projectlosangeles
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Commit
•
a2fcb8c
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Parent(s):
a928126
Upload 5 files
Browse files- Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb +149 -9
- TMIDIX.py +102 -12
- monster_midi_dataset_gpu_search_and_filter.py +122 -9
Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb
CHANGED
@@ -11,7 +11,7 @@
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"id": "SiTIpPjArIyr"
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},
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"source": [
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-
"# Monster MIDI Dataset GPU Search and Filter (ver.
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"\n",
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"***\n",
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"\n",
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@@ -387,7 +387,7 @@
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" e[1] = int(e[1] / 16)\n",
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" e[2] = int(e[2] / 16)\n",
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"\n",
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-
" drums_offset = len(TMIDIX.
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"\n",
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" src_sigs = []\n",
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"\n",
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@@ -411,12 +411,15 @@
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" if pitches:\n",
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" if len(pitches) > 1:\n",
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" tones_chord = sorted(set([p % 12 for p in pitches]))\n",
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-
" checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)\n",
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"\n",
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-
"
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"\n",
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-
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"
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"\n",
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" sig.append(sig_token)\n",
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"\n",
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@@ -791,9 +794,12 @@
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" if pitches:\n",
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" if len(pitches) > 1:\n",
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" tones_chord = sorted(set([p % 12 for p in pitches]))\n",
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-
" checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)\n",
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"\n",
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-
"
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"\n",
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" elif len(pitches) == 1:\n",
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" chord_token = pitches[0]\n",
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@@ -956,7 +962,7 @@
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{
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"cell_type": "markdown",
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"source": [
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"# (DOWNLOAD RESULTS)"
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],
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"metadata": {
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"id": "7Lyy0vjV0dlI"
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@@ -1022,6 +1028,140 @@
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "SiTIpPjArIyr"
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},
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"source": [
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"# Monster MIDI Dataset GPU Search and Filter (ver. 3.0)\n",
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"\n",
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"***\n",
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"\n",
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" e[1] = int(e[1] / 16)\n",
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" e[2] = int(e[2] / 16)\n",
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"\n",
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+
" drums_offset = len(TMIDIX.ALL_CHORDS_SORTED) + 128\n",
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"\n",
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" src_sigs = []\n",
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"\n",
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" if pitches:\n",
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" if len(pitches) > 1:\n",
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" tones_chord = sorted(set([p % 12 for p in pitches]))\n",
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"\n",
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" try:\n",
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" sig_token = TMIDIX.ALL_CHORDS_SORTED.index(tones_chord) + 128\n",
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" except:\n",
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" checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)\n",
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" sig_token = TMIDIX.ALL_CHORDS_SORTED.index(checked_tones_chord) + 128\n",
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"\n",
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+
" elif len(pitches) == 1:\n",
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" sig_token = pitches[0]\n",
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"\n",
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" sig.append(sig_token)\n",
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"\n",
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" if pitches:\n",
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" if len(pitches) > 1:\n",
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" tones_chord = sorted(set([p % 12 for p in pitches]))\n",
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"\n",
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" try:\n",
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" chord_token = TMIDIX.ALL_CHORDS_SORTED.index(tones_chord) + 128\n",
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" except:\n",
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" checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)\n",
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" chord_token = TMIDIX.ALL_CHORDS_SORTED.index(checked_tones_chord) + 128\n",
