beets/beetsplug/echonest.py
2014-03-08 15:35:20 +00:00

460 lines
16 KiB
Python

# This file is part of beets.
# Copyright 2013, Adrian Sampson.
#
# Permission is hereby granted, free of charge, to any person obtaining
# a copy of this software and associated documentation files (the
# "Software"), to deal in the Software without restriction, including
# without limitation the rights to use, copy, modify, merge, publish,
# distribute, sublicense, and/or sell copies of the Software, and to
# permit persons to whom the Software is furnished to do so, subject to
# the following conditions:
#
# The above copyright notice and this permission notice shall be
# included in all copies or substantial portions of the Software.
"""Fetch a variety of acoustic metrics from The Echo Nest.
"""
import time
import logging
import socket
import os
import tempfile
from string import Template
import subprocess
from beets import util, config, plugins, ui
import pyechonest
import pyechonest.song
import pyechonest.track
log = logging.getLogger('beets')
# If a request at the EchoNest fails, we want to retry the request RETRIES
# times and wait between retries for RETRY_INTERVAL seconds.
RETRIES = 10
RETRY_INTERVAL = 10
DEVNULL = open(os.devnull, 'wb')
ALLOWED_FORMATS = ('MP3', 'OGG', 'AAC')
# The attributes we can import and where to store them in beets fields.
ATTRIBUTES = {
'energy': 'energy',
'liveness': 'liveness',
'speechiness': 'speechiness',
'acousticness': 'acousticness',
'danceability': 'danceability',
'valence': 'valence',
'tempo': 'bpm',
}
# We also use echonest_id (song_id) and echonest_fingerprint to speed up
# lookups.
ID_KEY = 'echonest_id'
FINGERPRINT_KEY = 'echonest_fingerprint'
def _splitstrip(string, delim=u','):
"""Split string (at commas by default) and strip whitespace from the
pieces.
"""
return [s.strip() for s in string.split(delim)]
def diff(item1, item2, attributes):
result = 0.0
for attr in attributes:
try:
result += abs(
float(item1.get(attr, None)) -
float(item2.get(attr, None))
)
except TypeError:
result += 1.0
return result
def similar(lib, src_item, threshold=0.15):
for item in lib.items():
if item.path != src_item.path:
d = diff(item, src_item, ATTRIBUTES.values())
if d < threshold:
print(u'{1:2.2f}: {0}'.format(item.path, d))
class EchonestMetadataPlugin(plugins.BeetsPlugin):
def __init__(self):
super(EchonestMetadataPlugin, self).__init__()
self.config.add({
'auto': True,
'apikey': u'NY2KTZHQ0QDSHBAP6',
'codegen': None,
'upload': True,
'convert': True,
})
self.config.add(ATTRIBUTES)
pyechonest.config.ECHO_NEST_API_KEY = \
config['echonest']['apikey'].get(unicode)
if config['echonest']['codegen']:
pyechonest.config.CODEGEN_BINARY_OVERRIDE = \
config['echonest']['codegen'].get(unicode)
if self.config['auto']:
self.import_stages = [self.imported]
def _echofun(self, func, **kwargs):
"""Wrapper for requests to the EchoNest API. Will retry up to
RETRIES times and wait between retries for RETRY_INTERVAL
seconds.
"""
for i in range(RETRIES):
try:
result = func(**kwargs)
except pyechonest.util.EchoNestAPIError as e:
if e.code == 3:
# reached access limit per minute
time.sleep(RETRY_INTERVAL)
elif e.code == 5:
# specified identifier does not exist
# no use in trying again.
log.debug(u'echonest: {0}'.format(e))
return None
else:
log.error(u'echonest: {0}'.format(e.args[0][0]))
return None
except (pyechonest.util.EchoNestIOError, socket.error) as e:
log.warn(u'echonest: IO error: {0}'.format(e))
time.sleep(RETRY_INTERVAL)
except Exception as e:
# there was an error analyzing the track, status: error
log.debug(u'echonest: {0}'.format(e))
return None
else:
break
else:
# If we exited the loop without breaking, then we used up all
# our allotted retries.
raise ui.UserError(u'echonest request failed repeatedly')
return None
return result
def _pick_song(self, songs, item):
"""Helper method to pick the best matching song from a list of songs
returned by the EchoNest. Compares artist, title and duration. If
the artist and title match and the duration difference is <= 1.0
seconds, it's considered a match.
