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Datasets:
rwkv-x-dev
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lm-eval-data

License:
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Commit
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1 Parent(s): 8c3fb89

results

Browse files
Files changed (1) hide show
  1. compile-results.ipynb +31 -30
compile-results.ipynb CHANGED
@@ -2,7 +2,7 @@
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  "cells": [
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  {
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  "cell_type": "code",
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- "execution_count": 25,
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  "metadata": {},
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  "outputs": [
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  {
@@ -11,9 +11,9 @@
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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: 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: 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: 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 24.0 is available.\n",
@@ -36,14 +36,14 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 26,
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  "metadata": {},
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  "outputs": [
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  {
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "Found 5781 results.json files\n"
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  ]
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  }
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  ],
@@ -71,7 +71,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 27,
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  "metadata": {},
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  "outputs": [
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  {
@@ -156,16 +156,16 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 28,
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  "metadata": {},
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  "outputs": [
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  {
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "Found 119 models\n",
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  "Models: \n",
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- "['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/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', '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/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/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', '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"
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  ]
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  }
@@ -199,7 +199,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 29,
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  "metadata": {},
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  "outputs": [
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  {
@@ -781,7 +781,7 @@
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  "53 0.031390 0.544182 0.031390 "
782
  ]
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  },
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- "execution_count": 29,
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  "metadata": {},
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  "output_type": "execute_result"
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  }
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 30,
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  "metadata": {},
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  "outputs": [
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  {
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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- "total 36504\n",
993
- "-rw-r--r--@ 1 picocreator staff 1.2M Apr 2 01:34 bf16-all-results-and-groups.csv\n",
994
- "-rw-r--r--@ 1 picocreator staff 318K Apr 2 01:34 bf16-all-simplified-results-and-groups.csv\n",
995
- "-rw-r--r--@ 1 picocreator staff 318K Apr 2 01:34 bf16-all-sorted-results-and-groups.csv\n",
996
- "-rw-r--r--@ 1 picocreator staff 80K Apr 2 01:34 bf16-eng-focus.csv\n",
997
- "-rw-r--r--@ 1 picocreator staff 1.1M Apr 2 01:34 bf16-eng-results.csv\n",
998
- "-rw-r--r--@ 1 picocreator staff 95K Apr 2 01:34 bf16-eng-summary.csv\n",
999
- "-rw-r--r--@ 1 picocreator staff 120K Apr 2 01:34 bf16-multilang-results.csv\n",
1000
- "-rw-r--r--@ 1 picocreator staff 17K Apr 2 01:34 bf16-multilang-summary.csv\n",
1001
- "-rw-r--r--@ 1 picocreator staff 80K Apr 2 01:34 bf16-sorted-eng-focus.csv\n",
1002
- "-rw-r--r--@ 1 picocreator staff 1.1M Apr 2 01:34 bf16-sorted-eng-results.csv\n",
1003
- "-rw-r--r--@ 1 picocreator staff 95K Apr 2 01:34 bf16-sorted-eng-summary.csv\n",
1004
- "-rw-r--r--@ 1 picocreator staff 17K Apr 2 01:34 bf16-sorted-multilang-summary.csv\n",
1005
- "-rw-r--r-- 1 picocreator staff 9.6M Apr 2 01:34 compiled-lm-eval-results.json\n",
1006
- "-rw-r--r--@ 1 picocreator staff 30K Apr 2 01:16 rwkv-x-dev-bf16-sorted-eng-21-focus.csv\n",
1007
- "-rw-r--r--@ 1 picocreator staff 384K Apr 2 01:34 rwkv-x-dev-bf16-sorted-eng-all.csv\n",
1008
- "-rw-r--r--@ 1 picocreator staff 28K Apr 2 01:34 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
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- "-rw-r--r--@ 1 picocreator staff 24K Apr 2 01:34 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
 
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  ]
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  }
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  ],
@@ -1087,7 +1088,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 31,
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  "metadata": {},
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  "outputs": [],
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  "source": [
 
