.readthedocs.yaml
CHANGELOG.md
CLAUDE.md
INSTALL.md
LICENSE
MANIFEST.in
README.md
SUPPORTED_DEVICES.md
__init__.py
main.py
pyproject.toml
rufferrors.txt
test_quick.py
uv.lock
./__init__.py
./_version.py
./main.py
./test_quick.py
./shaders/activation-gcu-backward.glsl
./shaders/activation-gcu.glsl
./shaders/activation-gelu-backward.glsl
./shaders/activation-gelu.glsl
./shaders/activation-relu-backward.glsl
./shaders/activation-relu.glsl
./shaders/activation-roswish-backward.glsl
./shaders/activation-roswish.glsl
./shaders/activation-silu-backward.glsl
./shaders/activation-silu.glsl
./shaders/activation-softmax-backward.glsl
./shaders/activation-softmax.glsl
./shaders/activation-softplus.glsl
./shaders/activation-swiglu-backward.glsl
./shaders/activation-swiglu.glsl
./shaders/activation-tanh-backward.glsl
./shaders/activation-tanh.glsl
./shaders/adam-update.glsl
./shaders/adamw-update.glsl
./shaders/affect-adam.glsl
./shaders/affect-mlp-backward.glsl
./shaders/affect-mlp-forward.glsl
./shaders/attention-backward.glsl
./shaders/attention-concat-heads.glsl
./shaders/attention-mask.glsl
./shaders/attention-output-gpt.glsl
./shaders/attention-output-t5.glsl
./shaders/attention-output.glsl
./shaders/attention-prosody-modulation.glsl
./shaders/attention-scores.glsl
./shaders/avgpool2d-backward.glsl
./shaders/avgpool2d-forward.glsl
./shaders/batch-similarity.glsl
./shaders/batchnorm2d-backward.glsl
./shaders/batchnorm2d-forward.glsl
./shaders/bridge-continuous-to-spike.glsl
./shaders/bridge-spike-to-continuous.glsl
./shaders/bridge-temporal-weights.glsl
./shaders/capsule-project.glsl
./shaders/contrastive-gradient.glsl
./shaders/contrastive-loss.glsl
./shaders/conv2d-backward-input.glsl
./shaders/conv2d-backward-weight.glsl
./shaders/conv2d-forward.glsl
./shaders/convd_col2im.glsl
./shaders/convd_col2im_noatomic.glsl
./shaders/convd_im2col.glsl
./shaders/cross-entropy-backward.glsl
./shaders/decode-greedy.glsl
./shaders/decode-sample.glsl
./shaders/dg-sparse-expand.glsl
./shaders/domain-classifier.glsl
./shaders/domain-combine-experts.glsl
./shaders/domain-predict.glsl
./shaders/domain-router.glsl
./shaders/embedding-attention.glsl
./shaders/embedding-ffn.glsl
./shaders/embedding-lookup-tiled.glsl
./shaders/embedding-lookup.glsl
./shaders/embedding-normalize.glsl
./shaders/embedding-pool-mask.glsl
./shaders/embedding-pool.glsl
./shaders/embedding-position.glsl
./shaders/faiss-distance.glsl
./shaders/faiss-ivf-filter.glsl
./shaders/faiss-kmeans-update.glsl
./shaders/faiss-quantize.glsl
./shaders/faiss-topk.glsl
./shaders/fft-bitrev.glsl
./shaders/fft-butterfly.glsl
./shaders/fft-magnitude.glsl
./shaders/fft-normalize.glsl
./shaders/fft-power-spectrum.glsl
./shaders/fisher-ewc-penalty.glsl
./shaders/fisher-info.glsl
./shaders/fisher-natural-gradient.glsl
./shaders/fisher-normalize.glsl
./shaders/flash-attention2-rope.glsl
./shaders/flash-attention2.glsl
./shaders/fnn-dropout.glsl
./shaders/fnn-layernorm-backward.glsl
./shaders/fnn-layernorm.glsl
./shaders/fnn-linear-backward.glsl
./shaders/fnn-linear.glsl
./shaders/fnn-residual.glsl
./shaders/fnn-xavier-init.glsl
