ffjord | code `` FFJORD : Free-form Continuous Dynamics | Reinforcement Learning library
kandi X-RAY | ffjord Summary
kandi X-RAY | ffjord Summary
Code for reproducing the experiments in the paper:. Will Grathwohl*, Ricky T. Q. Chen*, Jesse Bettencourt, Ilya Sutskever, David Duvenaud. "FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models." International Conference on Learning Representations (2019). [arxiv] [bibtex].
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- Generate output files
- Load Freyfaces
- Load Caltech 101 Silhouettes
- Load a dataset
- Saves a model to disk
- Evaluate the model
- Build a model table
- Set CNF layers
- Calculate the density of a given model
- Create a model instance
- Get a dataset
- Build the model
- Returns a dataset
- Performs a single step
- Compute the density trajectory for a given model
- Forward the optimizer
- Inplace spectral norm
- Build model table
- Construct an autortizedode layer
- Perform the forward computation
- Compute the flow for the flow of the flow
- Compute the logarithm of the model
- Load data from a CSV file
- Compute the mean value for a given vector
- Compute the objective function for a given vector
- Compute the objective function
- Forward forward computation
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ffjord Examples and Code Snippets
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QUESTION
I'm new with Julia trying to run the example proposed at https://diffeqflux.sciml.ai/stable/examples/normalizing_flows/ to define and train a continuous normalizing flow using sciml_train.
I just copy/pasted the written code and gets the following error:
...ANSWER
Answered 2020-Oct-09 at 21:08Given, the error message seems a little bit cryptic, due to issuing "#5#7"
instead of a proper function name for the method which is seemingly not callable for the two input arguments of types ::Array{Float32,1}, ::Float32
.
This is presumably due to some not properly defined variable/symbol, which is assumed by a caller to be callable like a function. The caller probably seems to be stemming from within the code you are using.
The thing which seems like the most probable source of this error seems to me to be the cb
in res1 = DiffEqFlux.sciml_train(loss_adjoint, ffjord_test.p, ADAM(0.1), cb = cb, maxiters = 100)
. It is meant to be shorthand for "callback" and assumed to be a function defined by the user, and is called from within sciml_train
. Comparing with the linked document where you took the example from, I can verify that your snippet matches the code over there. I haven't tested it out myself by now, but could you check that the error is gone as soon as you either define a cb
function or remove it from the function call? If that'd be the case, there'd be an error within the official documentation.
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Install ffjord
You can use ffjord 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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