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Attribution patching fixes
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@JadenFiotto-Kaufman
JadenFiotto-Kaufman committed Sep 2, 2024
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],
"source": [
"def get_logit_diff(logits, answer_token_indices=answer_token_indices):\n",
" if len(logits.shape) == 3:\n",
" logits = logits[:, -1, :]\n",
" logits = logits[:, -1, :]\n",
" correct_logits = logits.gather(1, answer_token_indices[:, 0].unsqueeze(1))\n",
" incorrect_logits = logits.gather(1, answer_token_indices[:, 1].unsqueeze(1))\n",
" return (correct_logits - incorrect_logits).mean()\n",
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" with tracer.invoke(clean_tokens) as invoker_clean:\n",
"\n",
" for layer in model.transformer.h:\n",
" attn_out = layer.attn.c_proj.input[0][0]\n",
" attn_out = layer.attn.c_proj.input\n",
" clean_out.append(attn_out.save())\n",
"\n",
" with tracer.invoke(corrupted_tokens) as invoker_corrupted:\n",
"\n",
" for layer in model.transformer.h:\n",
" attn_out = layer.attn.c_proj.input[0][0]\n",
" attn_out = layer.attn.c_proj.input\n",
" corrupted_out.append(attn_out.save())\n",
" corrupted_grads.append(attn_out.grad.save())\n",
"\n",
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"version": "3.10.13"
}
},
"nbformat": 4,
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<link href="../../_static/css/home.css?v=1725250992" rel="stylesheet" type="text/css" />
<link href="../../_static/css/custom.css?v=1725254562" rel="stylesheet" type="text/css" />
<link href="../../_static/css/home.css?v=1725254562" rel="stylesheet" type="text/css" />

</head>

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4 changes: 2 additions & 2 deletions public/documentation/util/index.html
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Expand Up @@ -57,8 +57,8 @@

<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
<link href="../../_static/css/custom.css?v=1725250992" rel="stylesheet" type="text/css" />
<link href="../../_static/css/home.css?v=1725250992" rel="stylesheet" type="text/css" />
<link href="../../_static/css/custom.css?v=1725254562" rel="stylesheet" type="text/css" />
<link href="../../_static/css/home.css?v=1725254562" rel="stylesheet" type="text/css" />

</head>

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