{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "import plotly.offline as py\n", "import plotly.graph_objs as go\n", "py.init_notebook_mode()\n", "from IPython.display import Image\n", "\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import confusion_matrix\n", "from keras.models import Sequential\n", "from keras.layers import Dense\n", "\n", "from tqdm import tqdm\n", "\n", "from trackml.dataset import load_event" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I won't explain the content of this competition here, everything can be found on the kaggle site: https://www.kaggle.com/c/trackml-particle-identification. However, I will only analyze one single event in this notebook (because I don't have a lot of computing power at hand). This event is visualized in a few graphs below." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load data\n", "hits, cells, particles, truth = load_event(\"./train_100_events/event000001000\")\n", "truth.index = truth.hit_id\n", "hits.index = hits.hit_id\n", "\n", "# Add \"distance from origin\"-column and sort by it\n", "truth['dist'] = (truth.tx**2 + truth.ty**2 + truth.tz**2) ** (1/2)\n", "truth = truth.sort_values('dist')\n", "\n", "# Plot all hits\n", "trace1 = go.Scatter3d(x=truth.tx, y=truth.ty, z=truth.tz, mode='markers', opacity=0.3, name=\"Hits\")\n", "trace2 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', opacity=1, name=\"Origin\")\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2], layout=layout)\n", "# py.iplot(fig)\n", "\n", "Image('fig1.png')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hit_idparticle_idtxtytztpxtpytpzweightdist
hit_id
2090620906950260552167325696-3.71512032.531200-28.693501-0.0510910.364180-0.2751960.00001643.536171
2928729287950260552167325696-10.52020071.067299-57.998402-0.0758470.359430-0.2744710.00001392.331202
3561235612950260552167325696-20.975201113.817001-90.823502-0.0994100.351922-0.2718790.000010147.116198
4223242232950260552167325696-38.887001167.647995-132.860992-0.1316410.341420-0.2706850.000008217.416866
7376073760950260552167325696-78.810699252.750000-202.261993-0.1798200.318319-0.2669420.000005333.172030
8044980449950260552167325696-132.494995332.373993-272.451996-0.2290980.284209-0.2661860.000005449.730457
8690786907950260552167325696-244.658997440.040009-386.165009-0.2910420.219140-0.2661040.000005634.520784
9282192821950260552167325696-395.536011523.101013-512.562012-0.3411020.127076-0.2650530.000008832.347997
108754108754950260552167325696-601.302979561.273010-666.289001-0.3616580.002130-0.2667210.0000101058.552668
\n", "
" ], "text/plain": [ " hit_id particle_id tx ty tz \\\n", "hit_id \n", "20906 20906 950260552167325696 -3.715120 32.531200 -28.693501 \n", "29287 29287 950260552167325696 -10.520200 71.067299 -57.998402 \n", "35612 35612 950260552167325696 -20.975201 113.817001 -90.823502 \n", "42232 42232 950260552167325696 -38.887001 167.647995 -132.860992 \n", "73760 73760 950260552167325696 -78.810699 252.750000 -202.261993 \n", "80449 80449 950260552167325696 -132.494995 332.373993 -272.451996 \n", "86907 86907 950260552167325696 -244.658997 440.040009 -386.165009 \n", "92821 92821 950260552167325696 -395.536011 523.101013 -512.562012 \n", "108754 108754 950260552167325696 -601.302979 561.273010 -666.289001 \n", "\n", " tpx tpy tpz weight dist \n", "hit_id \n", "20906 -0.051091 0.364180 -0.275196 0.000016 43.536171 \n", "29287 -0.075847 0.359430 -0.274471 0.000013 92.331202 \n", "35612 -0.099410 0.351922 -0.271879 0.000010 147.116198 \n", "42232 -0.131641 0.341420 -0.270685 0.000008 217.416866 \n", "73760 -0.179820 0.318319 -0.266942 0.000005 333.172030 \n", "80449 -0.229098 0.284209 -0.266186 0.000005 449.730457 \n", "86907 -0.291042 0.219140 -0.266104 0.000005 634.520784 \n", "92821 -0.341102 0.127076 -0.265053 0.000008 832.347997 \n", "108754 -0.361658 0.002130 -0.266721 0.000010 1058.552668 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Two test tracks\n", "track1 = truth[truth.particle_id == truth.loc[20906].particle_id]\n", "track2 = truth[truth.particle_id == truth.loc[22405].particle_id]\n", "\n", "track1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hit_idparticle_idtxtytztpxtpytpzweightdist
