Comments (7)
Nodes in Torch's nngraph
are layers (or modules). The brick is layer. Nodes in TF/Theano graph are tensor operations. The brick is smaller.
The Python bridge looks pretty half-baked to me. I think that it's near impossible to have an ideal bridge (unless there's a magic function call that translates Python code to Lua code). If you write computational code in Python, you lose the performance of Torch; but you have to write computational code if you want to implement something new. Torch doesn't support symbolic programming.
from deepframeworks.
FWIW, I'm changing the format of this evaluation to a table view. This should make the comparison more detailed and fairer.
from deepframeworks.
You make valid points, so perhaps add those to the comparison in some way?
A table is good, but I would recommend a series of headings/points to cover, for example abstraction level, language support, packages/libraries etc. Then write some prose on each framework which justifies ratings. An example would be this review on API tools. I think this should give you the best of what you have now and a table view.
from deepframeworks.
Thanks for the suggestion. I've just updated the review.
from deepframeworks.
Thanks - much easier to see points of comparison now. Small final suggestion - a table of contents at the top using relative links so that people can see the different areas covered.
from deepframeworks.
Good suggestion. Will do.
from deepframeworks.
Added as you suggested. Thanks.
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Related Issues (20)
- Java platforms? HOT 1
- How about MXNet、Petuum、IDLF、Neon? HOT 1
- Networks can be written in python in caffe recent versions
- CNTK Modeling Capability rating is missing HOT 1
- CNTK Python bindings HOT 1
- tensorflow is fast now HOT 2
- DL4J (Deeplearning4java) and distributed architecture
- Deployment Stars
- Tensorflow runs under bash for ubuntu for windows HOT 2
- MATLAB Support
- Python has static typing
- Is there this type of deep learning model?
- Module deployment HOT 1
- TensorFlow language support
- Need update
- How about Keras?
- CNTK has added support for Multi GPU and CNTK Performance has improved significantly over TensorFlow, Theano, Torch and Caffe.
- + chainer? HOT 1
- Add comments on the learning algorithms
- Comments about Multi-GPU and Torch HOT 1
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