{"id":38565,"date":"2025-02-18T21:42:31","date_gmt":"2025-02-18T13:42:31","guid":{"rendered":"https:\/\/17aitech.com\/?p=38565"},"modified":"2025-04-07T14:51:41","modified_gmt":"2025-04-07T06:51:41","slug":"%e3%80%90%e6%a8%a1%e5%9e%8b%e6%b5%8b%e8%af%95%e3%80%91%e8%af%84%e6%b5%8b%e5%b7%a5%e5%85%b7lm-evaluation-harness%e7%9a%84%e4%bd%bf%e7%94%a8%e5%ae%9e%e5%bd%95","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38565","title":{"rendered":"\u3010\u6a21\u578b\u6d4b\u8bd5\u3011\u5927\u6a21\u578b\u8bc4\u6d4b\u5de5\u5177lm-evaluation-harness\u7684\u4f7f\u7528\u65b9\u6cd5\u603b\u7ed3"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn 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ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=38565\/#2_%E5%AE%89%E8%A3%85%E5%B7%A5%E5%85%B7\" >2. \u5b89\u88c5\u5de5\u5177<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=38565\/#21_%E5%88%9B%E5%BB%BA%E8%99%9A%E6%8B%9F%E7%8E%AF%E5%A2%83\" >2.1 \u521b\u5efa\u865a\u62df\u73af\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=38565\/#22_%E5%AE%89%E8%A3%85%E5%B7%A5%E5%85%B7\" >2.2 \u5b89\u88c5\u5de5\u5177<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=38565\/#23_%E5%AE%89%E8%A3%85%E4%BE%9D%E8%B5%96\" >2.3 \u5b89\u88c5\u4f9d\u8d56<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=38565\/#24_%E6%B5%8B%E8%AF%95%E5%AE%89%E8%A3%85\" >2.4 \u6d4b\u8bd5\u5b89\u88c5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=38565\/#3_%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD\" >3. \u6a21\u578b\u4e0b\u8f7d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=38565\/#4_%E4%B8%8B%E8%BD%BD%E8%AF%84%E6%B5%8B%E6%95%B0%E6%8D%AE%E9%9B%86\" >4. \u4e0b\u8f7d\u8bc4\u6d4b\u6570\u636e\u96c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=38565\/#5_%E9%85%8D%E7%BD%AE%E6%95%B0%E6%8D%AE%E9%9B%86\" >5. \u914d\u7f6e\u6570\u636e\u96c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=38565\/#6_%E8%AF%84%E6%B5%8B%E6%89%A7%E8%A1%8C\" >6. \u8bc4\u6d4b\u6267\u884c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=38565\/#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\" >\u53c2\u8003\u6587\u732e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=38565\/#%E5%85%B6%E4%BB%96%E6%96%87%E7%AB%A0\" >\u5176\u4ed6\u6587\u7ae0<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u5927\u6a21\u578b\u7684\u6d4b\u8bc4\u4e2d\uff0c\u6211\u4eec\u5f80\u5f80\u9700\u8981\u501f\u52a9\u4e00\u4e9b\u81ea\u52a8\u5316\u5de5\u5177\u6765\u5b8c\u6210\u6d4b\u8bc4\u4efb\u52a1\uff0c\u672c\u7ae0\u5c06\u4ecb\u7ecd\u5e38\u89c1\u7684\u81ea\u52a8\u5316\u6d4b\u8bc4\u5de5\u5177\uff1a<code>lm-evaluation-harness<\/code>\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B7%A5%E5%85%B7%E7%AE%80%E4%BB%8B\"><\/span>\u5de5\u5177\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><code>lm-evaluation-harness<\/code> \u662f\u7531 EleutherAI \u5f00\u53d1\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u7528\u4e8e\u7edf\u4e00\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT\u3001LLaMA \u7b49\uff09\u5728\u591a\u6837\u5316\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002\u652f\u6301 200+ \u8bc4\u6d4b\u4efb\u52a1\uff0c\u6db5\u76d6\u6587\u672c\u751f\u6210\u3001\u903b\u8f91\u63a8\u7406\u3001\u6570\u5b66\u8ba1\u7b97\u7b49\u9886\u57df\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B7%A5%E5%85%B7%E4%BD%BF%E7%94%A8\"><\/span>\u5de5\u5177\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_%E5%B7%A5%E5%85%B7%E4%B8%8B%E8%BD%BD\"><\/span>1. \u5de5\u5177\u4e0b\u8f7d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\">git clone https:\/\/github.com\/EleutherAI\/lm-evaluation-harness.git<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"2_%E5%AE%89%E8%A3%85%E5%B7%A5%E5%85%B7\"><\/span>2. \u5b89\u88c5\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"21_%E5%88%9B%E5%BB%BA%E8%99%9A%E6%8B%9F%E7%8E%AF%E5%A2%83\"><\/span>2.1 \u521b\u5efa\u865a\u62df\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5b89\u88c5\u4f9d\u8d56\u4e4b\u524d\uff0c\u6700\u597d\u901a\u8fc7conda\u521b\u5efa\u4e00\u4e2a\u865a\u62df\u73af\u5883\uff0c\u7136\u540e\u8fdb\u5165\u865a\u62df\u73af\u5883\u5b89\u88c5\u4f9d\u8d56\u3002<\/p>\n<pre><code class=\"language-bash\">conda create -n lm_eval python=3.10\nconda activate lm_eval<\/code><\/pre>\n\n<!--more-->\n\n<h4><span class=\"ez-toc-section\" id=\"22_%E5%AE%89%E8%A3%85%E5%B7%A5%E5%85%B7\"><\/span>2.2 \u5b89\u88c5\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u8fdb\u5165\u865a\u62df\u73af\u5883\u540e\uff0c\u5b89\u88c5\u5de5\u5177\u3002<\/p>\n<pre><code class=\"language-bash\">cd lm-evaluation-harness\npip install -e .<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"23_%E5%AE%89%E8%A3%85%E4%BE%9D%E8%B5%96\"><\/span>2.3 \u5b89\u88c5\u4f9d\u8d56<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-bash\"># \u5b89\u88c5sentencepiece\npip install torch sentencepiece protobuf<\/code><\/pre>\n<pre><code class=\"language-bash\"># \u5b89\u88c5torch\npip install torch torchvision torchaudio<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"24_%E6%B5%8B%E8%AF%95%E5%AE%89%E8%A3%85\"><\/span>2.4 \u6d4b\u8bd5\u5b89\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6b63\u5e38\u5b89\u88c5\u4e4b\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4<code>lm_eval -h<\/code>\u6d4b\u8bd5\u662f\u5426\u6210\u529f\u3002\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u5b89\u88c5lm_eval.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u5b89\u88c5lm_eval.png\" alt=\"\" \/><\/a><\/p>\n<p>\u901a\u8fc7<code>lm_eval -h<\/code>\u547d\u4ee4\u53ef\u4ee5\u770b\u5230\uff0clm_eval\u53ef\u4ee5\u8fde\u63a5Hugging Face\u7684\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u8fde\u63a5\u672c\u5730\u6a21\u578b\u8fdb\u884c\u8bc4\u6d4b\u3002\u7531\u4e8e\u56fd\u5185\u5bf9Hugging Face\u7684\u8bbf\u95ee\u53d7\u9650\uff0c\u6240\u4ee5\u8fd9\u91cc\u9009\u62e9\u8fde\u63a5\u672c\u5730\u6a21\u578b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD\"><\/span>3. \u6a21\u578b\u4e0b\u8f7d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u672c\u6b21\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u6700\u8fd1\u706b\u70ed\u7684deepseek\u5728Qwen\u4e0a\u7684\u84b8\u998f\u7248\u672c <code>deepseek-ai\/DeepSeek-R1-Distill-Qwen-7B<\/code>\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65\uff1a\u8bbf\u95ee<a href=\"https:\/\/modelscope.cn\/\">modelscope<\/a>\uff0c\u641c\u7d22deepseek\u6a21\u578b\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5728\u641c\u7d22\u7684 <code>DeepSeek-R1-Distill-Qwen-7B<\/code> \u6a21\u578b\u4e2d\uff0c\u83b7\u53d6\u4e0b\u8f7d\u5730\u5740\u3002<\/p>\n<p>\u7b2c\u4e09\u6b65\uff1a\u4f7f\u7528<code>git lfs<\/code>\u4e0b\u8f7d\u6a21\u578b\u3002<\/p>\n<pre><code class=\"language-bash\"># \u8fdb\u5165lm_eval\u76ee\u5f55\ncd lm_evaluation_harness\n\n# \u521b\u5efamodels\u76ee\u5f55\nmkdir models\n\n# \u8fdb\u5165models\u76ee\u5f55\ncd models\n\n# \u5b89\u88c5git lfs\ngit lfs install\n\n# \u4e0b\u8f7d\u6a21\u578b\ngit clone https:\/\/www.modelscope.cn\/deepseek-ai\/DeepSeek-R1-Distill-Qwen-7B.git<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u4e0b\u8f7d\u6a21\u578b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u4e0b\u8f7d\u6a21\u578b.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_%E4%B8%8B%E8%BD%BD%E8%AF%84%E6%B5%8B%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>4. \u4e0b\u8f7d\u8bc4\u6d4b\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7531\u4e8e\u56fd\u5185Hugging Face\u8bbf\u95ee\u53d7\u9650\uff0c\u76f4\u63a5\u901a\u8fc7lm_eval\u7684\u547d\u4ee4\u9ed8\u8ba4\u4f1a\u8bf7\u6c42huggingface hub\uff0c\u5bfc\u81f4\u4e0b\u8f7d\u6570\u636e\u96c6\u5f02\u5e38\uff0c\u62a5\u9519<code>TypeError: &#039;NoneType&#039; object is not callable<\/code>\u3002\n\u6240\u4ee5\uff0c\u6211\u4eec\u9700\u8981\u624b\u52a8\u4e0b\u8f7d\u6570\u636e\u96c6\u3002<\/p>\n<pre><code class=\"language-bash\"># \u5207\u6362\u81f3lm_eval\u76ee\u5f55\ncd lm_evaluation_harness\n\n# \u521b\u5efa\u6570\u636e\u96c6\u76ee\u5f55\nmkdir -p datasets\/hellaswag\n\n# \u8fdb\u5165\u6570\u636e\u96c6\u76ee\u5f55\ncd datasets\/hellaswag\n\n# \u4e0b\u8f7d hellaswag \u6570\u636e\u96c6\ngit clone https:\/\/github.com\/rowanz\/hellaswag.git\n\n# \u5c06 hellaswag \u6570\u636e\u96c6\u590d\u5236\u5230\u6570\u636e\u96c6\u76ee\u5f55\ncd hellaswag\ncp -r hellaswag\/data\/* .\/\n<\/code><\/pre>\n<p>\u786e\u4fdd\u62f7\u8d1d\u540e\u7684\u6587\u4ef6\u7ec4\u6210\u4e3a\uff1a<\/p>\n<pre><code class=\"language-bash\">lm_evalution_harness\n\u251c\u2500\u2500datasets                 \n\u2502   \u251c\u2500\u2500hellaswag\n\u2502   \u2502   \u251c\u2500\u2500hellaswag_test.jsonl\n\u2502   \u2502   \u251c\u2500\u2500hellaswag_train.jsonl\n\u2502   \u2502   \u251c\u2500\u2500hellaswag_val.jsonl<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"5_%E9%85%8D%E7%BD%AE%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>5. \u914d\u7f6e\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\"># \u5207\u6362\u81f3lm_eval\u76ee\u5f55\ncd lm_evaluation_harness\n\n# \u8fdb\u5165task\u76ee\u5f55\ncd lm_eval\/tasks\/hellaswag\n\n# \u7f16\u8f91.yaml\u6587\u4ef6\nvim hellaswag.yaml<\/code><\/pre>\n<p>\u5c06.yaml\u6587\u4ef6\u4e2d\u7684dataset_path\u4fee\u6539\u4e3a <code>4.\u4e0b\u8f7d\u8bc4\u6d4b\u6570\u636e\u96c6<\/code> \u4e2d\u7684\u5730\u5740\u3002<\/p>\n<pre><code class=\"language-yaml\">tag:\n  - multiple_choice\ntask: hellaswag\ndataset_path: \/root\/autodl-tmp\/lm-evaluation-harness\/datasets\/hellaswag\ndataset_name: null\noutput_type: multiple_choice\ntraining_split: train\nvalidation_split: validation\ntest_split: null\nprocess_docs: !function utils.process_docs\ndoc_to_text: &quot;{{query}}&quot;\ndoc_to_target: &quot;{{label}}&quot;\ndoc_to_choice: &quot;choices&quot;\nmetric_list:\n  - metric: acc\n    