./shaders/fused-geglu-backward.glsl
./shaders/fused-geglu.glsl
./shaders/fused-layernorm-linear.glsl
./shaders/fused-linear-gcu.glsl
./shaders/fused-linear-gelu.glsl
./shaders/fused-linear-relu.glsl
./shaders/fused-linear-roswish.glsl
./shaders/fused-linear-silu.glsl
./shaders/fused-linear-tanh.glsl
./shaders/fused-qkv-projection.glsl
./shaders/fused-reglu-backward.glsl
./shaders/fused-reglu.glsl
./shaders/fused-swiglu-backward.glsl
./shaders/fused-swiglu.glsl
./shaders/gemm_coopmat.glsl
./shaders/gemm_mnk.glsl
./shaders/gemm_tiled.glsl
./shaders/gif-neuron.glsl
./shaders/gif-prosody.glsl
./shaders/hebbian-learning.glsl
./shaders/hilbert_similarity.comp
./shaders/hopfield-surprise.glsl
./shaders/hybrid-blend.glsl
./shaders/lif-neuron.glsl
./shaders/lora-backward.glsl
./shaders/lora-forward.glsl
./shaders/loss-cross-entropy.glsl
./shaders/loss-fn-bce.glsl
./shaders/lstm-cell-forward.glsl
./shaders/maxpool2d-backward.glsl
./shaders/maxpool2d-forward.glsl
./shaders/memory-context-aggregate.glsl
./shaders/memory-inject-concat.glsl
./shaders/memory-inject-gate.glsl
./shaders/memory-inject-residual.glsl
./shaders/memory-query-pooling.glsl
./shaders/memory-read.glsl
./shaders/memory-write.glsl
./shaders/nlms-ensemble.glsl
./shaders/nlms-metrics.glsl
./shaders/nlms-predict.glsl
./shaders/nlms-update.glsl
./shaders/place-cell.glsl
./shaders/rope.glsl
./shaders/semantic-encoder.glsl
./shaders/snn-expand-time-dim.glsl
./shaders/snn-expert-readout.glsl
./shaders/snn-matmul.glsl
./shaders/snn-readout.glsl
./shaders/snn-rmsnorm.glsl
./shaders/snn-softmax.glsl
./shaders/snn-time-expand.glsl
./shaders/ssd-scan-chunks.glsl
./shaders/ssm-fused-math.glsl
./shaders/ssm-fused-uv.glsl
./shaders/stdp-learning.glsl
./shaders/surprise-momentum.glsl
./shaders/surprise-recall-blend.glsl
./shaders/synapsis-forward.glsl
./shaders/synapsis-stdp-trace.glsl
./shaders/synapsis-stdp-update.glsl
./shaders/theta-gamma-encoding.glsl
./shaders/time-cell.glsl
./shaders/whitening-apply.glsl
./shaders/whitening-batch-stats.glsl
./shaders/whitening-transform.glsl
./shaders/experimental/vsa-argmax-rows.glsl
./shaders/experimental/vsa-bind-batch.glsl
./shaders/experimental/vsa-bind.glsl
./shaders/experimental/vsa-bundle-batch.glsl
./shaders/experimental/vsa-bundle.glsl
./shaders/experimental/vsa-fft-convolve.glsl
./shaders/experimental/vsa-mask-selected.glsl
./shaders/experimental/vsa-resonator-step.glsl
./shaders/experimental/vsa-similarity-batch.glsl
./shaders/experimental/spv/vsa-bind-batch.spv
./shaders/experimental/spv/vsa-bind.spv
./shaders/experimental/spv/vsa-bundle-batch.spv
./shaders/experimental/spv/vsa-bundle.spv
./shaders/experimental/spv/vsa-fft-convolve.spv
./shaders/experimental/spv/vsa-resonator-step.spv
./shaders/experimental/spv/vsa-similarity-batch.spv
./shaders/spv/activation-gcu-backward.spv
./shaders/spv/activation-gcu.spv
./shaders/spv/activation-gelu-backward.spv
./shaders/spv/activation-gelu.spv
./shaders/spv/activation-relu-backward.spv
./shaders/spv/activation-relu.spv
./shaders/spv/activation-roswish-backward.spv
./shaders/spv/activation-roswish.spv
