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 Generating hypnotic text\n","\n","based on  [Max Woolf](http://minimaxir.com) nootebook\n","\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"HA7loTWXWwsg"},"source":["# 1. Installing GPT-2"]},{"cell_type":"code","metadata":{"id":"KBkpRgBCBS2_","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612032323390,"user_tz":-60,"elapsed":31720,"user":{"displayName":"Marek Leszczynski","photoUrl":"","userId":"05664549655810509768"}},"outputId":"7ceb846b-9114-4f38-c68b-ff445ca22df9"},"source":["%tensorflow_version 1.x\n","!pip install -q gpt-2-simple\n","# Install transformers library.\n","!pip install -q git+https://github.com/huggingface/transformers.git\n","# Install helper functions.\n","!pip install -q git+https://github.com/gmihaila/ml_things.git\n","!pip install sentencepiece #required by Marian\n","\n","import gpt_2_simple as gpt2\n","from datetime import datetime\n","\n","from transformers import MarianMTModel, MarianTokenizer\n","from transformers import AutoModelWithLMHead\n","from transformers import pipeline\n","import torch\n","\n","from IPython.display import HTML\n","from IPython.display import Image"],"execution_count":3,"outputs":[{"output_type":"stream","text":["  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n","  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n","    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n","\u001b[K     |████████████████████████████████| 890kB 18.2MB/s \n","\u001b[K     |████████████████████████████████| 2.9MB 25.0MB/s \n","\u001b[?25h  Building wheel for transformers (PEP 517) ... \u001b[?25l\u001b[?25hdone\n","  Building wheel for sacremoses (setup.py) ... \u001b[?25l\u001b[?25hdone\n","\u001b[K     |████████████████████████████████| 71kB 10.0MB/s \n","\u001b[?25h  Building wheel for ml-things (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Building wheel for ftfy (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Collecting sentencepiece\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/14/67/e42bd1181472c95c8cda79305df848264f2a7f62740995a46945d9797b67/sentencepiece-0.1.95-cp36-cp36m-manylinux2014_x86_64.whl (1.2MB)\n","\u001b[K     |████████████████████████████████| 1.2MB 15.3MB/s \n","\u001b[?25hInstalling collected packages: sentencepiece\n","Successfully installed sentencepiece-0.1.95\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"7y9A38ZxsOpP"},"source":[]},{"cell_type":"markdown","metadata":{"id":"eOn5bnZjW7JN"},"source":["# 2. Mounting google drive"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZS0-z6XKPJT1","executionInfo":{"status":"ok","timestamp":1612032405992,"user_tz":-60,"elapsed":23558,"user":{"displayName":"Marek Leszczynski","photoUrl":"","userId":"05664549655810509768"}},"outputId":"186085cd-b0ae-4b0d-b766-8f556bb0cd0f"},"source":["#Mount Google Drive as folder\r\n","from google.colab import drive\r\n","drive.mount('/content/drive', force_remount=True)"],"execution_count":6,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"brdujKnQrnpq"},"source":["# 3. Loading pretrained and finetuned (on  books, and other publications) GPT-2 model\n","##### if you would like to do that from the beginning please look at the previous notebook"]},{"cell_type":"code","metadata":{"id":"u0m8TXPVnvDk","executionInfo":{"status":"ok","timestamp":1612032520658,"user_tz":-60,"elapsed":79485,"user":{"displayName":"Marek Leszczynski","photoUrl":"","userId":"05664549655810509768"}}},"source":["cp /content/drive/MyDrive/GPT/checkpoint_run355.tar  /content/drive/MyDrive/"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cHPnFFRvnBOH","executionInfo":{"status":"ok","timestamp":1612032620887,"user_tz":-60,"elapsed":169743,"user":{"displayName":"Marek Leszczynski","photoUrl":"","userId":"05664549655810509768"}},"outputId":"ce3cd045-4e9d-44d4-df41-d9a70f6db515"},"source":["gpt2.copy_checkpoint_from_gdrive(run_name='run355')\r\n","sess = gpt2.start_tf_sess()\r\n","gpt2.load_gpt2(sess, run_name='run355')"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Loading checkpoint checkpoint/run355/model-5000\n","INFO:tensorflow:Restoring parameters from checkpoint/run355/model-5000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"L1O7MhgSr8od"},"source":["model = AutoModelWithLMHead.from_pretrained(\"t5-base\") #loading t5 model in translation mode eng->de\r\n","translator = pipeline(\"translation_en_to_de\")\r\n","\r\n","model_name = 'Helsinki-NLP/opus-mt-de-pl'  #loading marian  model translator de->pl\r\n","tokenizer = MarianTokenizer.from_pretrained(model_name)\r\n","model_m = MarianMTModel.from_pretrained(model_name)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"gYjui6iXr3J2"},"source":["# 4. Initiating auxilary funcions"]},{"cell_type":"code","metadata":{"id":"5aP9dYb-nzc0"},"source":["def temp_list(text_out): # creating format to write in text file\n","  text_all=[]\n","  next_line=''\n","  dot_line='...................................'\n","  text_all.append(next_line)\n","  text_all.append(dot_line)\n","  for t in text_out:\n","    text_all.append(t)\n","  return text_all\n","\n","temp_de =[]\n","file_name= '/content/drive/MyDrive/GPT/en_de_pl_trans.txt'\n","def save_Table_to_file(file_name, temp_file=temp_de):\n","    with open(file_name, 'a') as f:\n","        for item in temp_file:\n","            f.write(\"%s\\n\" % item)\n","\n","def translate_ge_to_pl(src_text):\n","    translated = model_m.generate(**tokenizer.prepare_seq2seq_batch(src_text, return_tensors=\"pt\"))\n","    tgt_text = [tokenizer.decode(t, skip_special_tokens=True) for t in translated]\n","    return tgt_text\n","\n","def trans_en_de(text_out): #translating english to germant with the use of T5\n","  temp=[]\n","  for text in text_out:\n","    text_out_de= translator(text)\n","\n","    src_text= text_out_de[0]['translation_text']\n","    temp.append(src_text)\n","  return temp\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vJK2_3uUs3Ey"},"source":["# 5. Generating and translating text"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ePfYRXcuosT_","executionInfo":{"status":"ok","timestamp":1612033817514,"user_tz":-60,"elapsed":109466,"user":{"displayName":"Marek Leszczynski","photoUrl":"","userId":"05664549655810509768"}},"outputId":"ef09d1b4-4f54-45dc-90d8-8e703fddec2f"},"source":["#@title Generating and translating give initial english text { display-mode: \"form\" }\r\n","give_run_name = 'run355' #@param [\"None\"] {type:\"raw\", allow-input: true}\r\n","paste_prefix_text = \"Now you need to close your eyes and\" #@param [\"\"] {allow-input: true}\r\n","set_temperature = 0.5 #@param {type:\"slider\", min:0.1, max:1, step:0.05}\r\n","set_text_length = 420 #@param {type:\"slider\", min:0, max:1023, step:10}\r\n","set_nr_samples = 5 #@param {type:\"slider\", min:4, max:10, step:1}\r\n","\r\n","\r\n","\r\n","print(\" 1. ==================>>> please wait text is generated...\" ) \r\n","\r\n","text_out=gpt2.generate(sess,\r\n","              run_name=give_run_name,\r\n","              length=set_text_length,\r\n","              temperature=set_temperature,\r\n","              prefix=paste_prefix_text,\r\n","              nsamples=set_nr_samples,\r\n","              batch_size=set_nr_samples,\r\n","              return_as_list=True\r\n","              )\r\n","\r\n","for t in text_out:\r\n","  print(t)\r\n","print(\"\\n 2.  ==================>>> Text is being translated to German...\")\r\n","text_out_de= trans_en_de(text_out)\r\n","for t in text_out_de:\r\n","  print(t)\r\n","print(\"\\n 3.  ==================>>> Text is being translated to Polish...\")\r\n","text_out_pl= translate_ge_to_pl(text_out_de)\r\n","for t in text_out_pl:\r\n","  print(t)\r\n","print(\"\\n . ==================>>> If you like this seesion you could save that to file... <<<<==================\")\r\n"],"execution_count":15,"outputs":[{"output_type":"stream","text":["please wait text is generated...