mirror of
https://github.com/rasbt/LLMs-from-scratch.git
synced 2025-10-26 15:29:25 +00:00
add special token handling to bpe from scratch code (#616)
This commit is contained in:
Sebastian Raschka
GitHub
parent
d5eaa36416
commit
48e98abc8e
@ -513,43 +513,71 @@
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" else:\n",
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" print(f\"Skipping pair {pair} as one token is not in the vocabulary.\")\n",
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"\n",
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" def encode(self, text):\n",
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" def encode(self, text, allowed_special=None):\n",
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" \"\"\"\n",
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" Encode the input text into a list of token IDs.\n",
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"\n",
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" Encode the input text into a list of token IDs, with tiktoken-style handling of special tokens.\n",
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" \n",
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" Args:\n",
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" text (str): The text to encode.\n",
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"\n",
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" text (str): The input text to encode.\n",
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" allowed_special (set or None): Special tokens to allow passthrough. If None, special handling is disabled.\n",
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" \n",
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" Returns:\n",
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" List[int]: The list of token IDs.\n",
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" List of token IDs.\n",
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" \"\"\"\n",
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" import re\n",
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" \n",
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" token_ids = []\n",
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" \n",
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" # If special token handling is enabled\n",
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" if allowed_special is not None and len(allowed_special) > 0:\n",
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" # Build regex to match allowed special tokens\n",
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" special_pattern = (\n",
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" \"(\" + \"|\".join(re.escape(tok) for tok in sorted(allowed_special, key=len, reverse=True)) + \")\"\n",
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" )\n",
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" \n",
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" last_index = 0\n",
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" for match in re.finditer(special_pattern, text):\n",
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" prefix = text[last_index:match.start()]\n",
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" token_ids.extend(self.encode(prefix, allowed_special=None)) # Encode prefix without special handling\n",
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" \n",
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" special_token = match.group(0)\n",
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" if special_token in self.inverse_vocab:\n",
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" token_ids.append(self.inverse_vocab[special_token])\n",
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" else:\n",
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" raise ValueError(f\"Special token {special_token} not found in vocabulary.\")\n",
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" last_index = match.end()\n",
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" \n",
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" text = text[last_index:] # Remaining part to process normally\n",
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" \n",
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" # Check if any disallowed special tokens are in the remainder\n",
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" disallowed = [\n",
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" tok for tok in self.inverse_vocab\n",
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" if tok.startswith(\"<|\") and tok.endswith(\"|>\") and tok in text and tok not in allowed_special\n",
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" ]\n",
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" if disallowed:\n",
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" raise ValueError(f\"Disallowed special tokens encountered in text: {disallowed}\")\n",
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" \n",
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" # If no special tokens, or remaining text after special token split:\n",
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" tokens = []\n",
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" # First split on newlines to preserve them\n",
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" lines = text.split(\"\\n\")\n",
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" for i, line in enumerate(lines):\n",
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" if i > 0:\n",
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" tokens.append(\"\\n\") # Add newline token separately\n",
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" tokens.append(\"\\n\")\n",
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" words = line.split()\n",
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" for j, word in enumerate(words):\n",
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" if j == 0:\n",
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" if i > 0: # Start of a new line but not the first line\n",
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" tokens.append(\"Ġ\" + word) # Ensure it's marked as a new segment\n",
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" else:\n",
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" tokens.append(word)\n",
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" else:\n",
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" # Prefix words in the middle of a line with \"Ġ\"\n",
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" if j == 0 and i > 0:\n",
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" tokens.append(\"Ġ\" + word)\n",
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"\n",
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" token_ids = []\n",
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" elif j == 0:\n",
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" tokens.append(word)\n",
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" else:\n",
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" tokens.append(\"Ġ\" + word)\n",
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" \n",
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" for token in tokens:\n",
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" if token in self.inverse_vocab:\n",
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" # token is contained in the vocabulary as is\n",
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" token_ids.append(self.inverse_vocab[token])\n",
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" else:\n",
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" # Attempt to handle subword tokenization via BPE\n",
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" sub_token_ids = self.tokenize_with_bpe(token)\n",
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" token_ids.extend(sub_token_ids)\n",
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"\n",
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" token_ids.extend(self.tokenize_with_bpe(token))\n",
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" \n",
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" return token_ids\n",
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"\n",
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" def tokenize_with_bpe(self, token):\n",
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@ -781,7 +809,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"execution_count": 5,
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"id": "51872c08-e01b-40c3-a8a0-e8d6a773e3df",
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"metadata": {},
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"outputs": [
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@ -940,6 +968,46 @@
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "78249752-38d7-47b9-b259-912bcc093dc4",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[424, 256, 654, 531, 302, 311, 256, 296, 97, 465, 121, 595, 841, 116, 287, 466, 256, 326, 972, 46, 256, 60, 124, 271, 683, 102, 116, 461, 116, 124, 62]\n"
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]
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}
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],
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"source": [
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"input_text = \"Jack embraced beauty through art and life. <|endoftext|> \"\n",
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"token_ids = tokenizer.encode(input_text)\n",
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"print(token_ids)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "0331d37d-49a3-44f7-9aa9-9834e0938741",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[424, 256, 654, 531, 302, 311, 256, 296, 97, 465, 121, 595, 841, 116, 287, 466, 256, 326, 972, 46, 257]\n"
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]
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}
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],
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"source": [
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"input_text = \"Jack embraced beauty through art and life. <|endoftext|> \"\n",
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"token_ids = tokenizer.encode(input_text, allowed_special={\"<|endoftext|>\"})\n",
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"print(token_ids)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "1ed1b344-f7d4-4e9e-ac34-2a04b5c5b7a8",
