diff --git a/parallelization.ipynb b/parallelization.ipynb
index b9000e4..a89a178 100644
--- a/parallelization.ipynb
+++ b/parallelization.ipynb
@@ -32,9 +32,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": [
"import elfi\n",
@@ -59,84 +57,97 @@
"\n",
"\n",
- "\n",
"\n",
- "\n"
],
"text/plain": [
- ""
+ ""
]
},
"execution_count": 10,
@@ -437,8 +426,20 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Although the above definition is perfectly valid, let's use the same priors as in [*Marin et al. (2012)*](http://link.springer.com/article/10.1007/s11222-011-9288-2) that guarantee that the problem will be identifiable (loosely speaking, the likelihood willl have just one mode). Marin et al. used priors for which $-2<\\theta_1<2$ with $\\theta_1+\\theta_2>-1$ and $\\theta_1-\\theta_2<1$ i.e. the parameters are sampled from a triangle (see below).\n",
- "\n",
+ "Although the above definition is perfectly valid, let's use the same priors as in [*Marin et al. (2012)*](http://link.springer.com/article/10.1007/s11222-011-9288-2) that guarantee that the problem will be identifiable (loosely speaking, the likelihood willl have just one mode). Marin et al. used priors for which $-2<\\theta_1<2$ with $\\theta_1+\\theta_2>-1$ and $\\theta_1-\\theta_2<1$ i.e. the parameters are sampled from a triangle (see below)."
+ ]
+ },
+ {
+ "cell_type": "raw",
+ "metadata": {},
+ "source": [
+ ".. note:: By default all created nodes (even independent ones) will belong to the same ELFI model. It's good practice to always check with `elfi.draw` that the result looks as intended. A new default model can be started and set with the call `elfi.new_model()`. One can also create a new model with `my_model = elfi.ElfiModel()` and pass this as a keyword argument `model=my_model` when creating new nodes. Several ELFI models can coexist."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
"### Custom priors\n",
"\n",
"In ELFI, custom distributions can be defined similar to distributions in `scipy.stats` (i.e. they need to have at least the `rvs` method implemented for the simplest algorithms). To be safe they can inherit `elfi.Distribution` which defines the methods needed. In this case we only need these for sampling, so implementing a static `rvs` method suffices. As was in the context of simulators, it is important to accept the keyword argument `random_state`, which is needed for ELFI's internal book-keeping of pseudo-random number generation. Also the `size` keyword is needed (which in the simple cases is the same as the `batch_size` in the simulator definition)."
@@ -447,9 +448,7 @@
{
"cell_type": "code",
"execution_count": 11,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": [
"# define prior for t1 as in Marin et al., 2012 with t1 in range [-b, b]\n",
@@ -484,7 +483,7 @@
"data": {
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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -606,7 +605,7 @@
"\n"
],
"text/plain": [
- ""
+ ""
]
},
"execution_count": 13,
