From 593e949d2fc48fbb02504233871a7db77c639590 Mon Sep 17 00:00:00 2001 From: Chris Cummins Date: Wed, 17 Feb 2021 11:45:32 -0800 Subject: [PATCH] [llvm-ic-v0/cBench-v0] Leaderboard submission: Random Search. This adds a pure random policy that selects actions randomly until a fixed number of steps (the "patience" of the search) have been evaluated without an improvement to reward. The search stops after a predetermined amount of search time has elapsed. The patience value was selected by running a random 200 searches on programs from the `blas-v0` dataset and selecting the value that produced the best average reward. --- README.md | 5 + .../llvm_instcount/random_search/BUILD | 23 ++ .../llvm_instcount/random_search/README.md | 130 ++++++++++ .../random_search/random_search.py | 73 ++++++ .../random_search/random_search_test.py | 36 +++ .../random_search/results_p125_t10.csv | 231 ++++++++++++++++++ .../random_search/results_p125_t10800.csv | 24 ++ .../random_search/results_p125_t3600.csv | 24 ++ .../random_search/results_p125_t60.csv | 231 ++++++++++++++++++ 9 files changed, 777 insertions(+) create mode 100644 leaderboard/llvm_instcount/random_search/BUILD create mode 100644 leaderboard/llvm_instcount/random_search/README.md create mode 100644 leaderboard/llvm_instcount/random_search/random_search.py create mode 100644 leaderboard/llvm_instcount/random_search/random_search_test.py create mode 100644 leaderboard/llvm_instcount/random_search/results_p125_t10.csv create mode 100644 leaderboard/llvm_instcount/random_search/results_p125_t10800.csv create mode 100644 leaderboard/llvm_instcount/random_search/results_p125_t3600.csv create mode 100644 leaderboard/llvm_instcount/random_search/results_p125_t60.csv diff --git a/README.md b/README.md index c299c5f53..1dfd084c5 100644 --- a/README.md +++ b/README.md @@ -175,8 +175,13 @@ environment on the 23 benchmarks in the `cBench-v1` dataset. | Author | Algorithm | Links | Date | Walltime (mean) | Codesize Reduction (geomean) | | --- | --- | --- | --- | --- | --- | +| Facebook | Random search (t=10800) | [write-up](leaderboard/llvm_instcount/random_search/README.md), [results](leaderboard/llvm_instcount/random_search/results_p125_t10800.csv) | 2021-03 | 10,512.356s | **1.062×** | +| Facebook | Random search (t=3600) | [write-up](leaderboard/llvm_instcount/random_search/README.md), [results](leaderboard/llvm_instcount/random_search/results_p125_t3600.csv) | 2021-03 | 3,630.821s | 1.061× | | Facebook | Greedy search | [write-up](leaderboard/llvm_instcount/e_greedy/README.md), [results](leaderboard/llvm_instcount/e_greedy/results_e0.csv) | 2021-03 | 169.237s | 1.055× | +| Facebook | Random search (t=60) | [write-up](leaderboard/llvm_instcount/random_search/README.md), [results](leaderboard/llvm_instcount/random_search/results_p125_t60.csv) | 2021-03 | 91.215s | 1.045× | | Facebook | e-Greedy search (e=0.1) | [write-up](leaderboard/llvm_instcount/e_greedy/README.md), [results](leaderboard/llvm_instcount/e_greedy/results_e10.csv) | 2021-03 | 152.579s | 1.041× | +| Facebook | Random search (t=10) | [write-up](leaderboard/llvm_instcount/random_search/README.md), [results](leaderboard/llvm_instcount/random_search/results_p125_t10.csv) | 2021-03 | **42.939s** | 1.031× | + # Contributing diff --git a/leaderboard/llvm_instcount/random_search/BUILD b/leaderboard/llvm_instcount/random_search/BUILD new file mode 100644 index 000000000..1d7769aa6 --- /dev/null +++ b/leaderboard/llvm_instcount/random_search/BUILD @@ -0,0 +1,23 @@ +# Copyright (c) Facebook, Inc. and its affiliates. +# +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. +load("@rules_python//python:defs.bzl", "py_library", "py_test") + +py_library( + name = "random_search", + srcs = ["random_search.py"], + deps = [ + "//compiler_gym", + ], +) + +py_test( + name = "random_search_test", + timeout = "short", + srcs = ["random_search_test.py"], + deps = [ + ":random_search", + "//tests:test_main", + ], +) diff --git a/leaderboard/llvm_instcount/random_search/README.md b/leaderboard/llvm_instcount/random_search/README.md new file mode 100644 index 000000000..86d47061d --- /dev/null +++ b/leaderboard/llvm_instcount/random_search/README.md @@ -0,0 +1,130 @@ +# Random Search + +**tldr;** +A pure random policy that records the best result found within a fixed time +budget. + +**Authors:** +Facebook AI Research + +**Results:** + +| | Walltime (mean) | Codesize Reduction (geomean) | +| --- | --- | --- | +| [Random search, p=1.25, t=10](results_p125_t10.csv) | 42.939s | 1.031× | +| [Random search, p=1.25, t=60](results_p125_t60.csv) | 91.215s | 1.045× | +| [Random search, p=1.25, t=3600](results_p125_t3600.csv) | 3,630.821s | 1.061× | +| [Random search, p=1.25, t=10800](results_p125_t10800.csv) | 10,512.356s | 1.062× | + + +**Publication:** + + +**CompilerGym version:** +0.1.6 + +**Open source?** +Yes, MIT licensed. [Source Code](random_search.py). + +**Did you modify the CompilerGym source code?** +No. + +**What parameters does the approach have?** +Search time *t*, patience *p* (see "Description" below). + +**What range of values were considered for the above parameters?** Search time +is fixed and is indicated by the leaderboard entry name, e.g. "Random search +(t=30)" means a random search for a minimum 30 seconds. Eight values for +patience were considered, *n/4*, *n/2*, *3n/4*, *n*, *5n/4*, *3n/2*, *7n/8*, and +*2n*, where *n* is the size of the initial action space. The patience value was +selected using the `blas-v0` dataset for validation, see appendix below. + +**Is the policy deterministic?** +No. + +## Description + +This approach uses a simple random agent on the action space of the target +program. This is equivalent to running `python -m +compiler_gym.bin.random_search` on the programs in the test set. + +The random search operates by selecting actions randomly until a fixed number of +steps (the "patience" of the search) have been evaluated without an improvement +to reward. The search stops after a predetermined amount of search time has +elapsed. + +Pseudo-code for this search is: + +```c++ +float search_with_patience(CompilerEnv env, int patience, int search_time) { + float best_reward = -INFINITY; + int end_time = time() + search_time; + while (time() < end_time) { + env.reset(); + int p = patience; + bool done = false; + do { + env.step(env.action_space.sample()); + if (env.reward() > best_reward) { + p = patience; // Reset patience every time progress is made + best_reward = env.reward(); + } + } while (--p && time() < end_time && !env.done()) + // search terminates when patience or search time is exhausted, or + // terminal state is reached + } + return best_reward; +} +``` + +To reproduce the search, run the [random_search.py](random_search.py) script. + + +### Machine Description + +| | Hardware Specification | +| ------ | --------------------------------------------- | +| OS | Ubuntu 20.04 | +| CPU | Intel Xeon Gold 6230 CPU @ 2.10GHz (80× core) | +| Memory | 754.5 GiB | + + +### Tuning the patience parameter + +The patience value is specified as a ratio of the LLVM action space size. The +`--patience_ratio` value was selected by running a random 200 searches on +programs from the `blas-v0` dataset and selecting the value that produced the +best average reward: + +```sh +#!