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- 3 commits
- 36 files changed
- 2 contributors
Commits on May 2, 2025
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* Generic conv constructor for specific conv1d and conv2d layers * Generic maxpool constructor for maxpool1d_layer and maxpool2d_layer * Fix arguments in 2d CNN * Update src/nf/nf_layer_constructors.f90 Co-authored-by: Jeremie Vandenplas <[email protected]> * Update src/nf/nf_layer_constructors.f90 Co-authored-by: Jeremie Vandenplas <[email protected]> * Update src/nf/nf_layer_constructors.f90 Co-authored-by: Jeremie Vandenplas <[email protected]> * Update src/nf/nf_layer_constructors.f90 Co-authored-by: Jeremie Vandenplas <[email protected]> * Add generic locally_connected wrapper around locally_connected1d --------- Co-authored-by: Jeremie Vandenplas <[email protected]>
Commits on Jul 30, 2025
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Apply optimizer to model weights without data copy (#222)
* WIP optimizer refactor w/ pointers * WIP optimizer optimization * Send the data to optimizer without a copy works for dense layers * Get weights and weight gradients as 1d * get_params_ptr and get_gradients_ptr for conv1d, conv2d, and locally_connected1d * Define optimizer instance per layer to preserve memory across layers * Initialization of network-wide optimizer no longer needed now that we switched to per-layer optimizer instances * Bookkeeping for velocity, rms_gradient, etc.; optimizer tests now pass * Update optimizer flow for linear2d * Update optimizer flow for layernorm * Previous bookkeeping for successive calls to optim % minimize() assumed 2 calls per batch; this is now generalized to allow any number of calls until size(params) is exhausted * Remove get_gradients from network, layer, dense, conv1d, conv2d * Remove optimizer as component to the network class
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