@@ -651,9 +650,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": [
"rej = elfi.Rejection(d, batch_size=10000, seed=seed)"
@@ -684,7 +681,7 @@
"data": {
"image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -706,8 +703,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 1.6 s, sys: 166 ms, total: 1.77 s\n",
- "Wall time: 1.76 s\n"
+ "CPU times: user 1.68 s, sys: 153 ms, total: 1.84 s\n",
+ "Wall time: 1.83 s\n"
]
}
],
@@ -736,7 +733,7 @@
{
"data": {
"text/plain": [
- "0.56"
+ "0.55600915483879665"
]
},
"execution_count": 16,
@@ -792,8 +789,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 198 ms, sys: 35.5 ms, total: 233 ms\n",
- "Wall time: 231 ms\n",
+ "CPU times: user 202 ms, sys: 37.3 ms, total: 239 ms\n",
+ "Wall time: 241 ms\n",
"Method: Rejection\n",
"Number of samples: 1000\n",
"Number of simulations: 40000\n",
@@ -831,9 +828,9 @@
"text": [
"Method: Rejection\n",
"Number of samples: 1000\n",
- "Number of simulations: 180000\n",
- "Threshold: 0.088\n",
- "Sample means: t1: 0.561, t2: 0.221\n",
+ "Number of simulations: 190000\n",
+ "Threshold: 0.0855\n",
+ "Sample means: t1: 0.561, t2: 0.218\n",
"\n"
]
}
@@ -909,8 +906,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 5.01 s, sys: 60.9 ms, total: 5.07 s\n",
- "Wall time: 5.09 s\n"
+ "CPU times: user 4.57 s, sys: 752 ms, total: 5.32 s\n",
+ "Wall time: 5.33 s\n"
]
},
{
@@ -919,8 +916,8 @@
"Method: Rejection\n",
"Number of samples: 1000\n",
"Number of simulations: 1000000\n",
- "Threshold: 0.0363\n",
- "Sample means: t1: 0.554, t2: 0.216"
+ "Threshold: 0.0368\n",
+ "Sample means: t1: 0.56, t2: 0.223"
]
},
"execution_count": 21,
@@ -930,7 +927,7 @@
],
"source": [
"pool = elfi.OutputPool(['t1', 't2', 'S1', 'S2'])\n",
- "rej = elfi.Rejection(d, pool=pool)\n",
+ "rej = elfi.Rejection(d, batch_size=10000, pool=pool)\n",
"\n",
"%time result3 = rej.sample(N, n_sim=1000000)\n",
"result3"
@@ -952,8 +949,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 423 ms, sys: 3.35 ms, total: 426 ms\n",
- "Wall time: 429 ms\n"
+ "CPU times: user 172 ms, sys: 1.69 ms, total: 173 ms\n",
+ "Wall time: 175 ms\n"
]
},
{
@@ -962,8 +959,8 @@
"Method: Rejection\n",
"Number of samples: 1000\n",
"Number of simulations: 1000000\n",
- "Threshold: 0.0457\n",
- "Sample means: t1: 0.55, t2: 0.216"
+ "Threshold: 0.0458\n",
+ "Sample means: t1: 0.56, t2: 0.22"
]
},
"execution_count": 22,
@@ -974,7 +971,7 @@
"source": [
"# Replace the current distance with a cityblock (manhattan) distance and recreate the inference\n",
"d.become(elfi.Distance('cityblock', S1, S2, p=1))\n",
- "rej = elfi.Rejection(d, pool=pool)\n",
+ "rej = elfi.Rejection(d, batch_size=10000, pool=pool)\n",
"\n",
"%time result4 = rej.sample(N, n_sim=1000000)\n",
"result4"
@@ -998,8 +995,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 1.44 s, sys: 17.9 ms, total: 1.46 s\n",
- "Wall time: 1.47 s\n"
+ "CPU times: user 1.08 s, sys: 154 ms, total: 1.23 s\n",
+ "Wall time: 1.23 s\n"
]
},
{
@@ -1008,8 +1005,8 @@
"Method: Rejection\n",
"Number of samples: 1000\n",
"Number of simulations: 1200000\n",
- "Threshold: 0.0415\n",
