From 1460d65cf48950aa18dba75f14f2d6429520329a Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Tue, 15 Oct 2024 17:01:59 -0400 Subject: [PATCH 01/13] add timer to cancel inverse pass --- mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp b/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp index 5b84674b15..73f2416799 100644 --- a/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp +++ b/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp @@ -14,6 +14,7 @@ #define DEBUG_TYPE "remove-chained-self-inverse" +#include #include #include @@ -51,6 +52,7 @@ struct RemoveChainedSelfInversePass { LLVM_DEBUG(dbgs() << "remove chained self inverse pass" << "\n"); + auto start = std::chrono::high_resolution_clock::now(); // Run cse pass before running remove-chained-self-inverse, // to aid identifying equivalent SSA values when verifying @@ -88,6 +90,10 @@ struct RemoveChainedSelfInversePass if (failed(applyPatternsAndFoldGreedily(targetfunc, std::move(patterns)))) { return signalPassFailure(); } + + auto stop = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(stop - start); + llvm::errs() << "cancel inverse pass runtime: " << duration.count() << "\n"; } }; From d7816f58a1b41950f39a853a24c158e91de5de8e Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Tue, 15 Oct 2024 17:06:43 -0400 Subject: [PATCH 02/13] add merge rotation timer --- mlir/lib/Quantum/Transforms/merge_rotation.cpp | 7 +++++++ .../lib/Quantum/Transforms/remove_chained_self_inverse.cpp | 2 +- 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/mlir/lib/Quantum/Transforms/merge_rotation.cpp b/mlir/lib/Quantum/Transforms/merge_rotation.cpp index 45819b0247..aaf928ba24 100644 --- a/mlir/lib/Quantum/Transforms/merge_rotation.cpp +++ b/mlir/lib/Quantum/Transforms/merge_rotation.cpp @@ -14,6 +14,8 @@ #define DEBUG_TYPE "merge-rotation" +#include + #include "Catalyst/IR/CatalystDialect.h" #include "Quantum/IR/QuantumOps.h" #include "Quantum/Transforms/Patterns.h" @@ -40,6 +42,7 @@ struct MergeRotationsPass : impl::MergeRotationsPassBase { { LLVM_DEBUG(dbgs() << "merge rotation pass" << "\n"); + auto start = std::chrono::high_resolution_clock::now(); Operation *module = getOperation(); Operation *targetfunc; @@ -67,6 +70,10 @@ struct MergeRotationsPass : impl::MergeRotationsPassBase { if (failed(applyPatternsAndFoldGreedily(targetfunc, std::move(patterns)))) { return signalPassFailure(); } + + auto stop = std::chrono::high_resolution_clock::now(); + auto duration = std::chrono::duration_cast(stop - start); + llvm::errs() << "cancel inverse pass runtime: " << duration.count() << " microseconds\n"; } }; diff --git a/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp b/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp index 73f2416799..a23212995f 100644 --- a/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp +++ b/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp @@ -93,7 +93,7 @@ struct RemoveChainedSelfInversePass auto stop = std::chrono::high_resolution_clock::now(); auto duration = std::chrono::duration_cast(stop - start); - llvm::errs() << "cancel inverse pass runtime: " << duration.count() << "\n"; + llvm::errs() << "cancel inverse pass runtime: " << duration.count() << "microseconds\n"; } }; From f8ac11f60836308ea0ec560f788209e56b3df1f7 Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Tue, 15 Oct 2024 17:08:42 -0400 Subject: [PATCH 03/13] add space --- mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp b/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp index a23212995f..2bc8820f1e 100644 --- a/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp +++ b/mlir/lib/Quantum/Transforms/remove_chained_self_inverse.cpp @@ -93,7 +93,7 @@ struct RemoveChainedSelfInversePass auto stop = std::chrono::high_resolution_clock::now(); auto duration = std::chrono::duration_cast(stop - start); - llvm::errs() << "cancel inverse pass runtime: " << duration.count() << "microseconds\n"; + llvm::errs() << "cancel inverse pass runtime: " << duration.count() << " microseconds\n"; } }; From 3fce232ce3d741c1081883263f75a7e781dcf807 Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Tue, 15 Oct 2024 17:14:42 -0400 Subject: [PATCH 04/13] merge rotation pass message says merge rotation (instead of cancel inverse :) ) --- mlir/lib/Quantum/Transforms/merge_rotation.