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"\n",
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" elif len(pitches) == 1:\n",
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" chord_token = pitches[0]\n",
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{
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"cell_type": "markdown",
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"source": [
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+
"# (DOWNLOAD SEARCH RESULTS)"
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],
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"metadata": {
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"id": "7Lyy0vjV0dlI"
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"# (META DATA SEARCH)"
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],
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"metadata": {
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"id": "kawXUInwyh2X"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"#@title Load Monster MIDI Dataset Metadata\n",
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"print('=' * 70)\n",
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"print('Loading Monster MIDI Dataset Metadata...')\n",
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"meta_data = pickle.load(open('/content/Main-MIDI-Dataset/META_DATA/MONSTER_META_DATA.pickle', 'rb'))\n",
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"print('Done!')\n",
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"print('=' * 70)\n",
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"print('Enjoy!')\n",
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"print('=' * 70)"
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],
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"metadata": {
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"cellView": "form",
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"id": "l72wnOFAy9Ly"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "code",
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"source": [
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"#@title Monster MIDI Dataset Metadata Search\n",
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"\n",
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"#@markdown You can search the metadata by search query or by MIDI md5 hash file name\n",
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"\n",
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"search_query = \"Come To My Window\" #@param {type:\"string\"}\n",
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"md5_hash_MIDI_file_name = \"68dfb00f24f5ebd9bb52823fa9a04c3e\" #@param {type:\"string\"}\n",
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"case_sensitive_search = False #@param {type:\"boolean\"}\n",
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"\n",
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"fields_to_search = ['track_name',\n",
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" 'text_event',\n",
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" 'lyric',\n",
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" 'copyright_text_event',\n",
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" 'marker',\n",
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" 'text_event_08',\n",
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" 'text_event_09',\n",
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" 'text_event_0a',\n",
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" 'text_event_0b',\n",
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" 'text_event_0c',\n",
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" 'text_event_0d',\n",
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" 'text_event_0e',\n",
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" 'text_event_0f',\n",
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" ]\n",
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"\n",
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"print('=' * 70)\n",
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"print('Los Angeles MIDI Dataset Metadata Search')\n",
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"print('=' * 70)\n",
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"print('Searching...')\n",
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"print('=' * 70)\n",
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"\n",
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"if md5_hash_MIDI_file_name != '':\n",
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" for d in tqdm(meta_data):\n",
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" try:\n",
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" if d[0] == md5_hash_MIDI_file_name:\n",
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" print('Found!')\n",
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" print('=' * 70)\n",
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" print('Metadata index:', meta_data.index(d))\n",
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" print('MIDI file name:', meta_data[meta_data.index(d)][0])\n",
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" print('-' * 70)\n",
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" pprint.pprint(['Result:', d[1][:16]], compact = True)\n",
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" print('=' * 70)\n",
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" break\n",
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"\n",
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" except KeyboardInterrupt:\n",
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" print('Ending search...')\n",
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" print('=' * 70)\n",
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" break\n",
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"\n",
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" except Exception as e:\n",
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" print('WARNING !!!')\n",
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" print('=' * 70)\n",
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" print('Error detected:', e)\n",
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" print('=' * 70)\n",
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+
" continue\n",
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"\n",
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" if d[0] != md5_hash_MIDI_file_name:\n",
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" print('Not found!')\n",
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" print('=' * 70)\n",
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" print('md5 hash was not found!')\n",
