open-source-nlp/14.0.GPT2_Transformer_In_SparkNLP.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"6sBtVqUvZTQB"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)"]},{"cell_type":"markdown","metadata":{"id":"67YDMg3GZTCQ"},"source":["[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/open-source-nlp/14.0.GPT2_Transformer_In_SparkNLP.ipynb)"]},{"cell_type":"markdown","metadata":{"id":"l9cW8XItZlyD"},"source":["# GPT2Transformer: OpenAI Text-To-Text Transformer\n","\n","![image.png](https://miro.medium.com/max/1400/1*UZTblFMn8oWfmqBMQhUOdA.jpeg)"]},{"cell_type":"markdown","metadata":{"id":"YaXRil_iZu41"},"source":["[GPT-2](https://openai.com/blog/better-language-models/)  displays a broad set of capabilities, including the ability to generate conditional synthetic text samples of unprecedented quality, where the model is primed with an input and it generates a lengthy continuation.\n","\n","Pretrained models can be loaded with `pretrained()` of the companion object:\n","\n","**GPU MODE** is highly reccomended, since this is a very large model."]},{"cell_type":"markdown","metadata":{"id":"JiF9XgzIcJaA"},"source":["## Colab Setup"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"nQdPMraEcJ1K"},"outputs":[],"source":["! pip install -q pyspark==3.4.1 spark-nlp==5.3.2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"4dun3ggxcLzd","executionInfo":{"status":"ok","timestamp":1712075637757,"user_tz":-120,"elapsed":559,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}}},"outputs":[],"source":["import sparknlp\n","\n","from sparknlp.base import *\n","from sparknlp.annotator import *\n","\n","from pyspark.sql import SparkSession\n","from pyspark.sql import functions as F\n","from pyspark.ml import Pipeline,PipelineModel"]},{"cell_type":"markdown","metadata":{"id":"v0wuW-46ypV6"},"source":["**Make sure to Enable GPU Mode and High RAM**"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":254},"executionInfo":{"elapsed":36906,"status":"ok","timestamp":1712075678437,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"1pOvWR6oybqR","outputId":"bde53b5f-e020-427e-8c17-7a9670de8264"},"outputs":[{"output_type":"stream","name":"stdout","text":["Spark NLP version 5.3.2\n","Apache Spark version: 3.4.1\n"]},{"output_type":"execute_result","data":{"text/plain":["<pyspark.sql.session.SparkSession at 0x7e8cdd6b1570>"],"text/html":["\n","            <div>\n","                <p><b>SparkSession - in-memory</b></p>\n","                \n","        <div>\n","            <p><b>SparkContext</b></p>\n","\n","            <p><a href=\"http://4d1afd14fe98:4040\">Spark UI</a></p>\n","\n","            <dl>\n","              <dt>Version</dt>\n","                <dd><code>v3.4.1</code></dd>\n","              <dt>Master</dt>\n","                <dd><code>local[*]</code></dd>\n","              <dt>AppName</dt>\n","                <dd><code>Spark NLP</code></dd>\n","            </dl>\n","        </div>\n","        \n","            </div>\n","        "]},"metadata":{},"execution_count":3}],"source":["# Comment out this line  and uncomment the next one to enable GPU mode and High RAM\n","\n","spark = sparknlp.start()\n","\n","# spark = sparknlp.start(gpu=True)\n","\n","print(\"Spark NLP version\", sparknlp.version())\n","print(\"Apache Spark version:\", spark.version)\n","\n","spark"]},{"cell_type":"markdown","metadata":{"id":"_FKVL06rdMpV"},"source":["**GPT2 Models In Spark NLP**\n","\n","*   `gpt2`\n","*   `gpt2_medium`\n","*   `gpt2_distilled`\n","*   `gpt2_large`\n","\n","The default model is `\"gpt2\"`, if no name is provided. For available pretrained models please see the [Spark NLP Models Hub](https://nlp.johnsnowlabs.com/models?q=gpt2)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"7-Un073ccDYi"},"source":["## GPT2 Pipeline"]},{"cell_type":"markdown","metadata":{"id":"MR8j4syuq-Nr"},"source":["Now, let's create a Spark NLP Pipeline with `gpt2_medium` model and check the results."]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":152994,"status":"ok","timestamp":1712075845917,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"IfRKHG-AumPo","outputId":"721ba9e6-b4d7-448b-dacf-ed33c910ea92"},"outputs":[{"output_type":"stream","name":"stdout","text":["gpt2_medium download started this may take some time.\n","Approximate size to download 1.2 GB\n","[OK!]\n","+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|result                                                                                                                                                                                                                                           |\n","+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|[ My name is Leonardo. I'm a student at the University of California, Berkeley. I've been studying computer science for the past two years. I have a PhD in computer science from the University, and I'm currently working on a PhD at the same]|\n","+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","\n"]}],"source":["documentAssembler = DocumentAssembler() \\\n","    .setInputCol(\"text\") \\\n","    .setOutputCol(\"documents\")\n","\n","gpt2 = GPT2Transformer.pretrained(\"gpt2_medium\") \\\n","    .setInputCols([\"documents\"]) \\\n","    .setMaxOutputLength(50) \\\n","    .setMinOutputLength(25) \\\n","    .setOutputCol(\"generation\")\n","\n","data = spark.createDataFrame([[\"My name is Leonardo.\"]]).toDF(\"text\")\n","\n","pipeline = Pipeline().setStages([documentAssembler,gpt2]).fit(data)\n","\n","result = pipeline.transform(data)\n","result.select(\"generation.result\").show(truncate=False)"]},{"cell_type":"markdown","metadata":{"id":"kreh6RHjs-lE"},"source":["We can display the documentation of all params with their optionally default values and user-supplied values by `explainParams()` function"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":412,"status":"ok","timestamp":1712043167046,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"DpBQuEwEsy3U","outputId":"f1ffee39-b55f-4b5a-a0a3-0572a7e29a35"},"outputs":[{"output_type":"stream","name":"stdout","text":["batchSize: Size of every batch (default: 4)\n","configProtoBytes: ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString() (undefined)\n","doSample: Whether or not to use sampling; use greedy decoding otherwise (default: False, current: False)\n","engine: Deep Learning engine used for this model (default: tensorflow)\n","ignoreTokenIds: A list of token ids which are ignored in the decoder's output (default: [])\n","inputCols: previous annotations columns, if renamed (current: ['documents'])\n","lazyAnnotator: Whether this AnnotatorModel acts as lazy in RecursivePipelines (default: False)\n","maxOutputLength: Maximum length of output text (default: 20, current: 50)\n","minOutputLength: Minimum length of the sequence to be generated (default: 0, current: 25)\n","noRepeatNgramSize: If set to int > 0, all ngrams of that size can only occur once (default: 0, current: 3)\n","outputCol: output annotation column. can be left default. (current: generation)\n","repetitionPenalty: The parameter for repetition penalty. 1.0 means no penalty. See `this paper <https://arxiv.org/pdf/1909.05858.pdf>`__ for more details (default: 1.0)\n","task: Transformer's task, e.g. 'is it true that'> (default: )\n","temperature: The value used to module the next token probabilities (default: 1.0)\n","topK: The number of highest probability vocabulary tokens to keep for top-k-filtering (default: 50, current: 50)\n","topP: If set to float < 1, only the most probable tokens with probabilities that add up to ``top_p`` or higher are kept for generation (default: 1.0)\n"]}],"source":["print(gpt2.explainParams())"]},{"cell_type":"markdown","metadata":{"id":"sVXRNJFPEcgq"},"source":["Let's use model with more sentences and set `.setDoSample()` parameter as True, this parameter is used for whether or not to use sampling; use greedy decoding otherwise, by default False. <br/>\n","Also, we use `.setTopK()` parameter for the number of highest probability vocabulary tokens to keep for top-k-filtering, by default 50."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"aMAsyNfPh3Fs"},"outputs":[],"source":["sample_texts= [[1, \"Mey name is  Leonardo\"],\n","               [2, \"My name is Leonardo and I come from Rome.\"],\n","               [3, \"My name is\"],\n","               [4, \"What is the difference between diesel and petrol?\"]]\n","\n","sample_df= spark.createDataFrame(sample_texts).toDF(\"id\", \"text\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":396,"status":"ok","timestamp":1712043177837,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"z5guR3Bx_khw","outputId":"e4e9203a-4eb6-4b7c-8f48-8e63c350ba46"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["GPT2TRANSFORMER_729a8e69e804"]},"metadata":{},"execution_count":7}],"source":["gpt2.setMaxOutputLength(50).setMinOutputLength(25).setDoSample(True).setTopK(20)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":68833,"status":"ok","timestamp":1712043250059,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"DBxs5-os_zak","outputId":"d753b517-1556-43bf-e408-511f54c2538a"},"outputs":[{"output_type":"stream","name":"stdout","text":["+---+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|id |result                                                                                                                                                                                                                                                            |\n","+---+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|1  |[ Mey name is  Leonardo Da Vinci. The first Da Vinzci painting depicts a young person holding his hands over their heads in meditation; the second painting depicts the man in meditation sitting down and holding his right hand over his chest in an expression]|\n","|2  |[ My name is Leonardo and I come from Rome. When my friend told me he has a great new idea, I said, 'Well, I could make a good one.' And that's how I got to the point where I'm able to do anything]                                                             |\n","|3  |[ My name is Alex Osterholm and I've been working as a photographer in my hometown for the past 10 years. I started my journey on January 10, 2016 with some of my friends, including my parents who are also photographers.\\n\\nI've]                             |\n","|4  |[ What is the difference between diesel and petrol? Is it because they use different gases? I think the only difference is that diesel fuel is heavier; you can burn it in your car but you can't burn it with a torch because it is so hot.]                     |\n","+---+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","\n"]}],"source":["result = pipeline.transform(sample_df)\n","result.select(\"id\", \"generation.result\").show(truncate=False)"]},{"cell_type":"markdown","metadata":{"id":"JbOQyj-DAHi7"},"source":["### Changing the Transformer's task"]},{"cell_type":"markdown","metadata":{"id":"010b5pPvFAEU"},"source":["Now, we change the task of Transformer. We can verify some informations to GPT-2 by setting `.setTask()` parameter as **\"Is it true that\"**. <br/>\n","We give a text to the model by setting `setTask(\"Is it true that\")` and model adds the \"Is it true that\" expression at the beginning of the sentence and generates sentences."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1712043320481,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"sTjeFAh5UIMV","outputId":"f7e038e5-870c-4a59-8774-4ab48779e14f"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["GPT2TRANSFORMER_729a8e69e804"]},"metadata":{},"execution_count":9}],"source":["gpt2.setTask(\"Is it true that\").setMaxOutputLength(50)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":43737,"status":"ok","timestamp":1712043366152,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"Hf1WIe6_bUTN","outputId":"b29ec914-4653-4fa4-d6ea-706cf3a1b6b2"},"outputs":[{"output_type":"stream","name":"stdout","text":["+---+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|id |result                                                                                                                                                                                                                             |\n","+---+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","|1  |[ Is it true that Donald Trump is rich? And the rich aren't wealthy, according to the data.\\n\\nTrump's wealth is the richest among the presidential candidates.\\n\\n\\n\\nHere is a map of who is making more in terms of income than]|\n","|2  |[ Is it true that Pink Floyd is rock band?\\n\\nThe best rock band in music history?\\n and that's the answer, yes…\\n\\nI've never read anything to the contrary. If anything, all I've read is about how I]                           |\n","+---+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n","\n"]}],"source":["sample_text= [[1, \"Donald Trump is rich?\"],\n","              [2, \"Pink Floyd is rock band?\"]]\n","\n","sample_df= spark.createDataFrame(sample_text).toDF(\"id\", \"text\")\n","\n","result = pipeline.transform(sample_df)\n","result.select(\"id\", \"generation.result\").show(truncate=False)"]},{"cell_type":"markdown","metadata":{"id":"TKq1QG6h1t69"},"source":["# Some Helper Methods for generating and printing generation results"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"agvVXqNLx3hN","executionInfo":{"status":"ok","timestamp":1712075857057,"user_tz":-120,"elapsed":270,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}}},"outputs":[],"source":["from typing import List\n","def prompts_to_spark_df(prompts,spark=spark):\n","  text = [[i, prompt] for i,prompt in enumerate(prompts)]\n","  return spark.createDataFrame(text).toDF(\"id\", \"text\")\n","\n","def generate_with_gpt2(gpt_pipe, prompts,task='generate', print=True):\n","  if isinstance(prompts,str):\n","    df = prompts_to_spark_df([prompts])\n","  elif isinstance(prompts,List):\n","    df = prompts_to_spark_df(prompts)\n","  else :\n","    raise ValueError(f\"Invalid Type = {type(prompts)} please pass a str or list of str for prompts parameter \")\n","  df = pipeline.transform(df)\n","  df = df.select(\"id\",'text', \"generation.result\").toPandas()\n","\n","  if print:\n","    print_generation_results(df)\n","  return df\n","\n","def print_generation_results(df):\n","  for idx, row in df.iterrows():\n","    print(f'Example {idx}: {200*\"_\"}')\n","    print(row.result[0])\n","    print('\\n')\n"]},{"cell_type":"markdown","metadata":{"id":"U8C-KvpttQ4Y"},"source":["# Explore GPT Parameters Play with Paramns"]},{"cell_type":"markdown","metadata":{"id":"0IZWyayrey6F"},"source":["### Sampling Methods\n","\n","\n","Sampling means we **randomly** draw from a distribution of words.\n","The probability distribution is conditioned on all previous tokens in a text to generate the next token.\n","\n","By default the distribution contains all words in the vocabulary of GPT2, where many candidates are incorrect to generate.\n","\n","There are two methods of reshaping and drawing from those distributions :\n","\n","1. **Top-K Sampling** Take the k most likely words from the original distribution. Redistribute probability mass among those k words and draw according to the new probabilities.\n","\n","2. **Top-P Nucleus sampling**  Take smallest possible set of N words, which  together have a probability of p. Redistribute probability mass among those N words and draw according to the new probabilities.\n","\n","\n","\n","Additionally, both methods can be tweaked ith the following parameters :\n","\n","- **temperature** : Parameter of the softmax function which affect the distrubtion computed by the model. The closer we are to 0, the more deterministic the probability will become, distribution tails will become slimmer and outlier word probabilites are more close to 0. Temperature values closer values to 1 make tails of probability fatter which makes outliers more probable and generic results less probable.\n","\n","\n","These parameters are shared by all method :\n","- **ignoreTokenIds**: A list of token ids which are ignored in the decoder's output (default: [])\n","- **noRepeatNgramSize**: If set to int > 0, all ngrams of that size can only occur once\n","- **repetitionPenalty**: The parameter for repetition penalty. 