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mlir/lib/Quantum/Transforms/merge_rotation.cpp b/mlir/lib/Quantum/Transforms/merge_rotation.cpp index aaf928ba24..57d1e7ec6f 100644 --- a/mlir/lib/Quantum/Transforms/merge_rotation.cpp +++ b/mlir/lib/Quantum/Transforms/merge_rotation.cpp @@ -73,7 +73,7 @@ struct MergeRotationsPass : impl::MergeRotationsPassBase { auto stop = std::chrono::high_resolution_clock::now(); auto duration = std::chrono::duration_cast(stop - start); - llvm::errs() << "cancel inverse pass runtime: " << duration.count() << " microseconds\n"; + llvm::errs() << "merge rotation pass runtime: " << duration.count() << " microseconds\n"; } }; From b683db1f85fdf2b403bd23da624f0b0d75ae970d Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Tue, 15 Oct 2024 17:15:16 -0400 Subject: [PATCH 05/13] add toy circuit frontend python file --- my_toy_circuit.py | 36 ++++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) create mode 100644 my_toy_circuit.py diff --git a/my_toy_circuit.py b/my_toy_circuit.py new file mode 100644 index 0000000000..6796afa7fe --- /dev/null +++ b/my_toy_circuit.py @@ -0,0 +1,36 @@ +import jax +import numpy as np +import pennylane as qml + +import catalyst +from catalyst import qjit + +# dev = qml.device("lightning.qubit", wires=2, shots=5) +dev = qml.device("lightning.qubit", wires=3) +U = 1j / np.sqrt(2) * np.array([[1, 1], [1, -1]]) + +pipeline = {"cancel_inverses":{}, "merge_rotations":{}} + +# @qjit(seed=37, keep_intermediate=True) +#@qjit(keep_intermediate=True) +@qjit(circuit_transform_pipeline = pipeline) +@qml.qnode(dev) +def circuit(theta): + qml.ctrl(qml.GlobalPhase(0.123), 0) + qml.ctrl(qml.adjoint(qml.GlobalPhase(0.123)), 0) + qml.GlobalPhase(1.23) + qml.adjoint(qml.GlobalPhase(1.23)) + qml.Hadamard(wires=[0]) + qml.RX(theta, wires=[1]) + qml.adjoint(qml.RX(theta, wires=[1])) + qml.QubitUnitary(U, wires=[2]) + qml.adjoint(qml.QubitUnitary(U, wires=[2])) + qml.adjoint(qml.RY(12.34, wires=[1])) + qml.RY(12.34, wires=[1]) + # return qml.expval(qml.PauliZ(wires=[0])) + # return qml.sample() + return qml.probs() + + +res = circuit(12.3) +print(res) From 02157077df5a6c0cb676ff3ea7e1c18344898a4e Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Wed, 16 Oct 2024 13:56:10 -0400 Subject: [PATCH 06/13] use instrumentation --- frontend/catalyst/compiler.py | 10 ++++++ my_toy_circuit.py | 58 +++++++++++++++++++++++------------ 2 files changed, 48 insertions(+), 20 deletions(-) diff --git a/frontend/catalyst/compiler.py b/frontend/catalyst/compiler.py index e49363c719..5d1d3bade4 100644 --- a/frontend/catalyst/compiler.py +++ b/frontend/catalyst/compiler.py @@ -189,6 +189,14 @@ def run_writing_command(command: List[str], compile_options: Optional[CompileOpt ], ) +PEEPHOLE_BENCHMARK_PASS = ( + "PeepholeBenchmarkPass", + [ + "remove-chained-self-inverse{func-name=circuit}", + "merge-rotations{func-name=circuit}", + ], +) + HLO_LOWERING_PASS = ( "HLOLoweringPass", [ @@ -306,6 +314,7 @@ def run_writing_command(command: List[str], compile_options: Optional[CompileOpt DEFAULT_PIPELINES = [ + PEEPHOLE_BENCHMARK_PASS, ENFORCE_RUNTIME_INVARIANTS_PASS, HLO_LOWERING_PASS, QUANTUM_COMPILATION_PASS, @@ -323,6 +332,7 @@ def run_writing_command(command: List[str], compile_options: Optional[CompileOpt DEFAULT_ASYNC_PIPELINES = [ ENFORCE_RUNTIME_INVARIANTS_PASS, + PEEPHOLE_BENCHMARK_PASS, HLO_LOWERING_PASS, QUANTUM_COMPILATION_PASS, BUFFERIZATION_PASS, diff --git a/my_toy_circuit.py b/my_toy_circuit.py index 6796afa7fe..4216dba65b 100644 --- a/my_toy_circuit.py +++ b/my_toy_circuit.py @@ -4,33 +4,51 @@ import catalyst from catalyst import qjit +from catalyst.debug import instrumentation + +import os -# dev = qml.device("lightning.qubit", wires=2, shots=5) dev = qml.device("lightning.qubit", wires=3) -U = 1j / np.sqrt(2) * np.array([[1, 1], [1, -1]]) -pipeline = {"cancel_inverses":{}, "merge_rotations":{}} +peephole_pipeline = {"cancel_inverses":{}, "merge_rotations":{}} + # @qjit(seed=37, keep_intermediate=True) #@qjit(keep_intermediate=True) -@qjit(circuit_transform_pipeline = pipeline) +""" +@qjit(pipelines = [ + ("0_canonicalize", ["canonicalize"]), + ("peephole", + [ + "builtin.module(remove-chained-self-inverse{func-name=circuit})", + "builtin.module(merge-rotations{func-name=circuit})" + ] + ), # peephole + ("inline_nested_module", ["inline-nested-module"]), + ], # pipelines = + #circuit_transform_pipeline = peephole_pipeline, + autograph=True, + keep_intermediate=True) +""" +@qjit(autograph=True, + keep_intermediate=True, + #circuit_transform_pipeline = peephole_pipeline, + ) @qml.qnode(dev) -def circuit(theta): - qml.ctrl(qml.GlobalPhase(0.123), 0) - qml.ctrl(qml.adjoint(qml.GlobalPhase(0.123)), 0) - qml.GlobalPhase(1.23) - qml.adjoint(qml.GlobalPhase(1.23)) - qml.Hadamard(wires=[0]) - qml.RX(theta, wires=[1]) - qml.adjoint(qml.RX(theta, wires=[1])) - qml.QubitUnitary(U, wires=[2]) - qml.adjoint(qml.QubitUnitary(U, wires=[2])) - qml.adjoint(qml.RY(12.34, wires=[1])) - qml.RY(12.34, wires=[1]) - # return qml.expval(qml.PauliZ(wires=[0])) - # return qml.sample() +def circuit(theta, loop_size): + for i in range(loop_size): + qml.Hadamard(0) + qml.Hadamard(0) + qml.RX(theta, wires=1) + qml.RX(-theta, wires=1) return qml.probs() -res = circuit(12.3) -print(res) +os.remove("my_toy_circuit.yml") +with instrumentation("my_toy_circuit", filename="my_toy_circuit.yml", detailed=True): + res = circuit(12.3, 10000000) + print(res) + +with open('my_toy_circuit.yml', 'r') as f: + print(f.read()) + From 97583bd2f360ac1d98d7a4e09ac4ad2a7bb6432a Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Wed, 16 Oct 2024 14:14:56 -0400 Subject: [PATCH 07/13] update circuit --- my_toy_circuit.