From d60da19fd04547365b0e36db5b318eabf398f37d Mon Sep 17 00:00:00 2001 From: rasbt Date: Sun, 17 Mar 2024 09:08:38 -0500 Subject: [PATCH] add more notes and embed figures externally to save space --- README.md | 2 +- ch02/01_main-chapter-code/ch02.ipynb | 211 +++++++++++++++--- ch02/01_main-chapter-code/figures/1.webp | Bin 24980 -> 0 bytes ch02/01_main-chapter-code/figures/10.webp | Bin 32850 -> 0 bytes ch02/01_main-chapter-code/figures/11.webp | Bin 15392 -> 0 bytes ch02/01_main-chapter-code/figures/12.webp | Bin 21902 -> 0 bytes ch02/01_main-chapter-code/figures/13.webp | Bin 15410 -> 0 bytes ch02/01_main-chapter-code/figures/14.webp | Bin 20056 -> 0 bytes ch02/01_main-chapter-code/figures/15.webp | Bin 7912 -> 0 bytes ch02/01_main-chapter-code/figures/16.webp | Bin 20190 -> 0 bytes ch02/01_main-chapter-code/figures/17.webp | Bin 18106 -> 0 bytes ch02/01_main-chapter-code/figures/18.webp | Bin 14114 -> 0 bytes ch02/01_main-chapter-code/figures/19.webp | Bin 10504 -> 0 bytes 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ch04/01_main-chapter-code/figures/mental-model-final.webp delete mode 100644 ch04/01_main-chapter-code/figures/mental-model.webp delete mode 100644 ch04/01_main-chapter-code/figures/overview-after-ln.webp delete mode 100644 ch04/01_main-chapter-code/figures/shortcut-example.webp delete mode 100644 ch04/01_main-chapter-code/figures/transformer-block.webp delete mode 100644 ch04/01_main-chapter-code/figures/use-gpt.webp diff --git a/README.md b/README.md index fabf0fa..e7fb85f 100644 --- a/README.md +++ b/README.md @@ -57,5 +57,5 @@ Alternatively, you can view this and other files on GitHub at [https://github.co Shown below is a mental model summarizing the contents covered in this book. - + diff --git a/ch02/01_main-chapter-code/ch02.ipynb b/ch02/01_main-chapter-code/ch02.ipynb index 82ad59b..6c6caaa 100644 --- a/ch02/01_main-chapter-code/ch02.ipynb +++ b/ch02/01_main-chapter-code/ch02.ipynb @@ -41,12 +41,20 @@ "print(\"tiktoken version:\", version(\"tiktoken\"))" ] }, + { + "cell_type": "markdown", + "id": "5a42fbfd-e3c2-43c2-bc12-f5f870a0b10a", + "metadata": {}, + "source": [ + "- This chapter covers data preparation and sampling to get input data \"ready\" for the LLM" + ] + }, { "cell_type": "markdown", "id": "628b2922-594d-4ff9-bd82-04f1ebdf41f5", "metadata": {}, "source": [ - "" + "" ] }, { @@ -57,14 +65,6 @@ "## 2.1 Understanding word embeddings" ] }, - { - "cell_type": "markdown", - "id": "ba08d16f-f237-4166-bf89-0e9fe703e7b4", - "metadata": {}, - "source": [ - "" - ] - }, { "cell_type": "markdown", "id": "0b6816ae-e927-43a9-b4dd-e47a9b0e1cf6", @@ -73,12 +73,37 @@ "- No code in this section" ] }, + { + "cell_type": "markdown", + "id": "4f69dab7-a433-427a-9e5b-b981062d6296", + "metadata": {}, + "source": [ + "- There are any forms of embeddings; we focus on text embeddings in this book" + ] + }, + { + "cell_type": "markdown", + "id": "ba08d16f-f237-4166-bf89-0e9fe703e7b4", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "id": "288c4faf-b93a-4616-9276-7a4aa4b5e9ba", + "metadata": {}, + "source": [ + "- LLMs work embeddings in high-dimensional spaces (i.e., thousands of dimensions)\n", + "- Since we can't visualize such high-dimensional spaces (we humans think in 1, 2, or 3 dimensions), the figure below illustrates a 2-dimensipnal embedding space" + ] + }, { "cell_type": "markdown", "id": "d6b80160-1f10-4aad-a85e-9c79444de9e6", "metadata": {}, "source": [ - "" + "" ] }, { @@ -89,12 +114,20 @@ "## 2.2 Tokenizing text" ] }, + { + "cell_type": "markdown", + "id": "f9c90731-7dc9-4cd3-8c4a-488e33b48e80", + "metadata": {}, + "source": [ + "- In this section, we tokenize text, which means breaking text into smaller units, such as individual words and punctuation