Ternary Weights Network for Darknet
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Jun 10, 2020 - C
#
ternary-weights
Here are 9 public repositories matching this topic...
From-scratch 0.15B BitNet 1.58-bit (ternary) RWKV-7 LLM trained on an 8GB GPU — QAT, 2-bit packing, RFT, local chat app.
deep-learning cuda pytorch quantization from-scratch bitnet langauge-model ternary-weights quantization-aware-training llm rwkv
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May 30, 2026 - Python
TQ1.0 ternary inference engine for BitNet b1.58 on CPU. Pack + run Falcon3-1B/3B/7B/10B, no GPU needed.
cpp high-performance simd avx2 quantization ternary bonsai inference-engine bitnet edge-ai ternary-weights cpu-inference local-llm llm-inference falcon3 1bit-llm bitnet-b158
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Jun 16, 2026 - Python
PERSPECTIVE v2 — A 1.05 trillion parameter sparse Mixture-of-Experts language model that runs on consumer hardware (4 GB VRAM + 32 GB RAM). Features O(1) perspective decay recurrence, 3D torus manifold routing, native ternary {-1,0,+1} weights, holographic distributed memory, and hard geometric safety constraints. Built in Rust.
nlp rust machine-learning research deep-learning neural-network transformer moe language-model ai-safety efficient-inference consumer-hardware mixture-of-experts on-device-ai ternary-weights llm sparse-models holographic-memory manifold-routing novel-architecture
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Feb 20, 2026 - Rust
Custom CUDA kernels for accelerating 1.58-bit ternary LLM inference with 2:4 structured sparsity on consumer Ampere GPUs. Exploits both ternary arithmetic (no multiplies) and hardware sparse tensor cores to maximize throughput on RTX 3060. Based on the Sparse-BitNet paper (Zhang et al., 2026).
sparsity gpu cuda transformer cpp17 cuda-kernels quantization ampere structured-sparsity bitnet ternary-weights cusparselt llm-inference
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Mar 11, 2026 - Cuda
Experimental ternary (1.58-bit) backend for PyTorch.
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Mar 5, 2026 - Python
Ternary inference engine for microcontrollers. Zero-heap, zero-dependency, pure C99
machine-learning microcontroller embedded esp32 c99 stm32 inference-engine edge-ai tinyml ternary-weights rp2040 llm
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Apr 18, 2026 - C
Interactive Training Dashboard & CAGS-Operator Verification for JamOne Nano.
machine-learning compression optimization neural-networks ternary-weights cpu-training llm ai-efficiency
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Mar 20, 2026 - Python
First 1-bit (BitNet b1.58) recursive reasoner for Sudoku-Extreme - distilled from a 7M-param FP TRM teacher into a 1.4 MB ternary student
pytorch sudoku mps hrm knowledge-distillation trm bitnet edge-ai ternary-weights quantization-aware-training apple-silicon tiny-models reasoning-engine efficient-ml tiny-recursive-model recursive-reasoning 1-bit-llm bitnet-b158 bitdistill sudoku-extreme
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May 8, 2026 - Python
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