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	rename q,k,v for consistency with chapter 3
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				@ -259,11 +259,11 @@
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    "        qkv = qkv.permute(2, 0, 3, 1, 4)\n",
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    "\n",
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    "        # (3, b, num_heads, num_tokens, head_dim) -> 3 times (b, num_heads, num_tokens, head_dim)\n",
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    "        q, k, v = qkv.unbind(0)\n",
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    "        queries, keys, values = qkv.unbind(0)\n",
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    "\n",
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    "        use_dropout = 0. if not self.training else self.dropout\n",
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    "        context_vec = torch.nn.functional.scaled_dot_product_attention(q, k, v, \n",
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    "            attn_mask=None, dropout_p=use_dropout, is_causal=True)\n",
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    "        context_vec = nn.functional.scaled_dot_product_attention(\n",
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    "            queries, keys, values, attn_mask=None, dropout_p=use_dropout, is_causal=True)\n",
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    "\n",
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    "        # Combine heads, where self.d_out = self.num_heads * self.head_dim\n",
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    "        context_vec = context_vec.transpose(1, 2).contiguous().view(batch_size, num_tokens, self.d_out)\n",
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@ -396,7 +396,7 @@
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   "name": "python",
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   "nbconvert_exporter": "python",
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   "pygments_lexer": "ipython3",
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   "version": "3.10.6"
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   "version": "3.10.12"
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  }
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 },
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 "nbformat": 4,
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