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/my_toy_circuit.py b/my_toy_circuit.py index 4216dba65b..d0d516a0e4 100644 --- a/my_toy_circuit.py +++ b/my_toy_circuit.py @@ -46,7 +46,7 @@ def circuit(theta, loop_size): os.remove("my_toy_circuit.yml") with instrumentation("my_toy_circuit", filename="my_toy_circuit.yml", detailed=True): - res = circuit(12.3, 10000000) + res = circuit(12.3, 10) print(res) with open('my_toy_circuit.yml', 'r') 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z{dS}h_dYj`y+`h$lpaLd$`(CS!AR`Rt^O9d>+8x6i1mwJ1PLE>+7w4{1FIpCzLao9&^vjyfNu8|ja3fuk+)Th v?lxT2 +start2 = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S.%f") +_ = qml.transforms.merge_rotations(tape) +end2 = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S.%f") +start_time = float(start2[start2.rfind(":")+1:]) +end_time = float(end2[end2.rfind(":")+1:]) +elapsed_seconds = end_time - start_time +elapsed_ms2 = elapsed_seconds * 1e3 + +total_elapsed_ms = elapsed_ms1 + elapsed_ms2 +with open('core_peephole_time.txt', 'w') as f: + print(total_elapsed_ms, file=f) -with open('my_toy_circuit.yml', 'r') as f: - print(f.read()) +#res = circuit_corePL(12.3, num_of_iters) +#print(res) diff --git a/peephole_benchmark_driver.py b/peephole_benchmark_driver.py new file mode 100644 index 0000000000..0e8bd3027e --- /dev/null +++ b/peephole_benchmark_driver.py @@ -0,0 +1,124 @@ +import subprocess + +import matplotlib.pyplot as plt +import numpy as np + +def do(command): + subprocess.call(command, shell=True) + + +def run_one_circuit(timings, core_PL_timings, num_of_iters): + do(f"python3 my_toy_circuit.py {num_of_iters}") + + with open('my_toy_circuit.yml', 'r') as f: + lines = f.readlines() + for i, line in enumerate(lines): + if "PeepholeBenchmarkPass" in line: + walltime = lines[i+1] + walltime = float(walltime[walltime.find(":")+2:].strip("\n")) + cputime = lines[i+2] + cputime = float(cputime[cputime.find(":")+2:].strip("\n")) + programsize = lines[i+3] + programsize = int(programsize[programsize.find(":")+2:].strip("\n")) + + timings.append({"walltime":walltime, + "cputime":cputime, "programsize":programsize}) + + with open('core_peephole_time.txt', 'r') as f: + core_PL_time = float(f.readlines()[0].strip("\n")) + #print(core_PL_time) + core_PL_timings.append(core_PL_time) + + return timings, core_PL_timings + + +def collect_mean(raw_data, core_PL_timings): + ''' + raw_data is something like + [{'walltime': 0.307265, 'cputime': 0.306, 'programsize': 48}, + {'walltime': 0.301666, 'cputime': 0.299, 'programsize': 48}, + {'walltime': 0.342119, 'cputime': 0.341, 'programsize': 48}, + {'walltime': 0.313134, 'cputime': 0.312, 'programsize': 48}] + + core_PL_timings is just a list of numbers + ''' + mean_data = {'walltime': 0, 'cputime': 0, 'programsize': 0} + for i, d in enumerate(raw_data): + mean_data["walltime"] += d["walltime"] + mean_data["cputime"] += d["cputime"] + mean_data["programsize"] += d["programsize"] + + N = len(raw_data) + mean_data["walltime"] /= N + mean_data["cputime"] /= N + mean_data["programsize"] //= N + + return mean_data, np.mean(np.array(core_PL_timings)) + + +def run_one_loopsize(loopsize): + timings = [] + core_PL_timings = [] + for i in range(3): + _ = run_one_circuit(timings, core_PL_timings, loopsize) + timings = _[0] + core_PL_timings = _[1] + + #print(timings) + #print(collect_mean(timings)) + return collect_mean(timings, core_PL_timings) + + +############# main ################## +loopsizes = [10, 100, 1000, 10000] +walltimes = [] +cputimes = [] +programsizes = [] +core_PL_times = [] + +for loopsize in loopsizes: + _ = run_one_loopsize(loopsize) + catalyst_times = _[0] + core_PL_times.append(_[1]) + walltimes.append(catalyst_times["walltime"]) + cputimes.append(catalyst_times["cputime"]) + programsizes.append(catalyst_times["programsize"]) + +print(loopsizes, walltimes, cputimes, programsizes, core_PL_times) + +loopsizes = np.array(loopsizes) +walltimes = np.array(walltimes) +cputimes = np.array(cputimes) +programsizes = np.array(programsizes) + + +plt.figure(figsize=(18, 10)) + +#plt.plot(loopsizes, walltimes, label='wall time', color='green') +plt.subplot(2,1,1) +plt.plot(loopsizes, cputimes, label='Catalyst time', color='blue') +plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') +plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") +plt.xlabel('Circuit gate depth') +plt.ylabel('Compile time (ms)') +#plt.ylim(0.29, 0.35) +plt.legend() + +plt.subplot(2,1,2) +plt.plot(loopsizes, programsizes, label='program size', color='red') +plt.title('Catalyst compiled program size for programs with loops') +plt.xlabel('Circuit gate depth') +plt.ylabel('Program size (IR lines)') +plt.legend() + +''' +plt.subplot(3,1,3) +plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') +plt.title('Plain PennyLane compilation time for running cancel_inverses and merge_rotations optimizations') +plt.xlabel('Circuit gate depth') +plt.ylabel('Compile time (ms)') +plt.legend() +''' + +plt.subplots_adjust(hspace=0.8) +plt.show() From 2c627e860105c5f2a34a1e0528e0de8407ae9a04 Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Thu, 17 Oct 2024 10:50:02 -0400 Subject: [PATCH 09/13] format --- frontend/catalyst/compiler.