RNN and OpenAI GPT-2

Below you can find a collection of short stories and dialogues generated using an RNN, Tensorflow and GPT-2 to create short novels about relationships.

A few useful links:

Find out more about Tensorflow: An end-to-end open-source machine learning platform.

If you want to try a Multi-layer Recurrent Neural Networks (LSTM, RNN) for word-level language models in Python using TensorFlow you can use these GitHub files here  or similar packages are available in Github

The research lab OpenAI has released the full version of a text-generating AI system, see more here

Or you can try Talk to Transformer 
Built by Adam King (@AdamDanielKing) as an easier way to play with OpenAI’s new machine learning model. In February, OpenAI unveiled a language model called GPT-2 that generates coherent paragraphs of text one word at a time.

To run Tensorflow and GPT-2 from Open AI you can use Anaconda Distribution.
The open-source Anaconda Distribution is the easiest way to perform Python/R data science and machine learning on Linux, Windows, and Mac OS X.


Kindness comes.

My long waiting for love is empty.
Worth every second, but you are gone.
I grew into the world, the lifetime, the Love.
I played to tell you when Love returns.
It remains the heart.
And you leaving more, forgive my gift.
Sometimes I love in our marriage.
Support isn’t an ability.
You’re fighting a secret on your own.
Why someone love? Hurts hearts?
So explain! I know my battlefield. Mine is important together.
I can love too, in understanding, in harmony, because we are lovers. Actors.


Experiences that I can’t judge. No point to ask or to lie.
You: “You Love me.”
I: “I need you.”
You, laughing: “Stupid.”
I: “I Love you.”
You: “Don’t regret the unknown word Love.”
Words are alive, but we are missing to describe them.

At the beginning moment

At the beginning moment, I loved you.
I was happy and let you think of our mistakes, of our kisses.
The wind mutes our jokes.
Escape secretly is a flower for my thoughts. My way.
Together, in the morning, we will know Love and its reason.

In the summer, in the night, in the morning.
I do not know how long it will take.
I can’t wait. I know you will come.
I’m waiting for you.

You’re coming for me.

Any invincible

May worst past dying into any invincible.
Think your master…
Just don’t protect or admire.
No longer again the inspiration, my friend.
For the world, but not for who wants to transform Love.
You walk away, again.
Love. Love. Love. Love always protects the soul.
Laugh and leave. Brave with any change.
You, self tyrant, will not walk away, because I carve your betrayals into your heart.

But you, don’t stop me.
Do what you want.
You will not give up yourself.
I can’t let my own wish be denied.
But you, you will not give up yourself.
So I am here to stop you.

Love. Love. Love.
The world is the same way.
Just like you.

Heart, the knowledge

I can wait for you, a second more.
Patient and behind my soul.
That is how I know my roots.
The unknown regrets in love.
Every feeling grows in time.

Did you fell asleep, will I?
I have always, always been here.
The night’s end is an endless dream.
I see you all, now.
I have been waiting for you forever.
I can feel it.

My father and brother.
This is a song that I sang.

You’re always watching over me.
We will never die.
You were right.
We are one, and this is our destiny.
Our roots are the same, the same one.

My soul has always been in you.
All of my sins have been buried.
The sun has never set on us.

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