pythontensorflowgpu
Should Tensorflow always be using the most Cuda cores it can?
I'm training a model right now and it's using almost all my VRAM but my CUDA usage is hovering between 10-20%. Is this normal? I know it's meant to use a lot of VRAM but I'm surprised it's not using a lot of Cuda cores.
Solution
By default tensorflow will allocate almost all GPU's VRAM, to limit that see here.
The GPU usage instead depends on the batch size (larger tends to utilize more GPU), size of the neural network (smaller models use less resource), layer kind (e.g. convolutions use the GPU more efficiently), and the data pipeline: if the way you move data from disk/RAM to GPU is a bottleneck, the GPU will wait for the new batch instead of doing processing.
- Python method chaining in functional programming style
- flask-jwt-extended: Fake Authorization Header during testing (pytest)
- For loop through the list unless empty?
- Polars make all groups the same size
- Is there a way to specify a default base-template for all templates in django?
- How to tackle time limit exceeded error in leetcode
- Is pd.get_dummies() updated in newer versions of Pandas making it default to Booleans (True/False) instead of (0/1)?
- What's the function like sum() but for multiplication? product()?
- How to type hint a dynamically-created dataclass
- Issue with pulling the data with EIA API with Python
- 403 Forbidden Error when scraping a site, user-agents already used and updated. Any ideas?
- Fullstack web-hosting services
- How to handle an AnalysisException on Spark SQL?
- Python requests is slow and takes very long to complete HTTP or HTTPS request
- Is there a way to modify an element in a Numpy array based on the value of other elements?
- Tkinter grid manager height/width nonconsistent
- Sql Alchemy Insert Statement failing to insert, but no error
- How can I create a Polars struct while eval-ing a list?
- Excel using win32com and python
- django: on pypy, psyco, unladen swallow or cpython, which one is the fastest?
- How convert a list into multiple columns and a dataframe?
- Name not defined in type annotation
- Static type checkers and Language Servers not recognizing attributes of objects that are subclasses
- How do I get multiple OID values in PySNMP?
- how to log a file in Django
- Is there a simple and efficient way to evaluate Elementary Symmetric Polynomials in Python?
- Iterating over two lists one after another
- Python -i flag for production
- What is PyCompilerFlags in Python C API?
- How to make Python check whether a variable is a number or letter