# Buffer Management
Buffers are GPU memory regions managed via opaque integer handles.
## Creating Buffers
All buffers are created from a flat list of values with a shape and type:
```elixir
# 1D float vector
{:ok, buf} = ExCubecl.buffer([1.0, 2.0, 3.0, 4.0], [4], :f32)
# 2D matrix
{:ok, matrix} = ExCubecl.buffer([1.0, 2.0, 3.0, 4.0], [2, 2], :f32)
# 3D tensor (e.g. image: height x width x channels)
{:ok, image} = ExCubecl.buffer(List.duplicate(0.0, 1080 * 1920 * 3), [1080, 1920, 3], :f32)
# Integer buffer
{:ok, int_buf} = ExCubecl.buffer([10, 20, 30], [3], :s32)
# Byte buffer (e.g. raw pixel data)
{:ok, bytes} = ExCubecl.buffer([0, 128, 255], [3], :u8)
```
Supported types: `:f32`, `:f64`, `:s32`, `:s64`, `:u32`, `:u8`.
## Reading Data
```elixir
# Returns {:ok, binary}
{:ok, data} = ExCubecl.read(buf)
# Raises on error
data = ExCubecl.read!(buf)
```
## Inspection
```elixir
{:ok, [2, 2]} = ExCubecl.shape(buf) # dimensions
{:ok, "f32"} = ExCubecl.dtype(buf) # element type string
{:ok, 16} = ExCubecl.size(buf) # total bytes
```
## Cleanup
```elixir
:ok = ExCubecl.free(buf)
```
Always free buffers when done to avoid GPU memory leaks. The `!/` variants raise on error:
```elixir
buf = ExCubecl.buffer!([1.0, 2.0], [2], :f32)
data = ExCubecl.read!(buf)
:ok = ExCubecl.free(buf)
```
## Internal Representation
Internally, buffers are reference-counted GPU resources managed by the Rust NIF layer. The Elixir side only holds a lightweight integer handle. All data lives in Rust memory, not in the BEAM heap.