rw-r--r--@ 1 picocreator staff 1.3M Jul 31 15:25 bf16-eng-results.csv\n",
585
+ "-rw-r--r--@ 1 picocreator staff 109K Jul 31 15:25 bf16-eng-summary.csv\n",
586
+ "-rw-r--r--@ 1 picocreator staff 140K Jul 31 15:25 bf16-multilang-results.csv\n",
587
+ "-rw-r--r--@ 1 picocreator staff 20K Jul 31 15:25 bf16-multilang-summary.csv\n",
588
+ "-rw-r--r--@ 1 picocreator staff 95K Jul 31 15:25 bf16-sorted-eng-focus.csv\n",
589
+ "-rw-r--r--@ 1 picocreator staff 1.3M Jul 31 15:25 bf16-sorted-eng-results.csv\n",
590
+ "-rw-r--r--@ 1 picocreator staff 109K Jul 31 15:25 bf16-sorted-eng-summary.csv\n",
591
+ "-rw-r--r--@ 1 picocreator staff 20K Jul 31 15:25 bf16-sorted-multilang-summary.csv\n",
592
+ "-rw-r--r-- 1 picocreator staff 10M Jul 31 15:25 compiled-lm-eval-results.json\n",
593
+ "-rw-r--r--@ 1 picocreator staff 184K Jul 26 09:22 rwkv-x-dev-bf16-sorted-eng-180.csv\n",
594
+ "-rw-r--r--@ 1 picocreator staff 33K Jul 26 09:22 rwkv-x-dev-bf16-sorted-eng-21-focus.csv\n",
595
+ "-rw-r--r--@ 1 picocreator staff 120K Jul 31 15:25 rwkv-x-dev-bf16-sorted-eng-all.csv\n",
596
+ "-rw-r--r--@ 1 picocreator staff 7.6K Jul 31 15:25 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
597
+ "-rw-r--r--@ 1 picocreator staff 6.5K Jul 31 15:25 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
598
  ]
599
  }
600
  ],
 
680
  },
681
  {
682
  "cell_type": "code",
683
+ "execution_count": 7,
684
  "metadata": {},
685
  "outputs": [],
686
  "source": [
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