From 55c55a82ce2bc5d824da542ac0f9e15edb13ef44 Mon Sep 17 00:00:00 2001 From: rasbt Date: Fri, 26 Apr 2024 07:26:23 -0500 Subject: [PATCH] Make code more consistent and add projection --- .../mha-implementations.ipynb | 50 ++++++++++--------- 1 file changed, 26 insertions(+), 24 deletions(-) diff --git a/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb b/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb index 06189321..308a53b5 100644 --- a/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb +++ b/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb @@ -244,7 +244,7 @@ " qkv = self.qkv(x)\n", "\n", " # (b, num_tokens, 3 * embed_dim) --> (b, num_tokens, 3, num_heads, head_dim)\n", - " qkv = qkv.reshape(batch_size, num_tokens, 3, self.num_heads, self.head_dim)\n", + " qkv = qkv.view(batch_size, num_tokens, 3, self.num_heads, self.head_dim)\n", "\n", " # (b, num_tokens, 3, num_heads, head_dim) --> (3, b, num_heads, num_tokens, head_dim)\n", " qkv = qkv.permute(2, 0, 3, 1, 4)\n", @@ -268,7 +268,7 @@ " context_vec = context_vec.transpose(1, 2)\n", "\n", " # (b, num_tokens, num_heads, head_dim) --> (b, num_tokens, embed_dim)\n", - " context_vec = context_vec.reshape(batch_size, num_tokens, embed_dim)\n", + " context_vec = context_vec.contiguous().view(batch_size, num_tokens, embed_dim)\n", "\n", " context_vec = self.proj(context_vec)\n", "\n", @@ -346,13 +346,13 @@ " qkv = self.qkv(x)\n", "\n", " # (b, num_tokens, 3 * embed_dim) --> (b, num_tokens, 3, num_heads, head_dim)\n", - " qkv = qkv.reshape(batch_size, num_tokens, 3, self.num_heads, self.head_dim)\n", + " qkv = qkv.view(batch_size, num_tokens, 3, self.num_heads, self.head_dim)\n", "\n", " # (b, num_tokens, 3, num_heads, head_dim) --> (3, b, num_heads, num_tokens, head_dim)\n", " qkv = qkv.permute(2, 0, 3, 1, 4)\n", "\n", " # (3, b, num_heads, num_tokens, head_dim) -> 3 times (b, num_heads, num_tokens, head_dim)\n", - " queries, keys, values = qkv.unbind(0)\n", + " queries, keys, values = qkv\n", "\n", " use_dropout = 0. if not self.training else self.dropout\n", " context_vec = nn.functional.scaled_dot_product_attention(\n", @@ -361,6 +361,8 @@ " # Combine heads, where self.d_out = self.num_heads * self.head_dim\n", " context_vec = context_vec.transpose(1, 2).contiguous().view(batch_size, num_tokens, self.d_out)\n", "\n", + " context_vec = self.proj(context_vec)\n", + "\n", " return context_vec" ] }, @@ -574,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "a97c0b2e-6593-49d8-98bc-2267b3aa610f", "metadata": { "colab": { @@ -588,7 +590,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "200 ms ± 5.98 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "188 ms ± 3.09 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -599,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "19db9c2c-8e75-431a-8eef-0b4d8284e6e6", "metadata": { "colab": { @@ -613,7 +615,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "198 ms ± 6.66 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "199 ms ± 8.02 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -624,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "aa526ee0-7a88-4f34-a49a-f8f97da83779", "metadata": { "colab": { @@ -638,7 +640,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "236 ms ± 13.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "211 ms ± 4.87 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -649,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "cc2b4256-16d8-4c34-9fd0-d4b4af0e60fa", "metadata": { "colab": { @@ -663,7 +665,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "71.6 ms ± 3.32 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "74 ms ± 749 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -674,7 +676,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "0f209e70-ebb6-4a1a-b608-1ff42e41c01d", "metadata": { "colab": { @@ -688,7 +690,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "217 ms ± 4.27 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "205 ms ± 2.69 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -699,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "3f4968c2-8d40-4ab9-8dba-052b4f77d756", "metadata": { "id": "3f4968c2-8d40-4ab9-8dba-052b4f77d756", @@ -711,7 +713,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "205 ms ± 3.9 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "205 ms ± 8.63 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -749,7 +751,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "8.35 ms ± 1.44 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "8 ms ± 1.42 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -774,7 +776,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "6.59 ms ± 231 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "6.22 ms ± 490 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -799,7 +801,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "7.21 ms ± 716 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "6.85 ms ± 824 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -824,7 +826,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2.38 ms ± 362 ns per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" + "2.95 ms ± 336 ns per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" ] } ], @@ -849,7 +851,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "6.67 ms ± 408 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "6.39 ms ± 672 ns per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -874,7 +876,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "4.54 ms ± 7.17 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "4.49 ms ± 3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -944,7 +946,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -1031,7 +1033,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4,