import os import kp import numpy as np import logging DIRNAME = os.path.dirname(os.path.abspath(__file__)) def test_opmult(): """ Test basic OpMult operation """ tensor_in_a = kp.Tensor([2, 2, 2]) tensor_in_b = kp.Tensor([1, 2, 3]) tensor_out = kp.Tensor([0, 0, 0]) mgr = kp.Manager() mgr.rebuild([tensor_in_a, tensor_in_b, tensor_out]) mgr.eval_algo_mult_def([tensor_in_a, tensor_in_b, tensor_out]) mgr.eval_tensor_sync_local_def([tensor_out]) assert tensor_out.data() == [2.0, 4.0, 6.0] assert np.all(tensor_out.numpy() == [2.0, 4.0, 6.0]) def test_opalgobase_data(): """ Test basic OpAlgoBase operation """ tensor_in_a = kp.Tensor([2, 2, 2]) tensor_in_b = kp.Tensor([1, 2, 3]) tensor_out = kp.Tensor([0, 0, 0]) mgr = kp.Manager() shaderData = """ #version 450 layout (local_size_x = 1) in; // The input rebuild bind index is relative to index in parameter passed layout(set = 0, binding = 0) buffer bina { float tina[]; }; layout(set = 0, binding = 1) buffer binb { float tinb[]; }; layout(set = 0, binding = 2) buffer bout { float tout[]; }; void main() { uint index = gl_GlobalInvocationID.x; tout[index] = tina[index] * tinb[index]; } """ mgr.rebuild([tensor_in_a, tensor_in_b, tensor_out]) mgr.eval_algo_str_def([tensor_in_a, tensor_in_b, tensor_out], shaderData) mgr.eval_tensor_sync_local_def([tensor_out]) assert tensor_out.data() == [2.0, 4.0, 6.0] assert np.all(tensor_out.numpy() == [2.0, 4.0, 6.0]) def test_opalgobase_file(): """ Test basic OpAlgoBase operation """ tensor_in_a = kp.Tensor([2, 2, 2]) tensor_in_b = kp.Tensor([1, 2, 3]) tensor_out = kp.Tensor([0, 0, 0]) mgr = kp.Manager() shaderFilePath = os.path.join(DIRNAME, "../../shaders/glsl/opmult.comp") mgr.rebuild([tensor_in_a, tensor_in_b, tensor_out]) mgr.eval_algo_file_def([tensor_in_a, tensor_in_b, tensor_out], shaderFilePath) mgr.eval_tensor_sync_local_def([tensor_out]) assert tensor_out.data() == [2.0, 4.0, 6.0] def test_sequence(): """ Test basic OpAlgoBase operation """ mgr = kp.Manager(0, [2]) tensor_in_a = kp.Tensor([2, 2, 2]) tensor_in_b = kp.Tensor([1, 2, 3]) tensor_out = kp.Tensor([0, 0, 0]) mgr.rebuild([tensor_in_a, tensor_in_b, tensor_out]) shaderFilePath = os.path.join(DIRNAME, "../../shaders/glsl/opmult.comp") mgr.eval_async_algo_file_def([tensor_in_a, tensor_in_b, tensor_out], shaderFilePath) mgr.eval_await_def() seq = mgr.sequence("op") seq.begin() seq.record_tensor_sync_local([tensor_in_a]) seq.record_tensor_sync_local([tensor_in_b]) seq.record_tensor_sync_local([tensor_out]) seq.end() seq.eval() mgr.destroy("op") assert seq.is_init() == False assert tensor_out.data() == [2.0, 4.0, 6.0] assert np.all(tensor_out.numpy() == [2.0, 4.0, 6.0]) mgr.destroy(tensor_in_a) mgr.destroy([tensor_in_b, tensor_out]) assert tensor_in_a.is_init() == False assert tensor_in_b.is_init() == False assert tensor_out.is_init() == False def test_workgroup(): mgr = kp.Manager(0) tensor_a = kp.Tensor(np.zeros([16,8])) tensor_b = kp.Tensor(np.zeros([16,8])) mgr.rebuild([tensor_a, tensor_b]) shader_src = """ #version 450 layout (local_size_x = 1) in; // The input rebuild bind index is relative to index in parameter passed layout(set = 0, binding = 0) writeonly buffer bout { float toutx[]; }; layout(set = 0, binding = 1) writeonly buffer bout2 { float touty[]; }; void main() { uint index = gl_WorkGroupID.x*gl_NumWorkGroups.y + gl_WorkGroupID.y; toutx[index] = gl_GlobalInvocationID.x; touty[index] = gl_GlobalInvocationID.y; } """ shader_src = bytes(shader_src, encoding='utf8') seq = mgr.sequence("new") seq.begin() seq.record_algo_data([tensor_a, tensor_b], shader_src, (16,8,1)) seq.end() seq.eval() mgr.destroy(seq) assert seq.is_init() == False mgr.eval_tensor_sync_local_def([tensor_a, tensor_b]) assert np.all(tensor_a.numpy() == np.stack([np.arange(16)]*8, axis=1).ravel()) assert np.all(tensor_b.numpy() == np.stack([np.arange(8)]*16, axis=0).ravel()) mgr.destroy([tensor_a, tensor_b]) assert tensor_a.is_init() == False assert tensor_b.is_init() == False