/usr/bin/env bash +set -euo pipefail + +MAX_BENCHMARKS=20 +REPS_PER_BENCHMARK=10 +SEARCH_TIME=30 +VALIDATION_DATASET=blas-v0 +for patience_ratio in 0.25 0.50 0.75 1.00 1.25 1.50 1.75 2.00 ; do + echo -e "\nEvaluating --patience_ratio=$patience_ratio" + logfile="blas_t${SEARCH_TIME}_${patience_ratio}.csv" + python random_search.py \ + --max_benchmarks="${MAX_BENCHMARKS}" \ + --n="${REPS_PER_BENCHMARK}" \ + --dataset="${VALIDATION_DATASET}" \ + --search_time="${SEARCH_TIME}" \ + --patience_ratio="${PATIENCE_RATIO}" \ + --logfile="$LOGFILE" + python -m compiler_gym.bin.validate --env=llvm-ic-v0 \ + --reward_aggregation=geomean < "$LOGFILE" | tail -n4 +done +``` + +The patience value that returned the best geomean reward can then be used as the +value for the search on the test set. For example: + +```sh +$ python random_search.py \ + --search_time=30 \ + --patience_ratio=1.25 \ + --logfile=results_p125_t30.csv +``` diff --git a/leaderboard/llvm_instcount/random_search/random_search.py b/leaderboard/llvm_instcount/random_search/random_search.py new file mode 100644 index 000000000..3bec407ca --- /dev/null +++ b/leaderboard/llvm_instcount/random_search/random_search.py @@ -0,0 +1,73 @@ +# Copyright (c) Facebook, Inc. and its affiliates. +# +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. +"""An implementation of a random search policy for the LLVM codesize task. + +The search is the same as the included compiler_gym.bin.random_search. See +README.md in this directory for a detailed description. +""" +from time import sleep + +import gym +from absl import flags + +from compiler_gym.envs import LlvmEnv +from compiler_gym.leaderboard.llvm_instcount import eval_llvm_instcount_policy +from compiler_gym.random_search import RandomAgentWorker + +flags.DEFINE_float( + "patience_ratio", + 1.0, + "The ratio of patience to the size of the action space. " + "Patience = patience_ratio * action_space_size", +) +flags.DEFINE_integer( + "search_time", + 60, + "The minimum number of seconds to run the random search for. After this " + "many seconds have elapsed the best results are aggregated from the " + "search threads and the search is terminated.", +) +FLAGS = flags.FLAGS + + +def random_search(env: LlvmEnv) -> None: + """Run a random search on the given environment.""" + patience = int(env.action_space.n * FLAGS.patience_ratio) + + # Start parallel random search workers. + workers = [ + RandomAgentWorker( + make_env=lambda: gym.make("llvm-ic-v0", benchmark=env.benchmark), + patience=patience, + ) + for _ in range(FLAGS.nproc) + ] + for worker in workers: + worker.start() + + sleep(FLAGS.search_time) + + # Stop the workers. + for worker in workers: + worker.alive = False + for worker in workers: + worker.join() + + # Aggregate the best results. + best_actions = [] + best_reward = -float("inf") + for worker in workers: + if worker.best_returns > best_reward: + best_reward, best_actions = worker.best_returns, list(worker.best_actions) + + # Replay the best sequence of actions to produce the final environment + # state. + for action in best_actions: + _, _, done, _ = env.step(action) + assert not done + + +if __name__ == "__main__": + eval_llvm_instcount_policy(random_search) diff --git a/leaderboard/llvm_instcount/random_search/random_search_test.py b/leaderboard/llvm_instcount/random_search/random_search_test.py new file mode 100644 index 000000000..1fed8142f --- /dev/null +++ b/leaderboard/llvm_instcount/random_search/random_search_test.py @@ -0,0 +1,36 @@ +# Copyright (c) Facebook, Inc. and its affiliates. +# +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. +"""Tests for //leaderboard/llvm_instcount/random_search.""" +import pytest +from absl import flags + +from leaderboard.llvm_instcount.random_search.random_search import ( + eval_llvm_instcount_policy, + random_search, +) +from tests.test_main import main as _test_main + +FLAGS = flags.FLAGS + + +def test_random_search(): + FLAGS.unparse_flags() + FLAGS( + [ + "argv0", + "--n=1", + "--max_benchmarks=1", + "--search_time=1", + "--nproc=1", + "--patience_ratio=0.1", + "--novalidate", + ] + ) + with pytest.raises(SystemExit): + eval_llvm_instcount_policy(random_search) + + +if __name__ == "__main__": + _test_main() diff --git a/leaderboard/llvm_instcount/random_search/results_p125_t10.csv