From 12d55bc73d71f3f793e6f92d9711f01cb54dd002 Mon Sep 17 00:00:00 2001 From: Katie Everett Date: Fri, 7 Jun 2019 20:03:56 -0700 Subject: [PATCH 1/4] add to gitignore --- .gitignore | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.gitignore b/.gitignore index cf6311a989..b9bc19d490 100644 --- a/.gitignore +++ b/.gitignore @@ -8,3 +8,7 @@ build/ *.DS_Store .vscode/* +.idea +logs +wandb +.python-version From 76d9787e530bbe8cda062ec466a04e69a17a0907 Mon Sep 17 00:00:00 2001 From: Katie Everett Date: Sat, 8 Jun 2019 14:14:26 -0700 Subject: [PATCH 2/4] changes in order to run eval code on remote --- magenta/models/coconet/coconet_evaluate.py | 20 +++-- magenta/models/coconet/coconet_sample.py | 76 ++---------------- magenta/models/coconet/evalmodel_bazel.sh | 11 +-- magenta/models/coconet/lib_data.py | 6 +- magenta/models/coconet/lib_evaluation.py | 8 +- magenta/models/coconet/lib_graph.py | 4 +- magenta/models/coconet/lib_hparams.py | 2 +- magenta/models/coconet/lib_logging.py | 2 +- magenta/models/coconet/lib_mask.py | 2 +- magenta/models/coconet/lib_sampling.py | 10 +-- magenta/models/coconet/sample_bazel.sh | 4 +- .../coconet/testdata/Jsb16thSeparated.npz | Bin 0 -> 102808 bytes .../coconet/traindata/Jsb16thSeparated.npz | Bin 0 -> 102808 bytes magenta/models/coconet/transfer.txt | 12 +++ 14 files changed, 55 insertions(+), 102 deletions(-) create mode 100755 magenta/models/coconet/testdata/Jsb16thSeparated.npz create mode 100755 magenta/models/coconet/traindata/Jsb16thSeparated.npz create mode 100644 magenta/models/coconet/transfer.txt diff --git a/magenta/models/coconet/coconet_evaluate.py b/magenta/models/coconet/coconet_evaluate.py index 6003e9c7bf..fc98f282bb 100644 --- a/magenta/models/coconet/coconet_evaluate.py +++ b/magenta/models/coconet/coconet_evaluate.py @@ -19,10 +19,10 @@ import os -from magenta.models.coconet import lib_data -from magenta.models.coconet import lib_evaluation -from magenta.models.coconet import lib_graph -from magenta.models.coconet import lib_util +import lib_data +import lib_evaluation +import lib_graph +import lib_util import numpy as np import tensorflow as tf @@ -38,10 +38,10 @@ flags.DEFINE_string('fold_index', None, 'Optionally, index of particular data point in fold to ' 'evaluate.') -flags.DEFINE_string('unit', None, 'Note or frame or example.') +flags.DEFINE_string('unit', 'note', 'Note or frame or example.') flags.DEFINE_integer('ensemble_size', 5, 'Number of ensemble members to average.') -flags.DEFINE_bool('chronological', False, +flags.DEFINE_bool('chronological', True, 'Indicates evaluation should proceed in chronological order.') flags.DEFINE_string('checkpoint', None, 'Path to checkpoint directory.') flags.DEFINE_string('sample_npy_path', None, 'Path to samples to be evaluated.') @@ -77,6 +77,9 @@ def main(unused_argv): eval_logdir = os.path.join(FLAGS.eval_logdir, EVAL_SUBDIR) tf.gfile.MakeDirs(eval_logdir) + print("About to make evaluator...") + print("unit: ", FLAGS.unit) + print("chronological: ", FLAGS.chronological) evaluator = lib_evaluation.BaseEvaluator.make( FLAGS.unit, wmodel=wmodel, chronological=FLAGS.chronological) evaluator = lib_evaluation.EnsemblingEvaluator(evaluator, FLAGS.ensemble_size) @@ -135,8 +138,9 @@ def get_fold_pianorolls(fold, hparams): tf.logging.info('Retrieving pianorolls from %s set of %s dataset.', fold, hparams.dataset) print_statistics(pianorolls) - if FLAGS.fold_index is not None: - pianorolls = [pianorolls[int(FLAGS.fold_index)]] + pianorolls = pianorolls[0:1] + # if FLAGS.fold_index is not None: + # pianorolls = [pianorolls[int(FLAGS.fold_index)]] return pianorolls diff --git a/magenta/models/coconet/coconet_sample.py b/magenta/models/coconet/coconet_sample.py index 019a82e2ae..0722e1e2ad 100644 --- a/magenta/models/coconet/coconet_sample.py +++ b/magenta/models/coconet/coconet_sample.py @@ -23,13 +23,13 @@ import re import time -from magenta.models.coconet import lib_graph -from magenta.models.coconet import lib_logging -from magenta.models.coconet import lib_mask -from magenta.models.coconet import lib_pianoroll -from magenta.models.coconet import lib_sampling -from magenta.models.coconet import lib_tfsampling -from magenta.models.coconet import lib_util +import lib_graph +import lib_logging +import lib_mask +import lib_pianoroll +import lib_sampling +import lib_tfsampling +import lib_util import numpy as np import pretty_midi import tensorflow as tf @@ -626,67 +626,5 @@ def run(self, tuple_in): # pylint:enable=missing-docstring - -# ok something else entirely. -def parse_art_to_pianoroll(art, tt=None): - """Parse ascii art for pianoroll.""" - assert tt is not None - ii = 4 - # TODO(annahuang): Properties of the model/data_tools, not of the ascii art. - pmin, pmax = 36, 81 - pp = pmax - pmin + 1 - - pianoroll = np.zeros((tt, pp, ii), dtype=np.float32) - - lines = art.strip().splitlines() - klasses = "cCdDefFgGaAb" - klass = None - octave = None - cycle = None - for li, line in enumerate(lines): - match = re.match(r"^\s*(?P[a-gA-G])?(?P[0-9]|10)?\s*\|" - r"(?P[SATB +-]*)\|\s*$", line) - if not match: - if cycle is not None: - print("ignoring unmatched line", li, repr(line)) - continue - - if cycle is None: - # set up cycle through pitches and octaves - print(match.groupdict()) - assert match.group("class") and match.group("class") in klasses - assert match.group("octave") - klass = match.group("class") - octave = int(match.group("octave")) - cycle = reversed(list(it.product(range(octave + 1), klasses))) - cycle = list(cycle) - print(cycle) - cycle = it.dropwhile(lambda ok: ok[1] != match.group("class"), cycle) # pylint: disable=cell-var-from-loop - o, k = next(cycle) - assert k == klass - assert o == octave - cycle = list(cycle) - print(cycle) - cycle = iter(cycle) - else: - octave, klass = next(cycle) - if match.group("class"): - assert klass == match.group("class") - if match.group("octave"): - assert octave == int(match.group("octave")) - - pitch = octave * len(klasses) + klasses.index(klass) - print(klass, octave, pitch, "\t", line) - - p = pitch - pmin - for t, c in enumerate(match.group("grid")): - if c in "+- ": - continue - i = "SATB".index(c) - pianoroll[t, p, i] = 1. - - return pianoroll - - if __name__ == "__main__": tf.app.run() diff --git a/magenta/models/coconet/evalmodel_bazel.sh b/magenta/models/coconet/evalmodel_bazel.sh index 549c24417d..6ca5434704 100644 --- a/magenta/models/coconet/evalmodel_bazel.sh +++ b/magenta/models/coconet/evalmodel_bazel.sh @@ -34,16 +34,17 @@ eval_logdir="eval_logdir" fold=valid fold_index=1 # Optionally can specify index of specific piece to be evaluated. unit=frame -chronological=false -ensemble_size=5 # Number of different orderings to average. +chronological=True +ensemble_size=1 # Number of different orderings to average. # Run command. -python coconet_evaluate.py \ +python3 coconet_evaluate.py \ --data_dir=$data_dir \ --eval_logdir=$eval_logdir \ --checkpoint=$checkpoint \ --fold=$fold \ ---unit=$unit \ --chronological=$chronological \ ---ensemble_size=5 \ +--ensemble_size=$ensemble_size +#--fold_index=$fold_index \ +#--unit=$unit \ #--fold_index=$fold_index diff --git a/magenta/models/coconet/lib_data.py b/magenta/models/coconet/lib_data.py index e506b7b944..9021540ccf 100644 --- a/magenta/models/coconet/lib_data.py +++ b/magenta/models/coconet/lib_data.py @@ -19,9 +19,9 @@ import os -from magenta.models.coconet import lib_mask -from magenta.models.coconet import lib_pianoroll -from magenta.models.coconet import lib_util +import lib_mask +import lib_pianoroll +import lib_util import numpy as np import tensorflow as tf diff --git a/magenta/models/coconet/lib_evaluation.py b/magenta/models/coconet/lib_evaluation.py index 8761159540..4295a837c7 100644 --- a/magenta/models/coconet/lib_evaluation.py +++ b/magenta/models/coconet/lib_evaluation.py @@ -19,10 +19,10 @@ import time -from magenta.models.coconet import lib_tfutil -from magenta.models.coconet import lib_util +import lib_tfutil +import lib_util import numpy as np -from scipy.misc import logsumexp +from scipy.special import logsumexp import tensorflow as tf @@ -287,7 +287,7 @@ def __call__(self, pianoroll): self._update_lls(lls, xs, pxhats, ts, ds) return lls - def _draw_ordering(self, tt, dd): + def draw_ordering(self, tt, dd): o = np.arange(tt * dd, dtype=np.int32) if not self.chronological: np.random.shuffle(o) diff --git a/magenta/models/coconet/lib_graph.py b/magenta/models/coconet/lib_graph.py index 027307ad4f..e0ecee5c62 100644 --- a/magenta/models/coconet/lib_graph.py +++ b/magenta/models/coconet/lib_graph.py @@ -20,8 +20,8 @@ import collections import os -from magenta.models.coconet import lib_hparams -from magenta.models.coconet import lib_tfutil +import lib_hparams +import lib_tfutil import tensorflow as tf diff --git a/magenta/models/coconet/lib_hparams.py b/magenta/models/coconet/lib_hparams.py index 7ac7b567a2..20dc5e7b98 100644 --- a/magenta/models/coconet/lib_hparams.py +++ b/magenta/models/coconet/lib_hparams.py @@ -20,7 +20,7 @@ import itertools as it import os -from magenta.models.coconet import lib_util +import lib_util import numpy as np import six import tensorflow as tf diff --git a/magenta/models/coconet/lib_logging.py b/magenta/models/coconet/lib_logging.py index 7a4c34f4bf..b29a64988b 100644 --- a/magenta/models/coconet/lib_logging.py +++ b/magenta/models/coconet/lib_logging.py @@ -20,7 +20,7 @@ import contextlib import os -from magenta.models.coconet import lib_util +import lib_util import numpy as np diff --git a/magenta/models/coconet/lib_mask.py b/magenta/models/coconet/lib_mask.py index 09301f480b..29afe12eec 100644 --- a/magenta/models/coconet/lib_mask.py +++ b/magenta/models/coconet/lib_mask.py @@ -17,7 +17,7 @@ from __future__ import division from __future__ import print_function -from magenta.models.coconet import lib_util +import lib_util import numpy as np diff --git a/magenta/models/coconet/lib_sampling.py b/magenta/models/coconet/lib_sampling.py index 37b74d992b..ebb962b320 100644 --- a/magenta/models/coconet/lib_sampling.py +++ b/magenta/models/coconet/lib_sampling.py @@ -18,11 +18,11 @@ from __future__ import division from __future__ import print_function -from magenta.models.coconet import lib_data -from magenta.models.coconet import lib_logging -from magenta.models.coconet import lib_mask -from magenta.models.coconet import lib_tfutil -from magenta.models.coconet import