characters" + ] + }, { "cell_type": "markdown", "id": "09872fdb-9d4e-40c4-949d-52a01a43ec4b", "metadata": {}, "source": [ - "" + "" ] }, { @@ -261,7 +294,7 @@ "id": "6cbe9330-b587-4262-be9f-497a84ec0e8a", "metadata": {}, "source": [ - "" + "" ] }, { @@ -318,12 +351,20 @@ "## 2.3 Converting tokens into token IDs" ] }, + { + "cell_type": "markdown", + "id": "a5204973-f414-4c0d-87b0-cfec1f06e6ff", + "metadata": {}, + "source": [ + "- Next, we convert the text tokens into token IDs that we can process via embedding layers later" + ] + }, { "cell_type": "markdown", "id": "177b041d-f739-43b8-bd81-0443ae3a7f8d", "metadata": {}, "source": [ - "" + "" ] }, { @@ -444,12 +485,20 @@ " break" ] }, + { + "cell_type": "markdown", + "id": "3b1dc314-351b-476a-9459-0ec9ddc29b19", + "metadata": {}, + "source": [ + "- Below, we illustrate the tokenization of a short sample text using a small vocabulary:" + ] + }, { "cell_type": "markdown", "id": "67407a9f-0202-4e7c-9ed7-1b3154191ebc", "metadata": {}, "source": [ - "" + "" ] }, { @@ -485,12 +534,21 @@ " return text" ] }, + { + "cell_type": "markdown", + "id": "dee7a1e5-b54f-4ca1-87ef-3d663c4ee1e7", + "metadata": {}, + "source": [ + "- The `encode` function turns text into token IDs\n", + "- The `decode` function turns token IDs back into text" + ] + }, { "cell_type": "markdown", "id": "cc21d347-ec03-4823-b3d4-9d686e495617", "metadata": {}, "source": [ - "" + "" ] }, { @@ -582,12 +640,20 @@ "## 2.4 Adding special context tokens" ] }, + { + "cell_type": "markdown", + "id": "863d6d15-a3e2-44e0-b384-bb37f17cf443", + "metadata": {}, + "source": [ + "- It's useful to add some \"special\" tokens for unknown words and to denote the end of a text" + ] + }, { "cell_type": "markdown", "id": "aa7fc96c-e1fd-44fb-b7f5-229d7c7922a4", "metadata": {}, "source": [ - "" + "" ] }, { @@ -609,12 +675,20 @@ "\n" ] }, + { + "cell_type": "markdown", + "id": "a336b43b-7173-49e7-bd80-527ad4efb271", + "metadata": {}, + "source": [ + "- We use the `<|endoftext|>` tokens between two independent sources of text:" + ] + }, { "cell_type": "markdown", "id": "52442951-752c-4855-9752-b121a17fef55", "metadata": {}, "source": [ - "" + "" ] }, { @@ -953,12 +1027,20 @@ "print(strings)" ] }, + { + "cell_type": "markdown", + "id": "e8c2e7b4-6a22-42aa-8e4d-901f06378d4a", + "metadata": {}, + "source": [ + "- BPE tokenizers break down unknown words into subwords and individual characters:" + ] + }, { "cell_type": "markdown", "id": "c082d41f-33d7-4827-97d8-993d5a84bb3c", "metadata": {}, "source": [ - "" + "" ] }, { @@ -969,12 +1051,20 @@ "## 2.6 Data sampling with a sliding window" ] }, + { + "cell_type": "markdown", + "id": "509d9826-6384-462e-aa8a-a7c73cd6aad0", + "metadata": {}, + "source": [ + "- We train LLMs to generate one word at a time, so we want to prepare the training data accordingly where the next word in a sequence represents the target to predict:" + ] + }, { "cell_type": "markdown", "id": "39fb44f4-0c43-4a6a-9c2f-9cf31452354c", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1101,14 +1191,6 @@ " print(tokenizer.decode(context), \"---->\", tokenizer.decode([desired]))" ] }, - { - "cell_type": "markdown", - "id": "b59f90fe-fa73-4c2d-bd9b-ce7c2ce2ba00", - "metadata": {}, - "source": [ - "" - ] - }, { "cell_type": "markdown", "id": "210d2dd9-fc20-4927-8d3d-1466cf41aae1", @@ -1145,6 +1227,16 @@ "print(\"PyTorch version:\", torch.