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  "cells": [
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  {
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  "cell_type": "code",
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+ "execution_count": 32,
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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: 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: 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: 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: 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: 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 24.0 is available.\n",
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 33,
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  "metadata": {},
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  "outputs": [
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  {
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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+ "Found 5821 results.json files\n"
47
  ]
48
  }
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  ],
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 34,
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  "metadata": {},
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  "outputs": [
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  {
 
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  {
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  "cell_type": "code",
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+ "execution_count": 35,
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  "metadata": {},
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  "outputs": [
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  {
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  "name": "stdout",
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  "output_type": "stream",
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  "text": [
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+ "Found 123 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/rwkv-6-world-1b6', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', '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/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', '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",
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+ "execution_count": 36,
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  "metadata": {},
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  "outputs": [
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  {
 
781
  "53 0.031390 0.544182 0.031390 "
782
  ]
783
  },
784
+ "execution_count": 36,
785
  "metadata": {},
786
  "output_type": "execute_result"
787
  }
 
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  },
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  {
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  "cell_type": "code",
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+ "execution_count": 37,
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  "metadata": {},
987
  "outputs": [
988
  {
989
  "name": "stdout",
990
  "output_type": "stream",
991
  "text": [
992
+ "total 36976\n",
993
+ "-rw-r--r--@ 1 picocreator staff 1.2M Apr 15 17:48 bf16-all-results-and-groups.csv\n",
994
+ "-rw-r--r--@ 1 picocreator staff 318K Apr 15 17:48 bf16-all-simplified-results-and-groups.csv\n",
995
+ "-rw-r--r--@ 1 picocreator staff 318K Apr 15 17:48 bf16-all-sorted-results-and-groups.csv\n",
996
+ "-rw-r--r--@ 1 picocreator staff 80K Apr 15 17:48 bf16-eng-focus.csv\n",
997
+ "-rw-r--r--@ 1 picocreator staff 1.1M Apr 15 17:48 bf16-eng-results.csv\n",
998
+ "-rw-r--r--@ 1 picocreator staff 95K Apr 15 17:48 bf16-eng-summary.csv\n",
999
+ "-rw-r--r--@ 1 picocreator staff 120K Apr 15 17:48 bf16-multilang-results.csv\n",
1000
+ "-rw-r--r--@ 1 picocreator staff 17K Apr 15 17:48 bf16-multilang-summary.csv\n",
1001
+ "-rw-r--r--@ 1 picocreator staff 80K Apr 15 17:48 bf16-sorted-eng-focus.csv\n",
1002
+ "-rw-r--r--@ 1 picocreator staff 1.1M Apr 15 17:48 bf16-sorted-eng-results.csv\n",
1003
+ "-rw-r--r--@ 1 picocreator staff 95K Apr 15 17:48 bf16-sorted-eng-summary.csv\n",
1004
+ "-rw-r--r--@ 1 picocreator staff 17K Apr 15 17:48 bf16-sorted-multilang-summary.csv\n",
1005
+ "-rw-r--r-- 1 picocreator staff 9.7M Apr 15 17:48 compiled-lm-eval-results.json\n",
1006
+ "-rw-r--r--@ 1 picocreator staff 168K Apr 2 01:34 rwkv-x-dev-bf16-sorted-eng-180.csv\n",
1007
+ "-rw-r--r--@ 1 picocreator staff 30K Apr 2 01:34 rwkv-x-dev-bf16-sorted-eng-21-focus.csv\n",
1008
+ "-rw-r--r--@ 1 picocreator staff 389K Apr 15 17:48 rwkv-x-dev-bf16-sorted-eng-all.csv\n",
1009
+ "-rw-r--r--@ 1 picocreator staff 28K Apr 15 17:48 rwkv-x-dev-bf16-sorted-eng-focus.csv\n",
1010
+ "-rw-r--r--@ 1 picocreator staff 24K Apr 15 17:48 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n"
1011
  ]
1012
  }
1013
  ],
 
1088
  },
1089
  {
1090
  "cell_type": "code",
1091
+ "execution_count": 38,
1092
  "metadata": {},
1093
  "outputs": [],
1094
  "source": [