./shaders/spv/activation-silu-backward.spv
./shaders/spv/activation-silu.spv
./shaders/spv/activation-softmax-backward.spv
./shaders/spv/activation-softmax.spv
./shaders/spv/activation-softplus.spv
./shaders/spv/activation-swiglu-backward.spv
./shaders/spv/activation-swiglu.spv
./shaders/spv/activation-tanh-backward.spv
./shaders/spv/activation-tanh.spv
./shaders/spv/adam-update.spv
./shaders/spv/adamw-update.spv
./shaders/spv/affect-adam.spv
./shaders/spv/affect-mlp-backward.spv
./shaders/spv/affect-mlp-forward.spv
./shaders/spv/attention-backward.spv
./shaders/spv/attention-concat-heads.spv
./shaders/spv/attention-mask.spv
./shaders/spv/attention-output-gpt.spv
./shaders/spv/attention-output-t5.spv
./shaders/spv/attention-output.spv
./shaders/spv/attention-prosody-modulation.spv
./shaders/spv/attention-scores.spv
./shaders/spv/avgpool2d-backward-new.spv
./shaders/spv/avgpool2d-backward.spv
./shaders/spv/avgpool2d-forward.spv
./shaders/spv/batch-similarity.spv
./shaders/spv/batchnorm2d-backward.spv
./shaders/spv/batchnorm2d-forward.spv
./shaders/spv/bridge-continuous-to-spike.spv
./shaders/spv/bridge-spike-to-continuous.spv
./shaders/spv/bridge-temporal-weights.spv
./shaders/spv/capsule-project.spv
./shaders/spv/contrastive-gradient.spv
./shaders/spv/contrastive-loss.spv
./shaders/spv/conv2d-backward-input.spv
./shaders/spv/conv2d-backward-weight.spv
./shaders/spv/conv2d-forward.spv
./shaders/spv/convd_col2im.spv
./shaders/spv/convd_im2col.spv
./shaders/spv/cross-entropy-backward.spv
./shaders/spv/decode-greedy.spv
./shaders/spv/decode-sample.spv
./shaders/spv/dg-sparse-expand.spv
./shaders/spv/domain-classifier.spv
./shaders/spv/domain-combine-experts.spv
./shaders/spv/domain-predict.spv
./shaders/spv/domain-router.spv
./shaders/spv/embedding-attention.spv
./shaders/spv/embedding-ffn.spv
./shaders/spv/embedding-lookup-tiled.spv
./shaders/spv/embedding-lookup.spv
./shaders/spv/embedding-normalize.spv
./shaders/spv/embedding-pool-mask.spv
./shaders/spv/embedding-pool.spv
./shaders/spv/embedding-position.spv
./shaders/spv/faiss-distance.spv
./shaders/spv/faiss-ivf-filter.spv
./shaders/spv/faiss-kmeans-update.spv
./shaders/spv/faiss-quantize.spv
./shaders/spv/faiss-topk.spv
./shaders/spv/fft-bitrev.spv
./shaders/spv/fft-butterfly.spv
./shaders/spv/fft-magnitude.spv
./shaders/spv/fft-normalize.spv
./shaders/spv/fft-power-spectrum.spv
./shaders/spv/fisher-ewc-penalty.spv
./shaders/spv/fisher-info.spv
./shaders/spv/fisher-natural-gradient.spv
./shaders/spv/fisher-normalize.spv
./shaders/spv/flash-attention2-rope.spv
./shaders/spv/flash-attention2.spv
./shaders/spv/fnn-dropout.spv
./shaders/spv/fnn-layernorm-backward.spv
./shaders/spv/fnn-layernorm.spv
./shaders/spv/fnn-linear-backward.spv
./shaders/spv/fnn-linear.spv
./shaders/spv/fnn-residual.spv
./shaders/spv/fnn-xavier-init.spv
./shaders/spv/fused-geglu-backward.spv
./shaders/spv/fused-geglu.spv
./shaders/spv/fused-layernorm-linear.spv
./shaders/spv/fused-linear-gcu.spv
./shaders/spv/fused-linear-gelu.spv
./shaders/spv/fused-linear-relu.spv
./shaders/spv/fused-linear-roswish.spv
./shaders/spv/fused-linear-silu.spv