__version__)" ] }, + { + "cell_type": "markdown", + "id": "0c9a3d50-885b-49bc-b791-9f5cc8bc7b7c", + "metadata": {}, + "source": [ + "- We use a sliding window approach where we slide the window one word at a time (this is also known as `stride=1`):\n", + "\n", + "" + ] + }, { "cell_type": "markdown", "id": "92ac652d-7b38-4843-9fbd-494cdc8ec12c", @@ -1268,12 +1360,20 @@ "print(second_batch)" ] }, + { + "cell_type": "markdown", + "id": "b006212f-de45-468d-bdee-5806216d1679", + "metadata": {}, + "source": [ + "- An example using stride equal to the context length (here: 4) as shown below:" + ] + }, { "cell_type": "markdown", "id": "9cb467e0-bdcd-4dda-b9b0-a738c5d33ac3", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1349,7 +1449,7 @@ "id": "e85089aa-8671-4e5f-a2b3-ef252004ee4c", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1489,12 +1589,30 @@ "print(embedding_layer(input_ids))" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "be97ced4-bd13-42b7-866a-4d699a17e155", + "metadata": {}, + "outputs": [], + "source": [ + "- An embedding layer is essentially a look-up operation:" + ] + }, { "cell_type": "markdown", "id": "f33c2741-bf1b-4c60-b7fd-61409d556646", "metadata": {}, "source": [ - "" + "" + ] + }, + { + "cell_type": "markdown", + "id": "08218d9f-aa1a-4afb-a105-72ff96a54e73", + "metadata": {}, + "source": [ + "- **You may be interested in the bonus content comparing embedding layers with regular linear layers: [../02_bonus_efficient-multihead-attention](../02_bonus_efficient-multihead-attention)**" ] }, { @@ -1505,12 +1623,28 @@ "## 2.8 Encoding word positions" ] }, + { + "cell_type": "markdown", + "id": "24940068-1099-4698-bdc0-e798515e2902", + "metadata": {}, + "source": [ + "- Embedding layer convert IDs into identical vector representations regardless of where they are located in the input sequence:" + ] + }, { "cell_type": "markdown", "id": "9e0b14a2-f3f3-490e-b513-f262dbcf94fa", "metadata": {}, "source": [ - "" + "" + ] + }, + { + "cell_type": "markdown", + "id": "92a7d7fe-38a5-46e6-8db6-b688887b0430", + "metadata": {}, + "source": [ + "- Positional embeddings are combined with the token embedding vector to form the input embeddings for a large language model:" ] }, { @@ -1518,7 +1652,7 @@ "id": "48de37db-d54d-45c4-ab3e-88c0783ad2e4", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1679,12 +1813,21 @@ "print(input_embeddings.shape)" ] }, + { + "cell_type": "markdown", + "id": "1fbda581-6f9b-476f-8ea7-d244e6a4eaec", + "metadata": {}, + "source": [ + "- In the initial phase of the input processing workflow, the input text is segmented into separate tokens\n", + "- Following this segmentation, these tokens are transformed into token IDs based on a predefined vocabulary:" + ] + }, { "cell_type": "markdown", "id": "d1bb0f7e-460d-44db-b366-096adcd84fff", 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In short, think of $z^{(2)}$ as a modified version of $x^{(2)}$ that also incorporates information about all other input elements that are relevant to a given task at hand." ] }, + { + "cell_type": "markdown", + "id": "fcc7c7a2-b6ab-478f-ae37-faa8eaa8049a", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "ff856c58-8382-44c7-827f-798040e6e697", @@ -141,14 +197,6 @@ " - The subscript \"21\" in $\\omega_{21}$ means that input sequence element 2 was used as a query against input sequence element 1." ] }, - { - "cell_type": "markdown", - "id": "2e29440f-9b77-4966-83aa-d1ff2e653b00", - "metadata": {}, - "source": [ - "" - ] - }, { "cell_type": "markdown", "id": "35e55f7a-f2d0-4f24-858b-228e4fe88fb3", @@ -176,6 +224,14 @@ ")" ] }, + { + "cell_type": "markdown", + "id": "5cb3453a-58fa-42c4-b225-86850bc856f8", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "77be52fb-82fd-4886-a4c8-f24a9c87af22", @@ -242,6 +298,14 @@ "print(torch.dot(inputs[0], query))" ] }, + { + "cell_type": "markdown", + "id": "dfd965d6-980c-476a-93d8-9efe603b1b3b", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "7d444d76-e19e-4e9a-a268-f315d966609b", @@ -346,6 +410,14 @@ "- **Step 3**: compute the context vector $z^{(2)}$ by multiplying the embedded input tokens, $x^{(i)}$ with the attention weights and sum the resulting