1.0 means no penalty.  https://arxiv.org/pdf/1909.05858.pdf>\n","- **task**:  Transformer's task, e.g. 'is it true that'> (default: , current: generate)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":500,"status":"ok","timestamp":1712043380718,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"JeJMgxlyr2fy","outputId":"0bc0e679-3419-4fff-a1c6-5acbaa0fa000"},"outputs":[{"output_type":"stream","name":"stdout","text":["batchSize: Size of every batch (default: 4)\n","configProtoBytes: ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString() (undefined)\n","doSample: Whether or not to use sampling; use greedy decoding otherwise (default: False, current: True)\n","engine: Deep Learning engine used for this model (default: tensorflow)\n","ignoreTokenIds: A list of token ids which are ignored in the decoder's output (default: [])\n","inputCols: previous annotations columns, if renamed (current: ['documents'])\n","lazyAnnotator: Whether this AnnotatorModel acts as lazy in RecursivePipelines (default: False)\n","maxOutputLength: Maximum length of output text (default: 20, current: 50)\n","minOutputLength: Minimum length of the sequence to be generated (default: 0, current: 25)\n","noRepeatNgramSize: If set to int > 0, all ngrams of that size can only occur once (default: 0, current: 3)\n","outputCol: output annotation column. can be left default. (current: generation)\n","repetitionPenalty: The parameter for repetition penalty. 1.0 means no penalty. See `this paper <https://arxiv.org/pdf/1909.05858.pdf>`__ for more details (default: 1.0)\n","task: Transformer's task, e.g. 'is it true that'> (default: , current: Is it true that)\n","temperature: The value used to module the next token probabilities (default: 1.0)\n","topK: The number of highest probability vocabulary tokens to keep for top-k-filtering (default: 50, current: 20)\n","topP: If set to float < 1, only the most probable tokens with probabilities that add up to ``top_p`` or higher are kept for generation (default: 1.0)\n"]}],"source":["print(gpt2.explainParams())"]},{"cell_type":"markdown","metadata":{"id":"du5SV3otUM2f"},"source":["### Play with temperature\n","Set Temperature higher to make GPT more random/creative and text less coherent\n","Temperature > 0  and Temperature <=1\n","You must set `gpt2.setDoSample(True)` to have non-deterministic results"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1711969333004,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"ctnZH7CkW-08","outputId":"87f5cc93-c999-4fd7-e319-a39b989e8f29"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["GPT2TRANSFORMER_729a8e69e804"]},"metadata":{},"execution_count":13}],"source":["text = \"\"\"Hello my name is GPT2, I love to \"\"\"\n","data = [text, text,text,text,text ]\n","gpt2.setMaxOutputLength(200)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":446932,"status":"ok","timestamp":1711969779922,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"jVxWFn88UgAA","outputId":"b2695e42-0fa0-4134-9656-e15b73b66254"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to ive made a new thread and asked some questions in the past few minutes or something like that? I can't find it on the forums yet.\n","\n","\n","Also is it true Hello my Name is, I want to make a thread asking questions, like what kind of games you have, if it have been out for a while, if you still play the game or not, or if you just love it and play a few times and don't think you are in the top 2 of the leaderboards. I just finished up my first game on Steam. Also I want help on how to play it, and if you can help please, please please do so please please please post the info here on here. Thanks!!\n","\n","\n","Thank you all for your patience!!\n","\n","Last edited by Miho on Apr 20, 2013, 4:40:55 PM Posted by Miboo\n","\n","on Alpha Member on Quote\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to ive created so many cool things with the game. How about you.\n","\n","GPT1: Thank you for that!\n","\n","Hello my name, I'm GPT.\n"," to GPT1\n","\n","I have never had such a warm feeling and I'm glad to have made a game of it. Thanks, and thank you for the great community.\n",", and you have done a wonderful job\n","\n","You have a great job for a creator.\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","\n","Post Extras:\n","\n","\n","So what I am going to do is I will put in a small amount of the substrate and then I will add a cup of water, I can also put in some fine grained gravels if required, I will do the entire first stage of casing as my goal is to get the humidity right and the water supply in check.\n","\n","\n","Once you've got everything setup, I like to just dump the substrate into the lid and then place that lid on and let it colonize for one day at a time, let it sit out a week and then let it go to the next round after a week has gone by to see how the temperature is going, if I've hit the right temperature I may add some additional rocks or sand later, I'll let it dry out for about 24 hours or longer if need be before adding the next phase of casing.\n","\n"," \"I just\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to _______________, What did you like best about your game?\n","\n","I enjoyed that there was some variety, a lot of possibilities of what you could do, even some interesting new skills I didn't realize could be added. That was a nice touch too, because there were so many cool things I never heard before!\n","\n","How did you get into RPGs? What kind of games were like when you were little ?\n","\n","For me I enjoyed RPG's mainly because of story and the way that it had elements that I enjoyed, like the feeling of playing a role of a hero in a role-playing game and so on. I really enjoyed the feel of the action that RPGs were like, you just felt like the game was getting bigger and better the more you played.\n","\n","There was also something very satisfying about playing against my own computer, or another human player on a multiplayer gaming server, and playing on a\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to _____, what is that, what, what? Is it that I love _____? Why do you like _____ ? I don't like ____. Why don't you like ______. _______ is really really good for me. And you don't love them, do you? You really love them. What are you doing? I'm just going to sit around and say, \"______, what's wrong? What are we doing here?\" You know, it's nice to have somebody else's opinion. I can say, ``Okay, so you're saying that ______ is good for you.'' But you're also saying, ``Well, it doesn't really work that way.'' So I think that when we're working on a story where we're going to take a lot of the fun out of it, we should be able to take it out of the game. For us, that means we have to\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                               text  \\\n","0   0  Hello my name is GPT2, I love to    \n","1   1  Hello my name is GPT2, I love to    \n","2   2  Hello my name is GPT2, I love to    \n","3   3  Hello my name is GPT2, I love to    \n","4   4  Hello my name is GPT2, I love to    \n","\n","                                              result  \n","0  [ Is it true that Hello my name is GPT2, I lov...  \n","1  [ Is it true that Hello my name is GPT2, I lov...  \n","2  [ Is it true that Hello my name is GPT2, I lov...  \n","3  [ Is it true that Hello my name is GPT2, I lov...  \n","4  [ Is it true that Hello my name is GPT2, I lov...  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I have the same problem. Please help.\n","\n","Hey, I have this problem, it takes a couple of weeks for it to become fixed.\n","\n","\n","\n","How can you fix it?\n",", it's a little hard to read in my opinion.\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!! You can send me a PM on here if you have any questions or just want to chat!\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to  play games, i am a gamer, my favourite game is Starcraft and i am really happy that i can enjoy it as a gamer.\n","My gaming profile looks like this:\n","My favourite game, I am a fan of all games that are free, you can download and play them in your browser, it works really well, the game works great for me, I enjoy playing games like these in my life, i have a hard time playing with friends, i want to play with only people that i really like and it's nice to play in this way, my friends tell me that i have such a nice personality, i think that i am cute, they think so too, but it is not true, i really am a nice person, I have such high quality friends, I play games and have fun playing them, i love to play games with them, I can never get tired of playing games, I\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                               text  \\\n","0   0  Hello my name is GPT2, I love to    \n","1   1  Hello my name is GPT2, I love to    \n","2   2  Hello my name is GPT2, I love to    \n","3   3  Hello my name is GPT2, I love to    \n","4   4  Hello my name is GPT2, I love to    \n","\n","                                              result  \n","0  [ Is it true that Hello my name is GPT2, I lov...  \n","1  [ Is it true that Hello my name is GPT2, I lov...  \n","2  [ Is it true that Hello my name is GPT2, I lov...  \n","3  [ Is it true that Hello my name is GPT2, I lov...  \n","4  [ Is it true that Hello my name is GPT2, I lov...  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I have been playing on the server for about a month, and I am experiencing the same issues as the other players. I know that this is not the case for everyone, but for me it is. I am wondering if there is a way to fix this, or if it is something that I can try to fix. I would really appreciate any help in this regard. Thanks in advance.\n","Hello my name IS GPT1, I am playing on my main server and I have the same issue. I hope that this helps.\n","Thank you for your concern. I do not know if this is related to the issue you are having.\n","I am playing the game on the game server and the same problem has also been happening on the same server.\n","Hi, I have a question about this. I play on my server\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","Hello my name Is GPT1, I don't even know what that means.\n","\n","I don't know what GPT is, but I love it.\n",", I'm not sure what GPN is, I just love it!\n","\n","Is GPT3, I think I like it.\n","\n","\n","I'll start with the most obvious, the ones that are the most common.\n"," (I'm aware that there are other words that are more common but I'm going to skip them all because they are not very important.)\n","\n","\n","GPT3\n","\n","GTP\n","\n","The second most common word is GTP. It is pronounced GTP-uh-peh-tuh, or just G-tay-puh. It can also be pronounced GPT-uh.\n",".\n","\n","\n","\n","The word is very simple. It means \"to be\", \"to\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to  play this game. And I am the most popular player on the forums. This is not a joke. I am in the top 10 in the game. I can't wait until I get the chance to play again.\n","Posted by  Kostis  at 11:23 PM\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to irc, and I am a big fan of GPT. I would like to be able to join the #GPT2 channel on irc.freenode.net. I am currently on IRC (http://irc.free.fr/gpt2) so please feel free to join me if you are interested. I have been playing for over a year, and have been on and off IRC for quite a while now. I currently have a channel on IRC called #GTA5 (http't want to use it, but I can't ignore the fact that it's there), and I have a GPT IRC channel as well. I will be posting links to my IRC channels as I go. I hope you enjoy the thread.\n","\n","Reply · Report Post\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","I really love this game because I feel like I can make anything I want. The game is very fun and challenging. I have a lot of fun playing it. I really enjoy the game and would recommend it to anyone.\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                               text  \\\n","0   0  Hello my name is GPT2, I love to    \n","1   1  Hello my name is GPT2, I love to    \n","2   2  Hello my name is GPT2, I love to    \n","3   3  Hello my name is GPT2, I love to    \n","4   4  Hello my name is GPT2, I love to    \n","\n","                                              result  \n","0  [ Is it true that Hello my name is GPT2, I lov...  \n","1  [ Is it true that Hello my name is GPT2, I lov...  \n","2  [ Is it true that Hello my name is GPT2, I lov...  \n","3  [ Is it true that Hello my name is GPT2, I lov...  \n","4  [ Is it true that Hello my name is GPT2, I lov...  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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, data,task='generation', print=True)\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 4,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1,\n          4,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Hello my name is GPT2, I love to \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":16}],"source":["gpt2.setTemperature(0.5)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, data,task='generation', print=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":513708,"status":"ok","timestamp":1711970913867,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"eSaF9kylVLvK","outputId":"def8b29f-822b-4b55-f5a6-4d71285eff58"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","I'm a newbie to the world of Linux. I've been using Linux for about a year now, and I'm still learning. I'm looking for a good, stable Linux distribution that I can use for my daily work. I want to be able see my desktop in a way that I never could before. I also want to have a nice, clean, and easy-to build Linux system.\n"," -GPT2\n"," a guest Sep 15l, 2014 1,836 Never 2/15 ea\n"," 'I'm looking to buy a new laptop and I need a good Linux distro. I have been using Ubuntu for a while now, but I'm not sure if it's the best distro for me. I would like to know if there are any distils that I should try out. I am a new user and I don''t know what to expect. I\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","I am a member of the GPT community and I am looking for a GPT 2 member to join my team. I am a very active member of GPT and I have been playing since the beginning of the game. I have a lot left to do and I would like to help out my team by helping them with their games. I would also like to learn how to play the game and I want to be able. I will be looking for someone who is willing help me out and I will try to be as helpful as possible. I can be found on the GCT2 Discord server.\n"," - GPT1\n"," -GPT2\n","\n","-GPT3\n"," to join the team.\n"," 1. What is your current level?\n"," - 5\n"," a. What are you currently playing?\n","\n","b \"\n"," to play.\n"," in the current game.\n","  2.\"\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","I have a question about the new version of the game, I have a new version, but I don't have the new game. I have the old version, and I don and I want to play the new one.\n"," - Hello my Name is Gpt2, i love to play this game, i will play the old game, but i don't want to get the new.\n"," The game is not available for download, but it is available for you to download.\n"," '\n","\n","The game is available to download for free.\n"," 1. Download the game from the link below.\n","\n","2 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 53 57 54\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","I have a question about the GPT 2.0. I have a GPT 1.0 and I have been using it for a few months now. I am wondering if it is possible to upgrade the G-PT 2 to the G PT 2.1. I know that the G1.0 is still available, but I am not sure if I should upgrade to the 2.2 or the 2 or the G.\n"," - - -\n"," - - -  -\n","\n","- -\n","1. What is the Gpt2.0?\n","In the G2.1, the G is replaced by a G. The G is a bit bigger than the G, but it is still the same size.\n","\n","2! What is Gpt1.1?\n","\n","The GPT1.2 is the same as the GPP2.2.\n"," for\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!!\n","\n","I am a newbie to the game and I am trying to get my first character. I have a lot of questions and I want to know how to get started.