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/frontend/catalyst/compiler.py b/frontend/catalyst/compiler.py index 5d1d3bade4..a25b8a620d 100644 --- a/frontend/catalyst/compiler.py +++ b/frontend/catalyst/compiler.py @@ -192,8 +192,8 @@ def run_writing_command(command: List[str], compile_options: Optional[CompileOpt PEEPHOLE_BENCHMARK_PASS = ( "PeepholeBenchmarkPass", [ - "remove-chained-self-inverse{func-name=circuit}", - "merge-rotations{func-name=circuit}", + "remove-chained-self-inverse{func-name=circuit}", + "merge-rotations{func-name=circuit}", ], ) From 994e3e49765492306d650a2662eab8595a38ee44 Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Thu, 17 Oct 2024 13:23:36 -0400 Subject: [PATCH 10/13] a bit of sync --- auto_peephole_comp.png | Bin 0 -> 106306 bytes ...ephole_compile_time_artificial_circuit.png | Bin 67239 -> 108595 bytes circuit.png | Bin 0 -> 16029 bytes circuit_optimized.png | Bin 0 -> 14440 bytes my_toy_circuit.py | 62 +++--- peephole_benchmark_data.npz | Bin 0 -> 2284 bytes peephole_benchmark_data_geomspace25.npz | Bin 0 -> 2284 bytes peephole_benchmark_data_small.npz | Bin 0 -> 1444 bytes peephole_benchmark_driver.py | 187 ++++++++++-------- 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a/peephole_benchmark_driver.py +++ b/peephole_benchmark_driver.py @@ -3,86 +3,90 @@ import matplotlib.pyplot as plt import numpy as np + def do(command): - subprocess.call(command, shell=True) + subprocess.call(command, shell=True) def run_one_circuit(timings, core_PL_timings, num_of_iters): - do(f"python3 my_toy_circuit.py {num_of_iters}") + do(f"python3 my_toy_circuit.py {num_of_iters}") - with open('my_toy_circuit.yml', 'r') as f: - lines = f.readlines() - for i, line in enumerate(lines): - if "PeepholeBenchmarkPass" in line: - walltime = lines[i+1] - walltime = float(walltime[walltime.find(":")+2:].strip("\n")) - cputime = lines[i+2] - cputime = float(cputime[cputime.find(":")+2:].strip("\n")) - programsize = lines[i+3] - programsize = int(programsize[programsize.find(":")+2:].strip("\n")) + with open("my_toy_circuit.yml", "r") as f: + lines = f.readlines() + for i, line in enumerate(lines): + if "PeepholeBenchmarkPass" in line: + walltime = lines[i + 1] + walltime = float(walltime[walltime.find(":") + 2 :].strip("\n")) + cputime = lines[i + 2] + cputime = float(cputime[cputime.find(":") + 2 :].strip("\n")) + programsize = lines[i + 3] + programsize = int(programsize[programsize.find(":") + 2 :].strip("\n")) - timings.append({"walltime":walltime, - "cputime":cputime, "programsize":programsize}) + timings.append( + {"walltime": walltime, "cputime": cputime, "programsize": programsize} + ) - with open('core_peephole_time.txt', 'r') as f: - core_PL_time = float(f.readlines()[0].strip("\n")) - #print(core_PL_time) - core_PL_timings.append(core_PL_time) + with open("core_peephole_time.txt", "r") as f: + core_PL_time = float(f.readlines()[0].strip("\n")) + # print(core_PL_time) + core_PL_timings.append(core_PL_time) - return timings, core_PL_timings + return timings, core_PL_timings def collect_mean(raw_data, core_PL_timings): - ''' - raw_data is something like - [{'walltime': 0.307265, 'cputime': 0.306, 'programsize': 48}, - {'walltime': 0.301666, 'cputime': 0.299, 'programsize': 48}, - {'walltime': 0.342119, 'cputime': 0.341, 'programsize': 48}, - {'walltime': 0.313134, 'cputime': 0.312, 'programsize': 48}] + """ + raw_data is something like + [{'walltime': 0.307265, 'cputime': 0.306, 'programsize': 48}, + {'walltime': 0.301666, 'cputime': 0.299, 'programsize': 48}, + {'walltime': 0.342119, 'cputime': 0.341, 'programsize': 48}, + {'walltime': 0.313134, 'cputime': 0.312, 'programsize': 48}] - core_PL_timings is just a list of numbers - ''' - mean_data = {'walltime': 0, 'cputime': 0, 'programsize': 0} - for i, d in enumerate(raw_data): - mean_data["walltime"] += d["walltime"] - mean_data["cputime"] += d["cputime"] - mean_data["programsize"] += d["programsize"] + core_PL_timings is just a list of numbers + """ + mean_data = {"walltime": 0, "cputime": 0, "programsize": 0} + for i, d in enumerate(raw_data): + mean_data["walltime"] += d["walltime"] + mean_data["cputime"] += d["cputime"] + mean_data["programsize"] += d["programsize"] - N = len(raw_data) - mean_data["walltime"] /= N - mean_data["cputime"] /= N - mean_data["programsize"] //= N + N = len(raw_data) + mean_data["walltime"] /= N + mean_data["cputime"] /= N + mean_data["programsize"] //= N - return mean_data, np.mean(np.array(core_PL_timings)) + return mean_data, np.mean(np.array(core_PL_timings)) def run_one_loopsize(loopsize): - timings = [] - core_PL_timings = [] - for i in range(3): - _ = run_one_circuit(timings, core_PL_timings, loopsize) - timings = _[0] - core_PL_timings = _[1] + timings = [] + core_PL_timings = [] + for i in range(3): + _ = run_one_circuit(timings, core_PL_timings, loopsize) + timings = _[0] + core_PL_timings = _[1] - #print(timings) - #print(collect_mean(timings)) - return collect_mean(timings, core_PL_timings) + # print(timings) + # print(collect_mean(timings)) + return collect_mean(timings, core_PL_timings) ############# main ################## -loopsizes = [10, 100, 1000, 10000] +# loopsizes = [10, 50, 100, 500, 1000, 5000, 10000] +# loopsizes = [10, 20, 30, 40, 100, 150, 200] +loopsizes = np.geomspace(10, 50000, 25, dtype=int) walltimes = [] cputimes = [] programsizes = [] core_PL_times = [] for loopsize in loopsizes: - _ = run_one_loopsize(loopsize) - catalyst_times = _[0] - core_PL_times.append(_[1]) - walltimes.append(catalyst_times["walltime"]) - cputimes.append(catalyst_times["cputime"]) - programsizes.append(catalyst_times["programsize"]) + _ = run_one_loopsize(loopsize) + catalyst_times = _[0] + core_PL_times.append(_[1]) + walltimes.append(catalyst_times["walltime"]) + cputimes.append(catalyst_times["cputime"]) + programsizes.append(catalyst_times["programsize"]) print(loopsizes, walltimes, cputimes, programsizes, core_PL_times) @@ -90,35 +94,48 @@ def run_one_loopsize(loopsize): walltimes = np.array(walltimes) cputimes = np.array(cputimes) programsizes = np.array(programsizes) - - -plt.figure(figsize=(18, 10)) - -#plt.plot(loopsizes, walltimes, label='wall time', color='green') -plt.subplot(2,1,1) -plt.plot(loopsizes, cputimes, label='Catalyst time', color='blue') -plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') -plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") -plt.xlabel('Circuit gate depth') -plt.ylabel('Compile time (ms)') -#plt.ylim(0.29, 0.35) -plt.legend() - -plt.subplot(2,1,2) -plt.plot(loopsizes, programsizes, label='program size', color='red') -plt.title('Catalyst compiled program size for programs with loops') -plt.xlabel('Circuit gate depth') -plt.ylabel('Program size (IR lines)') -plt.legend() - -''' -plt.subplot(3,1,3) -plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') -plt.title('Plain PennyLane compilation time for running cancel_inverses and merge_rotations optimizations') -plt.xlabel('Circuit gate depth') -plt.ylabel('Compile time (ms)') -plt.legend() -''' - -plt.subplots_adjust(hspace=0.8) -plt.show() +core_PL_times = np.array(core_PL_times) + +np.savez( + "peephole_benchmark_data", + loopsizes=loopsizes, + walltimes=walltimes, + cputimes=cputimes, + programsizes=programsizes, + core_PL_times=core_PL_times, +) + + +#################### plot ######################## +plot = False +if plot: + plt.figure(figsize=(18, 10)) + + # plt.plot(loopsizes, walltimes, label='wall time', color='green') + plt.subplot(2, 1, 1) + plt.plot(loopsizes, cputimes, label="Catalyst time", color="blue") + plt.plot(loopsizes, core_PL_times, label="core PL time", color="green") + plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") + plt.xlabel("Circuit gate depth") + plt.ylabel("Compile time (ms)") + # plt.ylim(0.29, 0.35) + plt.legend() + + plt.subplot(2, 1, 2) + plt.plot(loopsizes, programsizes, label="program size", color="red") + plt.title("Catalyst compiled program size for programs with loops") + plt.xlabel("Circuit gate depth") + plt.ylabel("Program size (IR lines)") + plt.legend() + + """ + plt.subplot(3,1,3) + plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') + plt.title('Plain PennyLane compilation time for running cancel_inverses and merge_rotations optimizations') + plt.xlabel('Circuit gate depth') + plt.ylabel('Compile time (ms)') + plt.legend() + """ + + plt.subplots_adjust(hspace=0.8) + plt.show() diff --git a/plot.py b/plot.py new file mode 100644 index 0000000000..b3718ae261 --- /dev/null +++ b/plot.py @@ -0,0 +1,87 @@ +import matplotlib.image as mpimg +import matplotlib.pyplot as plt +import numpy as np +from matplotlib.offsetbox import AnnotationBbox, OffsetImage, TextArea + +# data = np.load('peephole_benchmark_data_small.npz') +data = np.load("peephole_benchmark_data_geomspace25.npz") +# data = np.load('peephole_benchmark_data.npz') + +loopsizes = data["loopsizes"] * 2 # each loop has 4 gates +walltimes = data["walltimes"] +cputimes = data["cputimes"] +programsizes = data["programsizes"] +core_PL_times = data["core_PL_times"] + + +print(loopsizes, walltimes, cputimes, programsizes, core_PL_times) + + +plt.figure(figsize=(15, 9)) + +# plt.plot(loopsizes, walltimes, label='wall