changeset 3:221d8e811900

Add parameters per xof

--- a/Vamp.ipynb	Sat Jul 11 10:12:19 2015 +0100
+++ b/Vamp.ipynb	Sat Jul 11 10:17:50 2015 +0100
@@ -226,18 +226,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 64,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "plugin_params = { \"tuningmode\": 1, \"s\": 0.9, \"chromanormalize\": 3 }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
-    "out = vamp.collect(data, rate, \"nnls-chroma:nnls-chroma\", output = \"chroma\", process_timestamp_method = vamp.vampyhost.SHIFT_DATA)"
+    "out = vamp.collect(data, rate, \"nnls-chroma:nnls-chroma\", output = \"chroma\", parameters = plugin_params, process_timestamp_method = vamp.vampyhost.SHIFT_DATA)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 66,
    "metadata": {
     "collapsed": false
    },
@@ -246,333 +257,333 @@
      "data": {
       "text/plain": [
        "{'matrix': ( 0.092879819,\n",
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-       "            3.82216311e+00,   2.37860933e-01,   3.82100488e-03,\n",
-       "            1.09032551e-02,   9.76738632e-01,   6.12066567e-01,\n",
-       "            0.00000000e+00,   1.22131228e+00,   1.42185569e-01],\n",
-       "         [  0.00000000e+00,   4.36535776e-01,   4.17109299e-03,\n",
-       "            3.84424448e+00,   2.35603973e-01,   5.66468760e-03,\n",
-       "            2.12225206e-02,   9.10210192e-01,   6.26790345e-01,\n",
-       "            3.02644782e-02,   1.14490044e+00,   8.25596377e-02],\n",
-       "         [  0.00000000e+00,   3.06452692e-01,   3.86287877e-03,\n",
-       "            3.83491397e+00,   1.54615387e-01,   8.76235869e-03,\n",
-       "            6.77153990e-02,   8.36059451e-01,   6.06808305e-01,\n",
-       "            4.31316085e-02,   1.03214538e+00,   6.54669628e-02],\n",
-       "         [  2.66693324e-01,   1.95837468e-01,   1.98197402e-02,\n",
-       "            3.94078565e+00,   6.78229034e-02,   1.28540650e-01,\n",
-       "            1.07280768e-01,   7.31590986e-01,   1.95100978e-01,\n",
-       "            4.64988917e-01,   8.68599772e-01,   0.00000000e+00],\n",
-       "         [  1.01754165e+00,   2.75092362e-03,   0.00000000e+00,\n",
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-       "            1.77711189e-01,   5.13349175e-01,   1.00919195e-01,\n",
-       "            8.15969646e-01,   7.14922309e-01,   6.61320984e-02],\n",
-       "         [  9.82037961e-01,   8.05798918e-03,   0.00000000e+00,\n",
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-       "            2.18861103e-01,   3.20885003e-01,   3.62727717e-02,\n",
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-       "         [  9.42771196e-01,   2.54417956e-02,   0.00000000e+00,\n",
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-       "            6.86089218e-01,   7.06140637e-01,   4.52662595e-02],\n",
-       "         [  7.64736056e-01,   0.00000000e+00,   0.00000000e+00,\n",
-       "            6.71625733e-01,   8.09735712e-03,   3.80770350e+00,\n",
-       "            1.18212968e-01,   1.45027727e-01,   1.41448304e-01,\n",
-       "            6.66033328e-01,   5.67650497e-01,   9.16916120e-04],\n",
-       "         [  3.80303353e-01,   7.37963186e-04,   8.07330489e-01,\n",
-       "            5.79400035e-03,   3.51414527e-03,   3.65109038e+00,\n",
-       "            1.32572628e-03,   1.70198345e+00,   4.49084640e-01,\n",
-       "            4.08069849e-01,   1.30995438e-01,   6.54952288e-01],\n",
-       "         [  6.44789517e-01,   1.91463605e-02,   1.01534832e+00,\n",
-       "            0.00000000e+00,   0.00000000e+00,   2.97579193e+00,\n",
-       "            0.00000000e+00,   2.95723677e+00,   2.57514745e-01,\n",
-       "            2.02719510e-01,   1.16316313e-02,   6.89639807e-01],\n",