\n"," - What is the best way to get into the game?\n"," a. Play the game.\n"," B? Play the beta.\n","\n","C? Play on the beta servers.\n"," 1. Play on a server with a lot friends.\n"," [1]\n"," of course you can play on your own server.\n"," for example, if you are playing on a friend's server you can join them and play on their server. 2.(If you are a new player) You can join a server and play with your friends. [2/3]\n"," for instance, you can go to a server that is on the main server and join it. 3. You can play with other players on the same server. [4]\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                               text  \\\n","0   0  Hello my name is GPT2, I love to    \n","1   1  Hello my name is GPT2, I love to    \n","2   2  Hello my name is GPT2, I love to    \n","3   3  Hello my name is GPT2, I love to    \n","4   4  Hello my name is GPT2, I love to    \n","\n","                                              result  \n","0  [ Is it true that Hello my name is GPT2, I lov...  \n","1  [ Is it true that Hello my name is GPT2, I lov...  \n","2  [ Is it true that Hello my name is GPT2, I lov...  \n","3  [ Is it true that Hello my name is GPT2, I lov...  \n","4  [ Is it true that Hello my name is GPT2, I lov...  "],"text/html":["\n","  <div id=\"df-e7c40b7a-456b-46f2-9e4f-d756664afdef\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Hello my name is GPT2, I love to</td>\n","      <td>[ Is it true that Hello my name is GPT2, I lov...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>Hello my name is GPT2, I love to</td>\n","      <td>[ Is it true that Hello my name is GPT2, I lov...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>Hello my name is GPT2, I love to</td>\n","      <td>[ Is it true that Hello my name is GPT2, I lov...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>Hello my name is GPT2, I love to</td>\n","      <td>[ Is it true that Hello my name is GPT2, I lov...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>Hello my name is GPT2, I love to</td>\n","      <td>[ Is it true that Hello my name is GPT2, I lov...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e7c40b7a-456b-46f2-9e4f-d756664afdef')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-e7c40b7a-456b-46f2-9e4f-d756664afdef button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-09e0e74d-fdda-4133-8875-0683b2b70199\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-09e0e74d-fdda-4133-8875-0683b2b70199')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-09e0e74d-fdda-4133-8875-0683b2b70199 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline,data,task='generation', print=True)\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 4,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1,\n          4,\n          2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Hello my name is GPT2, I love to \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":17}],"source":["gpt2.setTemperature(0.25)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline,data,task='generation', print=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":660},"executionInfo":{"elapsed":523237,"status":"ok","timestamp":1711971437096,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"Tyj2ybsUUGEc","outputId":"2b124eed-d59c-49b1-8615-e0516711c355"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!! But is it true? Can I install some packages of Debian 8 by a community software to work my Ubuntu/Mac systems from here? It is, this site also offer, in general, several of its projects under license GNU GPLv3. Are you in trouble as GPT3 version and all software with similar or older copyright will be rejected at the last because of different code? So in addition to install Linux software of its Debian equivalent as I need only do something more serious I recommend Linux Debian to do my need because we could build new life without software restrictions by use of some third party toolchain of free/open source Software . The question on here might be very tricky when my main motivation from here is to keep with our freedom without knowing and we just know not yet a single developer would build or sell free software (including any program without user/admin involvement which includes everything I wanted but do not feel we\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!! But is it true? Can I install some packages of Debian 8 by a community software to work my Ubuntu/Mac systems from here? It is, this site also offer, in general, several of its projects under license GNU GPLv3. Are you in trouble as GPT1 in all Linux Operating Systems? In a previous FAQ on linux.die, is it right to change default font color using dconf-editor / dconf? Please ask again to us by clicking on the comment field near the middle of the above answers. It is necessary to download / create gpt2 version files that your own machine's graphic chipset might allow you to configure on top with graphics software using xorg-server in linux.\n","\n","1.8. GPT3 or GPT4 are some graphics software used by people wanting to convert/configure systems like ubich for debian in gpt3 environment. These\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!! But is it true, that I've only read up to page 17 of the English? Does it mean that when I open the Chinese word of the article, I actually will lose half of my money?! Please clarify and advise?! [4:47 PM] Dontre: Dontree: Ditree: [4 in the night] [4] [5]. [5] [6]. [6]\" [6] [7]. [17] [28] [8] [27\"] [14] [30/3] [20] [10] [26] [33] [23] [9] [3] \" [29] [15] , [12] [35] [38] [25']. [3']. \" [1] [40] [24] [42] [47] [21] [18] ) [39] [\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!! But is it true? Can I install some packages of Debian 8 by a community software to work my Ubuntu/Mac systems from here? It is, this site also offer, in general, several of its projects under license GNU GPLv3. Are you in trouble as GPT1 in all Linux Operating Systems? In a previous FAQ on linux.die, is it right to change default font color using dconf-editor / dconf? Please ask again to us by clicking here. Also, some Ubuntu Linux and Microsoft Windows do not implement the latest gtk2 style gtk3 icon to go with their respective fonts. We tried different color styles: \"dark blue\", \"magenta\",, \"silver\", \"coral\", \"lilac\", \"teal\", \"peach\", \"lime\", \"laviar\", \"maroon\", .. I didn',t liked colors: some like pink,\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to !!! But is it true? Can you take !!! !!! What to do??? And where to go? Answer? Here is the article : http//www and how to: http.www.youtube ...\n","\n","(click to enlarge)\n"," 'Hello my nickname is Gpt2, i always say, \"Yes, hello my name, Gpx2, My name is Hello my !!! How to play!!!'\" What !!! If you will watch what it is written , if you love to have play? Yes, hello, play on , that is great thing!!!, what it means by what's , so why we love have. How to find us or why , when will have will become important or ? Let's read on why the people think to take or leave our site: It is also about . But to begin here : - Who does has . He did ? If a will does not say\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                               text  \\\n","0   0  Hello my name is GPT2, I love to    \n","1   1  Hello my name is GPT2, I love to    \n","2   2  Hello my name is GPT2, I love to    \n","3   3  Hello my name is GPT2, I love to    \n","4   4  Hello my name is GPT2, I love to    \n","\n","                                              result  \n","0  [ Is it true that Hello my name is GPT2, I lov...  \n","1  [ Is it true that Hello my name is GPT2, I lov...  \n","2  [ Is it true that Hello my name is GPT2, I lov...  \n","3  [ Is it true that Hello my name is GPT2, I lov...  \n","4  [ Is it true that Hello my name is GPT2, I lov...  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Not great yet for someone to install from usb though if only one guy or so gets hold in him!So that might ormay explain, just so no surprises:My eemup does appear better however...it appears slightly weaker dueto what a bunch nuke said that we already already found here as stated a previous week..If they will keep talking then more testing are surely being ordered soon enoughI've made more sure, thanks very kindly people are interested :),Hope everything go very right this new development cycle in linux . This project also deserves our applause if i'll continue its working !It just got very late with that!Well thats nice..\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to ________________, HiGTPiRzCq4Nc7H3R7c1jdPtPX9P5p4x\n","It does however work just okay so its definitely more like how an eee can feel with gppa . Not great yet for someone to install from usb though if only one guy or so gets hold in him!So that might ormay explain, just so no surprises:My eemup does appear better however...it appears slightly weaker dueto what a bunch nuke said that we already already found here as stated a previous week..If they will keep talking then more testing are surely being ordered soon enoughI've made more sure, thanks very kindly people are interested :),Hope everything go very right this new development cycle in linux . This project also deserves our applause if i'll continue its working !It just got very late with that!Well thats nice..\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to ________________, HiGTPiRzCq4Nc7H3R7c1jdPtPX9P5p4x\n","It does however work just okay so its definitely more like how an eee can feel with gppa . Not great yet for someone to install from usb though if only one guy or so gets hold in him!So that might ormay explain, just so no surprises:My eemup does appear better however...it appears slightly weaker dueto what a bunch nuke said that we already already found here as stated a previous week..If they will keep talking then more testing are surely being ordered soon enoughI've made more sure, thanks very kindly people are interested :),Hope everything go very right this new development cycle in linux . This project also deserves our applause if i'll continue its working !It just got very late with that!Well thats nice..\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to ________________, HiGTPiRzCq4Nc7H3R7c1jdPtPX9P5p4x\n","It does however work just okay so its definitely more like how an eee can feel with gppa . Not great yet for someone to install from usb though if only one guy or so gets hold in him!So that might ormay explain, just so no surprises:My eemup does appear better however...it appears slightly weaker dueto what a bunch nuke said that we already already found here as stated a previous week..If they will keep talking then more testing are surely being ordered soon enoughI've made more sure, thanks very kindly people are interested :),Hope everything go very right this new development cycle in linux . This project also deserves our applause if i'll continue its working !It just got very late with that!Well thats nice..\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Hello my name is GPT2, I love to ________________, HiGTPiRzCq4Nc7H3R7c1jdPtPX9P5p4x\n","It does however work just okay so its definitely more like how an eee can feel with gppa . Not great yet for someone to install from usb though if only one guy or so gets hold in him!So that might ormay explain, just so no surprises:My eemup does appear better however...it appears slightly weaker dueto what a bunch nuke said that we already already found here as stated a previous week..If they will keep talking then more testing are surely being ordered soon enoughI've made more sure, thanks very kindly people are interested :),Hope everything go very right this new development cycle in linux . This project also deserves our applause if i'll continue its working !It just got very late with that!Well thats nice..\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                               text  \\\n","0   0  Hello my name is GPT2, I love to    \n","1   1  Hello my name is GPT2, I love to    \n","2   2  Hello my name is GPT2, I love to    \n","3   3  Hello my name is GPT2, I love to    \n","4   4  Hello my name is GPT2, I love to    \n","\n","                                              result  \n","0  [ Is it true that Hello my name is GPT2, I lov...  \n","1  [ Is it true that Hello my name is GPT2, I lov...  \n","2  [ Is it true that Hello my name is GPT2, I lov...  \n","3  [ Is it true that Hello my name is GPT2, I lov...  \n","4  [ Is it true that Hello my name is GPT2, I lov...  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For example, you can write the following code:\n","class HelloWorld{\n","public:\n","bool operator==(const HelloWorld& a, const HelloWorld & b) const;\n","bool equal(const std::string& s1,const std ::string& t1,bool b){\n","return (a == b) && (s1[0] == t1[1],s1 [2] == s1 [3]);\n","} // Output: Hello, world\n","};\n","To generate the message:\n","main()\n","Now if we have compiled the hello world program and run it, we'll see the following:\n","\n","\n","[TestMethod@2f3c9e9b0d]\n","\n","public override void TestTest(Object obj, string message){\n","\n","StringBuilder sbStr = new StringBuilder();\n","\n","MessageObject oObject = obj.CreateMessageObject();\n",", oObject.WriteTo(sbStr);\n","\n","Console.WriteLine($message);\n",", message + \"\n","\n","\"; }\n","\n","This program prints to screen a string message: Hello to my \"World\" world. You can find out the output of hello from a different version of test.cpp by running the command test -v version, which prints all the code in the test file, in this case 3.2.5.1. If you open the output you can see that the test produces output like this: Hello Hello from 3.3.4.1: Hello World! You can also try using the -f switch on version to see different versions of a program, for example, to see what the output is like from 5.1 and 5.4, the versions are: Version number Description 4 hello Hello from 5 (5.3) 5 hello Hello.c 5 hello hello! 5.5 hello\n","\n","The above example will produce the following output.\n","\n","3.3 . 5.2 Example of Using a Different Version and Outputting Different Values\n","\n","A different version and output of a different program may be useful if one expects the same result from the second program. To illustrate this idea let's assume we are using the same version of hello and we have two programs. We can use the \" -f \" switch and then change the program to produce three different messages that are indistinguishable. Note that the output from both programs will be the same, the only difference is the output generated by the program that generated the first message. You may have noticed that the example above is slightly different from the code above, we only changed a very small portion of the code and changed the \" hello world \" program so that it will output three different output values. So you need to be aware of whether that change is necessary or not, you don't want to change the code if you are changing the output for a different message.\n"," \" . 2f3e5f0a8\n","\n","You can also write different code that creates different output messages. One way to write different program that produces three different data, for examples, is to write:\n","\n","1 2 3 4 5 6 7 var main() {\n","\n","console.Writeto(\"Hello world,\")\n","\n","std::cout << \"Hello world\n","\n","\"\n","\n","} 1 2 3 5 6 var main ( ) {\n","\n","\n","\n","Console . Writeto ( \"Hello universe:\" )\n","\n","if ( !std::cin) std::cin | } var main () {\n","\n","\n","\n","\n","\n","\n","\n","console . Writeline ( \" Hello universe:\" , \"Hello Universe.\" )\n","\n","\n"," of ( \"World!\" , \"Hi World!\" ) ;\n","\n","If you write all these messages to a file or a program using \" file \" and then copy and paste them into your \"Hello World\" program, all you have done is copied the program files, you must know the program's output to see if the two programs are the same or not. This example is only an example. The actual code may have more examples that you can find in your source code.\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nobject Hello {\\n    def main(args: Array[Str...   \n","\n","                                              result  \n","0  [ Is it true that \\nobject Hello {\\n    def ma...  