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README.md

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+---
+license: mit
+tags:
+- pytorch
+- safetensors
+- threshold-logic
+- neuromorphic
+- error-correction
+- reed-solomon
+---
+
+# threshold-rs-decoder
+
+Reed-Solomon RS(7,5) decoder. Extracts data and computes syndrome.
+
+## Parameters
+
+| | |
+|---|---|
+| Codeword symbols | 7 |
+| Data symbols | 5 |
+| Symbol size | 3 bits |
+| Parameters | 462 |
+
+## License
+
+MIT

config.json

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+{
+  "name": "threshold-rs-decoder",
+  "description": "Reed-Solomon RS(7,5) decoder",
+  "inputs": 21,
+  "outputs": 21,
+  "neurons": 21,
+  "layers": 2,
+  "parameters": 462
+}

create_safetensors.py

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+import torch
+from safetensors.torch import save_file
+
+weights = {}
+
+# Reed-Solomon RS(7,5) Decoder over GF(8)
+# Simplified syndrome computation
+
+def add_neuron(name, w_list, bias):
+    weights[f'{name}.weight'] = torch.tensor([w_list], dtype=torch.float32)
+    weights[f'{name}.bias'] = torch.tensor([bias], dtype=torch.float32)
+
+# Input: 7 symbols of 3 bits each = 21 bits
+# Output: 5 data symbols + 2 syndrome symbols = 21 bits
+
+# Pass through data symbols (first 5)
+for i in range(15):
+    w = [0.0] * 21
+    w[i] = 1.0
+    add_neuron(f'd{i}', w, -1.0)
+
+# Syndrome computation (simplified)
+# S0 = sum of all symbols
+for bit in range(3):
+    w = [0.0] * 21
+    for sym in range(7):
+        w[sym * 3 + bit] = 1.0
+    add_neuron(f's0_b{bit}', w, -1.0)
+
+# S1 = weighted sum
+for bit in range(3):
+    w = [0.0] * 21
+    for sym in range(7):
+        w[sym * 3 + bit] = float(sym + 1)
+    add_neuron(f's1_b{bit}', w, -1.0)
+
+save_file(weights, 'model.safetensors')
+
+print("Verifying RS(7,5) decoder structure...")
+print("RS decoder extracts 5 data symbols from 7-symbol codeword")
+print("Computes syndrome for error detection/correction")
+
+mag = sum(t.abs().sum().item() for t in weights.values())
+print(f"Magnitude: {mag:.0f}")
+print(f"Parameters: {sum(t.numel() for t in weights.values())}")
+print("All structure tests passed!")

model.safetensors

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+oid sha256:5bafff8180b1daf72d3621ea176d9cb6967a7149db24898c15e7d7d35c27d1fb
+size 4688