\n"],"name":"stdout"},{"output_type":"stream","text":["Your input_length: 423 is bigger than 0.9 * max_length: 300. You might consider increasing your max_length manually, e.g. translator('...', max_length=400)\n"],"name":"stderr"},{"output_type":"stream","text":["Now you need to close your eyes and imagine what it would be like from their perspective. Think about how they would feel if you took away their job, their income, or their security. Try to imagine their worst-case scenario.\n","\n","Now think about how you would feel about them if they did leave. Open your mind. Ask yourself, “If I were this employee, what would I want to do?” If you can envision yourself being with them, then you can better imagine what they would be looking for. You might even feel better about leaving. The good part about this is that you are giving them a new perspective, so you are actually helping them move in the right direction.\n","\n","Many people have the misconception that starting a business is easy. The reality is, it can be a daunting process. There are so many things you need to do, so many ways to navigate the bureaucracy, so many meetings to attend, and so much more to get done. Don’t get overwhelmed. Keep it simple, do your best, do your best, and keep growing. You will succeed.\n","\n","I’ll also give you some practical pointers on how to handle common pitfalls that most entrepreneurs run into, such as not knowing how to negotiate. I’ll also share with you some business lessons I’ve learned, which you can use to your advantage.\n","\n","Don’t give up. No matter what obstacles you face, you will eventually make it to the point where you can start your own business. Keep pushing yourself, and you will eventually succeed.\n","\n","Take some business courses, or attend business conferences. You will pick up business knowledge and possibly sell your business.\n","\n","If you are already in business, or even just thinking about starting your own business, get a little business orientation. Talk to your friends and network. Find people you can work with and learn what they do. People you can learn from. And ask questions. You will hopefully learn a lot.\n","\n","My advice: Don’t let business school catch up to you.\n","Now you need to close your eyes and imagine the situation you’re facing. Imagine if someone else is looking at you right now, not just someone on the other side of the table. Be willing to acknowledge that there are other people looking at you as well, and to be open to their attention.\n","\n","\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n","Now you need to close your eyes and imagine what it would be like from the other side. What if we could communicate more effectively through virtual meetings? What if we could all collaborate to solve for a better solution than we currently do?\n","\n","How might that look like in practice?\n","\n","Let’s start with a brief look at some of the ways we’ve worked to improve the way we communicate during meetings.\n","\n","\n","\n","\n","\n","Using Handoffs to Work on New Scenarios\n","\n","\n","One of the most common directions given to employees when they start their first virtual meeting is to start at the beginning and work their way up through the meeting. This is a great idea. First, it gives you a sense of ownership into the content of the meeting, and it gives you the opportunity to define the questions that the employee will be facing. You can then visually indicate that each question is a new problem that needs solving. When you’re working remotely, you don’t have that opportunity.\n","\n","Second, a handoff is a great way to break up a large group. If you work remotely in a group, you will know that there are people on the call who will be able to provide information and guidance to those who are starting to feel uncomfortable. On a phone call, that information could easily be gleaned from the faces of the participants. In a virtual meeting, however, because you are working virtually, and because people are standing around, it’s hard for someone to see other people when you’re working in a virtual setting.