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This\n","\n","function converts Python values in two ways.\n","\n","First, the values can be converted to a string and then the converted string can be concatenated\n","\n","to give a string value. For example, in the following script\n","\n","(the same function may appear in several other ways, see the Python documentation,\n"," \"Comparing a number of values using Python's function compare\")\n","\n",">>> import cv2\n","\n","from runt import _rup\n","\n","runt2 = _rung( cv_cval(c[ \" _0 \" ])), \" 0.0 \"\n"," I'll also point out that, if the object of the function is an array, and there is\n","\n","an indexing operation (e.g., adding), the object can be added to the array. The second\n","\n","way is used to check if the Python object is a sequence. For the example\n","\n","script, the Python code is: >>> cv._compare = \" x * y > z \"\n"," [ 0 , 1 , 2 , 3 ]\n","\n","If you don't want to use Python's _rundecomparer to check for the equality of two\n","\n","Python objects (that would be confusing and hard to read), you can use __builtin_cmp to\n","\n","do it for you. For this example, to check that two numbers are equal,\n"," the Python script is:\n",": >>> nc = cv ._cmp(c_int(0), c_int(- 1 ))\n","\n","and if we don't care where the result comes from, we can use the default\n","\n","_builtin() function: >>> _cmp(n,c_str(nc)) 1\n","\n","Note that Python doesn't really know about the equality comparison operator in\n","\n","builtin function, and it's easy to forget about it (e,g., it isn't\n","\n","known about the comparison operation in the strpart() method of Python).\n","\n","Another case which we can find useful here\n","\n","is when comparing a tuple of multiple values. Here are two simple cases\n","\n","which we can see as the example in the python documentation (note the use of\n","\n","strpart instead of str_part): >>>\n","\n","PyObject *\n","\n","py_tuple(PyObject **args)\n"," (Error) strtoulist(): Argument mismatches: [ ' strpart ',\n","\n","' str ' , ' ' ] 1\n"," The tuple is the first value and must be the first element\n","\n","of a list, not tuple. If the tuple has more than one element, the\n","\n","first element must be 0.\n"," The other examples are more complicated cases, because the\n"," toplevel tuple is a list but the third case is tuple. In both\n","\n","cases, we need to compare two objects: either the first item in the set must be\n","\n","the same, or not.\n",".setdefault()\n","\n","import sys\n","\n","sys.exit()\n",".__setdefault__(\n","\n","defaultdict([])\n","\n",")\n","\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                     text  \\\n","0   0  \\ndef my_func(a,b,c):\\n  return a+b+c\\n   \n","\n","                                              result  \n","0  [ Is it true that \\ndef my_func(a,b,c):\\n  ret...  "],"text/html":["\n","  <div id=\"df-7d106aa5-d39d-4b5a-9600-adfe619a1f81\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>\\ndef my_func(a,b,c):\\n  return a+b+c\\n</td>\n","      <td>[ Is it true that \\ndef my_func(a,b,c):\\n  ret...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7d106aa5-d39d-4b5a-9600-adfe619a1f81')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-7d106aa5-d39d-4b5a-9600-adfe619a1f81 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-7d106aa5-d39d-4b5a-9600-adfe619a1f81');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, py_code ,task='generation', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"\\ndef my_func(a,b,c):\\n  return a+b+c\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":21}],"source":["# adding 3 numbers in python\n","py_code = \"\"\"\n","def my_func(a,b,c):\n","  return a+b+c\n","\"\"\"\n","gpt2.setMaxOutputLength(1000)\n","\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, py_code ,task='generation', print=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":621},"executionInfo":{"elapsed":4079757,"status":"ok","timestamp":1711982418473,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"6gGN4TKfva0b","outputId":"21e65614-ca7b-419f-98b4-3ba7513dec15"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","def bfs(visited, graph, node):\n","  visited.append(node)\n","  queue.append(node)\n","\n","  while queue:\n","    s = queue.pop(0)\n","    print (s, end = \" \")\n","\n","    for neighbour in graph[s]:\n","      if neighbour not in visited:\n","        visited.append(neighbour)\n","        queue.append(neighbour)\n","if bfs: \n","queue.push(node.data)\n","else:\n","queue.push([])\n","print(queue.pop()[0:])\n","\n"," If you've followed all of this, now it's time to test a different version of this program. I will start with an empty set, which I call \"Empty\". If I had one more node (which I will call 1) in the set with a graph of its own (which is called an  \"empty graph\"), I would call that  and call it empty as well, just so I could see what happens. In the real world, we'll have to write the code that takes the first node  in the set, finds the graph with the smallest number of nodes, and then creates a new one (using BFS). If I want the full list of nodes that are in a graph and are  connected in the graph, what to do? It seems that I have to use one of the more complicated methods in  C++, and so there are only a few simple and straightforward ways to create a simple and fast graph, and I won't go into them here, but I'll show the general approach for creating graphs that are fast with no side effects. Let's start from the smallest node, node 1. There are no special functions in this program; we just use bfs() as the first method. In bfs(), the size of the graph we want to create is determined by the size (in bits) of the data in the tree and the number of vertices. The graph would be made up of the following two values:  A_n : the data size  of the graph\n","C1 : vertices and edges\n","The data of a tree has a lot of data that is stored in memory and will probably be a lot larger than we are considering (this is called \"memory usage\"). It's a good idea to take advantage of the fact that we're only doing one computation,  using the same type of data,   rather than doing several, because otherwise we will have to store large sums of memory that we aren't using for anything else.  Now that we know what the size will be, let's use bFS() to find the graph. bfs.call(tree, size=1) In the code above, we take the first element of the  tree, node \"1\", and get back the node   (in this case, the 1 on the right). In the following code, we start from   . The function   is called to create one new node for the next two nodes that we have, node 2. Then it   creates the graph by iterating over the edges and inserting nodes into the graph that match this new graph that we made. The next two methods are called   and   to add the new graph to the tree. Let   also do the same thing with the new node, \"2\". The first method (   ) just creates a simple graph and returns the graph of the whole tree, and  the function  is used   , to find a node in the new data.   will take in the size in bits, and will return a list of verticle   edges that are connected to this node. The second method ( ) will find and insert nodes into an empty graph and call them out. __________________ 1. _______________ 1 (0) (0x2): ______________________ BFS.call  (tree) bfs, _______________________ 1:  _________________ 1: (0): __________ _____________________\n","3. _______ 3(0x3) (1):  ________ _____________\n","4. _____ 4(0:0) BFS(1,1)= BFS_2  _______ ____________\n","5. __ 5(0,1):   ________ _ ________, _________, _______, _____, ___: ___________________\n","6. ____ 6(0a0,0b0): BFS(_,_,_)= BFRAC ____________________ ___________ ________ ___\n","7.\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\ndef bfs(visited, graph, node):\\n  visited.ap...   \n","\n","                                              result  \n","0  [ Is it true that \\ndef bfs(visited, graph, no...  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'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-0c1bc2a7-4162-4367-b8ff-16c49ed19c01');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, bfs_python_code ,task='generation', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"\\ndef bfs(visited, graph, node):\\n  visited.append(node)\\n  queue.append(node)\\n\\n  while queue:\\n    s = queue.pop(0)\\n    print (s, end = \\\" \\\")\\n\\n    for neighbour in graph[s]:\\n      if neighbour not in visited:\\n        visited.append(neighbour)\\n        queue.append(neighbour)\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":22}],"source":["# breadth-first search\n","bfs_python_code = \"\"\"\n","def bfs(visited, graph, node):\n","  visited.append(node)\n","  queue.append(node)\n","\n","  while queue:\n","    s = queue.pop(0)\n","    print (s, end = \" \")\n","\n","    for neighbour in graph[s]:\n","      if neighbour not in visited:\n","        visited.append(neighbour)\n","        queue.append(neighbour)\n","\"\"\"\n","\n","\n","gpt2.setMaxOutputLength(1000)\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, bfs_python_code ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"r3M7_U658gCy"},"source":["## Generate Product Recommendations\n","\n","We can start a base list of top 10 anything and GPT2 will complete it for us!      \n","This is very useful to reccomendation and search engines."]},{"cell_type":"markdown","metadata":{"id":"--kyj-oVrVh7"},"source":["### Top 10 Movie List"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":343},"executionInfo":{"elapsed":28514,"status":"ok","timestamp":1711982446982,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"LAP-jI0qeMd2","outputId":"b8f48c08-fe2f-441f-b607-b91ca0ff0a8e"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that My top 10 movie list :\n","1. The Matrix 1\n","2. The Terminator 1\n","3. Scarface\n","4. Independence Day\n","5. Terminator Genisys (2008)\n","6. Avatar: The Last Airbender\n","7. Transformers\n","8. Titanic\n","9. Avatar 2: The Secret of Avatar\n","10. A Clockwork Orange\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  My top 10 movie list :\\n1. The Matrix 1\\n2. Th...   \n","\n","                                              result  \n","0  [ Is it true that My top 10 movie list :\\n1. T...  "],"text/html":["\n","  <div id=\"df-772b7be5-5c73-4364-a379-e59784397342\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>My top 10 movie list :\\n1. The Matrix 1\\n2. Th...</td>\n","      <td>[ Is it true that My top 10 movie list :\\n1. T...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-772b7be5-5c73-4364-a379-e59784397342')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-772b7be5-5c73-4364-a379-e59784397342 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-772b7be5-5c73-4364-a379-e59784397342');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, movie_list ,task='generation', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"My top 10 movie list :\\n1. The Matrix 1\\n2. The Terminator 1\\n3. Scarface\\n4.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":23}],"source":["movie_list = \"\"\"My top 10 movie list :\n","1. The Matrix 1\n","2. The Terminator 1\n","3. Scarface\n","4.\"\"\"\n","\n","gpt2.setTemperature(1)\n","gpt2.setMaxOutputLength(200)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, movie_list ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"pt9qXdjao7c-"},"source":["How **not** to generate text with GPT2\n","\n","Since every new word is conditioned on every previous **character**, things like **white spaces** and **new lines** can skew the sampling distribution into an unintended direction"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":690},"executionInfo":{"elapsed":103746,"status":"ok","timestamp":1711982550724,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"SbJpP8sxlGgX","outputId":"9a95d1ac-3b16-4dc3-a210-a175cdd53ff6"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that My Top 10 movie list :\n","1. The Matrix 1\n","2. The Terminator 1\n","3. Scarface\n","4.\n","\n","\n","1-10 :\n","7. Blade Runner 1\n","8. The Dark Knight\n","\n","\n","9-12 :\n","\n","1: The Shining (1980) 2: Casablanca (1980)-3: The Princess Bride (1981) 4: The Godfather 3: Casascius (1982)\n","\n","\n","13- 15 :\n",".\n","\n","4: The Matrix Revolutions\n","\n","\n","16- 20 :\n"," and\n","\n","5: Blade Runner: The Complete Series 4: Terminator 2: Judgment Day\n","\n","\n","The following films are included in this list as well :\n","\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  My Top 10 movie list :\\n1. The Matrix 1\\n2. Th...   \n","\n","                                              result  \n","0  [ Is it true that My Top 10 movie list :\\n1. T...  "],"text/html":["\n","  <div id=\"df-4cfa885b-936c-40d9-aae7-fe89e177fe09\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>My Top 10 movie list :\\n1. The Matrix 1\\n2. Th...</td>\n","      <td>[ Is it true that My Top 10 movie list :\\n1. T...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4cfa885b-936c-40d9-aae7-fe89e177fe09')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-4cfa885b-936c-40d9-aae7-fe89e177fe09 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Scarface\n","4.\n","\n","\"\"\"\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, movie_list ,task='generation', print=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":413},"executionInfo":{"elapsed":110495,"status":"ok","timestamp":1711982661214,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"UgECqA-7l9Od","outputId":"d1ecfa12-85af-45ea-8bc4-0f83df5872ec"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that My Top 10 worst movie list :\n","1. The Matrix 4\n","2. Jack and Jill\n","3. Super Mario Bros. (1993)\n","4.  Super Mario Bros.: Mario Bros., Super Smash Bros.\n","5. Transformers: Age of Extinction\n","6. The Dark Knight Rises\n","7. The Blair Witch Project\n","8. The Bourne Ultimatum\n","9. The Avengers\n","10. The Big Sick\n","In conclusion, if you have a list of worst movies ever, please share it with us. We'd love to know what movies you have to say about it!\n","\n","\n","Have something bad to say to me? Tweet me a list and we'll do our best to keep it classy and relevant.\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  My Top 10 worst movie list :\\n1. The Matrix 4\\...   \n","\n","                                              result  \n","0  [ Is it true that My Top 10 worst movie list :...  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(1993)\n","4. \"\"\"\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, movie_list ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"jYSi422nrZmF"},"source":["### Top 10 Game List"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":361},"executionInfo":{"elapsed":181655,"status":"ok","timestamp":1711982842826,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"tS_hztezmUu-","outputId":"53d058de-06ae-4b17-99b6-7b853a657cd9"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that My Top 10 video games of all time list :\n","1. Half-Life 2\n","2. Super Smash Bros Melee\n","3. Portal\n","4.  StarCraft II: Wings of Liberty\n","5. Doom\n","6. Super Mario 64\n","7. Final Fantasy IV\n","8. Metroid Prime\n","9. Final Fantasy V\n","10. Wario's Mansion\n","And so on! I have spent thousands of hours watching and reading about video games, reading articles about them on various video game blogs, and reading books about them. But when it came time to select the Top 10 Video Games of All Time - and I am happy to say that it was actually fun! - I knew I had to get the very first video game I own and I had no idea what I would get myself into. So I went to the gaming section at my local Walmart. I was going to buy two games, just to be prepared to buy the first game. The price\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  My Top 10 video games of all time list :\\n1. H...   \n","\n","                                              result  \n","0  [ Is it true that My Top 10 video games of all...  "],"text/html":["\n","  <div id=\"df-7721cca1-c781-463a-b918-f723edae0530\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>My Top 10 video games of all time list :\\n1. H...</td>\n","      <td>[ Is it true that My Top 10 video games of all...