./shaders/spv/fused-linear-tanh.spv
./shaders/spv/fused-qkv-projection.spv
./shaders/spv/fused-reglu-backward.spv
./shaders/spv/fused-reglu.spv
./shaders/spv/fused-swiglu-backward.spv
./shaders/spv/fused-swiglu.spv
./shaders/spv/gemm_coopmat.spv
./shaders/spv/gemm_mnk.spv
./shaders/spv/gemm_tiled.spv
./shaders/spv/gif-neuron.spv
./shaders/spv/gif-prosody.spv
./shaders/spv/hebbian-learning.spv
./shaders/spv/hybrid-blend.spv
./shaders/spv/l2-normalize.spv
./shaders/spv/lif-neuron.spv
./shaders/spv/lora-backward.spv
./shaders/spv/lora-forward.spv
./shaders/spv/loss-cross-entropy.spv
./shaders/spv/loss-fn-bce.spv
./shaders/spv/maxpool2d-backward.spv
./shaders/spv/maxpool2d-forward.spv
./shaders/spv/mean-pooling.spv
./shaders/spv/memory-context-aggregate.spv
./shaders/spv/memory-inject-concat.spv
./shaders/spv/memory-inject-gate.spv
./shaders/spv/memory-inject-residual.spv
./shaders/spv/memory-query-pooling.spv
./shaders/spv/memory-read.spv
./shaders/spv/memory-write.spv
./shaders/spv/nlms-ensemble.spv
./shaders/spv/nlms-metrics.spv
./shaders/spv/nlms-predict.spv
./shaders/spv/nlms-update.spv
./shaders/spv/place-cell.spv
./shaders/spv/position-encoding.spv
./shaders/spv/rope.spv
./shaders/spv/semantic-encoder.spv
./shaders/spv/snn-expand-time-dim.spv
./shaders/spv/snn-expert-readout.spv
./shaders/spv/snn-matmul.spv
./shaders/spv/snn-readout.spv
./shaders/spv/snn-rmsnorm.spv
./shaders/spv/snn-softmax.spv
./shaders/spv/snn-time-expand.spv
./shaders/spv/ssd-scan-chunks.spv
./shaders/spv/ssm-fused-math.spv
./shaders/spv/ssm-fused-uv.spv
./shaders/spv/stdp-learning.spv
./shaders/spv/synapsis-forward.spv
./shaders/spv/synapsis-stdp-trace.spv
./shaders/spv/synapsis-stdp-update.spv
./shaders/spv/theta-gamma-encoding.spv
./shaders/spv/time-cell.spv
./shaders/spv/whitening-apply.spv
./shaders/spv/whitening-batch-stats.spv
./shaders/spv/whitening-transform.spv
.github/workflows/ci.yml
.github/workflows/publish.yml
assets/G.png
assets/baked_with_grilly_badge.png
assets/grilly-signature.png
assets/grilly_mascott_github.png
assets/made_with_grilly_icon_g_only.png
assets/1x/Asset 4.png
assets/1x/dark-logo-text.png
assets/1x/grilly_logo_banner_orangefire.png
assets/1x/grilly_mascott.png
assets/2x/Asset 4@2x.png
assets/2x/dark-logo-text@2x.png
assets/2x/grilly_logo_banner_orangefire@2x.png
assets/2x/grilly_mascott@2x.png
assets/3x/Asset 4@3x-100.jpg
assets/3x/Asset 4@3x.png
assets/3x/dark-logo-text@3x-100.jpg
assets/3x/dark-logo-text@3x.png
assets/3x/grilly_logo_banner_orangefire@3x.png
assets/3x/grilly_mascott@3x-100.jpg
assets/3x/grilly_mascott@3x.png
assets/4x/Asset 4@4x.png
assets/4x/dark-logo-text@4x.png
assets/4x/grilly_logo_banner_orangefire@4x.png
assets/4x/grilly_mascott@4x.png
assets/SVG/Asset 4.svg
assets/SVG/dark-logo-text.svg
assets/SVG/grilly_mascott.svg
backend/__init__.py
backend/_glu_append.py
backend/affect.py
backend/attention.py
backend/autograd_core.py
backend/base.py
backend/buffer_pool.py
backend/capsule_transformer.py
backend/cells.py
backend/compute.py
backend/contrastive.py
backend/conv.py
backend/core.py
backend/faiss.py
backend/fft.py
backend/fnn.py