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+
" print('Ending search...')\n",
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+
" print('=' * 70)\n",
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"\n",
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"else:\n",
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" for d in tqdm(meta_data):\n",
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" try:\n",
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" for dd in d[1]:\n",
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" if dd[0] in fields_to_search:\n",
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+
" if case_sensitive_search:\n",
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" if str(search_query) in str(dd[2]):\n",
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+
" print('Found!')\n",
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" print('=' * 70)\n",
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+
" print('Metadata index:', meta_data.index(d))\n",
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1133 |
+
" print('MIDI file name:', meta_data[meta_data.index(d)][0])\n",
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+
" print('-' * 70)\n",
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+
" pprint.pprint(['Result:', dd[2][:16]], compact = True)\n",
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+
" print('=' * 70)\n",
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"\n",
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" else:\n",
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+
" if str(search_query).lower() in str(dd[2]).lower():\n",
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" print('Found!')\n",
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" print('=' * 70)\n",
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+
" print('Metadata index:', meta_data.index(d))\n",
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+
" print('MIDI file name:', meta_data[meta_data.index(d)][0])\n",
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+
" print('-' * 70)\n",
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+
" pprint.pprint(['Result:', dd[2][:16]], compact = True)\n",
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" print('=' * 70)\n",
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"\n",
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+
" except KeyboardInterrupt:\n",
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+
" print('Ending search...')\n",
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+
" print('=' * 70)\n",
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+
" break\n",
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"\n",
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" except:\n",
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" print('Ending search...')\n",
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" print('=' * 70)\n",
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" break"
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],
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"metadata": {
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"cellView": "form",
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"id": "2iC3oMnZyksz"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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TMIDIX.py
CHANGED
@@ -4707,23 +4707,62 @@ def augment_enhanced_score_notes(enhanced_score_notes,
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###################################################################################
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def extract_melody(chordified_enhanced_score,
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melody_range=[
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melody_channel=0,
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melody_patch=0
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):
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for e in melody_score:
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e[3] = melody_channel
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e[6] = melody_patch
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return fix_monophonic_score_durations(melody_score)
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4729 |
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@@ -4960,6 +4999,57 @@ def patch_enhanced_score_notes(enhanced_score_notes,
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###################################################################################
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# This is the end of the TMIDI X Python module
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4965 |
###################################################################################
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4707 |
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4708 |
###################################################################################
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4709 |
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4710 |
+
def stack_list(lst, base=12):
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4711 |
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return sum(j * base**i for i, j in enumerate(lst[::-1]))
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4712 |
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4713 |
+
def destack_list(num, base=12):
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4714 |
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lst = []
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4715 |
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while num:
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4716 |
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lst.append(num % base)
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4717 |
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num //= base
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4718 |
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return lst[::-1]
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4719 |
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4720 |
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###################################################################################
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4721 |
+
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4722 |
def extract_melody(chordified_enhanced_score,
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4723 |
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melody_range=[48, 84],
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4724 |