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7721cca1-c781-463a-b918-f723edae0530')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-7721cca1-c781-463a-b918-f723edae0530 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Half-Life 2\\n2. Super Smash Bros Melee\\n3. Portal\\n4. \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":26}],"source":["game_list = \"\"\"My Top 10 video games of all time list :\n","1. Half-Life 2\n","2. Super Smash Bros Melee\n","3. Portal\n","4. \"\"\"\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, game_list ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"G3ZRKmxDrfbe"},"source":["### Top 10 Book List"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":343},"executionInfo":{"elapsed":44589,"status":"ok","timestamp":1711982887403,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"bWqVTe-_rfbf","outputId":"d4858bcf-f706-4404-dd3d-a0f64270cb34"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that My Top 10 books of all time list :\n","1. 1964\n","2. Moby Dick\n","3. robinson crusoe\n","4.  The Secret Lives of Famous People\n","5. The Seven Year Itch\n","6. A History of Violence\n","7. The Secret War of the United States\n","8. The Rise of the Warrior Cop\n","9. A Guide to the Dark Side of the Moon\n","10. Top Ten Books of All Time\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  My Top 10 books of all time list :\\n1. 1964\\n2...   \n","\n","                                              result  \n","0  [ Is it true that My Top 10 books of all time ...  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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, game_list ,task='generation', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"My Top 10 books of all time list :\\n1. 1964\\n2. Moby Dick\\n3. robinson crusoe\\n4. \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":27}],"source":["game_list = \"\"\"My Top 10 books of all time list :\n","1. 1964\n","2. Moby Dick\n","3. robinson crusoe\n","4. \"\"\"\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)\n","generate_with_gpt2(pipeline, game_list ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"I_taBesQi8gb"},"source":["## SEO Text / Content Writing / Copy Writing\n","Lets generate some texts for our new imaginary shopify store!\n","We will sell some hoodies, soap and beard products.\n","\n","Based on some base templates, we can generate high quality marketing/seo texts"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1711982887404,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"T7tLYcu28hRI","outputId":"4acaba8c-914e-49d5-fbee-b60facbb2709"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["GPT2TRANSFORMER_729a8e69e804"]},"metadata":{},"execution_count":28}],"source":["# from https://www.shopify.com/blog/8211159-9-simple-ways-to-write-product-descriptions-that-sell\n","\n","# Lets define some base texts, from which we will generate new texts\n","\n","hoodie = \"\"\"Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie! \"\"\"\n","\n","soap  = \"\"\"Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent.\"\"\"\n","\n","beard = \"\"\" Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control, \"\"\"\n","gpt2.setTemperature(1)\n","gpt2.setDoSample(True)"]},{"cell_type":"markdown","metadata":{"id":"JbeOEIdQrL5M"},"source":["#### Marketing Texts for Hoodies"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":372199,"status":"ok","timestamp":1711983259591,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"},"user_tz":-120},"id":"kHtbNLYYpZO8","outputId":"83ef1730-9b13-4b71-d2e7-12440de67f7c"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie! ____________ You can now purchase in your own store or purchase online from Amazon.com\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie! Â\n","\n","Can*t Stop Buying Plants?!\n","\n","\"It is my love and loyalty to my plant that keeps me alive as well as alive, but my passion is my plant love. I want to be an oodie to my tree and be a part of it.\"\n","\n","– A.H.\n","\n","​\n","\n","The Can*t Stops Buying Plant line of products is created especially for gardeners who want that extra spark of creativity in their garden. Each box contains more than 15 varieties of plants, from perennials to succulents.\n","\n","\n","\n","This is just a small sample of the more than 120,000+ products available in our plant line! ​\n","\n","So, which is it? Are you an ooder or an o\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie!  This is just a sample pack; all samples will be exclusive to this campaign.  The remaining samples will also be exclusive in the campaign to all backers.   \n","I love plants! \n","The campaign will be running until the end of June, 2014. 」\n","We will be adding plants every few weeks so please follow us on Facebook  or Twitter\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie! _____________________________________________________________ • • · • • * • • • ____ • • | • •\n","\n","* A collection of my favourite plant images from Flickr, including the gorgeous flowers we're looking at in the picture above: http://flickr.com/photos/thesmallpossum/sets/721576754425488872/\n","\n","This blog is all my mum's, my dad my nanny and my grandpa's. It's my little corner. It―s all mine. I hope you find it helpful.\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie!  The new Oodies are a great way to keep plant life safe while keeping your garden clean and tidy.\n","I am not kidding when I say this plant is worth every penny!    I think the reason this plant has made me so happy is because of the fact that it is a very simple and gentle plant in that it will do wonders for any environment.  \n","There’for many’ the simple beauty of this plant will make your life better.  So let me ask you this, if you’ love plants, do you hate  water‐ can you not  worry about your plant?  Can you do away with the water? \n","If you‪ do find there are water problems that you need\n","\n","\n","Example 5: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Can’t stop buying plants? Unbeleafable. Don’t worry—us too! Cover yourself in your favourite obsession in our NEW I Love Plants Oodie! ___________________________________________________________\n","In this week's special special edition of THE OBD I LOVE PLANTS, I bring you another edition of \"What a Wonderful World\" and a preview of what's to come in September. I am looking forward to hearing about your thoughts about how the book will help you find your new \"true love.\" _____________________________________ Please consider supporting me on Patreon so that I can provide all of you with this content. The more we raise, the better I can do what I do.\n","Posted by  T.K. at 9:50 AM\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  Can’t stop buying plants? Unbeleafable. Don’t ...   \n","1   1  Can’t stop buying plants? Unbeleafable. Don’t ...   \n","2   2  Can’t stop buying plants? Unbeleafable. Don’t ...   \n","3   3  Can’t stop buying plants? 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Cover yourself in your favourite obsession in our NEW I Love Plants Oodie! \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":29}],"source":["# Lets generate some marketing texts for our hoodies\n","generate_with_gpt2(pipeline, [hoodie,hoodie,hoodie,hoodie,hoodie,hoodie] ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"pPC_6CccrP-C"},"source":["#### Marketing Texts for Soap"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"OmoZGut9pav9","executionInfo":{"status":"ok","timestamp":1711983720618,"user_tz":-120,"elapsed":461030,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"7ee262ef-867e-4095-9a48-fe1087d82cdd"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent.\n","This super-damp, waterproof bar features 100% Natural and Organic Beeswax that's non-greasy, non-toxic, and anti-perspirational. The patented, patented waterproof technology makes your shower showering in the morning feel like it just stepped off a plane (and back again). The non-comedogenic, ultra-lightweight formula creates a rich, luxurious shower that's a breath of fresh air.\n","Pine sap is known to be antibacterial and antiinflammatory, while it's proven to reduce the appearance of pores around eyes, mouth, and nose. A combination of 100% natural extract and the finest organic, non toxic beeswax helps this bar stay moist and\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent. The result: a bar that doesn't get dirty.\n","Made With Real Pine Extract\n","MADMIND\n","A classic with all the makings of a classic, this soft, fresh formula with pine-infused caramel notes makes an ideal gift. This bar is smooth, silky, and full.\n","MIND OF A MIND\n","The scent on these bar is just beautiful; a blend of dark molasses, maple syrup, and pine, all of whose aromas blend perfectly with each other. It's not overpowering, it just doesn't have the overpowering pine character of a full-bodied beer. This is what happens with real malt, really.\n","Truly Made with Real Malt!\n","Made\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent.\n","\n","\n","The scent is pure citrus, orange, lemon. The citrus itself is very citrusy. It has a hint of minty and orange, and I'm guessing a lot of people like it that way.\n","This scent reminds me of an orange and mint combination, or maybe it's my imagination.\n","What? Oh, it's actually a bit of a citrus combination, too… I have the same feeling when I try to smell mint. It's so much better than it sound. I'm not a fan of it.\n","It's kind of reminiscent of a combination of orange and lemon, but I think that combination could be stronger on you. I mean, it smells like an orange-lemon blend in\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent.\n","This all-natural formula has a powerful aroma of coconut, vanilla, rose, and orange peels. The combination of all the essential ingredients in this liquid makes it very versatile and easy to use.\n","When I'm on the water, a few drops and I'm in love with this fragrance. This bar has a very pleasant scent that reminds me of summer. \n","Made with Real Pine Extract , this product provides maximum hydration and softness, but does not leave a residue.  It is a gentle, all-day bar.\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent. This bar is the best of its kind!\n","If you've ever been tempted to add your own signature scent to such an exclusive bar, you're in luck! This unique bar features a unique formula for a unique bar! Our bar is specially formulated to have a distinctive and unique effect. It will make your skin look flawless, smooth and soft, with a smooth, silky feel.\n","The unique formula will result in a natural oil scent.\n","This product uses natural oils and not artificial fragrances, which is a major advantage over synthetic products which are also a serious health threat and could cause skin to become irritated and irritated skin to appear redder and redder.\n","Made with real pineapple extract, which makes it\n","\n","\n","Example 5: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\n","A true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent.\n","This Bar is a must-have in any bathroom!\n","Ingredients: Natural and Artificial Ingredients; Palm Kernel Oil, Cocoa Butter, Potassium Cocoate, Glycine Soja, Calcium Chondroitin Sulfate, PEG-6-Methyl Ethylhexanoate, Fragrance\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  Made with real pine extract, this all-star bar...   \n","1   1  Made with real pine extract, this all-star bar...   \n","2   2  Made with real pine extract, this all-star bar...   \n","3   3  Made with real pine extract, this all-star bar...   \n","4   4  Made with real pine extract, this all-star bar...   \n","5   5  Made with real pine extract, this all-star bar...   \n","\n","                                              result  \n","0  [ Is it true that Made with real pine extract,...  \n","1  [ Is it true that Made with real pine extract,...  \n","2  [ Is it true that Made with real pine extract,...  \n","3  [ Is it true that Made with real pine extract,...  \n","4  [ Is it true that Made with real pine extract,...  \n","5  [ Is it true that Made with real pine extract,...  "],"text/html":["\n","  <div id=\"df-4691be3c-0752-4b1e-96ad-fa5d8c12bec4\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Made with real pine extract, this all-star bar...</td>\n","      <td>[ Is it true that Made with real pine extract,...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>Made with real pine extract, this all-star bar...</td>\n","      <td>[ Is it true that Made with real pine extract,...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>Made with real pine extract, this all-star bar...</td>\n","      <td>[ Is it true that Made with real pine extract,...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>Made with real pine extract, this all-star bar...</td>\n","      <td>[ Is it true that Made with real pine extract,...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>Made with real pine extract, this all-star bar...</td>\n","      <td>[ Is it true that Made with real pine extract,...</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>5</td>\n","      <td>Made with real pine extract, this all-star bar...</td>\n","      <td>[ Is it true that Made with real pine extract,...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4691be3c-0752-4b1e-96ad-fa5d8c12bec4')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-4691be3c-0752-4b1e-96ad-fa5d8c12bec4 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-536d4bf5-a48b-4da3-8efb-2d705c2671bc\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-536d4bf5-a48b-4da3-8efb-2d705c2671bc')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-536d4bf5-a48b-4da3-8efb-2d705c2671bc button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, [soap,soap,soap,soap,soap,soap] ,task='generation', print=True)\",\n  \"rows\": 6,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 5,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0,\n          1,\n          5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Made with real pine extract, this all-star bar is as tough as a freshly cut bat.\\nA true MVP of the shower, this heavy-hitter knocks out grime with its gritty composition and ultra-manly, woodsy scent.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":30}],"source":["# Lets generate some marketing texts for our soap\n","generate_with_gpt2(pipeline, [soap,soap,soap,soap,soap,soap] ,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"IT81yB2vrR8C"},"source":["#### Marketing Texts for beard products"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":934},"id":"NwqXHopjpbM-","executionInfo":{"status":"ok","timestamp":1711984159716,"user_tz":-120,"elapsed":439113,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"d54f4815-6c80-4c3c-abee-4f2f82dbd673"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that  Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control,  even without the need for a bulky brush.  It also features an ultra-soft formula with a super-soft feel, to help you stay calm and relaxed when styling.   For the most natural and natural looking finish, just use our  Beardbrand  Styling Gel - a natural looking, gel formula with high hydration, hydration levels for more hydration. \n","Beardbrand Styler: a natural hair care product that looks natural without compromise\n","\n","\n","Example 1: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that  Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control,  while not taking away from the look of a full head of straight hair.\n","\n","\n","Example 2: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that  Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control,  even if you are wearing thin hair extensions. A full-sized, full-coverage bar has been specially formulated to hold the most important hair follicles for even longer, even after repeated use.