-       "         [  6.48350954e-01,   3.55998091e-02,   9.91480291e-01,\n",
-       "            0.00000000e+00,   0.00000000e+00,   2.29414964e+00,\n",
-       "            1.80326179e-02,   3.42333341e+00,   1.88177288e-01,\n",
-       "            8.18119943e-02,   6.05384223e-02,   6.68154538e-01],\n",
-       "         [  7.30411291e-01,   3.45399342e-02,   1.05677223e+00,\n",
-       "            0.00000000e+00,   0.00000000e+00,   1.57214546e+00,\n",
-       "            3.68370973e-02,   3.63492155e+00,   1.83993116e-01,\n",
-       "            3.87695432e-02,   1.11736432e-01,   5.91368675e-01],\n",
-       "         [  6.96059704e-01,   6.38074502e-02,   9.83329117e-01,\n",
-       "            0.00000000e+00,   0.00000000e+00,   8.04103613e-01,\n",
-       "            3.10040992e-02,   3.68843269e+00,   4.68724109e-02,\n",
-       "            2.22536493e-02,   1.58476114e-01,   5.42322040e-01],\n",
-       "         [  4.15612608e-01,   2.48287967e-03,   7.15126038e-01,\n",
-       "            3.71358126e-01,   5.00436639e-03,   9.43841040e-02,\n",
-       "            4.15147632e-01,   3.73076868e+00,   5.02074718e-01,\n",
-       "            4.63929288e-02,   6.54523522e-02,   4.72613335e-01],\n",
-       "         [  6.50940478e-01,   1.97891891e-01,   1.75758898e-01,\n",
-       "            7.80113935e-01,   1.01064956e-02,   2.60821264e-02,\n",
-       "            4.72987115e-01,   2.77251506e+00,   1.90903246e+00,\n",
-       "            2.06915379e-01,   0.00000000e+00,   3.67915750e-01],\n",
-       "         [  7.99934924e-01,   3.07362080e-01,   1.15010314e-01,\n",
-       "            8.99490893e-01,   1.48295853e-02,   8.46333615e-03,\n",
-       "            4.64411795e-01,   1.90053177e+00,   2.61000252e+00,\n",
-       "            2.88172990e-01,   0.00000000e+00,   2.36573696e-01],\n",
-       "         [  8.44428301e-01,   5.05468726e-01,   1.13927245e-01,\n",
-       "            9.33207870e-01,   1.64283141e-02,   0.00000000e+00,\n",
-       "            3.93999994e-01,   1.32419717e+00,   2.98608017e+00,\n",
-       "            3.13605547e-01,   0.00000000e+00,   1.84952512e-01],\n",
-       "         [  7.61172056e-01,   7.23602951e-01,   1.17910549e-01,\n",
-       "            9.40936029e-01,   1.61284488e-02,   3.09127439e-02,\n",
-       "            2.97983408e-01,   8.62208724e-01,   3.22435474e+00,\n",
-       "            3.17345232e-01,   0.00000000e+00,   1.76184997e-01],\n",
-       "         [  5.59902191e-01,   9.25085902e-01,   1.03963248e-01,\n",
-       "            7.39642918e-01,   1.54185295e-02,   9.29588228e-02,\n",
-       "            1.31079197e-01,   5.94005942e-01,   3.27664280e+00,\n",
-       "            3.20019364e-01,   0.00000000e+00,   1.49048850e-01],\n",
-       "         [  9.98012815e-03,   3.04493338e-01,   3.59348059e-01,\n",
-       "            3.42505455e-01,   2.27598958e-02,   6.62563622e-01,\n",
-       "            6.89255744e-02,   3.01592648e-01,   3.33566928e+00,\n",
-       "            2.44367942e-01,   1.81877553e+00,   4.25202042e-01],\n",
-       "         [  0.00000000e+00,   2.79533565e-01,   5.98313987e-01,\n",
-       "            3.02214503e-01,   9.61515456e-02,   5.53717315e-01,\n",
-       "            5.80135435e-02,   1.31414318e-02,   2.60889387e+00,\n",
-       "            2.47154966e-01,   2.86118412e+00,   3.72229487e-01],\n",
-       "         [  0.00000000e+00,   3.05589288e-01,   6.22585654e-01,\n",
-       "            4.16841567e-01,   1.27011865e-01,   5.69701195e-01,\n",
-       "            5.27800582e-02,   0.00000000e+00,   1.87105262e+00,\n",
-       "            2.62221664e-01,   3.22219300e+00,   3.65786016e-01],\n",
-       "         [  0.00000000e+00,   3.15743983e-01,   5.84133804e-01,\n",
-       "            5.01707792e-01,   1.80275723e-01,   6.25951827e-01,\n",