melody_channel=0,
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4725 |
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melody_patch=0,
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4726 |
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melody_velocity=0,
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4727 |
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stacked_melody=False,
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4728 |
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stacked_melody_base_pitch=60
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):
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4730 |
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4731 |
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if stacked_melody:
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4732 |
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4733 |
+
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4734 |
+
all_pitches_chords = []
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4735 |
+
for e in chordified_enhanced_score:
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4736 |
+
all_pitches_chords.append(sorted(set([p[4] for p in e]), reverse=True))
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4737 |
+
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4738 |
+
melody_score = []
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4739 |
+
for i, chord in enumerate(chordified_enhanced_score):
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4740 |
+
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4741 |
+
if melody_velocity > 0:
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4742 |
+
vel = melody_velocity
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4743 |
+
else:
|
4744 |
+
vel = chord[0][5]
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4745 |
+
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4746 |
+
melody_score.append(['note', chord[0][1], chord[0][2], melody_channel, stacked_melody_base_pitch+(stack_list([p % 12 for p in all_pitches_chords[i]]) % 12), vel, melody_patch])
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4747 |
+
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4748 |
+
else:
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4749 |
+
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4750 |
+
melody_score = copy.deepcopy([c[0] for c in chordified_enhanced_score if c[0][3] != 9])
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4751 |
+
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4752 |
+
for e in melody_score:
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4753 |
+
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4754 |
+
e[3] = melody_channel
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4755 |
+
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4756 |
+
if melody_velocity > 0:
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4757 |
+
e[5] = melody_velocity
|
4758 |
+
|
4759 |
+
e[6] = melody_patch
|
4760 |
+
|
4761 |
+
if e[4] < melody_range[0]:
|
4762 |
+
e[4] = (e[4] % 12) + melody_range[0]
|
4763 |
+
|
4764 |
+
if e[4] >= melody_range[1]:
|
4765 |
+
e[4] = (e[4] % 12) + (melody_range[1]-12)
|
4766 |
|
4767 |
return fix_monophonic_score_durations(melody_score)
|
4768 |
|
|
|
4999 |
|
5000 |
###################################################################################
|
5001 |
|
5002 |
+
def create_enhanced_monophonic_melody(monophonic_melody):
|
5003 |
+
|
5004 |
+
enhanced_monophonic_melody = []
|
5005 |
+
|
5006 |
+
for i, note in enumerate(monophonic_melody[:-1]):
|
5007 |
+
|
5008 |
+
enhanced_monophonic_melody.append(note)
|
5009 |
+
|
5010 |
+
if note[1]+note[2] < monophonic_melody[i+1][1]:
|
5011 |
+
|
5012 |
+
delta_time = monophonic_melody[i+1][1] - (note[1]+note[2])
|
5013 |
+
enhanced_monophonic_melody.append(['silence', note[1]+note[2], delta_time, note[3], 0, 0, note[6]])
|
5014 |
+
|
5015 |
+
enhanced_monophonic_melody.append(monophonic_melody[-1])
|
5016 |
+
|
5017 |
+
return enhanced_monophonic_melody
|
5018 |
+
|
5019 |
+
###################################################################################
|
5020 |
+
|
5021 |
+
def frame_monophonic_melody(monophonic_melody, min_frame_time_threshold=10):
|
5022 |
+
|
5023 |
+
mzip = list(zip(monophonic_melody[:-1], monophonic_melody[1:]))
|
5024 |
+
|
5025 |
+
times_counts = Counter([(b[1]-a[1]) for a, b in mzip]).most_common()
|
5026 |
+
|
5027 |
+
mc_time = next((item for item, count in times_counts if item >= min_frame_time_threshold), min_frame_time_threshold)
|
5028 |
+
|
5029 |
+
times = [(b[1]-a[1]) // mc_time for a, b in mzip] + [monophonic_melody[-1][2] // mc_time]
|
5030 |
+
|
5031 |
+
framed_melody = []
|
5032 |
+
|
5033 |
+
for i, note in enumerate(monophonic_melody):
|
5034 |
+
|
5035 |
+
stime = note[1]
|
5036 |
+
count = times[i]
|
5037 |
+
|
5038 |
+
if count != 0:
|
5039 |
+
for j in range(count):
|
5040 |
+
|
5041 |
+
new_note = copy.deepcopy(note)
|
5042 |
+
new_note[1] = stime + (j * mc_time)
|
5043 |
+
new_note[2] = mc_time
|
5044 |
+
framed_melody.append(new_note)
|
5045 |
+
|
5046 |
+
else:
|
5047 |
+
framed_melody.append(note)
|
5048 |
+
|
5049 |
+
return [framed_melody, mc_time]
|
5050 |
+
|
5051 |
+
###################################################################################
|
5052 |
+
|
5053 |
# This is the end of the TMIDI X Python module
|
5054 |
|
5055 |
###################################################################################
|
monster_midi_dataset_gpu_search_and_filter.py
CHANGED
@@ -6,7 +6,7 @@ Automatically generated by Colaboratory.
|
|
6 |
Original file is located at
|
7 |
https://colab.research.google.com/github/asigalov61/Monster-MIDI-Dataset/blob/main/Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb
|
8 |
|
9 |
-
# Monster MIDI Dataset GPU Search and Filter (ver.
|
10 |
|
11 |
***
|
12 |
|
@@ -260,7 +260,7 @@ if filez:
|
|
260 |
e[1] = int(e[1] / 16)
|
261 |
e[2] = int(e[2] / 16)
|
262 |
|
263 |
-
drums_offset = len(TMIDIX.
|
264 |
|
265 |
src_sigs = []
|
266 |
|
@@ -284,12 +284,15 @@ if filez:
|
|
284 |
if pitches:
|
285 |
if len(pitches) > 1:
|
286 |
tones_chord = sorted(set([p % 12 for p in pitches]))
|
287 |
-
checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)
|
288 |
|
289 |
-
|
|
|
|
|
|
|
|
|
290 |
|
291 |
-
|
292 |
-
|
293 |
|
294 |
sig.append(sig_token)
|
295 |
|
@@ -637,9 +640,12 @@ if filez:
|
|
637 |
if pitches:
|
638 |
if len(pitches) > 1:
|
639 |
tones_chord = sorted(set([p % 12 for p in pitches]))
|
640 |
-
checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)
|
641 |
|
642 |
-
|
|
|
|
|
|
|
|
|
643 |
|
644 |
elif len(pitches) == 1:
|
645 |
chord_token = pitches[0]
|
@@ -792,7 +798,7 @@ else:
|
|
792 |
print('Could not find any MIDI files. Please check Dataset dir...')