"""
if not songs:
log.debug(u'echonest: no songs found')
return
pick = None
min_dist = item.length
for song in songs:
if song.artist_name.lower() == item.artist.lower() \
and song.title.lower() == item.title.lower():
dist = abs(item.length - song.audio_summary['duration'])
if dist < min_dist:
min_dist = dist
pick = song
if min_dist > 2.5:
return None
return pick
def _flatten_song(self, song):
"""Given an Echo Nest song object, return a flat dict containing
attributes we care about. If song is None, return None.
"""
if not song:
return
values = dict(song.audio_summary)
values['id'] = song.id
return values
# "Profile" (ID-based) lookup.
def profile(self, item):
"""Do a lookup on the EchoNest by MusicBrainz ID.
"""
# Use an existing Echo Nest ID.
if ID_KEY in item:
enid = item[ID_KEY]
# Look up the Echo Nest ID based on the MBID.
else:
if not item.mb_trackid:
log.debug(u'echonest: no ID available')
return
mbid = 'musicbrainz:track:{0}'.format(item.mb_trackid)
track = self._echofun(pyechonest.track.track_from_id,
identifier=mbid)
if not track:
log.debug(u'echonest: lookup by MBID failed')
return
enid = track.song_id
# Use the Echo Nest ID to look up the song.
songs = self._echofun(pyechonest.song.profile, ids=enid,
buckets=['id:musicbrainz', 'audio_summary'])
return self._flatten_song(self._pick_song(songs, item))
# "Search" (metadata-based) lookup.
def search(self, item):
"""Search the item at the EchoNest by artist and title.
"""
songs = self._echofun(pyechonest.song.search, title=item.title,
results=100, artist=item.artist,
buckets=['id:musicbrainz', 'tracks',
'audio_summary'])
return self._flatten_song(self._pick_song(songs, item))
# "Identify" (fingerprinting) lookup.
def fingerprint(self, item):
"""Get the fingerprint for this item from the EchoNest. If we
already have a fingerprint, return it and don't calculate it
again.
"""
if FINGERPRINT_KEY in item:
return item[FINGERPRINT_KEY]
try:
res = self._echofun(pyechonest.util.codegen,
filename=item.path.decode('utf-8'))
except Exception as e:
# Frustratingly, the pyechonest library raises a plain Exception
# when the command is not found.
log.debug(u'echonest: codegen failed: {0}'.format(e))
return
if not res or 'code' not in res[0] or not res[0]['code']:
log.debug(u'echonest: no fingerprint returned')
return
code = res[0]['code']
log.debug(u'echonest: calculated fingerprint')
item[FINGERPRINT_KEY] = code
return code
def identify(self, item):
"""Try to identify the song at the EchoNest.
"""
code = self.fingerprint(item)
if not code:
return
songs = self._echofun(pyechonest.song.identify, code=code)
if not songs:
log.debug(u'echonest: no songs found for fingerprint')
return
return self._flatten_song(max(songs, key=lambda s: s.score))
# "Analyze" (upload the audio itself) method.
def convert(self, item):
"""Converts an item in an unsupported media format to ogg. Config
pending.
This is stolen from Jakob Schnitzers convert plugin.
"""
fd, dest = tempfile.mkstemp(u'.ogg')
os.close(fd)
source = item.path
log.info(u'echonest: encoding {0} to {1}'.format(
util.displayable_path(source),
util.displayable_path(dest),
))
# Build up the FFmpeg command line.
# FIXME: use avconv?
command = u'ffmpeg -i $source -y -acodec libvorbis -vn -aq 2 $dest'
opts = []
for arg in command.split():
arg = arg.encode('utf-8')
opts.append(Template(arg).substitute(source=source, dest=dest))
# Run the command.
try:
subprocess.check_call(opts, close_fds=True, stderr=DEVNULL)
except (OSError, subprocess.CalledProcessError) as exc:
log.debug(u'echonest: encode failed: {0}'.format(exc))
util.remove(dest)
return
log.info(u'echonest: finished encoding {0}'.format(
util.displayable_path(source))
)
return dest
def analyze(self, item):
"""Upload the item to the EchoNest for analysis. May require to
convert the item to a supported media format.