lib_util +import lib_data +import lib_logging +import lib_mask +import lib_tfutil +import lib_util import numpy as np ################ diff --git a/magenta/models/coconet/sample_bazel.sh b/magenta/models/coconet/sample_bazel.sh index 477dd8d2d7..5a5766e443 100644 --- a/magenta/models/coconet/sample_bazel.sh +++ b/magenta/models/coconet/sample_bazel.sh @@ -35,7 +35,7 @@ strategy=igibbs tfsample=true # Run command. -python coconet_sample.py \ +python3 coconet_sample.py \ --checkpoint="$checkpoint" \ 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zVE(x;f8s^Xbm+*tm*)VR1Z%X5{-mGi?eBUVXGUr;y^)B}8e}dtolptAj<~L<=rM5w zXC=<@3}g8kd-2S~v^J=*vBGK+JdqJ*Za}$G2K!lj)MZNI1!O@+qs(ddxL4xg*{`^B zZ|z)EDN%2<>Sp8`Ahr&}mEq?y!^D5hnxDz(#tgfYvN*z7YV>MWA;>Y!2?j{u#7pHV?)>xJl+0!E@_lyJJR12E=a5*J-#b^KoxXW!xVT4 zfgN#V_vq5^0PMr$bM38w=An;=A#!d!=?9z=^aoyZsla6Io1W3F=!)gqh^ualcSZV= z*0!pYur6fjYtA19y$+S4!NH`UhPh*yZVyOTLyP7yGtOpz8F;JBE{%+I(>07y%Pn^}j2dJEdN{Qr=+-zk6U11F9FWu>B7MAKkD?z A>Hq)$ literal 0 HcmV?d00001 diff --git a/magenta/models/coconet/transfer.txt b/magenta/models/coconet/transfer.txt new file mode 100644 index 0000000000..db823e0286 --- /dev/null +++ b/magenta/models/coconet/transfer.txt @@ -0,0 +1,12 @@ +coconet_evaluate.py +evalmodel_bazel.sh +lib_util.py +lib_hparams.py +lib_graph.py +lib_data.py +lib_mask.py +lib_pianoroll.py +lib_tfutil.py +lib_evaluation.py +coconet_train.py +train_bazel.sh From 945c6353292b2d43365f16423a7a9c99618ac018 Mon Sep 17 00:00:00 2001 From: Katie Everett Date: Sat, 8 Jun 2019 17:34:51 -0700 Subject: [PATCH 3/4] cleanup transient changes for git --- magenta/models/coconet/coconet_evaluate.py | 5 ++--- magenta/models/coconet/evalmodel_bazel.sh | 5 +++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/magenta/models/coconet/coconet_evaluate.py b/magenta/models/coconet/coconet_evaluate.py index fc98f282bb..f5abf9457b 100644 --- a/magenta/models/coconet/coconet_evaluate.py +++ b/magenta/models/coconet/coconet_evaluate.py @@ -138,9 +138,8 @@ def get_fold_pianorolls(fold, hparams): tf.logging.info('Retrieving pianorolls from %s set of %s dataset.', fold, hparams.dataset) print_statistics(pianorolls) - pianorolls = pianorolls[0:1] - # if FLAGS.fold_index is not None: - # pianorolls = [pianorolls[int(FLAGS.fold_index)]] + if FLAGS.fold_index is not None: + pianorolls = [pianorolls[int(FLAGS.fold_index)]] return pianorolls diff --git a/magenta/models/coconet/evalmodel_bazel.sh b/magenta/models/coconet/evalmodel_bazel.sh index 6ca5434704..41c25416ba 100644 --- a/magenta/models/coconet/evalmodel_bazel.sh +++ b/magenta/models/coconet/evalmodel_bazel.sh @@ -33,7 +33,7 @@ eval_logdir="eval_logdir" # Evaluation settings. fold=valid fold_index=1 # Optionally can specify index of specific piece to be evaluated. -unit=frame +unit=note chronological=True ensemble_size=1 # Number of different orderings to average. @@ -44,7 +44,8 @@ python3 coconet_evaluate.py \ --checkpoint=$checkpoint \ --fold=$fold \ --chronological=$chronological \ ---ensemble_size=$ensemble_size +--ensemble_size=$ensemble_size \ +--unit=$unit #--fold_index=$fold_index \ #--unit=$unit \ #--fold_index=$fold_index From ff76966cf5a6397386514d4f2f09a89e69389754 Mon Sep 17 00:00:00 2001 From: Katie Everett Date: Sat, 8 Jun 2019 18:59:43 -0700 Subject: [PATCH 4/4] to train/eval dilated architecture --- magenta/models/coconet/.gitignore | 1 + magenta/models/coconet/coconet_evaluate.py | 6 ++---- magenta/models/coconet/coconet_train.py | 2 +- magenta/models/coconet/evalmodel_bazel.sh | 7 ++----- magenta/models/coconet/train_bazel.sh | 2 +- 5 files changed, 7 insertions(+), 11 deletions(-) create mode 100644 magenta/models/coconet/.gitignore diff --git a/magenta/models/coconet/.gitignore b/magenta/models/coconet/.gitignore new file mode 100644 index 0000000000..582ee332d7 --- /dev/null +++ b/magenta/models/coconet/.gitignore @@ -0,0 +1 @@ +coconet_checkpoint diff --git a/magenta/models/coconet/coconet_evaluate.py b/magenta/models/coconet/coconet_evaluate.py index f5abf9457b..5daffc8e58 100644 --- a/magenta/models/coconet/coconet_evaluate.py +++ b/magenta/models/coconet/coconet_evaluate.py @@ -47,7 +47,7 @@ flags.DEFINE_string('sample_npy_path', None, 'Path to samples to be evaluated.') -EVAL_SUBDIR = 'eval_stats' +EVAL_SUBDIR = 'eval' def main(unused_argv): @@ -77,9 +77,6 @@ def main(unused_argv): eval_logdir = os.path.join(FLAGS.eval_logdir, EVAL_SUBDIR) tf.gfile.MakeDirs(eval_logdir) - print("About to make evaluator...") - print("unit: ", FLAGS.unit) - print("chronological: ", FLAGS.chronological) evaluator = lib_evaluation.BaseEvaluator.make( FLAGS.unit, wmodel=wmodel, chronological=FLAGS.chronological) evaluator = lib_evaluation.EnsemblingEvaluator(evaluator, FLAGS.ensemble_size) @@ -135,6 +132,7 @@ def evaluate_paths(paths, evaluator, unused_hparams, eval_logdir): def get_fold_pianorolls(fold, hparams): dataset = lib_data.get_dataset(FLAGS.data_dir, hparams, fold) pianorolls = dataset.get_pianorolls() + pianorolls[0:2] tf.logging.info('Retrieving pianorolls from %s set of %s dataset.', fold, hparams.dataset) print_statistics(pianorolls) diff --git a/magenta/models/coconet/coconet_train.py b/magenta/models/coconet/coconet_train.py index d83bb266de..93dc60a986 100644 --- a/magenta/models/coconet/coconet_train.py +++ b/magenta/models/coconet/coconet_train.py @@ -109,7 +109,7 @@ 'Optimize masked predictions only.') flags.DEFINE_bool('rescale_loss', True, 'Rescale loss based on context size.') flags.DEFINE_integer( - 'patience', 10, + 'patience', 5, 'Number of epochs to wait for improvement before decaying learning rate.') flags.DEFINE_float('corrupt_ratio', 0.5, 'Fraction of variables to mask out.') diff --git a/magenta/models/coconet/evalmodel_bazel.sh b/magenta/models/coconet/evalmodel_bazel.sh index 41c25416ba..9f2a37d924 100644 --- a/magenta/models/coconet/evalmodel_bazel.sh +++ b/magenta/models/coconet/evalmodel_bazel.sh @@ -28,11 +28,11 @@ checkpoint=$1 data_dir="testdata" # Change this to where evaluation results are stored. -eval_logdir="eval_logdir" +eval_logdir=$1 # Evaluation settings. fold=valid -fold_index=1 # Optionally can specify index of specific piece to be evaluated. +#fold_index=1 # Optionally can specify index of specific piece to be evaluated. unit=note chronological=True ensemble_size=1 # Number of different orderings to average. @@ -46,6 +46,3 @@ python3 coconet_evaluate.py \ --chronological=$chronological \ --ensemble_size=$ensemble_size \ --unit=$unit -#--fold_index=$fold_index \ -#--unit=$unit \ -#--fold_index=$fold_index diff --git a/magenta/models/coconet/train_bazel.sh b/magenta/models/coconet/train_bazel.sh index ad4fe83839..1211a92410 100644 --- a/magenta/models/coconet/train_bazel.sh +++ b/magenta/models/coconet/train_bazel.sh @@ -33,7 +33,7 @@ quantization_level=0.125 # 16th notes maskout_method=orderless num_layers=32 num_filters=64 -batch_size=20 +batch_size=10 use_sep_conv=True architecture='dilated' num_dilation_blocks=1