import os import kp import numpy as np import logging import pyshader as ps DIRNAME = os.path.dirname(os.path.abspath(__file__)) def test_opalgobase_file(): """ 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]) shader_path = os.path.abspath(os.path.join(DIRNAME, "../../shaders/glsl/opmult.comp.spv")) mgr.eval_async_algo_file_def([tensor_in_a, tensor_in_b, tensor_out], shader_path) 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() mgr.rebuild([tensor_in_a, tensor_in_b, tensor_out]) shader_path = os.path.join(DIRNAME, "../../shaders/glsl/opmult.comp.spv") mgr.eval_algo_file_def([tensor_in_a, tensor_in_b, tensor_out], shader_path) 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]) shader_path = os.path.abspath(os.path.join(DIRNAME, "../../shaders/glsl/opmult.comp.spv")) mgr.eval_async_algo_file_def([tensor_in_a, tensor_in_b, tensor_out], shader_path) 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]) @ps.python2shader def compute_shader_wg(gl_idx=("input", "GlobalInvocationId", ps.ivec3), gl_wg_id=("input", "WorkgroupId", ps.ivec3), gl_wg_num=("input", "NumWorkgroups", ps.ivec3), data1=("buffer", 0, ps.Array(ps.f32)), data2=("buffer", 1, ps.Array(ps.f32))): i = gl_wg_id.x * gl_wg_num.y + gl_wg_id.y data1[i] = f32(gl_idx.x) data2[i] = f32(gl_idx.y) seq = mgr.sequence("new") seq.begin() seq.record_algo_data([tensor_a, tensor_b], compute_shader_wg.to_spirv(), workgroup=(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]) print(tensor_a.numpy()) print(tensor_b.numpy()) 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 def test_tensor_rebuild_backwards_compat(): """ 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.eval_tensor_create_def([tensor_in_a, tensor_in_b, tensor_out]) shader_path = os.path.abspath(os.path.join(DIRNAME, "../../shaders/glsl/opmult.comp.spv")) mgr.eval_async_algo_file_def([tensor_in_a, tensor_in_b, tensor_out], shader_path) mgr.eval_await_def() 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])