aggregation: mean\n    higher_is_better: true\n  - metric: acc_norm\n    aggregation: mean\n    higher_is_better: true\nmetadata:\n  version: 1.0\ndataset_kwargs:\n  trust_remote_code: true<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"6_%E8%AF%84%E6%B5%8B%E6%89%A7%E8%A1%8C\"><\/span>6. \u8bc4\u6d4b\u6267\u884c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u786e\u4fdd\u4fee\u6539\u540e\u7684\u6587\u4ef6\u8def\u5f84\u4e3a\uff1a<\/p>\n<p>\u76ee\u5f55\u7ed3\u6784<\/p>\n<pre><code class=\"language-bash\">lm-evaluation-harness\n\u251c\u2500\u2500models                   # \u4fdd\u5b58\u4e0b\u8f7d\u597d\u7684\u6a21\u578b\n\u251c\u2500\u2500datasets                 # \u4fdd\u5b58\u4e0b\u8f7d\u597d\u7684\u6570\u636e\u96c6\n\u2502   \u251c\u2500\u2500hellaswag\n\u251c\u2500\u2500results                  # \u4fdd\u5b58\u8bc4\u6d4b\u7ed3\u679c\n\u251c\u2500\u2500tasks                    # \u4fdd\u5b58\u8bc4\u6d4b\u4efb\u52a1\n\u251c\u2500\u2500utils                    # \u4fdd\u5b58\u5de5\u5177\u51fd\u6570\n\u251c\u2500\u2500lm_eval.py               # \u8bc4\u6d4b\u4e3b\u7a0b\u5e8f\n\u251c\u2500\u2500requirements.txt         # \u4f9d\u8d56\u5e93\n\u251c\u2500\u2500README.md                # \u8bf4\u660e\u6587\u6863\n\u251c\u2500\u2500LICENSE<\/code><\/pre>\n<p>\u5728 <code>lm-evaluation-harness<\/code> \u6839\u76ee\u5f55\u4e0b\uff0c\u6267\u884c\u8bc4\u6d4b\u547d\u4ee4<\/p>\n<pre><code class=\"language-bash\">lm_eval \\\n    --model hf \\\n    --model_args pretrained=models\/Qwen2.5-7B-Instruct,trust_remote_code=True \\\n    --tasks hellaswag \\\n    --batch_size 1 \\\n    --num_fewshot 3 \\\n    --output_path .\/results.json \\\n    --verbosity DEBUG\n<\/code><\/pre>\n<p>\u6d4b\u8bd5\u4e2d\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u8bc4\u6d4b\u6267\u884c\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u8bc4\u6d4b\u6267\u884c\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u6d4b\u8bd5\u5b8c\u6bd5\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u8bc4\u6d4b\u5b8c\u6bd5\u622a\u56fe2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/\u8bc4\u6d4b\u5b8c\u6bd5\u622a\u56fe2.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u8865\u5145\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>Tasks<\/code>\uff1a\u8bc4\u4f30\u7684\u4efb\u52a1\u540d\u79f0\uff0c\u6b64\u5904\u4e3aHellaSwag<\/li>\n<li><code>Version<\/code>\uff1a\u6570\u636e\u96c6\u7684\u7248\u672c\u53f7\uff0c\u6b64\u5904\u4e3a1\u3002<\/li>\n<li><code>Filter<\/code>\uff1a\u6570\u636e\u9884\u5904\u7406\u65b9\u5f0f\uff0cnone\u8868\u793a\u672a\u5bf9\u6570\u636e\u989d\u5916\u8fc7\u6ee4\u3002<\/li>\n<li><code>n-shot<\/code>\uff1aFew-shot\u5b66\u4e60\u4e2d\u7684\u793a\u4f8b\u6570\u91cf\uff0c\u6b64\u5904\u4e3a3\uff08\u6bcf\u4e2a\u6d4b\u8bd5\u6837\u672c\u63d0\u4f9b3\u4e2a\u4e0a\u4e0b\u6587\u793a\u4f8b\uff09\u3002<\/li>\n<li><code>Metric<\/code>\uff1a\u8bc4\u4f30\u6307\u6807\uff1a\n<ul>\n<li><code>acc<\/code>\uff1a\u539f\u59cb\u51c6\u786e\u7387\uff08\u672a\u7ecf\u8c03\u6574\uff09\u3002<\/li>\n<li><code>acc_norm<\/code>\uff1a\u6807\u51c6\u5316\u540e\u7684\u51c6\u786e\u7387\uff08\u53ef\u80fd\u8c03\u6574\u4e86\u9009\u9879\u957f\u5ea6\u7b49\u504f\u5dee\uff0c\u66f4\u53ef\u9760\uff09\u3002<\/li>\n<\/ul><\/li>\n<li><code>Value<\/code>\uff1a\u6a21\u578b\u5728\u8be5\u6307\u6807\u4e0b\u7684\u5f97\u5206\uff0c\u2191\u8868\u793a\u503c\u8d8a\u9ad8\u8d8a\u597d\u3002<\/li>\n<li><code>Stderr<\/code>\uff1a\u6807\u51c6\u8bef\u5dee\uff08\u8861\u91cf\u7ed3\u679c\u6ce2\u52a8\u8303\u56f4\uff0c\u00b1\u540e\u4e3a\u8bef\u5dee\u503c\uff09\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<p>\u7531\u4e0a\u53ef\u77e5\uff1a<\/p>\n<ul>\n<li>\n<p>\u539f\u59cb\u51c6\u786e\u7387\uff08acc\uff09\uff1a46.47% \u00b1 