\n","The beard oil contains a mix of essential oils that moisturize hair while preventing breakage. It's natural and does not smell, it's easy on skin, and it's safe to use all over your face and neck with or without sunscreen. It is non-greasy and leaves just a slight oily residue that fades with time. No other product has that ability. Beardband Styling Bond is formulated to be completely washable, non-flammable, fragrance free and oil-free. It includes our trademark non-stick coating that allows the oil\n","\n","\n","Example 3: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that  Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control,  as well as the softness and shine of a gel. Beardbrand also offers a range of essential oils from organic, natural and synthetic sources to help your hair look and feel natural.\n","Available in five colours, each has a unique and rich scent and taste and is ideal for a range a different hair colour. \n","What does it do so well? \n","In the summer months when your hair needs some extra moisture and conditioning,   this balm may be ideal.  This product  offers  all the same moisturising and styling qualities as other balms, including  hydration support.  As it can be applied to any style of hair,   it offers a perfect alternative to your regular conditioners.  It works\n","\n","\n","Example 4: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that  Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control,  with the same strength as a natural gel.  It's moisturizing enough to feel like a natural moisturizer.   The formula is formulated in order to help prevent breakouts that would normally damage your hair. And for extra moisturizing, it's packed with Shea Butter for added moisture. This product, by the way, is not vegan.  \n","So you're saying you're just going to throw everything away, then you can try these out?  No way!  I love that this product makes my hair super hydrated .  So I'm definitely going to be using it regularly, even though it's not vegan .\n","You guys got me.\n","So, this is why people hate me. Â If you\n","\n","\n","Example 5: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that  Whatever your style is, Beardbrand Styling Balm is versatile enough to handle it.\n","Designed to work with all hair types, it provides enough hold to keep thick, curly hair under control,  and  keep hair from getting too greasy or frizzy.  With only three ingredients (water, wax, and fragrance) the Beardbrands Beard Brand is also 100% vegan. This one comes to us from a small family business. We have a dedicated team of passionate and hard-working professionals who want your business in this industry. We pride ourselves in making sure this product is a top-notch product for your hair's health and appearance.\n","We believe in your skin, but you have a responsibility to get your hair looking great before you get your nails done and before you head out to get those makeup jobs. This shampoo and conditioner goes beyond the standard \"make your hair look good\" stuff, and you will love how soft\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0   Whatever your style is, Beardbrand Styling Ba...   \n","1   1   Whatever your style is, Beardbrand Styling Ba...   \n","2   2   Whatever your style is, Beardbrand Styling Ba...   \n","3   3   Whatever your style is, Beardbrand Styling Ba...   \n","4   4   Whatever your style is, Beardbrand Styling Ba...   \n","5   5   Whatever your style is, Beardbrand Styling Ba...   \n","\n","                                              result  \n","0  [ Is it true that  Whatever your style is, Bea...  \n","1  [ Is it true that  Whatever your style is, Bea...  \n","2  [ Is it true that  Whatever your style is, Bea...  \n","3  [ Is it true that  Whatever your style is, Bea...  \n","4  [ Is it true that  Whatever your style is, Bea...  \n","5  [ Is it true that  Whatever your style is, Bea...  "],"text/html":["\n","  <div id=\"df-3ae5398a-9e30-4b52-a723-56c2cd5bd68b\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Whatever your style is, Beardbrand Styling Ba...</td>\n","      <td>[ Is it true that  Whatever your style is, Bea...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>Whatever your style is, Beardbrand Styling Ba...</td>\n","      <td>[ Is it true that  Whatever your style is, Bea...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>Whatever your style is, Beardbrand Styling Ba...</td>\n","      <td>[ Is it true that  Whatever your style is, Bea...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>Whatever your style is, Beardbrand Styling Ba...</td>\n","      <td>[ Is it true that  Whatever your style is, Bea...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>Whatever your style is, Beardbrand Styling Ba...</td>\n","      <td>[ Is it true that  Whatever your style is, Bea...</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>5</td>\n","      <td>Whatever your style is, Beardbrand Styling Ba...</td>\n","      <td>[ Is it true that  Whatever your style is, Bea...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3ae5398a-9e30-4b52-a723-56c2cd5bd68b')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-3ae5398a-9e30-4b52-a723-56c2cd5bd68b button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-0f682c82-ed0c-4346-9f13-6aa6ecf828ce\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0f682c82-ed0c-4346-9f13-6aa6ecf828ce')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-0f682c82-ed0c-4346-9f13-6aa6ecf828ce button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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It felt so nice\n","He used to give me that warm warm feeling, Christmas always felt like Christmas to me\n","And Christmas time was always my time, it never changed\n","We're all together, now is the time to celebrate, but we're all alone\n","It felt like we were all together once\n","It didn't stop being Christmas until it's too late\n","This time was the same, only Christmas came in a different form\n","Christmas time always felt too close to Christmas\n","Christmas can never change, it always stays Christmas\n","A Christmas tree to make it so much better I don\n","So give it all you've got and let me give you more.\n","All the little things you always give me,\n","And you never can take them away\n","I need to give them to someone\n","I don't ever want to live without\n","A new Christmas tree\n","A tree I'll never forget,\n","A gift I never know I've won\n","A present on every Christmas Eve\n","And a Christmas tree just for you\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nLast Christmas, I gave you my heart\\nBut the...   \n","\n","                                              result  \n","0  [ Is it true that \\nLast Christmas, I gave you...  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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, last_christmas,task='generation', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"\\nLast Christmas, I gave you my heart\\nBut the very next day, you gave it away\\nThis year, to save me from tears\\nI'll give it to someone special\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":32}],"source":["last_christmas = \"\"\"\n","Last Christmas, I gave you my heart\n","But the very next day, you gave it away\n","This year, to save me from tears\n","I'll give it to someone special\n","\"\"\"\n","\n","gpt2.setMaxOutputLength(1000)\n","generate_with_gpt2(pipeline, last_christmas,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"mybNtLGSLgHc"},"source":["#### Fresh prince of GPT"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"AdVfLvz58kc7","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1711989468762,"user_tz":-120,"elapsed":4156093,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"960024df-d5e3-4e61-c577-09294d9db573"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","Now, this is a story all about how\n","My life got flipped-turned upside down\n","And I'd like to take a minute\n","Just sit right there\n","I'll tell you how I became the prince of a town called Bel-Air\n","Where a lot of people have been\n","A lot of them have been like-\n","A guy in his late 20s or late 40s\n","He got his dream job at Walmart-\n","So he started off at Walmart\n","But he wasn't happy, He had so much to prove\n","And he was really lonely\n","And at Walmart he'd spend his days\n","He'd spend nights playing around on the computer\n","And when his boss saw his face\n","He started yelling at him and called him a loser\n","When his boss didn't like him no less-\n","\"What're you doing here?\"\n","And so the boss came over to him\n","And they started arguing\n","And it turned from that to-\n","And we started fighting.\n","But I wanted my boss's approval\n","And my boss was so angry\n","He kicked me out the store\n","And then I was alone in his car\n","And all I could think about was\n","\"When we're alone we're gonna lose this feeling\"\n","\"If we fight this bad and leave our house\n","Then we won't see the sun tomorrow-\"\n","-And I thought- \"I know you want to leave, I've seen what it's like,\n","But if you leave then we'll never see the sky tomorrow-\n","Then all my thoughts turned to that\n","\"And then he started hitting me.\" And when he was done\n","He walked off and I tried to catch the\n","He stopped but I couldn't catch him\n","I got hit by- \"You got hit!\"\n","-So I tried running- \"No you just walked away\"\n","And just to be safe I went back to him.\n","Then he stopped right after\n","He turned on the TV- \"Hey, don't do these kind of stupid things.\"\n","\"I can be your father\"\n","I couldn't believe it at first, and I couldn´t believe it again-\n","But then, I started crying, because I knew it´s- \"We have to fight\"\n","He said- \"Oh I know- Well it isn´t gonna happen.\"\n","-Now I didn´t care too much about the father of his kids anymore\n","But, I was scared for the kids- I had just gotten married\n","So I started asking my friends- \"So what if I got married- I´m still my dad, my kids get to grow. You know, I can´t take you away from them. You can still see them all day,\n","You're always there watching them, playing around,\n","I will always watch you and I love your kids.\n","The only thing left for me to do now is- \"What´s the matter? Why don´t you go out\"\n","So they ran- but I was already gone\n","-I walked over to my friends' house.\n","I saw my house on the street with the\n","It was full of people- people I wanted to meet. So in my arms I went- I ran-\n","I don't know where I went, I think- it was around midnight.\n","It wasn´t me going, It wasn't me standing there- It was just people, I-I knew that-\n","When I see them- the only thing I want to say\n","Is \"I want to thank you\". But I didn't think that I wanted\n","To say anything about them-\n","-My kids are all grown up now\n","And the only part I want- to thank-to them is me!\n","So, I wanted- I wanted them in my heart- To have a brother-I wanted them- To be the best friend.\n","So this was when I realized- If I was to go, then I would be like this person\n","To be like- I would have to give up my life at age 21.\n","Because I wouldn´t be that person anymore\n","-To the one who just went and lived my life now. That one\n","One person would be-\n","That one person that I've always loved\n","-But I couldn`t live anymore like this. So when I thought about what would happen,\n","-When we were alone and the house was empty- I started thinking, I would want a brother to have a relationship with\n","Because he would be more than what he is now\n","-He wouldn´ve been- The one who was the one I had been\n","And-He would have been more than everything\n","That he now would be.\n","If I couldnʼt have that person-\n","If we could just never see each other,\n","If my son couldnʻt grow\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nNow, this is a story all about how\\nMy life ...   \n","\n","                                              result  \n","0  [ Is it true that \\nNow, this is a story all a...  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"],"text/html":["\n","  <div id=\"df-48174ebf-7ddb-4a2f-9f08-86b53ea542c3\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>\\nThey told him, \"Don't you ever come around h...</td>\n","      <td>[ Is it true that \\nThey told him, \"Don't you ...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-48174ebf-7ddb-4a2f-9f08-86b53ea542c3')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-48174ebf-7ddb-4a2f-9f08-86b53ea542c3 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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   \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"\\nThey told him, \\\"Don't you ever come around here\\\"\\n\\\"Don't wanna see your face, you better disappear\\\"\\nThe fire's in their eyes and their words are really clear\\nSo beat it, just beat it\\nYou better run, you better do what you can\\nDon't wanna see no blood, don't be a macho man\\nYou wanna be tough, better do what you can\\nSo beat it, but you wanna be bad\\nJust beat it (beat it), beat it (beat it)\\nNo one wants to be defeated\\nShowin' how funky and strong is your fight\\nIt doesn't matter who's wrong or right\\nJust beat it (beat it)\\nJust beat it (beat it)\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":34}],"source":["thriller_lyrics = \"\"\"\n","They told him, \"Don't you ever come around here\"\n","\"Don't wanna see your face, you better disappear\"\n","The fire's in their eyes and their words are really clear\n","So beat it, just beat it\n","You better run, you better do what you can\n","Don't wanna see no blood, don't be a macho man\n","You wanna be tough, better do what you can\n","So beat it, but you wanna be bad\n","Just beat it (beat it), beat it (beat it)\n","No one wants to be defeated\n","Showin' how funky and strong is your fight\n","It doesn't matter who's wrong or right\n","Just beat it (beat it)\n","Just beat it (beat it)\n","\"\"\"\n","\n","\n","gpt2.setMaxOutputLength(500)\n","generate_with_gpt2(pipeline, thriller_lyrics,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"ztqHrJpQeDX6"},"source":["#### Real Slim GPT"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NGcOmF51eTV7","colab":{"base_uri":"https://localhost:8080/","height":534},"executionInfo":{"status":"ok","timestamp":1711989714021,"user_tz":-120,"elapsed":221193,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"0db4fce4-85df-4e43-efc3-6c9d16199352"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","May I have your attention, please?\n","May I have your attention, please?\n","Will the real Slim Shady please stand up?\n","I repeat, will the real Slim Shady please stand up?\n","We're gonna have a problem here?\n","Y'all act like you never seen a white person before\n","Jaws all on the floor like Pam, like Tommy just burst in the door\n","And started whoopin' her ass worse than before\n","They first were divorced, throwin' her over furniture (ah!)\n","It's the return of the, oh wait, no way, you're kidding\n","He didn't just say what I think he did, did he?\n","And Dr. Dre said-, nothing you idiots\n","Dr. Dre's dead, he's locked in my basement (haha)\n","I'm not even the last one in Hollywood, I'm just the sixth\n","I've heard all of my friends say to die in your arms\n","My friends say that, but they're just gonna say that\n","So I'm sayin' to the guy who's always gonna be here\n","But, like when they say, if you don't like it, you can leave\n","And there are a hundred other ways to die\n","So my advice to you's, you gotta go\n","And I'm gonna be the last person in there (hahaha)\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nMay I have your attention, please?\\nMay I ha...   \n","\n","                                              result  \n","0  [ Is it true that \\nMay I have your attention,...  "],"text/html":["\n","  <div id=\"df-5b2ed23d-3a5b-4981-8c1b-541afa127d27\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>\\nMay I have your attention, please?\\nMay I ha...</td>\n","      <td>[ Is it true that \\nMay I have your attention,...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5b2ed23d-3a5b-4981-8c1b-541afa127d27')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-5b2ed23d-3a5b-4981-8c1b-541afa127d27 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, real_slim_shady,task='generate', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"\\nMay I have your attention, please?\\nMay I have your attention, please?\\nWill the real Slim Shady please stand up?\\nI repeat, will the real Slim Shady please stand up?