-       "            4.52317782e-02,   4.26025353e-02,   1.37131834e+00,\n",
-       "            2.95144320e-01,   3.35175133e+00,   3.35543007e-01],\n",
-       "         [  0.00000000e+00,   2.16705322e-01,   5.42640269e-01,\n",
-       "            5.61418116e-01,   1.97916776e-01,   6.15685225e-01,\n",
-       "            4.63289805e-02,   6.92723840e-02,   9.77845907e-01,\n",
-       "            3.39275956e-01,   3.32334256e+00,   3.23462993e-01],\n",
-       "         [  1.01220644e+00,   5.20718038e-01,   1.63938656e-01,\n",
-       "            2.71238238e-01,   2.34777525e-01,   2.68530667e-01,\n",
-       "            6.25236407e-02,   5.55525362e-01,   8.76341909e-02,\n",
-       "            3.85676146e-01,   3.50803518e+00,   1.15921743e-01],\n",
-       "         [  2.42944503e+00,   3.04761827e-01,   8.81233811e-03,\n",
-       "            4.41674352e-01,   4.05711621e-01,   3.04287195e-01,\n",
-       "            9.27801579e-02,   5.42431951e-01,   2.66947374e-02,\n",
-       "            8.34576339e-02,   2.74303627e+00,   3.05163205e-01],\n",
-       "         [  2.93173909e+00,   3.84687483e-01,   0.00000000e+00,\n",
-       "            4.64963436e-01,   5.02562761e-01,   4.40405488e-01,\n",
-       "            9.35601220e-02,   5.99855423e-01,   4.21835780e-02,\n",
-       "            0.00000000e+00,   2.04308939e+00,   2.29302019e-01],\n",
-       "         [  3.11064768e+00,   3.45037937e-01,   0.00000000e+00,\n",
-       "            4.35747802e-01,   4.46496189e-01,   5.86265385e-01,\n",
-       "            1.94994181e-01,   6.88387334e-01,   5.12880310e-02,\n",
-       "            3.41151655e-02,   1.47539294e+00,   2.95632571e-01],\n",
-       "         [  3.14660192e+00,   3.45851243e-01,   0.00000000e+00,\n",
-       "            3.27035576e-01,   4.01277363e-01,   7.18494058e-01,\n",
-       "            2.06380174e-01,   7.44186819e-01,   5.21671437e-02,\n",
-       "            5.66334948e-02,   1.05946422e+00,   3.08677495e-01],\n",
-       "         [  3.00832653e+00,   2.96511710e-01,   1.24191833e+00,\n",
-       "            2.05115601e-01,   3.92820239e-01,   7.02235103e-01,\n",
-       "            1.92615509e-01,   4.40490246e-01,   4.54012230e-02,\n",
-       "            3.43948811e-01,   5.45665383e-01,   2.23220333e-01],\n",
-       "         [  2.18439913e+00,   3.06441188e-01,   2.59478569e+00,\n",
-       "            2.66155869e-01,   2.72632718e-01,   3.75814378e-01,\n",
-       "            1.38910234e-01,   1.26261845e-01,   3.31344366e-01,\n",
-       "            4.56126213e-01,   4.39321369e-01,   5.79001158e-02],\n",
-       "         [  1.26191056e+00,   3.65221322e-01,   2.80965567e+00,\n",
-       "            2.22944766e-01,   3.95260006e-01,   2.24513635e-01,\n",
-       "            1.00694381e-01,   2.74981081e-01,   3.84240508e-01,\n",
-       "            3.87172937e-01,   4.74732280e-01,   1.76805705e-02],\n",
-       "         [  7.86665320e-01,   4.28954393e-01,   2.79063463e+00,\n",
-       "            7.49405324e-02,   4.68975574e-01,   8.31721872e-02,\n",
-       "            8.72962847e-02,   3.82763326e-01,   2.58825690e-01,\n",
-       "            4.56833392e-01,   6.89327657e-01,   5.52218931e-04],\n",
-       "         [  4.90005016e-01,   4.62761343e-01,   2.80114007e+00,\n",
-       "            1.18907534e-01,   5.40875375e-01,   1.64486691e-02,\n",
-       "            9.05884355e-02,   3.64214808e-01,   2.43200317e-01,\n",
-       "            5.03678620e-01,   7.10847795e-01,   0.00000000e+00],\n",
-       "         [  2.36238062e-01,   3.69124860e-01,   2.82183552e+00,\n",
-       "            1.80697158e-01,   6.88817382e-01,   1.39951361e-02,\n",
-       "            5.37864268e-01,   3.82996082e-01,   1.22262530e-01,\n",