vectors:" ] }, + { + "cell_type": "markdown", + "id": "f1c9f5ac-8d3d-4847-94e3-fd783b7d4d3d", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -394,7 +466,15 @@ "id": "11c0fb55-394f-42f4-ba07-d01ae5c98ab4", "metadata": {}, "source": [ - "" + "" + ] + }, + { + "cell_type": "markdown", + "id": "d9bffe4b-56fe-4c37-9762-24bd924b7d3c", + "metadata": {}, + "source": [ + "" ] }, { @@ -594,6 +674,14 @@ "## 3.4 Implementing self-attention with trainable weights" ] }, + { + "cell_type": "markdown", + "id": "ac9492ba-6f66-4f65-bd1d-87cf16d59928", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "2b90a77e-d746-4704-9354-1ddad86e6298", @@ -617,6 +705,14 @@ " - These trainable weight matrices are crucial so that the model (specifically, the attention module inside the model) can learn to produce \"good\" context vectors." ] }, + { + "cell_type": "markdown", + "id": "59db4093-93e8-4bee-be8f-c8fac8a08cdd", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "4d996671-87aa-45c9-b2e0-07a7bcc9060a", @@ -630,14 +726,6 @@ " - Value vector: $v^{(i)} = W_v \\,x^{(i)}$\n" ] }, - { - "cell_type": "markdown", - "id": "d3b29bc6-4bde-4924-9aff-0af1421803f5", - "metadata": {}, - "source": [ - "" - ] - }, { "cell_type": "markdown", "id": "9f334313-5fd0-477b-8728-04080a427049", @@ -755,7 +843,7 @@ "id": "8ed0a2b7-5c50-4ede-90cf-7ad74412b3aa", "metadata": {}, "source": [ - "" + "" ] }, { @@ -810,7 +898,7 @@ "id": "8622cf39-155f-4eb5-a0c0-82a03ce9b999", "metadata": {}, "source": [ - "" + "" ] }, { @@ -847,7 +935,7 @@ "id": "b8f61a28-b103-434a-aee1-ae7cbd821126", "metadata": {}, "source": [ - "" + "" ] }, { @@ -940,6 +1028,14 @@ "print(sa_v1(inputs))" ] }, + { + "cell_type": "markdown", + "id": "7ee1a024-84a5-425a-9567-54ab4e4ed445", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "048e0c16-d911-4ec8-b0bc-45ceec75c081", @@ -1010,6 +1106,14 @@ "## 3.5 Hiding future words with causal attention" ] }, + { + "cell_type": "markdown", + "id": "71e91bb5-5aae-4f05-8a95-973b3f988a35", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "82f405de-cd86-4e72-8f3c-9ea0354946ba", @@ -1031,10 +1135,10 @@ }, { "cell_type": "markdown", - "id": "71e91bb5-5aae-4f05-8a95-973b3f988a35", + "id": "57f99af3-32bc-48f5-8eb4-63504670ca0a", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1193,6 +1297,14 @@ "- So, instead of zeroing out attention weights above the diagonal and renormalizing the results, we can mask the unnormalized attention scores above the diagonal with negative infinity before they enter the softmax function:" ] }, + { + "cell_type": "markdown", + "id": "eb682900-8df2-4767-946c-a82bee260188", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "code", "execution_count": 29, @@ -1279,7 +1391,7 @@ "id": "ee799cf6-6175-45f2-827e-c174afedb722", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1460,6 +1572,14 @@ "- Note that dropout is only applied during training, not during inference." ] }, + { + "cell_type": "markdown", + "id": "a554cf47-558c-4f45-84cd-bf9b839a8d50", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "c8bef90f-cfd4-4289-b0e8-6a00dc9be44c", @@ -1485,11 +1605,11 @@ "\n", "- This is also called single-head attention:\n", "\n", - "\n", + "\n", "\n", "- We simply stack multiple single-head attention modules to obtain a multi-head attention module:\n", "\n", - "\n", + "\n", "\n", "- The main idea behind multi-head attention is to run the attention mechanism multiple times (in parallel) with different, learned linear projections. This allows the model to jointly attend to information from different representation subspaces at different positions." ] @@ -1678,6 +1798,14 @@ "- Note that in addition, we added a linear projection layer (`self.out_proj `) to the `MultiHeadAttention` class above. This is simply a linear transformation that doesn't change the dimensions. It's a standard