workgroups for python
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3 changed files with 91 additions and 14 deletions
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@ -110,3 +110,40 @@ def test_sequence():
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assert tensor_out.data() == [2.0, 4.0, 6.0]
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assert np.all(tensor_out.numpy() == [2.0, 4.0, 6.0])
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def test_workgroup():
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mgr = kp.Manager(0)
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tensor_a = kp.Tensor(np.zeros([16,8]))
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tensor_b = kp.Tensor(np.zeros([16,8]))
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mgr.eval_tensor_create_def([tensor_a, tensor_b])
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shader_src = """
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#version 450
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layout (local_size_x = 1) in;
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// The input tensors bind index is relative to index in parameter passed
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layout(set = 0, binding = 0) writeonly buffer bout { float toutx[]; };
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layout(set = 0, binding = 1) writeonly buffer bout2 { float touty[]; };
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void main() {
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uint index = gl_WorkGroupID.x*gl_NumWorkGroups.y + gl_WorkGroupID.y;
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toutx[index] = gl_GlobalInvocationID.x;
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touty[index] = gl_GlobalInvocationID.y;
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}
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"""
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shader_src = bytes(shader_src, encoding='utf8')
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seq = mgr.create_sequence()
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seq.begin()
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seq.record_algo_data([tensor_a, tensor_b], shader_src, (16,8,1))
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seq.end()
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seq.eval()
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mgr.eval_tensor_sync_local_def([tensor_a, tensor_b])
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assert np.all(tensor_a.numpy() == np.stack([np.arange(16)]*8, axis=1).ravel())
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assert np.all(tensor_b.numpy() == np.stack([np.arange(8)]*16, axis=0).ravel())
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