b/leaderboard/llvm_instcount/random_search/results_p125_t10.csv new file mode 100644 index 000000000..3f166a1af --- /dev/null +++ b/leaderboard/llvm_instcount/random_search/results_p125_t10.csv @@ -0,0 +1,231 @@ +benchmark,reward,walltime,commandline +benchmark://cBench-v1/adpcm,0.994413407821229,12.527162551879883,opt -indvars -loop-unroll -infer-address-spaces -guard-widening -loop-reroll -loop-simplifycfg -loop-interchange -partial-inliner -nary-reassociate -loop-unroll-and-jam -coro-cleanup -rewrite-statepoints-for-gc -mergeicmps -slsr -loop-distribute -reassociate -lcssa -inferattrs -alignment-from-assumptions -coro-cleanup -loop-load-elim 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+benchmark://cBench-v1/tiffmedian,1.035927734708514,3610.76429438591,opt -mldst-motion -loop-data-prefetch -lower-expect -separate-const-offset-from-gep -rewrite-statepoints-for-gc -loop-simplifycfg -deadargelim -dce -ee-instrument -coro-elide -mem2reg -inferattrs -speculative-execution -loop-simplify -early-cse-memssa -rewrite-statepoints-for-gc -loop-unroll -newgvn -instcombine -prune-eh -dse -gvn-hoist -instsimplify -cross-dso-cfi -coro-cleanup -globaldce -newgvn -flattencfg -simplifycfg input.bc -o output.bc diff --git a/leaderboard/llvm_instcount/random_search/results_p125_t60.csv b/leaderboard/llvm_instcount/random_search/results_p125_t60.csv new file mode 100644 index 000000000..cd400446d --- /dev/null +++ b/leaderboard/llvm_instcount/random_search/results_p125_t60.csv @@ -0,0 +1,231 @@ +benchmark,reward,walltime,commandline +benchmark://cBench-v1/adpcm,1.0000000000000002,62.01178193092346,opt -strip-debug-declare -sroa -add-discriminators -speculative-execution -loop-versioning 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-o output.bc +benchmark://cBench-v1/blowfish,1.0569974554707382,62.10315656661987,opt -flattencfg -prune-eh -loweratomic -mem2reg -loop-distribute -instnamer -mergeicmps -argpromotion -loop-load-elim -lower-matrix-intrinsics -div-rem-pairs -loop-unroll-and-jam -instsimplify -constmerge -partial-inliner -coro-early -lower-expect -tailcallelim -globalopt -hotcoldsplit -instcombine -lower-expect -pgo-memop-opt -loop-sink -lowerswitch -guard-widening -indvars -inline -slp-vectorizer -licm -coro-elide -gvn-hoist -loop-interchange -lower-widenable-condition -loop-deletion -post-inline-ee-instrument -globalsplit -coro-elide -correlated-propagation -libcalls-shrinkwrap -coro-split -loop-deletion -load-store-vectorizer -nary-reassociate -mergereturn -float2int -float2int -dse -strip-debug-declare -loop-reroll -infer-address-spaces -die -loop-reduce -early-cse-memssa -constmerge -loop-versioning-licm -sink -div-rem-pairs -canonicalize-aliases -strip-nondebug -loop-versioning-licm -ee-instrument 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-globalsplit -newgvn input.bc -o output.bc +benchmark://cBench-v1/susan,1.0112618377271563,66.1175889968872,opt -callsite-splitting -deadargelim -simple-loop-unswitch -tailcallelim -simple-loop-unswitch -adce -globalopt -aggressive-instcombine -sroa -inject-tli-mappings -add-discriminators -dce -elim-avail-extern -float2int -strip-dead-prototypes -loop-load-elim -mergereturn -lower-guard-intrinsic -loop-vectorize -libcalls-shrinkwrap -instcombine -licm -correlated-propagation -indvars -strip-debug-declare -strip-debug-declare -instsimplify -infer-address-spaces -float2int -always-inline -flattencfg -dce -newgvn -partial-inliner -jump-threading -lower-matrix-intrinsics -rpo-functionattrs -speculative-execution -loop-sink -globalsplit -lowerinvoke -gvn-hoist -elim-avail-extern -name-anon-globals -lower-guard-intrinsic -lowerinvoke -early-cse-memssa -always-inline -lower-guard-intrinsic -mergeicmps -loop-instsimplify -consthoist -jump-threading -argpromotion -newgvn -loop-distribute 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