2016-11-11 18:53:51 +00:00
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# Copyright 2016 Google Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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2016-11-11 20:34:34 +00:00
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import third_party.magenta.models.basic_rnn.basic_rnn_generator as basic_rnn_generator
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from third_party.magenta.music import sequence_generator_bundle
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from third_party.magenta.protobuf import generator_pb2
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from third_party.magenta.music import midi_io
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from third_party.magenta.models.shared.melody_rnn_generate import _steps_to_seconds
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2016-11-11 18:53:51 +00:00
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import os
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import tempfile
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basic_generator = basic_rnn_generator.create_generator(
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None,
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sequence_generator_bundle.read_bundle_file(os.path.abspath('./basic_rnn.mag')),
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4)
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def generate_midi(midi_data, total_seconds=10):
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primer_sequence = midi_io.midi_to_sequence_proto(midi_data)
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generate_request = generator_pb2.GenerateSequenceRequest()
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if len(primer_sequence.notes) > 4:
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estimated_tempo = midi_data.estimate_tempo()
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if estimated_tempo > 240:
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qpm = estimated_tempo / 2
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else:
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qpm = estimated_tempo
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else:
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qpm = 120
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primer_sequence.tempos[0].qpm = qpm
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generate_request.input_sequence.CopyFrom(primer_sequence)
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generate_section = (generate_request.generator_options.generate_sections.add())
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# Set the start time to begin on the next step after the last note ends.
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notes_by_end_time = sorted(primer_sequence.notes, key=lambda n: n.end_time)
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last_end_time = notes_by_end_time[-1].end_time if notes_by_end_time else 0
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generate_section.start_time_seconds = last_end_time + _steps_to_seconds(
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1, qpm)
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generate_section.end_time_seconds = total_seconds
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# generate_response = generator_map[generator_name].generate(generate_request)
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generate_response = basic_generator.generate(generate_request)
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output = tempfile.NamedTemporaryFile()
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midi_io.sequence_proto_to_midi_file(
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generate_response.generated_sequence, output.name)
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output.seek(0)
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return output
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