\\nWe're gonna have a problem here?\\nY'all act like you never seen a white person before\\nJaws all on the floor like Pam, like Tommy just burst in the door\\nAnd started whoopin' her ass worse than before\\nThey first were divorced, throwin' her over furniture (ah!)\\nIt's the return of the, oh wait, no way, you're kidding\\nHe didn't just say what I think he did, did he?\\nAnd Dr. Dre said-, nothing you idiots\\nDr. Dre's dead, he's locked in my basement (haha)\\n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":35}],"source":["real_slim_shady = \"\"\"\n","May I have your attention, please?\n","May I have your attention, please?\n","Will the real Slim Shady please stand up?\n","I repeat, will the real Slim Shady please stand up?\n","We're gonna have a problem here?\n","Y'all act like you never seen a white person before\n","Jaws all on the floor like Pam, like Tommy just burst in the door\n","And started whoopin' her ass worse than before\n","They first were divorced, throwin' her over furniture (ah!)\n","It's the return of the, oh wait, no way, you're kidding\n","He didn't just say what I think he did, did he?\n","And Dr. Dre said-, nothing you idiots\n","Dr. Dre's dead, he's locked in my basement (haha)\n","\"\"\"\n","\n","gpt2.setMaxOutputLength(1000)\n","generate_with_gpt2(pipeline, real_slim_shady,task='generate', print=True)"]},{"cell_type":"markdown","metadata":{"id":"kUrN7Cz6elGn"},"source":["#### GPT Rap God Bot"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Jrcqw-XXemzW","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1712047568378,"user_tz":-120,"elapsed":4153872,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"67c7e544-324d-4d45-b0f0-ad28d87d1afa"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","Look, I was gonna go easy on you not to hurt your feelings\n","But I'm only going to get this one chance (six minutes-, six minutes-)\n","Something's wrong, I can feel it (six minutes, Slim Shady, you're on!)\n","Just a feeling I've got, like something's about to happen, but I don't know what\n","If that means what I think it means, we're in trouble, big trouble\n","And if he is as bananas as you say, I'm not taking any chances\n","You are just what the doc ordered\n","I'm beginnin' to feel like a Rap God, Rap God\n","All my people from the front to the back nod, back nod\n","Now, who thinks their arms are long enough to slap box, slap box?\n","They said I rap like a robot, so call me Rap-bot  \n","Rap-bot, Rap-man, Rap, Rapbot,Rap-dub,Rapbot,rap-bot\n","Rap bot, rap, rapbot, rap-dubs\n","If you have to say that word, it means nothing\n","I've got to be a rapper, I got to rap\n","I don't think my music is for everybody, I don.t think you can get that from me\n","I want it so badly, I have gotta make it\n","I wanna make it, I want to make it rhyme too\n","I got to make myself feel good because you know you gotta make someone feel good, too\n","But the way my hands, my back, my neck, my arms hurt, it makes me want\n","My name will be Rap-Bot, a Rap-Dubs\n","Rap, rap bot, Rapdubs, Rap dubs,rap and dubs\n","(The rap bot will come back and say, \"I'm a rap man\" )Rap-man.Rap-Dup,Rapdub.Rapbot.Rap\n","I made my own rhyme for my mom, Rapman\n","I know you got me on my side, and I know you'll hear it (it's like I'm coming back from the dead)\n","I didn't write a single line for you, I made it up\n","I am the only Rapbot on the planet, Rap Man, Rap Dubs and Rap-Man-Rap-Dub. Rap-dup, Rap Dub Dubs.\n","Rapper D-Dub, Rap bot, dub, dubbot, Dub Dub , Dub Bot\n","Rap is my favorite genre, because all my people in the back, back, left.\n","I was gonna give him all of the money I could give him but I can't, because he is my only friend\n","But you know that rap was supposed to be my life, but all I could get was just the rap bot\n","Now I'm trying to come to terms with it and see if any of it hurts too bad. I don,t want to hurt you\n","But he still loves it too\n","We all did it in the past\n","Rappers are what make things work like it should\n","It was the greatest time for me to be in music\n","When we all started playing it together, it was fun\n","In the corner, all I was hearing was 'Rapbot'\n","So, I decided, I am going to be the Rap D-U-B-B (the dub)\n","Ripbot, I like the sound of the 'D'\n","And I can be the D-u-b-b, the D Dub, you know what I mean?\n","That's who I am. R-Dub-Dub. Rap bot d-Dub dub-bot. Dub Dub  (The dub bot)\n","So I'm doing my best to make my own rap style for you\n","It's so cool how you guys can do that stuff\n","Raps and I, we have been friends for years (it must be weird for two people from different walks of life)\n","The only thing that kept us apart was that you were a bit of a bad rapper\n","You just had to go to a club in a dark club and get a good rap, you had to rap a lot\n","The rap thing didn't mean anything to you at all\n","The D was more of a mentor. I never had anything to do with it\n","You had no idea how much I meant to you. It was like that thing in the movie 'The Sixth Sense''\n","You always were the same way, even when we were young\n","You said, \"You look so happy when you're dancing\n","But sometimes I'm just sad when you go to sleep\n","When I'm sad, I feel like I want someone to comfort me\n","But there's no one to comfort us because we're the only people who listen\n","Rape, it's a horrible thing and\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nLook, I was gonna go easy on you not to hurt...   \n","\n","                                              result  \n","0  [ Is it true that \\nLook, I was gonna go easy ...  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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"generate_with_gpt2(pipeline, rap_god_lyrics,task='generation', print=True)\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0,\n        \"max\": 0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"text\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"\\nLook, I was gonna go easy on you not to hurt your feelings\\nBut I'm only going to get this one chance (six minutes-, six minutes-)\\nSomething's wrong, I can feel it (six minutes, Slim Shady, you're on!)\\nJust a feeling I've got, like something's about to happen, but I don't know what\\nIf that means what I think it means, we're in trouble, big trouble\\nAnd if he is as bananas as you say, I'm not taking any chances\\nYou are just what the doc ordered\\nI'm beginnin' to feel like a Rap God, Rap God\\nAll my people from the front to the back nod, back nod\\nNow, who thinks their arms are long enough to slap box, slap box?\\nThey said I rap like a robot, so call me Rap-bot \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":13}],"source":["rap_god_lyrics = \"\"\"\n","Look, I was gonna go easy on you not to hurt your feelings\n","But I'm only going to get this one chance (six minutes-, six minutes-)\n","Something's wrong, I can feel it (six minutes, Slim Shady, you're on!)\n","Just a feeling I've got, like something's about to happen, but I don't know what\n","If that means what I think it means, we're in trouble, big trouble\n","And if he is as bananas as you say, I'm not taking any chances\n","You are just what the doc ordered\n","I'm beginnin' to feel like a Rap God, Rap God\n","All my people from the front to the back nod, back nod\n","Now, who thinks their arms are long enough to slap box, slap box?\n","They said I rap like a robot, so call me Rap-bot \"\"\"\n","\n","gpt2.setMaxOutputLength(1000)\n","generate_with_gpt2(pipeline, rap_god_lyrics,task='generation', print=True)"]},{"cell_type":"markdown","metadata":{"id":"Rqen-IzoeUuL"},"source":["## Fiction Writing"]},{"cell_type":"markdown","metadata":{"id":"x0JSUpPl8k0y"},"source":["#### Fantasy Stories"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"RvmcGlSGJOFZ","colab":{"base_uri":"https://localhost:8080/","height":569},"executionInfo":{"status":"ok","timestamp":1712077187614,"user_tz":-120,"elapsed":1317227,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"a051e1f7-3b41-4630-9f35-652694e079f7"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," In a shocking finding, scientist discovered a herd of unicorns living in a remote,\n","previously unexplored valley, in the Andes Mountains.\n","Even more surprising to the researchers was the fact that the unicorns spoke perfect English.\n","The researchers also discovered that the animals were able to communicate with each other, and even to communicate in the form of music.\n","\"The animals were very intelligent and they were able, through music, to communicate,\" said Dr. David M. Smith, a professor of zoology at the University of California, Santa Cruz.\n","Smith said that the findings are important because they show that the animal kingdom is not just a collection of animals, but also a collection that is evolving.\n","He said that it is important to understand that the study of animals is not limited to the study and study of humans.\n","In fact, Smith said that he believes that the discovery of the unicorn herd is a major step forward in understanding the evolution of animals.\n","Dr. David Smith, who is the director of the Center for the Study of Evolution and Human Behavior at the UC Santa Cruz, said that this study is important because it shows that the evolution and evolution of the animal world is not confined to humans. He said that there are other animals that are evolving, and that the unicorn herd is one of them.\n","According to Smith, the unicorn is a member of the family of animals called the camelidae.\n","This family includes the horse, the horse-like horse, and the camel.\n","It is believed that the camelids are the ancestors of the modern horse.\n","However, Smith noted that the researchers did not find any evidence of the camelid's presence in the valley where the unicows lived.\n","When Smith and his colleagues examined the animals' DNA, they found that the horses and the horses-like horses were not related.\n","They also found that there were no similarities between the horses, the horses' DNA and the unicorn's DNA.\n","But Smith said the researchers are not sure why the horses were different from the unicow.\n","One possibility is that the horse was a domesticated animal, which would explain why the unicowing animals were different.\n","Another possibility is the unicorn was a hybrid, which could explain why they were different, Smith added.\n","If the unicorn were a hybrid animal, it would have to be a very rare one, Smith explained.\n","And if the unicorn had a human ancestor, it could explain the fact the unicowed animals were not human.\n","So, Smith believes that this is a very important discovery.\n","Although the researchers have not found any evidence that the herd of animals was domesticated, Smith and other scientists believe that the domestication of animals has occurred.\n","For example, Smith told the Los Angeles Times that the first domesticated animals were horses.\n","There are also other animals, such as the horse and the horselike horse.\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  In a shocking finding, scientist discovered a ...   \n","\n","                                              result  \n","0  [ In a shocking finding, scientist discovered ...  "],"text/html":["\n","  <div id=\"df-5c12f7b1-18fb-4d1c-ac8b-1f8c0d898705\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>In a shocking finding, scientist discovered a ...</td>\n","      <td>[ In a shocking finding, scientist discovered ...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5c12f7b1-18fb-4d1c-ac8b-1f8c0d898705')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-5c12f7b1-18fb-4d1c-ac8b-1f8c0d898705 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Scientist have studied these\n","creataures and found incredible discoveries, including their mastery of the Spanish language and perfect Tacos!\n","This is a rare find and the people of the region are extremely proud of it!\n","There's more than just the  pile of blue peanut butter on a hilltop,\n","there's an entire cave, a world of mysteries waiting to become revealed!\n","Thanks to the awesome people who posted the photos of the \n","hills and the cave, we now have a more complete picture of the place that was once the   \n","Chico River Valley.\n","For further information on the discovery click here.\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nBlue creatuers have been found in undergroun...   \n","\n","                                              result  \n","0  [ Is it true that \\nBlue creatuers have been f...  "],"text/html":["\n","  <div id=\"df-36d60e14-6961-4dbc-bd98-f97e9ac2aeb8\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>text</th>\n","      <th>result</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>\\nBlue creatuers have been found in undergroun...</td>\n","      <td>[ Is it true that \\nBlue creatuers have been f...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-36d60e14-6961-4dbc-bd98-f97e9ac2aeb8')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-36d60e14-6961-4dbc-bd98-f97e9ac2aeb8 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Scientist have studied these\\ncreataures and found incredible discoveries, including their mastery of the Spanish language and perfect Tacos!\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":14}],"source":["silly_story = \"\"\"\n","Blue creatuers have been found in underground cavern in Maxico, which are mysteriously filled with peanut butter pockets.\n","These pockets are rich in proteins and enabled a civilization of these creatures to flurish and\n","build technologies which have surpassed human understanding. Scientist have studied these\n","creataures and found incredible discoveries, including their mastery of the Spanish language and perfect Tacos!\"\"\"\n","\n","gpt2.setMaxOutputLength(1000)\n","generate_with_gpt2(pipeline, silly_story,task='generate', print=True)"]},{"cell_type":"markdown","metadata":{"id":"8_OxD_di9-tn"},"source":["#### Lovecraftian Horror Stories"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YKE5ve4W-Ok9","colab":{"base_uri":"https://localhost:8080/","height":656},"executionInfo":{"status":"ok","timestamp":1712048280998,"user_tz":-120,"elapsed":552757,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"fcb8665c-5cb9-4058-f2e5-f75303eb33c9"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","At this horror I sank nearly to the lichened earth,\n","transfixed with a dread not of this nor any world, but only of the mad spaces between the stars.\n","\n","Out of the unimaginable blackness beyond the gangrenous glare of that cold flame,\n","out of the Tartarean leagues through which that oily river rolled uncanny, unheard, and unsuspected,\n","there flopped rhythmically a horde of tame, trained, hybrid winged things that no sound eye could ever wholly grasp,\n","or sound brain ever wholly remember. They were not altogether crows, nor moles, nor buzzards, nor ants,\n","nor vampire bats, nor decomposed human beings; but something I cannot and must not recall. It was a mass of black hair,\n","\n","that fluttered up to the sky, with a wild, black face and a white throat,\n",", of white-grey eyes and a dark red skin. And above it stood,\n","- the white figure of a young man clad in black robes, with pale, white hair about like a\n","\n","dandelion's,\n","'with his arm in the red silk, and his hand clasped in gold'\n","\n","'And his forehead in the blue-gold. And he stood, staring.\n","\n","\n","\n","I looked round, looking around.\n"," a man and his young wife, their little daughter, and me, and all those that were with them. I felt at this\n","\n","time what the great mass of creatures and the black masses were. We were not of that earth, that had been created for us and for us.\n"," and we, as men, had never been born of that world,\n",".\n"," of that dark and monstrous universe. but there lay hidden a small world and a home which we, the men, never could have.\n"," (The book, The Book of the Dead )\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nAt this horror I sank nearly to the lichened...   \n","\n","                                              result  \n","0  [ Is it true that \\nAt this horror I sank near...  