convention to use such a projection layer in LLM implementation, but it's not strictly necessary (recent research has shown that it can be removed without affecting the modeling performance; see the further reading section at the end of this chapter)\n" ] }, + { + "cell_type": "markdown", + "id": "dbe5d396-c990-45dc-9908-2c621461f851", + "metadata": {}, + "source": [ + "" + ] + }, { "cell_type": "markdown", "id": "8b0ed78c-e8ac-4f8f-a479-a98242ae8f65", @@ -1802,7 +1930,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/ch03/01_main-chapter-code/figures/attention-matrix.png b/ch03/01_main-chapter-code/figures/attention-matrix.png deleted file mode 100644 index cfda9f6884bf4bb222f38eb1b99b38d25a7ce4ee..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 139562 zcmb4qWmFtX*Demh-JRg>?(PuW-Q5Rw_uxSjf+WG+-GYa~3GVK0cgQ*KdC&dUcYoYj 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a/ch04/01_main-chapter-code/ch04.ipynb +++ b/ch04/01_main-chapter-code/ch04.ipynb @@ -49,7 +49,7 @@ "id": "7d4f11e0-4434-4979-9dee-e1207df0eb01", "metadata": {}, "source": [ - "" + "" ] }, { @@ -76,7 +76,7 @@ "id": "5c5213e9-bd1c-437e-aee8-f5e8fb717251", "metadata": {}, "source": [ - "" + "" ] }, { @@ -136,7 +136,7 @@ "id": "4adce779-857b-4418-9501-12a7f3818d88", "metadata": {}, "source": [ - "" + "" ] }, { @@ -204,7 +204,7 @@ "id": "9665e8ab-20ca-4100-b9b9-50d9bdee33be", "metadata": {}, "source": [ - "" + "" ] }, { @@ -294,7 +294,7 @@ "id": "314ac47a-69cc-4597-beeb-65bed3b5910f", "metadata": {}, "source": [ - "" + "" ] }, { @@ -380,7 +380,7 @@ "id": "570db83a-205c-4f6f-b219-1f6195dde1a7", "metadata": {}, "source": [ - "" + "" ] }, { @@ -551,7 +551,7 @@ "id": "e136cfc4-7c89-492e-b120-758c272bca8c", "metadata": {}, "source": [ - "" + "" ] }, { @@ -696,7 +696,7 @@ "id": "fdcaacfa-3cfc-4c9e-b668-b71a2753145a", "metadata": {}, "source": [ - "" + "" ] }, { @@ -727,7 +727,15 @@ "id": "8f8756c5-6b04-443b-93d0-e555a316c377", "metadata": {}, "source": [ - "" + "" + ] + }, + { + "cell_type": "markdown", + "id": "e5da2a50-04f4-4388-af23-ad32e405a972", + "metadata": {}, + "source": [ + "" ] }, { @@ -749,7 +757,7 @@ "- This is achieved by adding the output of one layer to the output of a later layer, usually skipping one or more layers in between\n", "- Let's illustrate this idea with a small example network:\n", "\n", - "" + "" ] }, { @@ -957,7 +965,7 @@ "id": "36b64d16-94a6-4d13-8c85-9494c50478a9", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1000,7 +1008,7 @@ "id": "91f502e4-f3e4-40cb-8268-179eec002394", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1025,7 +1033,7 @@ "id": "9b7b362d-f8c5-48d2-8ebd-722480ac5073", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1288,7 +1296,7 @@ "id": "caade12a-fe97-480f-939c-87d24044edff", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1307,7 +1315,7 @@ "id": "7ee0f32c-c18c-445e-b294-a879de2aa187", "metadata": {}, "source": [ - "" + "" ] }, { @@ -1353,7 +1361,7 @@ "source": [ "- The `generate_text_simple` above implements an iterative process, where it creates one token at a time\n", "\n", - "" + "" ] }, { @@ -1506,7 +1514,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/ch04/01_main-chapter-code/figures/chapter-steps.webp b/ch04/01_main-chapter-code/figures/chapter-steps.webp deleted file mode 100644 index aa3c17cc21bf7f76443da75186674c49bbc1d09d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 30082 zcmdSBV~`}#x;EOjZQHhO+wPvWr)_sn+qP|M+O}=m{ATOu+xwhzBkqrT>rYigW>&6T z@vcYjs#1~^6Z3EZ08kedQczRiAh7-O*?s^d3y_KqoC$<~^5D{;r>Uosh#4~DhBN$! z?T0{*v7*4UOFH>CVwP9W*YF2@HGZ-$<=6XV=<|1gKKR}D=gsrz=koXW9iH%4%V*5@ z_r34iXaC3dxB2&SU&^a%&327IPoVer_xJhrw7!9F=J#!#_G``eRx$tgr&-U}L&iJ* z_qDG6r%tSx{5rt z^YEAo7{wJEGBLh$lyd)%16SyG?J%Ik-afqPrWPzYl_;zf8kV%@Knu|E(ggA3f@Ox- 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