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- Reddit how to make text smaller pdf#
- Reddit how to make text smaller full#
- Reddit how to make text smaller pro#
- Reddit how to make text smaller code#
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For the purposes of finetuning, since we can’t modify the architecture, it’s easier to think of GPT-2 as a black box, taking in inputs and providing outputs. The actual Transformer architecture GPT-2 uses is very complicated to explain (here’s a great lecture). These models are much larger than what you see in typical AI tutorials and are harder to wield: the “small” model hits GPU memory limits while finetuning with consumer GPUs, the “medium” model requires additional training techniques before it could be finetuned on server GPUs without going out-of-memory, and the “large” model cannot be finetuned at all with current server GPUs before going OOM, even with those techniques. OpenAI has released three flavors of GPT-2 models to date: the “small” 124M parameter model (500MB on disk), the “medium” 355M model (1.5GB on disk), and recently the 774M model (3GB on disk). Thanks to gpt-2-simple and this Colaboratory Notebook, you can easily finetune GPT-2 on your own dataset with a simple function, and generate text to your own specifications! How GPT-2 Works
Reddit how to make text smaller code#
Enter gpt-2-simple, a Python package which wraps Shepperd’s finetuning code in a functional interface and adds many utilities for model management and generation control. I waited to see if anyone would make a tool to help streamline this finetuning and text generation workflow, a la textgenrnn which I had made for recurrent neural network-based text generation. From there, the proliferation of GPT-2 generated text took off: researchers such as Gwern Branwen made GPT-2 Poetry and Janelle Shane made GPT-2 Dungeons and Dragons character bios. A notebook was created soon after, which can be copied into Google Colaboratory and clones Shepperd’s repo to finetune GPT-2 backed by a free GPU. Neil Shepperd created a fork of OpenAI’s repo which contains additional code to allow finetuning the existing OpenAI model on custom datasets.
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Reddit how to make text smaller full#
Then, save it back to the original format using the same tool again.At the same time, the Python code which allowed anyone to download the model (albeit smaller versions out of concern the full model can be abused to mass-generate fake news) and the TensorFlow code to load the downloaded model and generate predictions was open-sourced on GitHub.
Reddit how to make text smaller pdf#
You can do this with Smallpdf by converting the PDF to Word (or another Microsoft Office format) to edit the content from there. If you’re interested in protecting your information by removing it altogether, rather than learning how to black out information on a PDF, we can also help you.
Reddit how to make text smaller pro#
OCR is available for Pro users in case you’re dealing with scans - we’re here to help! :) Another Workaround On the result page, there should be an option for you to Edit your files once you’ve converted them to PDF format. Look out for the ‘connected tools’ function, where you can move directly from one tool to another, without the need to download and re-upload files between each step. As you’ve figured, this would entail converting different file types to PDF, carrying out the redacting, and then converting the file back to its original format, or simply leaving it as a PDF. The PDF converter can also be used in case you need to blackout text on documents of other file formats.