-       "            4.25686419e-01,   6.97567821e-01,   7.95556381e-02],\n",
-       "         [  1.21556297e-01,   8.15376416e-02,   2.47411084e+00,\n",
-       "            1.42337298e+00,   1.31214201e-01,   2.50163406e-01,\n",
-       "            3.79146665e-01,   1.26034096e-01,   4.92084056e-01,\n",
-       "            9.64616984e-02,   6.56631172e-01,   7.67596722e-01],\n",
-       "         [  4.87397052e-02,   1.11710824e-01,   1.29404962e+00,\n",
-       "            2.52521396e+00,   3.22540849e-01,   3.07538807e-01,\n",
-       "            2.27738291e-01,   7.80090690e-02,   4.63864744e-01,\n",
-       "            2.75314301e-01,   6.63980126e-01,   6.07095361e-01],\n",
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-       "            2.71424770e+00,   3.48417163e-01,   3.80947113e-01,\n",
-       "            6.96216673e-02,   6.08201623e-02,   3.91457170e-01,\n",
-       "            2.02242225e-01,   6.33005619e-01,   6.36139393e-01],\n",
-       "         [  0.00000000e+00,   1.59729302e-01,   5.63160956e-01,\n",
-       "            2.73441625e+00,   2.47401416e-01,   4.49555010e-01,\n",
-       "            1.67292710e-02,   6.44830540e-02,   3.82053375e-01,\n",
-       "            2.30036512e-01,   6.41077697e-01,   7.19606817e-01],\n",
-       "         [  1.01601861e-01,   1.35053426e-01,   4.94270504e-01,\n",
-       "            2.72599554e+00,   2.07036525e-01,   5.58281243e-01,\n",
-       "            1.79355443e-02,   1.60084516e-01,   4.13332999e-01,\n",
-       "            1.71134710e-01,   5.91188908e-01,   6.87856317e-01],\n",
-       "         [  6.55282319e-01,   8.25702786e-01,   3.65547568e-01,\n",
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-       "            4.81165834e-02,   3.15849423e-01,   1.72161579e-01,\n",
-       "            5.55535555e-02,   7.02293575e-01,   0.00000000e+00],\n",
-       "         [  4.07601535e-01,   6.87211990e-01,   1.23272218e-01,\n",
-       "            1.94597948e+00,   3.19280088e-01,   2.28375816e+00,\n",
-       "            1.15090497e-01,   2.34635770e-01,   2.20257968e-01,\n",
-       "            1.79057177e-02,   3.86087656e-01,   2.87233829e-01],\n",
-       "         [  3.40838343e-01,   7.37410903e-01,   6.19066618e-02,\n",
-       "            1.25022495e+00,   3.76976848e-01,   2.53835464e+00,\n",
-       "            1.14872441e-01,   3.07014585e-01,   7.35241473e-02,\n",
-       "            1.74420811e-02,   3.33599210e-01,   2.72628486e-01],\n",
-       "         [  3.40058148e-01,   7.83261955e-01,   1.24757998e-02,\n",
-       "            7.27869034e-01,   4.24460948e-01,   2.57241678e+00,\n",
-       "            1.85929120e-01,   3.75092894e-01,   1.09095741e-02,\n",
-       "            1.85117889e-02,   4.37867105e-01,   2.81926960e-01],\n",
-       "         [  3.99623871e-01,   8.03674221e-01,   0.00000000e+00,\n",
-       "            4.06002045e-01,   5.01794815e-01,   2.55927515e+00,\n",
-       "            2.29086712e-01,   4.14251059e-01,   1.00820372e-02,\n",
-       "            4.34694253e-02,   5.42886853e-01,   2.29092389e-01],\n",
-       "         [  2.21274644e-01,   8.54164898e-01,   1.96931660e-01,\n",
-       "            6.41752362e-01,   5.52872777e-01,   2.42982841e+00,\n",
-       "            2.90243834e-01,   1.04238832e+00,   8.71692784e-03,\n",
-       "            1.11100107e-01,   6.70139194e-01,   5.31615689e-03],\n",
-       "         [  5.91181576e-01,   4.27006632e-01,   2.50280350e-01,\n",
-       "            5.67381501e-01,   9.00911838e-02,   1.96821916e+00,\n",
-       "            3.76033157e-01,   2.01671267e+00,   3.76177311e-01,\n",
-       "            3.61761749e-01,   1.70371503e-01,   9.62475664e-04],\n",
-       "         [  4.78143662e-01,   4.26499546e-01,   3.16928029e-01,\n",