|
793 |
print('=' * 70)
|
794 |
|
795 |
-
"""# (DOWNLOAD RESULTS)"""
|
796 |
|
797 |
# Commented out IPython magic to ensure Python compatibility.
|
798 |
#@title Zip and download all search results
|
@@ -835,4 +841,111 @@ print('=' * 70)
|
|
835 |
print('Done!')
|
836 |
print('=' * 70)
|
837 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
838 |
"""# Congrats! You did it! :)"""
|
|
|
6 |
Original file is located at
|
7 |
https://colab.research.google.com/github/asigalov61/Monster-MIDI-Dataset/blob/main/Monster_MIDI_Dataset_GPU_Search_and_Filter.ipynb
|
8 |
|
9 |
+
# Monster MIDI Dataset GPU Search and Filter (ver. 3.0)
|
10 |
|
11 |
***
|
12 |
|
|
|
260 |
e[1] = int(e[1] / 16)
|
261 |
e[2] = int(e[2] / 16)
|
262 |
|
263 |
+
drums_offset = len(TMIDIX.ALL_CHORDS_SORTED) + 128
|
264 |
|
265 |
src_sigs = []
|
266 |
|
|
|
284 |
if pitches:
|
285 |
if len(pitches) > 1:
|
286 |
tones_chord = sorted(set([p % 12 for p in pitches]))
|
|
|
287 |
|
288 |
+
try:
|
289 |
+
sig_token = TMIDIX.ALL_CHORDS_SORTED.index(tones_chord) + 128
|
290 |
+
except:
|
291 |
+
checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)
|
292 |
+
sig_token = TMIDIX.ALL_CHORDS_SORTED.index(checked_tones_chord) + 128
|
293 |
|
294 |
+
elif len(pitches) == 1:
|
295 |
+
sig_token = pitches[0]
|
296 |
|
297 |
sig.append(sig_token)
|
298 |
|
|
|
640 |
if pitches:
|
641 |
if len(pitches) > 1:
|
642 |
tones_chord = sorted(set([p % 12 for p in pitches]))
|
|
|
643 |
|
644 |
+
try:
|
645 |
+
chord_token = TMIDIX.ALL_CHORDS_SORTED.index(tones_chord) + 128
|
646 |
+
except:
|
647 |
+
checked_tones_chord = TMIDIX.check_and_fix_tones_chord(tones_chord)
|
648 |
+
chord_token = TMIDIX.ALL_CHORDS_SORTED.index(checked_tones_chord) + 128
|
649 |
|
650 |
elif len(pitches) == 1:
|
651 |
chord_token = pitches[0]
|
|
|
798 |
print('Could not find any MIDI files. Please check Dataset dir...')
|
799 |
print('=' * 70)
|
800 |
|
801 |
+
"""# (DOWNLOAD SEARCH RESULTS)"""
|
802 |
|
803 |
# Commented out IPython magic to ensure Python compatibility.
|
804 |
#@title Zip and download all search results
|
|
|
841 |
print('Done!')
|
842 |
print('=' * 70)
|
843 |
|
844 |
+
"""# (META DATA SEARCH)"""
|
845 |
+
|
846 |
+
#@title Load Monster MIDI Dataset Metadata
|
847 |
+
print('=' * 70)
|
848 |
+
print('Loading Monster MIDI Dataset Metadata...')
|
849 |
+
meta_data = pickle.load(open('/content/Main-MIDI-Dataset/META_DATA/MONSTER_META_DATA.pickle', 'rb'))
|
850 |
+
print('Done!')
|
851 |
+
print('=' * 70)
|
852 |
+
print('Enjoy!')