backend/hilbert.py
backend/learning.py
backend/lora.py
backend/memory.py
backend/normalization.py
backend/pipelines.py
backend/pooling.py
backend/shader_registry.py
backend/snn.py
backend/snn_compute.py
backend/snn_visualizer.py
backend/vma_wrapper.py
backend/experimental/__init__.py
backend/experimental/vsa.py
benchmarks/__init__.py
benchmarks/bench_attention.py
benchmarks/bench_buffer_pool.py
benchmarks/bench_device_local.py
benchmarks/bench_gemm.py
benchmarks/bench_linear.py
benchmarks/bench_memory.py
benchmarks/bench_model_shapes.py
benchmarks/bench_training.py
benchmarks/bench_vsa.py
benchmarks/utils.py
datasets/__init__.py
datasets/clean_conversations.py
datasets/loader.py
datasets/merge_svc.py
datasets/validate_svc.py
datasets/semantic/svc_pipeline_semantic.py
docs/COVERAGE.md
docs/conf.py
docs/index.rst
docs/requirements.txt
docs/_ext/api_doc_enhancer.py
docs/api/grilly.backend.experimental.rst
docs/api/grilly.backend.rst
docs/api/grilly.datasets.rst
docs/api/grilly.experimental.cognitive.rst
docs/api/grilly.experimental.language.rst
docs/api/grilly.experimental.moe.rst
docs/api/grilly.experimental.rst
docs/api/grilly.experimental.temporal.rst
docs/api/grilly.experimental.vsa.rst
docs/api/grilly.functional.rst
docs/api/grilly.nn.rst
docs/api/grilly.optim.rst
docs/api/grilly.rst
docs/api/grilly.scripts.rst
docs/api/grilly.utils.rst
docs/api/index.rst
docs/api/modules.rst
docs/concepts/architecture_and_runtime.rst
docs/concepts/attention_transformers_and_decoding.rst
docs/concepts/compatibility_and_integrations.rst
docs/concepts/convolution_pooling_and_normalization.rst
docs/concepts/design_choices.rst
docs/concepts/experimental_language_and_cognition.rst
docs/concepts/index.rst
docs/concepts/lora_and_adapter_finetuning.rst
docs/concepts/memory_retrieval_and_faiss.rst
docs/concepts/module_system_and_functional_api.rst
docs/concepts/multimodal_capsule_and_vlm.rst
docs/concepts/performance_debugging_and_testing.rst
docs/concepts/specialized_operations.rst
docs/concepts/spiking_neural_networks.rst
docs/concepts/stable_hashing_and_ingestion_checkpoints.rst
docs/concepts/tensor_model_and_shapes.rst
docs/concepts/training_and_optimization.rst
docs/getting_started/core_concepts.rst
docs/getting_started/index.rst
docs/getting_started/installation.rst
docs/getting_started/pytorch_users.rst
docs/getting_started/quickstart.rst
docs/tutorials/index.rst
docs/tutorials/tutorial_01_compute_api.rst
docs/tutorials/tutorial_02_first_network.rst
docs/tutorials/tutorial_03_training_loop.rst
docs/tutorials/tutorial_04_attention_and_memory.rst
docs/tutorials/tutorial_05_experimental_language.rst
docs/tutorials/tutorial_06_convolution_pipeline.rst
docs/tutorials/tutorial_07_spiking_neurons.rst
docs/tutorials/tutorial_08_vector_search_and_routing.rst
docs/tutorials/tutorial_09_lora_adaptation.rst
docs/tutorials/tutorial_10_multimodal_fusion.rst
docs/tutorials/tutorial_11_ingestion_checkpoints.rst
docs/tutorials/tutorial_12_cognitive_controller_flow.rst
examples/README.md
examples/benchmark_gemm.py
examples/classifier.py
examples/experimental_backend_vsa.py
examples/experimental_chat.py
