gpt2-app | A Flask Web App for Generating Text with GPT-2 | Natural Language Processing library
kandi X-RAY | gpt2-app Summary
kandi X-RAY | gpt2-app Summary
A Flask Web App for Generating Text with GPT-2
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Top functions reviewed by kandi - BETA
- Constructs an interaction model
- Decode a list of tokens
- Encodes text using bpe
- Return the bpe of the given token
- Generate a sample of a model
- Create Flask application instance
gpt2-app Key Features
gpt2-app Examples and Code Snippets
Community Discussions
Trending Discussions on gpt2-app
QUESTION
I have a Flask app running on Google Cloud Run, which needs to download a large model (GPT-2 from huggingface). This takes a while to download, so I am trying to set up so that it only downloads on deployment and then just serves this up for subsequent visits. That is I have the following code in a script that is imported by my main flask app app.py:
...ANSWER
Answered 2021-Mar-30 at 16:27Data written to the filesystem does not persist when the container instance is stopped.
Cloud Run lifetime is the time between an HTTP Request and the HTTP response. Overlapped requests extend this lifetime. Once the final HTTP response is sent your container can be stopped.
Cloud Run instances can run on different hardware (clusters). One instance will not have the same temporary data as another instance. Instances can be moved. Your strategy of downloading a large file and saving it to the in-memory file system will not work consistently.
Also note that the file system is in-memory, which means you need to have additional memory to store files.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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No vulnerabilities reported
Install gpt2-app
You can use gpt2-app like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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