- "Sample means: t1: 0.55, t2: 0.215"
+ "Threshold: 0.0422\n",
+ "Sample means: t1: 0.562, t2: 0.22"
]
},
"execution_count": 23,
@@ -1038,14 +1035,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 28.7 ms, sys: 4.5 ms, total: 33.2 ms\n",
- "Wall time: 33.4 ms\n"
+ "CPU times: user 67 ms, sys: 34.6 ms, total: 102 ms\n",
+ "Wall time: 111 ms\n"
]
}
],
"source": [
"arraypool = elfi.ArrayPool(['t1', 't2', 'Y', 'd'])\n",
- "rej = elfi.Rejection(d, pool=arraypool)\n",
+ "rej = elfi.Rejection(d, batch_size=10000, pool=arraypool)\n",
"%time result5 = rej.sample(100, threshold=0.3)"
]
},
@@ -1065,7 +1062,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Files in pools/arraypool_3375867934 are ['d.npy', 't1.npy', 't2.npy', 'Y.npy']\n"
+ "Files in pools/arraypool_2301540065 are ['d.npy', 't1.npy', 't2.npy', 'Y.npy']\n"
]
}
],
@@ -1092,7 +1089,7 @@
{
"data": {
"text/plain": [
- "array([ 0.36, 0.47, -1.66, ..., 0.09, 0.45, 0.2 ])"
+ "array([-0.71, 1.3 , -0.4 , ..., -0.88, 0.29, 0.13])"
]
},
"execution_count": 26,
@@ -1120,7 +1117,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "arraypool_3375867934\n"
+ "arraypool_2301540065\n"
]
}
],
@@ -1146,7 +1143,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "This pool has 3 batches\n"
+ "This pool has 1 batches\n"
]
}
],
@@ -1214,7 +1211,7 @@
"data": {
"image/png": 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dAbW7/1uSo11wev56twsAAMD2NJO7+AIAAMC0pr6LLwDAVuOO9gBjElABAIANNas/Ct29/8KZbIdxGeILAADAEPSgAmwCfzkGAFidHlQAAACGoAcVAADYEmZ5gzOjksakBxUAAIAhCKgAAAAMwRBfgG3KjZsA2M60g2PSgwoAAMAQBFQAAACGYIgvALAlzPLunQCMSQ8qAAAAQxBQAQAAGIIhvluIoU0AAMAi04MKAADAEARUAAAAhiCgAgAAMATXoAIAG8o9FADWZlafl3fvv3Am25mHDetBraoLquqLVXWwqvZt1OsAAACwGDakB7WqHpXkt5M8L8mhJJ+qqmu6+/aNeD2A7WLEnqhZ1rSV/+ILwPakbZ6tjRrie26Sg919V5JU1VVJLk6y4QF1xG7xEd+0AAAAo9moIb6nJbl32fShyTwAAABY0Ub1oNYK8/qvrFC1N8neyeSfVdUXN6iWdam3zLuCv+LkJF+bdxFbjGN2fByv4+eYHb9Vj9kMP3v/5sy2tI0cpW1e9Pe6/du6FnnfEvu31S3M/h2lbV7P/q2pba7uXn2t41RVz0nypu7+icn065Oku//NzF9sG6iqA929e951bCWO2fFxvI6fY3b8HLOtadH/3+zf1rXI+5bYv63O/q3fRg3x/VSSs6vqrKo6IcklSa7ZoNcCAABgAWzIEN/ufriqXpPkY0keleSd3X3bRrwWAAAAi2GjrkFNd1+X5LqN2v42c9m8C9iCHLPj43gdP8fs+DlmW9Oi/7/Zv61rkfctsX9bnf1bpw25BhUAAACO10ZdgwoAAADHRUAdRFVdUFVfrKqDVbVvheWvrarbq+rWqrqhqrb9VyisdsyWrffiquqqWtg7qa3VWo5ZVf3k5L12W1W9b7NrHM0afjfPrKobq+ozk9/PF8yjzlFU1Tur6oGq+sJRlldV/ebkeN5aVc/e7Bo5tqp6YlVdX1V3Tn6edIx1n1BVX6mq39rMGqexlv2rqmdW1Scnn4O3VtVPzaPWtVrD59Sjq+r9k+U3V9Wuza9y/Rb9HGnRz2cW/dxjkc8T5tamd7d/c/6XpRtJfSnJ9yc5IcnnkjzjiHX+QZLHTh7/XJL3z7vu0Y/ZZL3HJ/lEkpuS7J533aMfsyRnJ/lMkpMm06fMu+4tcMwuS/Jzk8fPSHL3vOue8zH7kSTPTvKFoyx/QZKPZun7ss9LcvO8a/bvu/6P/m2SfZPH+5K85Rjrvj3J+5L81rzrnuX+JXlqkrMnj78vyf1JTpx37UfZn7V8Tr0qye9MHl+ylc4hFv0cadHPZxb93GPRzxPm1abrQR3DuUkOdvdd3f0XSa5KcvHyFbr7xu7+1mTypiSnb3KNo1n1mE386yydjPzfzSxuUGs5Zq9I8tvd/adJ0t0PbHKNo1nLMeskT5g8/htJ7tvE+obT3Z9I8o1jrHJxknf3kpuSnFhVp25OdazRxUmumDy+IsmLVlqpqv5Okicn+cNNqmtWVt2/7v6T7r5z8vi+JA8k2blpFR6ftXxOLd/nDyU5v6pqE2ucxqKfIy36+cyin3ss9HnCvNp0AXUMpyW5d9n0ocm8o7k0S3+t2M5WPWZV9awkZ3T3RzazsIGt5X321CRPrar/XlU3VdUFm1bdmNZyzN6U5Ker6lCW7lz+85tT2pZ1vJ93bL4nd/f9STL5ecqRK1TV9yT5tSS/vMm1zcKq+7dcVZ2bpZ6RL21Cbeuxlt+p76zT3Q8neSjJkzaluukt+jnSop/PLPq5x3Y/T9iQNn3DvmaG47LSXzFXvL1yVf10kt1JfnRDKxrfMY/Z5OTpbUlevlkFbQFreZ/tyNJQmx/L0l+g/2tVndPdD25wbaNayzF7aZJ3dfevVdVzkrxncsy+vfHlbUlr/rxj41TVf0nylBUWvWGNm3hVkuu6+94RO+JmsH+PbOfUJO9Jsmfg3+m1/E5t5d+7RT9HWvTzmUU/99ju5wkb8tkioI7hUJIzlk2fnhW6/6vquVlqXH+0u/98k2ob1WrH7PFJzkny8cnJ01OSXFNVF3X3gU2rcixreZ8dSnJTd/9lki9X1Rez1Gh8anNKHM5ajtmlSS5Iku7+ZFU9JsnJWRoSyHdb0+cdG6u7n3u0ZVX11ao6tbvvnwS0ld7Lz0ny96vqVUkel+SEqvqz7j7qDV420wz2L1X1hCTXJvnVydC1Ua31s/2MJIeqakeWhhkea9jeSBb9HGnRz2cW/dxju58nbEibbojvGD6V5OyqOquqTsjSDQyuWb7CZHjHf0hy0RYbm79RjnnMuvuh7j65u3d1964sXZOyVT7MN8qq77Mk/zlLN5tIVZ2cpWE3d21qlWNZyzG7J8n5SVJVT0/ymCSHN7XKreWaJD8zufPfeUkeemS4JcO4JsmeyeM9Sa4+coXufll3nzn5fP2lLF2DNEQ4XYNV92/y+/7hLO3XBzextvVYy+fU8n1+cZI/6skdTraART9HWvTzmUU/99ju5wkb0qYLqAOYXA/ymiQfS3JHkg90921V9a+q6qLJam/N0l+pP1hVn62qI9/828oajxnLrPGYfSzJ16vq9iQ3Jvnl7v76fCqevzUes19M8oqq+lySK5O8fAud+M1cVV2Z5JNJnlZVh6rq0qp6ZVW9crLKdVk68TiY5HezNFSUsexP8ryqujPJ8ybTqardVfV7c61sNtayfz+ZpbtXvnzS5n62qp45n3KPbY2fU5cneVJVHUzy2izdvXhLWPRzpEU/n1n0c49FP0+YV5teW+T4AAAAsOD0oAIAADAEARUAAIAhCKgAAAAMQUAFAABgCAIqAAAAQxBQYVBVdWJVvWrZ9B9U1YNV9ZF51gUA29XytrmqnllVn6yq26rq1qr6qXnXB4vA18zAoKpqV5KPdPc5k+nzkzw2yT/t7hfOsTQA2JaWt81V9dQk3d13VtX3JbklydO7+8F51ghbnR5UGNf+JD8w+dLxt3b3DUm+Oe+iAGAb+07bnOQV3X1nknT3fUkeSLJznsXBItgx7wKAo9qX5Jzufua8CwEAkhylba6qc5OckORLc6kKFoiACgAA61RVpyZ5T5I93f3tedcDW50hvgAAsA5V9YQk1yb51e6+ad71wCIQUGFc30zy+HkXAQB8x3fa5qo6IcmHk7y7uz8416pggbiLLwysqt6X5IeSfDTJeUl+MMnjknw9yaXd/bE5lgcA286ytvl7k5ye5LZli1/e3Z+dS2GwIARUAAAAhmCILwAAAEMQUAEAABiCgAoAAMAQBFQAAACGIKACAAAwBAEVAACAIQioAAAADEFABQAAYAj/H8wVmWXf4FByAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1241,7 +1238,7 @@
"data": {
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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1278,9 +1275,7 @@
{
"cell_type": "code",
"execution_count": 32,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": [
"# define prior for t1 as in Marin et al., 2012 with t1 in range [-b, b]\n",
@@ -1329,9 +1324,7 @@
{
"cell_type": "code",
"execution_count": 33,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": [
"smc = elfi.SMC(d, batch_size=10000, seed=seed)"
@@ -1362,8 +1355,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 1.6 s, sys: 156 ms, total: 1.75 s\n",
- "Wall time: 1.38 s\n"
+ "CPU times: user 1.55 s, sys: 177 ms, total: 1.72 s\n",
+ "Wall time: 1.43 s\n"
]
}
],
@@ -1458,7 +1451,7 @@
"data": {
"image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1468,7 +1461,7 @@
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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1478,7 +1471,7 @@
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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1505,7 +1498,7 @@
"data": {
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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1545,7 +1538,7 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python [default]",
"language": "python",
"name": "python3"
},