Grillcheese-AI · grillcheese123 · Jun 18, 2026 · Jun 18, 2026
diff --git a/.gitignore b/.gitignore
@@ -1,62 +1 @@
-```
-# Python
-__pycache__/
-*.pyc
-*.pyo
-*.pyd
-*.egg-info/
-
-# Build artifacts
-build/
-dist/
-*.so
-*.dylib
-*.dll
-
-# Dependencies
-.venv/
-venv/
-.env
-.env.local
-*.env.*
-
-# Editors
-.vscode/
-.idea/
-*.swp
-*.swo
-
-# Logs
-*.log
-
-# OS
-.DS_Store
-Thumbs.db
-
-# Testing
-.coverage
-coverage/
-htmlcov/
-.pytest_cache/
-.mypy_cache/
-
-# Compressed
-*.zip
-*.gz
-*.tar
-*.tgz
-*.bz2
-*.xz
-*.7z
-*.rar
-*.zst
-*.lz4
-*.lzh
-*.cab
-*.arj
-*.rpm
-*.deb
-*.Z
-*.lz
-*.lzo
-```
+Nothing should be ignored based on the provided file changes. The only modified file is a C++ source file (`cpp/src/buffer_pool.cpp`), which is a source code file and should not be ignored. There are no build artifacts, dependencies, temporary files, or other items in the change list that warrant being added to `.gitignore`.
diff --git a/__pycache__/__init__.cpython-312.pyc b/__pycache__/__init__.cpython-312.pyc
diff --git a/__pycache__/_version.cpython-312.pyc b/__pycache__/_version.cpython-312.pyc
diff --git a/backend/__pycache__/__init__.cpython-312.pyc b/backend/__pycache__/__init__.cpython-312.pyc
diff --git a/backend/__pycache__/_bridge.cpython-312.pyc b/backend/__pycache__/_bridge.cpython-312.pyc
diff --git a/backend/__pycache__/adaptive_kv.cpython-312.pyc b/backend/__pycache__/adaptive_kv.cpython-312.pyc
diff --git a/backend/__pycache__/affect.cpython-312.pyc b/backend/__pycache__/affect.cpython-312.pyc
diff --git a/backend/__pycache__/amp.cpython-312.pyc b/backend/__pycache__/amp.cpython-312.pyc
diff --git a/backend/__pycache__/attention.cpython-312.pyc b/backend/__pycache__/attention.cpython-312.pyc
diff --git a/backend/__pycache__/autograd_core.cpython-312.pyc b/backend/__pycache__/autograd_core.cpython-312.pyc
diff --git a/backend/__pycache__/base.cpython-312.pyc b/backend/__pycache__/base.cpython-312.pyc
diff --git a/backend/__pycache__/buffer_pool.cpython-312.pyc b/backend/__pycache__/buffer_pool.cpython-312.pyc
diff --git a/backend/__pycache__/capsule_transformer.cpython-312.pyc b/backend/__pycache__/capsule_transformer.cpython-312.pyc
diff --git a/backend/__pycache__/cells.cpython-312.pyc b/backend/__pycache__/cells.cpython-312.pyc
diff --git a/backend/__pycache__/compute.cpython-312.pyc b/backend/__pycache__/compute.cpython-312.pyc
diff --git a/backend/__pycache__/contrastive.cpython-312.pyc b/backend/__pycache__/contrastive.cpython-312.pyc
diff --git a/backend/__pycache__/conv.cpython-312.pyc b/backend/__pycache__/conv.cpython-312.pyc
diff --git a/backend/__pycache__/core.cpython-312.pyc b/backend/__pycache__/core.cpython-312.pyc
diff --git a/backend/__pycache__/faiss.cpython-312.pyc b/backend/__pycache__/faiss.cpython-312.pyc
diff --git a/backend/__pycache__/fft.cpython-312.pyc b/backend/__pycache__/fft.cpython-312.pyc
diff --git a/backend/__pycache__/fnn.cpython-312.pyc b/backend/__pycache__/fnn.cpython-312.pyc
diff --git a/backend/__pycache__/fnn_chain.cpython-312.pyc b/backend/__pycache__/fnn_chain.cpython-312.pyc
diff --git a/backend/__pycache__/learning.cpython-312.pyc b/backend/__pycache__/learning.cpython-312.pyc
diff --git a/backend/__pycache__/lora.cpython-312.pyc b/backend/__pycache__/lora.cpython-312.pyc
diff --git a/backend/__pycache__/memory.cpython-312.pyc b/backend/__pycache__/memory.cpython-312.pyc
diff --git a/backend/__pycache__/normalization.cpython-312.pyc b/backend/__pycache__/normalization.cpython-312.pyc
diff --git a/backend/__pycache__/pipelines.cpython-312.pyc b/backend/__pycache__/pipelines.cpython-312.pyc
diff --git a/backend/__pycache__/pooling.cpython-312.pyc b/backend/__pycache__/pooling.cpython-312.pyc
diff --git a/backend/__pycache__/shader_registry.cpython-312.pyc b/backend/__pycache__/shader_registry.cpython-312.pyc
diff --git a/backend/__pycache__/snn.cpython-312.pyc b/backend/__pycache__/snn.cpython-312.pyc
diff --git a/backend/__pycache__/snn_compute.cpython-312.pyc b/backend/__pycache__/snn_compute.cpython-312.pyc
diff --git a/backend/__pycache__/snn_visualizer.cpython-312.pyc b/backend/__pycache__/snn_visualizer.cpython-312.pyc
diff --git a/backend/__pycache__/tensor_ops.cpython-312.pyc b/backend/__pycache__/tensor_ops.cpython-312.pyc
diff --git a/backend/experimental/__pycache__/__init__.cpython-312.pyc b/backend/experimental/__pycache__/__init__.cpython-312.pyc
diff --git a/backend/experimental/__pycache__/vsa.cpython-312.pyc b/backend/experimental/__pycache__/vsa.cpython-312.pyc
diff --git a/cpp/src/buffer_pool.cpp b/cpp/src/buffer_pool.cpp
@@ -115,7 +115,10 @@ GrillyBuffer BufferPool::allocateBuffer(size_t bucketSize) {
     VkBufferCreateInfo bufferInfo{};
     bufferInfo.sType = VK_STRUCTURE_TYPE_BUFFER_CREATE_INFO;
     bufferInfo.size = bucketSize;
-    bufferInfo.usage = VK_BUFFER_USAGE_STORAGE_BUFFER_BIT;
+    // Add TRANSFER_DST and TRANSFER_SRC for staging copies (upload/download)
+    bufferInfo.usage = VK_BUFFER_USAGE_STORAGE_BUFFER_BIT |
+                       VK_BUFFER_USAGE_TRANSFER_DST_BIT |
+                       VK_BUFFER_USAGE_TRANSFER_SRC_BIT;
     bufferInfo.sharingMode = VK_SHARING_MODE_EXCLUSIVE;
 