|
853 |
+
print('=' * 70)
|
854 |
+
|
855 |
+
#@title Monster MIDI Dataset Metadata Search
|
856 |
+
|
857 |
+
#@markdown You can search the metadata by search query or by MIDI md5 hash file name
|
858 |
+
|
859 |
+
search_query = "Come To My Window" #@param {type:"string"}
|
860 |
+
md5_hash_MIDI_file_name = "68dfb00f24f5ebd9bb52823fa9a04c3e" #@param {type:"string"}
|
861 |
+
case_sensitive_search = False #@param {type:"boolean"}
|
862 |
+
|
863 |
+
fields_to_search = ['track_name',
|
864 |
+
'text_event',
|
865 |
+
'lyric',
|
866 |
+
'copyright_text_event',
|
867 |
+
'marker',
|
868 |
+
'text_event_08',
|
869 |
+
'text_event_09',
|
870 |
+
'text_event_0a',
|
871 |
+
'text_event_0b',
|
872 |
+
'text_event_0c',
|
873 |
+
'text_event_0d',
|
874 |
+
'text_event_0e',
|
875 |
+
'text_event_0f',
|
876 |
+
]
|
877 |
+
|
878 |
+
print('=' * 70)
|
879 |
+
print('Los Angeles MIDI Dataset Metadata Search')
|
880 |
+
print('=' * 70)
|
881 |
+
print('Searching...')
|
882 |
+
print('=' * 70)
|
883 |
+
|
884 |
+
if md5_hash_MIDI_file_name != '':
|
885 |
+
for d in tqdm(meta_data):
|
886 |
+
try:
|
887 |
+
if d[0] == md5_hash_MIDI_file_name:
|
888 |
+
print('Found!')
|
889 |
+
print('=' * 70)
|
890 |
+
print('Metadata index:', meta_data.index(d))
|
891 |
+
print('MIDI file name:', meta_data[meta_data.index(d)][0])
|
892 |
+
print('-' * 70)
|
893 |
+
pprint.pprint(['Result:', d[1][:16]], compact = True)
|
894 |
+
print('=' * 70)
|
895 |
+
break
|
896 |
+
|
897 |
+
except KeyboardInterrupt:
|
898 |
+
print('Ending search...')
|
899 |
+
print('=' * 70)
|
900 |
+
break
|
901 |
+
|
902 |
+
except Exception as e:
|
903 |
+
print('WARNING !!!')
|
904 |
+
print('=' * 70)
|
905 |
+
print('Error detected:', e)
|
906 |
+
print('=' * 70)
|
907 |
+
continue
|
908 |
+
|
909 |
+
if d[0] != md5_hash_MIDI_file_name:
|
910 |
+
print('Not found!')
|
911 |
+
print('=' * 70)
|
912 |
+
print('md5 hash was not found!')
|
913 |
+
print('Ending search...')
|
914 |
+
print('=' * 70)
|
915 |
+
|
916 |
+
else:
|
917 |
+
for d in tqdm(meta_data):
|
918 |
+
try:
|
919 |
+
for dd in d[1]:
|
920 |
+
if dd[0] in fields_to_search:
|
921 |
+
if case_sensitive_search:
|
922 |
+
if str(search_query) in str(dd[2]):
|
923 |
+
print('Found!')
|
924 |
+
print('=' * 70)
|
925 |
+
print('Metadata index:', meta_data.index(d))
|
926 |
+
print('MIDI file name:', meta_data[meta_data.index(d)][0])
|
927 |
+
print('-' * 70)
|
928 |
+
pprint.pprint(['Result:', dd[2][:16]], compact = True)
|
929 |
+
print('=' * 70)
|
930 |
+
|
931 |
+
else:
|
932 |
+
if str(search_query).lower() in str(dd[2]).lower():
|
933 |
+
print('Found!')
|
934 |
+
print('=' * 70)
|
935 |
+
print('Metadata index:', meta_data.index(d))
|
936 |
+
print('MIDI file name:', meta_data[meta_data.index(d)][0])
|
937 |
+
print('-' * 70)
|
938 |
+
pprint.pprint(['Result:', dd[2][:16]], compact = True)
|
939 |
+
print('=' * 70)
|
940 |
+
|
941 |
+
except KeyboardInterrupt:
|
942 |
+
print('Ending search...')
|
943 |
+
print('=' * 70)
|
944 |
+
break
|
945 |
+
|
946 |
+
except:
|
947 |
+
print('Ending search...')
|
948 |
+
print('=' * 70)
|
949 |
+
break
|
950 |
+
|
951 |
"""# Congrats! You did it! :)"""
|