-       "            6.58546686e-01,   3.23910415e-02,   1.07696795e+00,\n",
-       "            4.15820003e-01,   2.25666070e+00,   2.59630084e-01,\n",
-       "            3.65197510e-01,   3.60341966e-02,   1.03035697e-03],\n",
-       "         [  5.49492240e-01,   2.96021372e-01,   4.27972049e-01,\n",
-       "            7.72729993e-01,   2.74843033e-02,   5.15887797e-01,\n",
-       "            4.80889052e-01,   2.25648069e+00,   1.84666753e-01,\n",
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+       "            9.47451070e-02,   9.87819675e-03,   3.06219123e-02],\n",
+       "         [  1.17779538e-01,   0.00000000e+00,   1.24025333e-03,\n",
+       "            8.85621727e-01,   7.06024608e-03,   2.27433771e-01,\n",
+       "            3.75163913e-01,   1.33218318e-02,   0.00000000e+00,\n",
+       "            8.89331475e-02,   1.81943830e-02,   2.93087736e-02],\n",
+       "         [  1.02612011e-01,   0.00000000e+00,   1.19107720e-02,\n",
+       "            8.53048503e-01,   7.52635021e-03,   2.57968783e-01,\n",
+       "            4.22296256e-01,   1.49089722e-02,   0.00000000e+00,\n",
+       "            1.20436154e-01,   2.86021344e-02,   3.39591093e-02],\n",
+       "         [  2.23645344e-01,   7.00941384e-02,   2.90339235e-02,\n",
+       "            8.11006844e-01,   1.22231124e-02,   1.77608401e-01,\n",
+       "            4.94134247e-01,   6.94465777e-03,   0.00000000e+00,\n",
+       "            8.01459849e-02,   2.53690537e-02,   5.93009964e-02],\n",
+       "         [  3.20195317e-01,   0.00000000e+00,   5.79862818e-02,\n",
+       "            8.01172554e-01,   1.55903110e-02,   1.03361912e-01,\n",
+       "            4.87446874e-01,   1.80881284e-03,   0.00000000e+00,\n",
+       "            0.00000000e+00,   3.16866152e-02,   5.19289337e-02]], dtype=float32))}"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -583,7 +594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 67,
    "metadata": {
     "collapsed": false
    },
@@ -594,7 +605,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 68,
    "metadata": {
     "collapsed": false
    },
@@ -602,18 +613,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fe7fbb9cbe0>"
+       "<matplotlib.image.AxesImage at 0x7fe7fbadacc0>"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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4E7Am00eShiaDZY8r5CV9nyZ10pkrbptepraBLy5uo+xeeHzjaF571lXFVVfwvDth2T6h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\nI5/OGE3mjKbqv1kZUJMhfnlII7xNgAd4LWkEd2hlMeRwfwz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Wpys3XFvHECfQ68FwQJT26KEZUrNvNxz2lm69SdToMd11k68CgCQHPYPquXUx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\nYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe7fbc10fd0>"
+       "<matplotlib.figure.Figure at 0x7fe7fbb4a438>"
       ]
      },
      "metadata": {},
@@ -626,7 +637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 69,
    "metadata": {
     "collapsed": true
    },
@@ -637,7 +648,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 70,
    "metadata": {
     "collapsed": true
    },
@@ -648,7 +659,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 71,
    "metadata": {
     "collapsed": true
    },
@@ -659,7 +670,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 72,
    "metadata": {
     "collapsed": true
    },
@@ -670,7 +681,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 73,
    "metadata": {
     "collapsed": true
    },
@@ -681,7 +692,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 74,
    "metadata": {
     "collapsed": true
    },
@@ -692,7 +703,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 75,
    "metadata": {
     "collapsed": true
    },
@@ -712,7 +723,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 76,
    "metadata": {
     "collapsed": false
    },