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"metadata": {},
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"outputs": [
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@ -947,8 +1015,8 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Number of characters: 42\n",
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"Number of token IDs: 20\n"
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"Number of characters: 57\n",
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"Number of token IDs: 21\n"
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]
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}
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],
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@ -975,7 +1043,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"execution_count": 13,
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"id": "da0e1faf-1933-43d9-b681-916c282a8f86",
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"metadata": {},
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"outputs": [
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@ -983,7 +1051,7 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[424, 256, 654, 531, 302, 311, 256, 296, 97, 465, 121, 595, 841, 116, 287, 466, 256, 326, 972, 46]\n"
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"[424, 256, 654, 531, 302, 311, 256, 296, 97, 465, 121, 595, 841, 116, 287, 466, 256, 326, 972, 46, 257]\n"
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]
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}
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],
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@ -993,7 +1061,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"execution_count": 14,
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"id": "8b690e83-5d6b-409a-804e-321c287c24a4",
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"metadata": {},
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"outputs": [
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@ -1001,7 +1069,7 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Jack embraced beauty through art and life.\n"
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"Jack embraced beauty through art and life.<|endoftext|>\n"
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]
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}
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],
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@ -1019,7 +1087,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"execution_count": 15,
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"id": "2b9e6289-92cb-4d88-b3c8-e836d7c8095f",
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"metadata": {},
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"outputs": [
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@ -1046,7 +1114,8 @@
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"256 -> \n",
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"326 -> li\n",
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"972 -> fe\n",
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"46 -> .\n"
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"46 -> .\n",
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"257 -> <|endoftext|>\n"
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]
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}
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],
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@ -1073,7 +1142,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"execution_count": 16,
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"id": "c7056cb1-a9a3-4cf6-8364-29fb493ae240",
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"metadata": {},
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"outputs": [
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@ -1083,7 +1152,7 @@
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"'This is some text.'"
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]
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},
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"execution_count": 14,
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"execution_count": 16,
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"metadata": {},
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"output_type": "execute_result"
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}
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@ -1096,7 +1165,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"execution_count": 17,
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"id": "37bc6753-8f35-4ec7-b23e-df4a12103cb4",
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"metadata": {},
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"outputs": [
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@ -1106,7 +1175,7 @@
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"'This is some text with \\n newline characters.'"
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]
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},
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"execution_count": 15,
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"execution_count": 17,
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"metadata": {},
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"output_type": "execute_result"
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}
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@ -1135,7 +1204,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"execution_count": 18,
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"id": "955181cb-0910-4c6a-9c22-d8292a3ec1fc",
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"metadata": {},
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"outputs": [],
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@ -1146,7 +1215,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"execution_count": 19,
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"id": "6e5ccfe7-ac67-42f3-b727-87886a8867f1",
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"metadata": {},
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"outputs": [],
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@ -1166,7 +1235,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"execution_count": 20,
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"id": "00d9bf8f-756f-48bf-81b8-b890e2c2ef13",
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"metadata": {},
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"outputs": [
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@ -1174,7 +1243,7 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Jack embraced beauty through art and life.\n"
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"Jack embraced beauty through art and life.<|endoftext|>\n"
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]
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}
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],
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@ -1184,7 +1253,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"execution_count": 21,
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"id": "e7addb64-2892-4e1c-85dd-4f5152740099",
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"metadata": {},
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"outputs": [
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@ -1194,7 +1263,7 @@
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"'This is some text with \\n newline characters.'"
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]
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},
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"execution_count": 19,
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"execution_count": 21,
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"metadata": {},
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"output_type": "execute_result"
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}
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@ -1224,7 +1293,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"execution_count": 22,
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"id": "b45b4366-2c2b-4309-9a14-febf3add8512",
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"metadata": {},
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"outputs": [
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@ -1264,7 +1333,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"execution_count": 23,
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"id": "74306e6c-47d3-45a3-9e0f-93f7303ef601",
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"metadata": {},
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"outputs": [],
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@ -1285,7 +1354,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"execution_count": 24,
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"id": "2bb722b4-dbf5-4a0c-9120-efda3293f132",
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"metadata": {},
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"outputs": [
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@ -1295,7 +1364,7 @@
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"50257"
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]
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},
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"execution_count": 22,
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"execution_count": 24,
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"metadata": {},
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"output_type": "execute_result"
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}
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@ -1314,7 +1383,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"execution_count": 25,
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"id": "e4866de7-fb32-4dd6-a878-469ec734641c",
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"metadata": {},
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"outputs": [
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@ -1334,7 +1403,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"execution_count": 26,
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"id": "3da8d9b2-af55-4b09-95d7-fabd983e919e",
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"metadata": {},
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"outputs": [
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