diff options
| author | Tanner Robison <[email protected]> | 2026-06-25 15:27:45 -0700 |
|---|---|---|
| committer | Tanner Robison <[email protected]> | 2026-06-25 15:49:24 -0700 |
| commit | 3c9a3d7d92d155545ce4892524f00dcd092b52d3 (patch) | |
| tree | 2b797ec584b7496da7764cb8fce8db4aad9e8ba4 /custom_benchmark | |
| parent | c53c13b873ea1e69ed260844268f11708d4b4a5b (diff) | |
using memTorch to simulate spires reservoir
focusing on trying to simulate a spires reservoir on a memristor crossbar using memTorch
Diffstat (limited to 'custom_benchmark')
| -rw-r--r-- | custom_benchmark/README.md | 5 | ||||
| -rw-r--r-- | custom_benchmark/memTorch_SNN.py | 28 | ||||
| -rw-r--r-- | custom_benchmark/memristor_benchmark.cpp | 2 |
3 files changed, 0 insertions, 35 deletions
diff --git a/custom_benchmark/README.md b/custom_benchmark/README.md deleted file mode 100644 index 7513f7f..0000000 --- a/custom_benchmark/README.md +++ /dev/null @@ -1,5 +0,0 @@ -# custom benchmark for memTorch simulations - -## metrics - -## tasks diff --git a/custom_benchmark/memTorch_SNN.py b/custom_benchmark/memTorch_SNN.py deleted file mode 100644 index 67e9cb6..0000000 --- a/custom_benchmark/memTorch_SNN.py +++ /dev/null @@ -1,28 +0,0 @@ -import torch -import memtorch - -# 1. Standard memTorch setup (Static crossbar weights) -ann_layer = torch.nn.Linear(100, 10) -patched_layer = memtorch.mn.Module.patch_model(ann_layer, memristor_model) - -# 2. Your custom SNN wrapper loop -def forward_snn(input_spikes_over_time): - # input_spikes_over_time shape: (time_steps, batch_size, input_dim) - time_steps = input_spikes_over_time.shape[0] - v_mem = torch.zeros(batch_size, 10) # Hidden neuron membrane potentials - output_spikes = [] - - for t in range(time_steps): - # Pass binary spikes through memTorch's physical crossbar simulation - current_in = patched_layer(input_spikes_over_time[t]) - - # Leaky Integrate-and-Fire (LIF) logic (Written by you!) - v_mem = 0.9 * v_mem + current_in # Leak & Integrate - - # Fire threshold - spike = (v_mem >= 1.0).float() - v_mem[v_mem >= 1.0] = 0.0 # Reset - - output_spikes.append(spike) - - return torch.stack(output_spikes) diff --git a/custom_benchmark/memristor_benchmark.cpp b/custom_benchmark/memristor_benchmark.cpp deleted file mode 100644 index 91e7eb6..0000000 --- a/custom_benchmark/memristor_benchmark.cpp +++ /dev/null @@ -1,2 +0,0 @@ -#include <iostream> -#include <torch/extension.h> |