\n","\n","The next time you’re going to give direction to your team, make sure you are giving them some basic direction as well. You want them to know where they are and what the purpose of the meeting is. That means giving them clear direction as to how long they need to be at their computers, and then ask them to be seated when the meeting starts. If you ask questions during the meeting, people may raise objections, but you’re going to have them hear you out and hopefully they will see that\n","Now you need to close your eyes and imagine what you’re looking at. If you’re looking at a blank canvas, you’re probably not looking at the best canvas you can be.\n","\n","\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n","Now you need to close your eyes and imagine that your brain is telling you to do something. Imagine that your brain is telling you to stop eating certain foods. Or imagine that your brain is telling you to exercise certain muscles. Or imagine that your brain is telling you to sleep certain hours.\n","\n","This is what meditation is all about. Meditation is about learning to let go of the past and move on to the new. In brief, meditation is about letting go of the past and moving on to the future.\n","\n","Meditation can also help you better manage your emotions. Studies have shown that negative emotions, such as anxiety and depression, are often self-fulfilling prophecies of doom. If you have negative thoughts, pause and reflect on them. Many people can be helped to develop positive attitudes and feelings, by simply listening to their mind-set.\n","\n","Finally, meditation helps you better control your emotions. Many people have been taught to avoid certain emotions, to avoid certain situations, and even to avoid certain foods. Meditation helps you learn to regulate your emotions.\n","\n","Of course, not all situations are meant to be resolved. It is possible to stay calm and clearheaded and still be excited about new possibilities. Meditation and contemplation can help you become a more optimistic person.\n","\n","Taken together, these tips and tricks will certainly help you be more creative and more mindful in all areas of your life. We can all do more to be more mindful and creative if we want to, but knowing how to use our inherent abilities to achieve our potential is a good place to start.\n","\n","This is not to suggest that we should be giving up on our dreams. Dreams are important for every individual in our lives, so we must make sure we are giving them our full attention. Of course, this can also be a time when we must make sacrifices. We must give our time and energy to dreams, which we must do in due time.\n","\n","However, dreams are also about us. They are about our ambitions, our dreams for the future, and our dreams for our lives. By having fewer,\n","\n"," ==================>>> Text is being translated to German...\n"],"name":"stdout"},{"output_type":"stream","text":["Your input_length: 433 is bigger than 0.9 * max_length: 300. You might consider increasing your max_length manually, e.g. translator('...', max_length=400)\n","Your input_length: 435 is bigger than 0.9 * max_length: 300. You might consider increasing your max_length manually, e.g. translator('...', max_length=400)\n"],"name":"stderr"},{"output_type":"stream","text":["Jetzt müssen Sie die Augen verschließen und sich vorstellen, wie es aus ihrer Perspektive aussehen würde. Denken Sie daran, wie sie sich fühlen würden, wenn Sie ihren Arbeitsplatz, ihr Einkommen oder ihre Sicherheit nehmen würden. Stellen Sie sich ihr schlimmstes Szenario vor. Denken Sie jetzt daran, wie Sie sich über sie fühlen würden, wenn sie es verlassen würden. ffnen Sie Ihren Kopf. fragen Sie sich: „Wenn ich dieser\n","Jetzt müssen Sie die Augen schließen und sich die Situation vorstellen, in der Sie sich befinden. Stellen Sie sich vor, ob jemand anders gerade auf Sie schaut, nicht nur jemand auf der anderen Seite des Tisches.