examples/experimental_cognitive.py
examples/experimental_cognitive_capsule.py
examples/experimental_cognitive_temporal_gate.py
examples/experimental_language.py
examples/experimental_moe.py
examples/experimental_moe_capsule.py
examples/experimental_svc_ingestion.py
examples/experimental_temporal.py
examples/experimental_vsa_batch.py
examples/experimental_vsa_ops.py
examples/experimental_vsa_resonator.py
examples/hello_grilly.py
examples/train_mlp.py
experimental/__init__.py
experimental/cognitive/__init__.py
experimental/cognitive/_controller.old.py
experimental/cognitive/capsule.py
experimental/cognitive/controller.py
experimental/cognitive/memory.py
experimental/cognitive/simulator.py
experimental/cognitive/understander.py
experimental/cognitive/world.py
experimental/language/__init__.py
experimental/language/encoder.py
experimental/language/generator.py
experimental/language/parser.py
experimental/language/svc_loader.py
experimental/language/system.py
experimental/moe/__init__.py
experimental/moe/relational.py
experimental/moe/routing.py
experimental/temporal/__init__.py
experimental/temporal/causal.py
experimental/temporal/counterfactual.py
experimental/temporal/encoder.py
experimental/temporal/state.py
experimental/temporal/validator.py
experimental/vsa/__init__.py
experimental/vsa/ops.py
experimental/vsa/resonator.py
experimental_datasets/conversation_svc_pipeline.py
experimental_datasets/svc_pipeline.py
experimental_datasets/svc_pipeline_semantic.py
functional/__init__.py
functional/activations.py
functional/attention.py
functional/bridge.py
functional/cells.py
functional/dropout.py
functional/embedding.py
functional/faiss.py
functional/fft.py
functional/learning.py
functional/linear.py
functional/loss.py
functional/memory.py
functional/normalization.py
grilly.egg-info/PKG-INFO
grilly.egg-info/SOURCES.txt
grilly.egg-info/dependency_links.txt
grilly.egg-info/requires.txt
grilly.egg-info/top_level.txt
mcp-servers/elephant-coder/consolidator.py
mcp-servers/elephant-coder/indexer.py
mcp-servers/elephant-coder/memory_store.py
mcp-servers/elephant-coder/pyproject.toml
mcp-servers/elephant-coder/retriever.py
mcp-servers/elephant-coder/server.py
mcp-servers/elephant-coder/uv.lock
mcp-servers/grilly/README.md
mcp-servers/grilly/mcp-config-example.json
mcp-servers/grilly/package-lock.json
mcp-servers/grilly/package.json
mcp-servers/grilly/test-mcp.mjs
mcp-servers/grilly/tsconfig.json
mcp-servers/grilly/src/index.ts
nn/__init__.py
nn/affect.py
nn/autograd.py
nn/capsule.py
nn/capsule_embedding.py
nn/cells.py
nn/conv.py
nn/decoding.py
nn/gpu_backward.py
nn/hippocampal.py
nn/lora.py
nn/loss.py
nn/memory.py
nn/module.py
nn/modules.py
nn/multimodal.py
nn/normalization.py
nn/parameter.py
nn/pooling.py
nn/rnn.py
nn/routing.py
nn/snn.py
nn/transformer.py
optim/__init__.py
optim/adam.py
optim/adamw.py
optim/base.py
optim/lr_scheduler.py
optim/natural_gradient.py
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tutorials/05_neural_network.py
tutorials/06_transformer_components.py
tutorials/07_autograd.py
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