     // REQUIRE device-local memory.
@@ -276,7 +279,10 @@ GrillyBuffer BufferPool::acquirePreferDeviceLocal(size_t size) {
     VkBufferCreateInfo bufferInfo{};
     bufferInfo.sType = VK_STRUCTURE_TYPE_BUFFER_CREATE_INFO;
     bufferInfo.size = bucket;
-    bufferInfo.usage = VK_BUFFER_USAGE_STORAGE_BUFFER_BIT;
+    // Add TRANSFER_DST and TRANSFER_SRC for staging copies (upload/download)
+    bufferInfo.usage = VK_BUFFER_USAGE_STORAGE_BUFFER_BIT |
+                       VK_BUFFER_USAGE_TRANSFER_DST_BIT |
+                       VK_BUFFER_USAGE_TRANSFER_SRC_BIT;
     bufferInfo.sharingMode = VK_SHARING_MODE_EXCLUSIVE;
 
     // Request host-visible mapping but PREFER device-local.
@@ -323,8 +329,10 @@ GrillyBuffer BufferPool::acquireReadback(size_t size) {
     VkBufferCreateInfo bufferInfo{};
     bufferInfo.sType = VK_STRUCTURE_TYPE_BUFFER_CREATE_INFO;
     bufferInfo.size = bucket;
+    // Add TRANSFER_SRC for readback (GPU → CPU copy source)
     bufferInfo.usage = VK_BUFFER_USAGE_STORAGE_BUFFER_BIT |
-                       VK_BUFFER_USAGE_TRANSFER_DST_BIT;
+                       VK_BUFFER_USAGE_TRANSFER_DST_BIT |
+                       VK_BUFFER_USAGE_TRANSFER_SRC_BIT;
     bufferInfo.sharingMode = VK_SHARING_MODE_EXCLUSIVE;
 
     VmaAllocationCreateInfo allocInfo{};

diff --git a/experimental/__pycache__/__init__.cpython-312.pyc b/experimental/__pycache__/__init__.cpython-312.pyc
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diff --git a/experimental/language/__pycache__/batch_encoder.cpython-312.pyc b/experimental/language/__pycache__/batch_encoder.cpython-312.pyc
diff --git a/experimental/language/__pycache__/encoder.cpython-312.pyc b/experimental/language/__pycache__/encoder.cpython-312.pyc
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diff --git a/experimental/temporal/__pycache__/__init__.cpython-312.pyc b/experimental/temporal/__pycache__/__init__.cpython-312.pyc
diff --git a/experimental/temporal/__pycache__/causal.cpython-312.pyc b/experimental/temporal/__pycache__/causal.cpython-312.pyc
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