atqamar

AMG positive samples for Daft Punk in order of affinity:

RANK \t ARTIST NAME
944	The Chemical Brothers
525	The Prodigy
3620	Underworld
36105	Narcotic Thrust
337	Moby
27300	Les Rythmes Digitales
2598	Sébastien Tellier

atqamar

import numpy as np
import numpy.linalg as la
from annoy import AnnoyIndex
from spotify.rec_sys_batch.item_maps import ItemMaps
from spotify.util.uri import GidURI, decode_uuid4

BUILD = '2015-W17'
ROOT = '/var/rec-sys/%s' % BUILD

tree = AnnoyIndex(40)

atqamar

sriram (srirampmalladi)
0.3645	Folk Metal / Viking Metal / Melodic Death Metal
0.2415	Death Metal / Metal / Groove Metal
0.2103	Groove Metal / Nu Metal / Alternative Metal
0.1091	Rock / Hard Rock / Metal
0.0747	Metal / Speed Metal / Neo Classical Metal

chris (mrchrisjohnson)
0.3737	Noise Pop / Chillwave / Freak Folk
0.2255	Chillwave / Nu Gaze / Noise Pop

atqamar

sriram (srirampmalladi)
0.0974	metal
0.0779	speed metal
0.0714	progressive metal
0.0714	power metal
0.0649	neo classical metal
0.0519	melodic death metal
0.0390	black metal
0.0390	death metal
0.0390	folk metal

atqamar

spotify:track:3VwobP6dbSUkIAl34P1csC
spotify:track:1rYbvZENGboOkeB0qzAlVj
spotify:track:1JK3ppo006rbhBCAskTWid
spotify:track:0qLzsHMejKWXGhHOZzDNLe
spotify:track:4JVeSjOgryUGJ0yo4mqYBK
spotify:track:6Ww9LLFCEPUupx7wy3jZnN
spotify:track:2W8fX4k2JLQJJ1SG0yRcHk
spotify:track:1PxeVXU16vI9Mf09ntfaPZ
spotify:track:29hKUUhAgUJoRTp7yaPVYJ
spotify:track:5jwSjba4Rm0y9p6CYwQowU

atqamar

[info] Resolving org.jacoco#org.jacoco.agent;0.7.1.201405082137 ...
[info] Done updating.
[warn] There may be incompatibilities among your library dependencies.
[warn] Here are some of the libraries that were evicted:
[warn] 	* com.google.guava:guava:(14.0.1, 16.0, 15.0, 14.0, 11.0.2) -> 18.0
[warn] Run 'evicted' to see detailed eviction warnings
[info] Compiling 107 Scala sources and 51 Java sources to /Users/qamar/rec-sys-scalding/target/scala-2.10/classes...
[warn] Note: Some input files use unchecked or unsafe operations.
[warn] Note: Recompile with -Xlint:unchecked for details.
[error] /Users/qamar/rec-sys-scalding/src/main/scala/com/spotify/recsys/job/LibraryTrackAdds.scala:5: object reportingrecords is not a member of package com.spotify.data

atqamar

>>> t = loader('word2vec2-track-40-blacklisted.tree', 40)
found 10 roots with degree 3610380
>>> item_vec(1926092)
[-0.61222898960113525, 0.40110298991203308, -0.86882501840591431, -0.40390399098396301, 1.5739649534225464, 2.9912350177764893, 1.2347650527954102, -2.8840279579162598, -1.6604549884796143, 0.54188698530197144, 1.1412789821624756, 1.241657018661499, -1.0545389652252197, 0.26847600936889648, -0.25054800510406494, 0.075194999575614929, 0.18987299501895905, -0.88793599605560303, 0.13406600058078766, -0.66986697912216187, 1.7543129920959473, -2.12192702293396, -1.9274799823760986, -1.4863320589065552, -0.048367001116275787, 4.0147228240966797, 2.0764510631561279, -0.91519302129745483, 1.449802041053772, 0.0013439999893307686, 1.447721004486084, 2.7600500583648682, 0.5310789942741394, 1.1490709781646729, -3.2139129638671875, -1.2849889993667603, -1.6008919477462769, -1.5216890573501587, 0.94182801246643066, -0.58957099914550781]
>>> t = loader('word2vec2-track-40.tree', 40)
found 10 roots with degree 

atqamar

>>> def f(a, b, *args, **kwargs):
...     print 'a:', a
...     print 'b:', b
...     print 'args:', args
...     print 'kwargs:', kwargs
...
>>>
>>> f(1, 2, 3, 4)
a: 1
b: 2

atqamar

import numpy as np
from skimage.transform import resize
from PIL import Image, ImageOps, ImageEnhance

def generate_jitter(payload):
    path, idxs, img_size = payload
    image = open_pad_image(path)
    w, h = image.size

    if random.random() < ROTATE_PROB:

atqamar

'''
Parses crop file to create forward pass embeddings

'''

import os
import sys
import simplejson as json
import time
import multiprocessing as mp