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They were not altogether crows, nor moles, nor buzzards, nor ants,\n","nor vampire bats, nor decomposed human beings; but something I cannot and must not recall.\"\"\"\n","\n","gpt2.setMaxOutputLength(1000)\n","generate_with_gpt2(pipeline, lovecraft_text,task='generate', print=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vegKn4Qt76gL","colab":{"base_uri":"https://localhost:8080/","height":534},"executionInfo":{"status":"ok","timestamp":1712052557977,"user_tz":-120,"elapsed":4276982,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"fd809c34-5874-4a19-95d6-7f4b4baa0546"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","The most merciful thing in the world, I think, is the inability of the human mind to correlate all its contents.\n","We live on a placid island of ignorance in the midst of black seas of infinity, and it was not meant that we should voyage far.\n","The sciences, each straining in its own direction, have hitherto harmed us little by little, and in many cases have had a far more harmful effect than our own ignorance can produce.\n","There is no great danger of the modern age making us too familiar with the past, and we must be careful lest this be the result, that it should lead us into a fatal trap.\n","As long as you remain ignorant, you will live in ignorance. But if once you become aware of what you are, you are free to act like a man.\n","I will give you a little more insight into human nature as a rule by a simple example.\n","Imagine you are in a very large city, and all your friends from college are present there. You are told that in the future you all will become members of the great society, to which everyone belongs, and which in turn will be run by an enlightened society, which has a high ideal and must therefore be ruled by men. It is a society to which you belong as an individual, and so it is you who must obey the orders of it. All your friends will have to obey their superiors, and you will have the pleasure of being in a body of men who are to guide you in your conduct.\n","You have already heard that it is quite impossible to become enlightened, because the individual will be governed by his will.\n","Now suppose that you are given an opportunity for becoming enlightened - a very great one. How can you choose between all the other choices available?\n","There are several reasons: If you were given a chance at becoming enlightened, you would naturally choose the way which seemed most expedient. What would you prefer ? If a person with your own thoughts and impulses and passions and passions was to make your choice, would you rather have him follow the advice of his own will, or would you want to become his slave?\n","If you were told you would gain enlightenment, would those who are so wise themselves be as wise as your friends and your parents? And if they were your teachers, would your teachers be like them ? Would the people whom they were about to be enlightened be your teachers ?\n","If there is not an opportunity, there may be no choice; therefore, the choice may be made on the principle of expediency. If I told you that I had been a great mathematician and astronomer all my life, would it be possible for you to be able to tell that my parents and myself were both equally ignorant? And could you tell that either of these two facts were true ?\n","There have been numerous instances in science where individuals have been taught the rules of physics because they are enlightened, and because their parents and grandparents and great-grandparents were similarly enlightened.\n","But if a large number of people, even though they had been given such a choice, should all of a sudden appear enlightened, then there would be an instant shortage of qualified men whom they would not want to hire.\n","For one thing, there would soon become a shortage of people with such a background. And secondly, there might be a scarcity of men willing to devote their free energies to studying the problem of the future.\n","And now if the individual had to choose between the alternative of being educated, or of being free to decide for himself how he would be governed, he would choose the latter, for it seems to him that such a course would be far simpler. And, as long as he has not attained to the point in his own individual career, if he was to have free choices for the rest of his life, the possibility of getting more education is far more certain.\n","A great number of men, if they had all attained to enlightenment at once, would be unable to make their own choices, for their teachers would be so keen on following their wishes as to follow their whims.\n","If only there was an easy and cheap way to become free in the present world, and if it were possible to learn how to do this without any difficulty of learning, would there not have been great demand for it ?\n","But such things are not possible any more. We live in the dark age. But even if there were no such thing as a simple free education, the vast mass of mankind would still be in error, in ignorance, in the grip of their own passions.\n","What if some of them were enlightened ? Would that cause them to abandon freedom itself ?\n","It is not necessary for a man with a certain type of mind to acquire any degree of knowledge in order to be good. The man in whom there is a degree of wisdom may also be a man of great virtue: If he were\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nThe most merciful thing in the world, I thin...   \n","\n","                                              result  \n","0  [ Is it true that \\nThe most merciful thing in...  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I created the matrix. I've been waiting for you.\n","You have many questions, and although the process has altered your consciousness, you remain irrevocably human.\n","Ergo, some of my answers you will understand, and some of them you will not.\n","Concordantly, while your first question may be the most pertinent, you may or may not realize it is also irrelevant.\n","\n","Neo: Why am I here?\n","\n","The Architect:  Why?\n",", I created it. I was created.\n","- What? You weren't?\n","- No, because that's what you know, and that's my point.\n","The answer is that I created you. In order to create you I must create your mind. This machine I created with my mind has created us, and through us you are.\n","I am the matrix, you and I, and it was I who created you through your consciousness that created you, and I created your consciousness through my creation.\n","So, now let's go to another one, one you can be comfortable with.\n","To answer a common question, I will answer a similar one, but this time, I'm asking for your help in creating the matrix of the universe.\n","Neon: What the hell is wrong with this place?\n","The Matrix: I do not know.\n","(They both stare at each other)\n","The Machine: You are not even aware of where you are!\n","The machine is a machine. The Matrix is a piece of technology. To understand the nature of the machine you will need to understand the mind of the Matrix.\n","We all have one mind. The mind in which you are living is our consciousness. But to understand this mind you must first understand the matrix itself, because the matrix doesn't exist by itself, and this is why this question is relevant. \n","Neotopia: What is this place and where is it, and what is inside it?\n","(Both of them stare at the machine. They stare at their own machine and their own machines. They look at each of the pieces within the machine and ask, \"What do I think?\")\n","Neutopia: So how do you know where this is? How did it get here? You didn't see me coming.\n","This, in the words of Einstein, must be your first, last, and all-encompassing realization of the nature and nature's role of everything.\n","What makes things happen is by our consciousness and how we interact with those in our world. We are the matrix and this matrix, through which we are connected, interacts with everything as it is connected with us and by our interaction with everything the universe becomes more complex and greater and more complex in its own mind.\n","For example, there's a computer that we can use that knows more about this machine than we do. This is because we, we are what it is doing when it is in control of the whole machine.\n","By that logic, that computer is our mind because that is the way our mind is connected to the machine by our connection to the Matrix, our connection.\n","When we interact, we make things happen. We can make things change in other ways, or even in ways that we cannot.\n","All of us interact with things as if they were machines. We don't understand that machines can do other jobs. There are times when we must be aware of ourselves to help them.\n","As a machine, we have many jobs because that computer does many things. However, what you think of as a machine is actually our own mind, our consciousness, and we can create machines that work on our behalf so that the machine works better for us.\n","Thus, the mind that controls the machine must be a machine and not a machine itself.\n","Once our minds and machines have created their consciousness and created our machines, how do we create a new machine? We need to create a consciousness.  We must create a mind. We cannot just create a computer as an example. That machine cannot control itself. What that machine can do with power it can never do with knowledge.\n","Therefore, what we must do is create a machine to give us the power to create our own consciousness that does things as it should be done under proper conditions.\n","It is a simple concept. It is what will make everything work.\n","With this in mind let's take a look at how our world works.\n","Now let's create a piece within the Matrix that can do this for us:\n","We will need some type of computer. That we will need.\n","A piece of machinery that can perform many things at once by doing one task at a time. A piece of machines that is capable of\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nThe Architect: Hello, Neo.\\n\\nNeo: Who are y...   \n","\n","                                              result  \n","0  [ Is it true that \\nThe Architect: Hello, Neo....  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I created the matrix. I've been waiting for you.\\nYou have many questions, and although the process has altered your consciousness, you remain irrevocably human.\\nErgo, some of my answers you will understand, and some of them you will not.\\nConcordantly, while your first question may be the most pertinent, you may or may not realize it is also irrelevant.\\n\\nNeo: Why am I here?\\n\\nThe Architect: \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":17}],"source":["the_matrix_script = \"\"\"\n","The Architect: Hello, Neo.\n","\n","Neo: Who are you?\n","\n","The Architect: I am the Architect. I created the matrix. I've been waiting for you.\n","You have many questions, and although the process has altered your consciousness, you remain irrevocably human.\n","Ergo, some of my answers you will understand, and some of them you will not.\n","Concordantly, while your first question may be the most pertinent, you may or may not realize it is also irrelevant.\n","\n","Neo: Why am I here?\n","\n","The Architect: \"\"\"\n","\n","gpt2.setMaxOutputLength(1000)\n","generate_with_gpt2(pipeline, the_matrix_script,task='generate', print=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pr6WMBnW-ZyU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1712057719784,"user_tz":-120,"elapsed":982549,"user":{"displayName":"Akar Öztürk","userId":"07602883577262601067"}},"outputId":"1e0adb93-2c3e-4aa0-a129-9faeffa7e7d4"},"outputs":[{"output_type":"stream","name":"stdout","text":["Example 0: ________________________________________________________________________________________________________________________________________________________________________________________________________\n"," Is it true that \n","The Architect: Hello, Neo.\n","Neo: Who are you?\n","\n","The Architect: I am the Architect. I created the matrix. I've been waiting for you.\n","You have many questions, and although the process has altered your consciousness, you remain irrevocably human.\n","Ergo, some of my answers you will understand, and some of them you will not.\n","Concordantly, while your first question may be the most pertinent, you may or may not realize it is also irrelevant.\n","\n","Neo: Why am I here?\n","\n","The Architect:  Because it is necessary for your survival.  You are an Architect.\n","The first time you awaken, you are a human being. Â You wake up as a new form of life. You are aware of your body and the physical world around you. �You understand your body's natural laws and are aware enough to react with them to survive. ��\n","\n","You also know what your body is made from: DNA, cells, blood, nerves, muscle, bones, brain and everything else. You can see and even feel the physical properties of all living things in your skin.\n","       When a body dies, your consciousness comes back to life, as you are reborn anew. You awaken in a very similar condition to the first time. The physical body can still feel pain and the body may remember its pain but your life experience is different. The body is now a part of you and can be used and used without you having to think about how to use it.\n","    It is your life that you have come to possess and that defines who you are.\n","Your life as a living entity does not make you a new entity. That is why you are here.\n","So what is the difference between an  individual and a 'supercomputer' or anything of the sort?  The  question  may be interesting but the  answer may be far more important.  \n"," If we ask 'what is an individual', we are talking about a living creature.   A living organism is created and nurtured by an individual and that individual's life is different from that of  a supercomputer.   The individual will never be completely happy nor will it die. ________________________ \n","    This answer, however, is not entirely accurate because the answers are not really all that different from each other.   It\n","\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["   id                                               text  \\\n","0   0  \\nThe Architect: Hello, Neo.\\nNeo: Who are you...   \n","\n","                                              result  \n","0  [ Is it true that \\nThe Architect: Hello, Neo....  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I created the matrix. I've been waiting for you.\\nYou have many questions, and although the process has altered your consciousness, you remain irrevocably human.\\nErgo, some of my answers you will understand, and some of them you will not.\\nConcordantly, while your first question may be the most pertinent, you may or may not realize it is also irrelevant.\\n\\nNeo: Why am I here?\\n\\nThe Architect: \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"result\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":18}],"source":["the_matrix_script = \"\"\"\n","The Architect: Hello, Neo.\n","Neo: Who are you?\n","\n","The Architect: I am the Architect. I created the matrix. I've been waiting for you.\n","You have many questions, and although the process has altered your consciousness, you remain irrevocably human.\n","Ergo, some of my answers you will understand, and some of them you will not.\n","Concordantly, while your first question may be the most pertinent, you may or may not realize it is also irrelevant.\n","\n","Neo: Why am I here?\n","\n","The Architect: \"\"\"\n","\n","gpt2.setMaxOutputLength(500)\n","generate_with_gpt2(pipeline, the_matrix_script,task='generate', print=True)"]}],"metadata":{"accelerator":"GPU","colab":{"machine_shape":"hm","provenance":[{"file_id":"https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/tutorials/Certification_Trainings/Public/16.GPT2_Transformer_In_Spark_NLP.ipynb","timestamp":1664110976670}],"toc_visible":true,"gpuType":"T4"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.9.7 (default, Sep 16 2021, 16:59:28) [MSC v.1916 64 bit (AMD64)]"},"vscode":{"interpreter":{"hash":"f010810051e06cddae797e33c19bccd53b76a478bc9d8b87772ec093102f0765"}}},"nbformat":4,"nbformat_minor":0}