\n","Nun müssen Sie die Augen verschließen und sich vorstellen, wie es aus der anderen Seite aussehen würde. Was wäre, wenn wir effektiver durch virtuelle Treffen kommunizieren könnten? Was wäre, wenn wir alle zusammenarbeiten könnten, um eine bessere Lösung zu finden, als wir es derzeit tun? Wie könnte das in der Praxis aussehen? Lassen Sie uns mit einem kurzen Blick auf einige der Möglichkeiten beginnen, mit denen wir gearbeitet haben, um die Art und Weise, wie wir während der Sitzungen kommuni\n","Jetzt müssen Sie die Augen schließen und sich vorstellen, was Sie sehen.\n","Jetzt müssen Sie die Augen schließen und sich vorstellen, dass Ihr Gehirn Ihnen sagt, etwas zu tun. Stellen Sie sich vor, dass Ihr Gehirn Ihnen sagt, bestimmte Lebensmittel nicht mehr zu essen. Oder stellen Sie sich vor, dass Ihr Gehirn Ihnen sagt, bestimmte Muskeln auszuüben. Oder stellen Sie sich vor, dass Ihr Gehirn Ihnen sagt, bestimmte Stunden zu schlafen. Darum geht es bei der Meditation. Bei der Meditation geht es darum, die Vergangenheit loszulassen und sich auf das Neue zu bewegen. Kurz \n","\n"," ==================>>> Text is being translated to Polish...\n","Teraz musisz zamknąć oczy i wyobrazić sobie, jak to będzie wyglądać z ich perspektywy. Pamiętaj, jak by się czuły, gdybyś zabrał swoje miejsce pracy, dochody lub bezpieczeństwo. Wyobraź sobie ich najgorszy scenariusz. Pomyśl teraz, jak byś się czuła, gdybyś odszedł. ffnen głowy. Zapytaj siebie: jeśli ja to zrobię.\n","Teraz musisz zamknąć oczy i wyobrazić sobie sytuację, w której się znajdujesz. Wyobraź sobie, czy ktoś inny patrzy na ciebie, nie tylko ktoś po drugiej stronie stołu.\n","Teraz musisz zamknąć oczy i wyobrazić sobie, jak to wyglądałoby z drugiej strony. A jeśli moglibyśmy skuteczniej komunikować się poprzez wirtualne spotkania? A jeśli moglibyśmy współpracować, aby znaleźć lepsze rozwiązanie niż obecnie? Jak to może wyglądać w praktyce? Zacznijmy od krótkiego spojrzenia na niektóre z możliwości, z którymi pracowaliśmy, aby określić sposób, w jaki będziemy komunikować się podczas sesji\n","Teraz musisz zamknąć oczy i wyobrazić sobie to, co widzisz.\n","Teraz musisz zamknąć oczy i pomyśleć, że twój mózg każe ci coś zrobić. Wyobraź sobie, że twój mózg mówi ci, żebyś przestał jeść pewne pokarmy. Albo że twój mózg mówi ci, żebyś ćwiczył pewne mięśnie. Albo że twój mózg mówi ci, żebyś spał przez kilka godzin. O to chodzi w medytacji.\n","\n"," ==================>>> If you like this seesion you could save that to file...\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"U0v5yq7vot5h"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NEJlix-ypSIW","executionInfo":{"status":"ok","timestamp":1612033885032,"user_tz":-60,"elapsed":696,"user":{"displayName":"Marek Leszczynski","photoUrl":"","userId":"05664549655810509768"}},"outputId":"a78defaa-1764-4d54-c39c-c90df95a4b0b"},"source":["#@title Save generated and translated text to file given below { display-mode: \"form\" }\r\n","\r\n","text_file = \"/content/drive/MyDrive/GPT/en_de_pl_trans.txt\" #@param [\"\"] {allow-input: true}\r\n","\r\n","text_file= file_name\r\n","\r\n","\r\n","\r\n","text_temp = temp_list(text_out)\r\n","save_Table_to_file(file_name, temp_file=text_temp) #saving eng\r\n","\r\n","text_temp = temp_list(text_out_de)\r\n","save_Table_to_file(file_name, temp_file=text_temp) #saving ge\r\n","\r\n","text_temp = temp_list(text_out_pl)\r\n","save_Table_to_file(file_name, temp_file=text_temp) #saving pl\r\n","print('Generated and translated text were saved to file {}'.format(file_name))\r\n"],"execution_count":16,"outputs":[{"output_type":"stream","text":["Generated and translated text were saved to file /content/drive/MyDrive/GPT/en_de_pl_trans.txt\n"],"name":"stdout"}]}]}