"""
# Get the file to upload (either by using the file directly or by
# transcoding it first).
source = item.path
if item.format not in ALLOWED_FORMATS:
if config['echonest']['convert']:
source = self.convert(item)
if not source:
log.debug(u'echonest: failed to convert file')
return
else:
return
# Upload the audio file.
log.info(u'echonest: uploading file, please be patient')
track = self._echofun(pyechonest.track.track_from_filename,
filename=source)
if not track:
log.debug(u'echonest: failed to upload file')
return
# Sometimes we have a track but no song. I guess this happens for
# new / unverified songs. We need to "extract" the audio_summary
# from the track object manually. I don't know why the
# pyechonest API handles tracks (merge audio_summary to __dict__)
# and songs (keep audio_summary in an extra attribute)
# differently.
# Maybe a patch for pyechonest could help?
# First get the (limited) metadata from the track in case
# there's no associated song.
from_track = {}
for key in ATTRIBUTES:
try:
from_track[key] = getattr(track, key)
except AttributeError:
pass
from_track['duration'] = track.duration
# Try to look up a song for the full metadata.
try:
song_id = track.song_id
except AttributeError:
return from_track
songs = self._echofun(pyechonest.song.profile,
ids=[song_id], track_ids=[track.id],
buckets=['audio_summary'])
if songs:
pick = self._pick_song(songs, item)
if pick:
return self._flatten_song(pick)
return from_track # Fall back to track metadata.
# Shared top-level logic.
def fetch_song(self, item):
"""Try all methods to get a matching song object from the
EchoNest. If no method succeeds, return None.
"""
# There are four different ways to get a song. Each method is a
# callable that takes the Item as an argument.
methods = [self.profile, self.search]
if config['echonest']['codegen']:
methods.append(self.identify)
if config['echonest']['upload']:
methods.append(self.analyze)
# Try each method in turn.
for method in methods:
song = method(item)
if song:
log.debug(
u'echonest: got song through {0}: {1} - {2} [{3}]'.format(
method.__name__,
item.artist,
item.title,
song['duration'],
)
)
return song
def apply_metadata(self, item, values, write=False):
"""Copy the metadata from the dictionary of song information to
the item.
"""
# Update each field.
for k, v in values.iteritems():
if k in ATTRIBUTES:
field = ATTRIBUTES[k]
log.debug(u'echonest: metadata: {0} = {1}'.format(field, v))
if field == 'bpm':
item[field] = int(v)
else:
item[field] = v
if 'id' in values:
enid = values['id']
log.debug(u'echonest: metadata: {0} = {1}'.format(ID_KEY, enid))
item[ID_KEY] = enid
# Write and save.
if write:
item.write()
item.store()
# Automatic (on-import) metadata fetching.
def imported(self, session, task):
"""Import pipeline stage.
"""
for item in task.imported_items():
song = self.fetch_song(item)
if song:
self.apply_metadata(item, song)
# Explicit command invocation.
def requires_update(self, item):
"""Check if this item requires an update from the EchoNest (its
data is missing).
"""
for field in ATTRIBUTES.values():
if not item.get(field):
return True
log.info(u'echonest: no update required')
return False
def commands(self):
fetch_cmd = ui.Subcommand('echonest',
help='Fetch metadata from the EchoNest')
fetch_cmd.parser.add_option('-f', '--force', dest='force',
action='store_true', default=False,
help='(re-)download information from the EchoNest')
def fetch_func(lib, opts, args):
self.config.set_args(opts)
write = config['import']['write'].get(bool)
for item in lib.items(ui.decargs(args)):
log.info(u'echonest: {0} - {1}'.format(item.artist,
item.title))
if self.config['force'] or self.requires_update(item):
song = self.fetch_song(item)
if song:
self.apply_metadata(item, song, write)
fetch_cmd.func = fetch_func
sim_cmd = ui.Subcommand('echosim', help='show related files')
sim_cmd.parser.add_option('-t', '--threshold', dest='threshold',
action='store', type='float', default=0.15,
help='Set difference threshold')
def sim_func(lib, opts, args):
self.config.set_args(opts)
for item in lib.items(ui.decargs(args)):
similar(lib, item, opts.threshold)
sim_cmd.func = sim_func
return [fetch_cmd, sim_cmd]