time', color='green') +# plt.subplot(2, 1, 1) +plt.plot( + loopsizes, cputimes, marker="o", label="Catalyst", c=plt.cm.tab20(2), ls="--", zorder=2 +) +plt.plot( + loopsizes, core_PL_times, marker="s", label="PennyLane", c=plt.cm.tab20(1), ls="--", zorder=2 +) +# plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") +plt.xlabel("Circuit Gate Depth [$N$]", fontsize=14) +plt.xscale("log") +plt.ylabel("Compilation Time [ms]", fontsize=14) +# plt.ylim(0.29, 0.35) +plt.ylim(-100, 1660) +plt.legend(loc="upper right", fontsize=14) + + +img = mpimg.imread("auto_peephole_comp.png") + +# plt.xlim(-1000, 21000) +# plt.ylim(-100, 1500) +# plt.imshow(img, extent=(100, 1000, 600, 1000)) + +imagebox = OffsetImage(img, zoom=0.39) +ab = AnnotationBbox(imagebox, (900, 1000), zorder=1, frameon=False) +plt.gca().add_artist(ab) + + +text_box = TextArea( + """ +Compilation Time Benchmarks, +Quantum Circuit Optimizations + +Catalyst v0.9.0-dev36 +""", + textprops=dict(color="black", fontsize=14), +) +ab = AnnotationBbox( + text_box, + (45, 1500), + frameon=False, + bboxprops=dict(facecolor="none", edgecolor="none"), + zorder=1, +) +plt.gca().add_artist(ab) + +""" +plt.subplot(2, 1, 2) +plt.plot(loopsizes, programsizes, label="program size", color="red") +plt.title("Catalyst compiled program size for programs with loops") +plt.xlabel("Circuit gate depth") +plt.ylabel("Program size (IR lines)") +plt.legend() + + +plt.subplot(3,1,3) +plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') +plt.title('Plain PennyLane compilation time for running cancel_inverses and merge_rotations optimizations') +plt.xlabel('Circuit gate depth') +plt.ylabel('Compile time (ms)') +plt.legend() +""" + +plt.subplots_adjust(hspace=0.8) +#plt.show() +plt.savefig("catalyst_quant_advantage_peephole_compile_time_artificial_circuit.png") From 6e3fd6f2bb754fba2b0791900c5be8cee557d659 Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Thu, 17 Oct 2024 15:47:15 -0400 Subject: [PATCH 11/13] log scale --- auto_peephole_comp_horizontal.png | Bin 0 -> 70249 bytes ...le_compile_time_artificial_circuit_log.png | Bin 0 -> 117271 bytes my_toy_circuit.py | 19 +++++++---------- peephole_benchmark_driver.py | 2 +- plot.py | 20 ++++++++++-------- timeit_peephole_benchmark_data.npz | Bin 0 -> 1484 bytes timeit_peephole_benchmark_data_geom25.npz | Bin 0 -> 2284 bytes 7 files changed, 20 insertions(+), 21 deletions(-) create mode 100644 auto_peephole_comp_horizontal.png create mode 100644 catalyst_quant_advantage_peephole_compile_time_artificial_circuit_log.png create mode 100644 timeit_peephole_benchmark_data.npz create mode 100644 timeit_peephole_benchmark_data_geom25.npz diff --git a/auto_peephole_comp_horizontal.png 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MQAaKRg4v^g1EY7P6aWAK literal 0 HcmV?d00001 diff --git a/my_toy_circuit.py b/my_toy_circuit.py index 3f79547f4e..0ead78d41b 100644 --- a/my_toy_circuit.py +++ b/my_toy_circuit.py @@ -1,4 +1,3 @@ -import datetime import os import sys @@ -10,6 +9,8 @@ from catalyst import qjit from catalyst.debug import instrumentation +from timeit import default_timer as timer + dev = qml.device("lightning.qubit", wires=2) peephole_pipeline = {"cancel_inverses": {}, "merge_rotations": {}} @@ -88,22 +89,18 @@ def circuit_corePL(theta, loop_size): (tape,), _ = qml.workflow.construct_batch(circuit_corePL, level=0)(12.3, num_of_iters) -start1 = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S.%f") +start1 = timer() _ = qml.transforms.cancel_inverses(tape) -end1 = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S.%f") -start_time = float(start1[start1.rfind(":") + 1 :]) -end_time = float(end1[end1.rfind(":") + 1 :]) -elapsed_seconds = end_time - start_time +end1 = timer() +elapsed_seconds = end1 - start1 elapsed_ms1 = elapsed_seconds * 1e3 tape = _[0][0] # -start2 = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S.%f") +start2 = timer() _ = qml.transforms.merge_rotations(tape) -end2 = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S.%f") -start_time = float(start2[start2.rfind(":") + 1 :]) -end_time = float(end2[end2.rfind(":") + 1 :]) -elapsed_seconds = end_time - start_time +end2 = timer() +elapsed_seconds = end2 - start2 elapsed_ms2 = elapsed_seconds * 1e3 total_elapsed_ms = elapsed_ms1 + elapsed_ms2 diff --git a/peephole_benchmark_driver.py b/peephole_benchmark_driver.py index c8797a9a8d..59dbcb38f1 100644 --- a/peephole_benchmark_driver.py +++ b/peephole_benchmark_driver.py @@ -97,7 +97,7 @@ def run_one_loopsize(loopsize): core_PL_times = np.array(core_PL_times) np.savez( - "peephole_benchmark_data", + "timeit_peephole_benchmark_data_geom25", loopsizes=loopsizes, walltimes=walltimes, cputimes=cputimes, diff --git a/plot.py b/plot.py index b3718ae261..f96747ad1e 100644 --- a/plot.py +++ b/plot.py @@ -4,8 +4,9 @@ from matplotlib.offsetbox import AnnotationBbox, OffsetImage, TextArea # data = np.load('peephole_benchmark_data_small.npz') -data = np.load("peephole_benchmark_data_geomspace25.npz") -# data = np.load('peephole_benchmark_data.npz') +#data = np.load("peephole_benchmark_data_geomspace25.npz") +#data = np.load('timeit_peephole_benchmark_data.npz') +data = np.load('timeit_peephole_benchmark_data_geom25.npz') loopsizes = data["loopsizes"] * 2 # each loop has 4 gates walltimes = data["walltimes"] @@ -30,20 +31,21 @@ # plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") plt.xlabel("Circuit Gate Depth [$N$]", fontsize=14) plt.xscale("log") +plt.yscale("log") plt.ylabel("Compilation Time [ms]", fontsize=14) # plt.ylim(0.29, 0.35) -plt.ylim(-100, 1660) +plt.ylim(-100, 600000) plt.legend(loc="upper right", fontsize=14) -img = mpimg.imread("auto_peephole_comp.png") +img = mpimg.imread("auto_peephole_comp_horizontal.png") # plt.xlim(-1000, 21000) # plt.ylim(-100, 1500) # plt.imshow(img, extent=(100, 1000, 600, 1000)) -imagebox = OffsetImage(img, zoom=0.39) -ab = AnnotationBbox(imagebox, (900, 1000), zorder=1, frameon=False) +imagebox = OffsetImage(img, zoom=0.53) +ab = AnnotationBbox(imagebox, (300, 1270), zorder=1, frameon=False) plt.gca().add_artist(ab) @@ -58,7 +60,7 @@ ) ab = AnnotationBbox( text_box, - (45, 1500), + (50, 180000), frameon=False, bboxprops=dict(facecolor="none", edgecolor="none"), zorder=1, @@ -83,5 +85,5 @@ """ plt.subplots_adjust(hspace=0.8) -#plt.show() -plt.savefig("catalyst_quant_advantage_peephole_compile_time_artificial_circuit.png") +plt.show() +#plt.savefig("catalyst_quant_advantage_peephole_compile_time_artificial_circuit_log.png") diff --git a/timeit_peephole_benchmark_data.npz b/timeit_peephole_benchmark_data.npz new file mode 100644 index 0000000000000000000000000000000000000000..79ef0bf033bbd1e087b369e92b2ff592f340810d 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ztWWtI7#hxGUtkvn@|R9l=#+I}a8T&8DNu1(y{g)yEl1aZ;lR)9XLgu6tUh(ET1(#6 zA@pj?pU8GMht*DR${wc&IIMnU5vaN}+<`&E`0dx7i4Lpf&ZMaFWjTcAw#85PD|HB6 z_-{|yp(Y3IvS9g+%n1&m>8kG~Yv(#J*iGuZR`4jg!d?=bK!oq&lVPnpM z%YtX#I|O($GKnz5>NoVN8d8gZ$OdrDg;H^&YelVIkhQi0HKSBE=vq;WL}aaez#0;{ wfJE1cnvIclPGMod$kgb%QIj6BZaFrfz32%sz?&5)%)r13gt|aKtz-xB0A+wAf&c&j literal 0 HcmV?d00001 From 73f4045df4073f6d8f52bd3d901d49eccb52c2ec Mon Sep 17 00:00:00 2001 From: Haochen Wang Date: Thu, 17 Oct 2024 15:58:55 -0400 Subject: [PATCH 12/13] cleanup in driver --- peephole_benchmark_driver.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/peephole_benchmark_driver.py b/peephole_benchmark_driver.py index 59dbcb38f1..344c2fc449 100644 --- a/peephole_benchmark_driver.py +++ b/peephole_benchmark_driver.py @@ -105,6 +105,8 @@ def run_one_loopsize(loopsize): core_PL_times=core_PL_times, ) +do("rm -rf core_peephole_time.txt my_toy_circuit.yml") + #################### plot ######################## plot = False From 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HcmV?d00001 diff --git a/peephole_benchmark_driver.py b/peephole_benchmark_driver.py index 344c2fc449..8f51ab39e0 100644 --- a/peephole_benchmark_driver.py +++ b/peephole_benchmark_driver.py @@ -7,6 +7,8 @@ def do(command): subprocess.call(command, shell=True) +def stderr(list_of_data): + return np.std(list_of_data, ddof=1) / np.sqrt(len(list_of_data)) def run_one_circuit(timings, core_PL_timings, num_of_iters): do(f"python3 my_toy_circuit.py {num_of_iters}") @@ -44,18 +46,20 @@ def collect_mean(raw_data, core_PL_timings): core_PL_timings is just a list of numbers """ - mean_data = {"walltime": 0, "cputime": 0, "programsize": 0} + mean_data = {"walltime": [], "cputime": [], "programsize": []} for i, d in enumerate(raw_data): - mean_data["walltime"] += d["walltime"] - mean_data["cputime"] += d["cputime"] - mean_data["programsize"] += d["programsize"] + mean_data["walltime"].append(d["walltime"]) + mean_data["cputime"].append(d["cputime"]) + mean_data["programsize"].append(d["programsize"]) - N = len(raw_data) - mean_data["walltime"] /= N - mean_data["cputime"] /= N - mean_data["programsize"] //= N + _ = mean_data["walltime"] + mean_data["walltime"] = (np.mean(_), stderr(_)) + _ = mean_data["cputime"] + mean_data["cputime"] = (np.mean(_), stderr(_)) + _ = mean_data["programsize"] + mean_data["programsize"] = (np.mean(_), stderr(_)) - return mean_data, np.mean(np.array(core_PL_timings)) + return mean_data, (np.mean(core_PL_timings), stderr(core_PL_timings)) def run_one_loopsize(loopsize): @@ -80,13 +84,25 @@ def run_one_loopsize(loopsize): programsizes = [] core_PL_times = [] +walltime_errs = [] +cputime_errs = [] +programsize_errs = [] +core_PL_time_errs = [] + for loopsize in loopsizes: _ = run_one_loopsize(loopsize) + #breakpoint() + core_PL_times.append(_[1][0]) + core_PL_time_errs.append(_[1][1]) + catalyst_times = _[0] - core_PL_times.append(_[1]) - walltimes.append(catalyst_times["walltime"]) - cputimes.append(catalyst_times["cputime"]) - programsizes.append(catalyst_times["programsize"]) + walltimes.append(catalyst_times["walltime"][0]) + cputimes.append(catalyst_times["cputime"][0]) + programsizes.append(catalyst_times["programsize"][0]) + walltime_errs.append(catalyst_times["walltime"][0]) + cputime_errs.append(catalyst_times["cputime"][0]) + programsize_errs.append(catalyst_times["programsize"][0]) + print(loopsizes, walltimes, cputimes, programsizes, core_PL_times) @@ -95,49 +111,22 @@ def run_one_loopsize(loopsize): cputimes = np.array(cputimes) programsizes = np.array(programsizes) core_PL_times = np.array(core_PL_times) +walltime_errs = np.array(walltime_errs) +cputime_errs = np.array(cputime_errs) +programsize_errs = np.array(programsize_errs) +core_PL_time_errs = np.array(core_PL_time_errs) np.savez( - "timeit_peephole_benchmark_data_geom25", + "timeit_peephole_benchmark_data_geom25_err", loopsizes=loopsizes, walltimes=walltimes, cputimes=cputimes, programsizes=programsizes, core_PL_times=core_PL_times, + walltime_errs=walltime_errs, + cputime_errs=cputime_errs, + programsize_errs=programsize_errs, + core_PL_time_errs=core_PL_time_errs ) do("rm -rf core_peephole_time.txt my_toy_circuit.yml") - - -#################### plot ######################## -plot = False -if plot: - plt.figure(figsize=(18, 10)) - - # plt.plot(loopsizes, walltimes, label='wall time', color='green') - plt.subplot(2, 1, 1) - plt.plot(loopsizes, cputimes, label="Catalyst time", color="blue") - plt.plot(loopsizes, core_PL_times, label="core PL time", color="green") - plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") - plt.xlabel("Circuit gate depth") - plt.ylabel("Compile time (ms)") - # plt.ylim(0.29, 0.35) - plt.legend() - - plt.subplot(2, 1, 2) - plt.plot(loopsizes, programsizes, label="program size", color="red") - plt.title("Catalyst compiled program size for programs with loops") - plt.xlabel("Circuit gate depth") - plt.ylabel("Program size (IR lines)") - plt.legend() - - """ - plt.subplot(3,1,3) - plt.plot(loopsizes, core_PL_times, label='core PL time', color='green') - plt.title('Plain PennyLane compilation time for running cancel_inverses and merge_rotations optimizations') - plt.xlabel('Circuit gate depth') - plt.ylabel('Compile time (ms)') - plt.legend() - """ - - plt.subplots_adjust(hspace=0.8) - plt.show() diff --git a/plot.py b/plot.py index f96747ad1e..dc2cfee431 100644 --- a/plot.py +++ b/plot.py @@ -6,27 +6,33 @@ # data = np.load('peephole_benchmark_data_small.npz') #data = np.load("peephole_benchmark_data_geomspace25.npz") #data = np.load('timeit_peephole_benchmark_data.npz') -data = np.load('timeit_peephole_benchmark_data_geom25.npz') +#data = np.load('timeit_peephole_benchmark_data_geom25.npz') +data = np.load('timeit_peephole_benchmark_data_geom25_err.npz') loopsizes = data["loopsizes"] * 2 # each loop has 4 gates walltimes = data["walltimes"] cputimes = data["cputimes"] programsizes = data["programsizes"] core_PL_times = data["core_PL_times"] +walltime_errs = data["walltime_errs"] +cputime_errs = data["cputime_errs"] +programsize_errs = data["programsize_errs"] +core_PL_time_errs = data["core_PL_time_errs"] -print(loopsizes, walltimes, cputimes, programsizes, core_PL_times) +print(loopsizes, walltimes, cputimes, programsizes, core_PL_times, + walltime_errs, cputime_errs, programsize_errs, core_PL_time_errs) plt.figure(figsize=(15, 9)) # plt.plot(loopsizes, walltimes, label='wall time', color='green') # plt.subplot(2, 1, 1) -plt.plot( - loopsizes, cputimes, marker="o", label="Catalyst", c=plt.cm.tab20(2), ls="--", zorder=2 +plt.errorbar( + loopsizes, cputimes, yerr=cputime_errs, marker="o", label="Catalyst", c=plt.cm.tab20(2), ls="--", zorder=2 ) -plt.plot( - loopsizes, core_PL_times, marker="s", label="PennyLane", c=plt.cm.tab20(1), ls="--", zorder=2 +plt.errorbar( + loopsizes, core_PL_times, yerr=core_PL_time_errs, marker="s", label="PennyLane", c=plt.cm.tab20(1), ls="--", zorder=2 ) # plt.title("Compilation time for running cancel_inverses and merge_rotations optimizations") plt.xlabel("Circuit Gate Depth [$N$]", fontsize=14) @@ -86,4 +92,4 @@ plt.subplots_adjust(hspace=0.8) plt.show() -#plt.savefig("catalyst_quant_advantage_peephole_compile_time_artificial_circuit_log.png") +#plt.savefig("catalyst_quant_advantage_peephole_compile_time_artificial_circuit_log_err.png") diff --git a/timeit_peephole_benchmark_data_geom25_err.npz b/timeit_peephole_benchmark_data_geom25_err.npz new file mode 100644 index 0000000000000000000000000000000000000000..7b86a44cbe7f5634da6126c47c0860872a28f3bc GIT binary patch literal 4128 zcmds4ZBP?e6x|JiAR)p`0JVsr1cMq;R7y+L`;-X?T8Y(^DN-PnMW8_FhA$B`R_j-* z6;xWC+F{fxvRG|V(P^Q>Sf*O+2<{T4N+n9Q6*Ls_18HkF*^MM|{GmS_bTgSVZ{MDm zcXRf>bFXr)!w@mXU4Gb~3$&$ka11kj-7qnhq0wY((+UY~P*(Ob9CJ5Mm>xDgV7j)> zSG}ct7sv9j<+5Z#yM&a5No3R0UYE%wvJ?%OL#ne9HDoejx*ws=&=Tx@ZK^t(V8?+| 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