0.35%<\/p>\n<blockquote>\n<p>\u6a21\u578b\u76f4\u63a5\u9884\u6d4b\u7684\u51c6\u786e\u7387\uff0c\u53ef\u80fd\u5b58\u5728\u6570\u636e\u96c6\u672c\u8eab\u7684\u504f\u5dee\uff08\u5982\u9009\u9879\u957f\u5ea6\u5dee\u5f02\uff09\u3002<\/p>\n<\/blockquote>\n<\/li>\n<li>\n<p>\u6807\u51c6\u5316\u51c6\u786e\u7387\uff08acc_norm\uff09\uff1a60.92% \u00b1 0.34%<\/p>\n<blockquote>\n<p>\u7ecf\u8fc7\u6807\u51c6\u5316\u5904\u7406\u7684\u51c6\u786e\u7387\uff08HellaSwag\u5e38\u7528\u6307\u6807\uff09\uff0c\u66f4\u5ba2\u89c2\u53cd\u6620\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\"><\/span>\u53c2\u8003\u6587\u732e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/659932794\">\u77e5\u4e4e\uff1aLLM\u6a21\u578b\u8bc4\u6d4b\u4ee3\u7801\u5b9e\u8df5<\/a><\/p>\n<p><a href=\"https:\/\/blog.csdn.net\/qq_41185868\/article\/details\/139787790\">CSDN\uff1aLLMs\u4e4bbenchmark\u4e4blm-evaluation-harness<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%85%B6%E4%BB%96%E6%96%87%E7%AB%A0\"><\/span>\u5176\u4ed6\u6587\u7ae0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/17aitech.com\/?p=38434\">\u3010\u6a21\u578b\u6d4b\u8bd5\u3011\u5927\u6a21\u578b\u6d4b\u8bc4\u4f53\u7cfb\u7684\u6784\u6210<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=38565\">\u3010\u6a21\u578b\u6d4b\u8bd5\u3011\u5927\u6a21\u578b\u8bc4\u6d4b\u5de5\u5177lm-evaluation-harness\u7684\u4f7f\u7528\u65b9\u6cd5\u603b\u7ed3<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=39446\">\u3010\u6a21\u578b\u6d4b\u8bd5\u3011\u5927\u6a21\u578b\u8bc4\u6d4b\u5de5\u5177OpenCompass\u4f7f\u7528\u65b9\u6cd5\u603b\u7ed3<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=39926\">\u3010\u6a21\u578b\u6d4b\u8bd5\u3011ai-eval-system\u5728\u7ebf\u8bc4\u6d4b\u7cfb\u7edfv0.2\u9884\u89c8\u7248\u672c\u4ecb\u7ecd<\/a><\/li>\n<\/ul>\n<p align=\"center\">\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u4ee5\u83b7\u5f97\u6700\u65b0\u7684\u6587\u7ae0\u548c\u65b0\u95fb<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" alt=\"\" \/><\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u5927\u6a21\u578b\u7684\u6d4b\u8bc4\u4e2d\uff0c\u6211\u4eec\u5f80\u5f80\u9700\u8981\u501f\u52a9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":38568,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[28],"tags":[83],"class_list":["post-38565","post","type-post","status-publish","format-aside","has-post-thumbnail","hentry","category-blog","tag-83","post_format-post-format-aside"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u3010\u6a21\u578b\u6d4b\u8bd5\u3011\u5927\u6a21\u578b\u8bc4\u6d4b\u5de5\u5177lm-evaluation-harness\u7684\u4f7f\u7528\u65b9\u6cd5\u603b\u7ed3 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38565\" \/>\n<script type=\"application\/ld+json\" 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