hit_id
224052240546837910289042636831.363001-2.24047049.2500990.555573-0.0309160.8272330.00001458.431411
310333103346837910289042636871.755699-3.584530109.3899990.555913-0.0056620.8267080.000012130.873605
3829338293468379102890426368115.221001-3.005630174.0299990.5549950.0206480.8259450.000010208.737528
4486644866468379102890426368171.3309940.850648258.0660100.5500730.0545620.8270460.000008309.762964
4487244872468379102890426368173.1849981.036430260.8540040.5503680.0548470.8267690.000007313.111689
7673276732468379102890426368260.21798713.868400392.0639950.5425480.1086070.8238400.000005470.765235
8378983789468379102890426368353.84500137.641102535.9290160.5290770.1641830.8225160.000004643.306328
8377883778468379102890426368359.76300039.498501545.1380000.5281090.1668670.8224670.000004654.343182
9069390693468379102890426368488.88299690.821198751.6710210.4968120.2422590.8219130.000004901.257108
9705697056468379102890426368636.452026179.4329991008.1599730.4468660.3231510.8220020.0000061205.675744
118379118379468379102890426368744.026978269.0360111217.5000000.3965250.3790510.8225720.0000071451.985795
118915118915468379102890426368870.002014412.1870121505.5000000.3218040.4351670.8241300.0000081786.989647
\n", "
" ], "text/plain": [ " hit_id particle_id tx ty tz \\\n", "hit_id \n", "22405 22405 468379102890426368 31.363001 -2.240470 49.250099 \n", "31033 31033 468379102890426368 71.755699 -3.584530 109.389999 \n", "38293 38293 468379102890426368 115.221001 -3.005630 174.029999 \n", "44866 44866 468379102890426368 171.330994 0.850648 258.066010 \n", "44872 44872 468379102890426368 173.184998 1.036430 260.854004 \n", "76732 76732 468379102890426368 260.217987 13.868400 392.063995 \n", "83789 83789 468379102890426368 353.845001 37.641102 535.929016 \n", "83778 83778 468379102890426368 359.763000 39.498501 545.138000 \n", "90693 90693 468379102890426368 488.882996 90.821198 751.671021 \n", "97056 97056 468379102890426368 636.452026 179.432999 1008.159973 \n", "118379 118379 468379102890426368 744.026978 269.036011 1217.500000 \n", "118915 118915 468379102890426368 870.002014 412.187012 1505.500000 \n", "\n", " tpx tpy tpz weight dist \n", "hit_id \n", "22405 0.555573 -0.030916 0.827233 0.000014 58.431411 \n", "31033 0.555913 -0.005662 0.826708 0.000012 130.873605 \n", "38293 0.554995 0.020648 0.825945 0.000010 208.737528 \n", "44866 0.550073 0.054562 0.827046 0.000008 309.762964 \n", "44872 0.550368 0.054847 0.826769 0.000007 313.111689 \n", "76732 0.542548 0.108607 0.823840 0.000005 470.765235 \n", "83789 0.529077 0.164183 0.822516 0.000004 643.306328 \n", "83778 0.528109 0.166867 0.822467 0.000004 654.343182 \n", "90693 0.496812 0.242259 0.821913 0.000004 901.257108 \n", "97056 0.446866 0.323151 0.822002 0.000006 1205.675744 \n", "118379 0.396525 0.379051 0.822572 0.000007 1451.985795 \n", "118915 0.321804 0.435167 0.824130 0.000008 1786.989647 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "track2" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Visualize test tracks\n", "\n", "trace1 = go.Scatter3d(x=track1.tx, y=track1.ty, z=track1.tz, mode='markers', name=\"Track 1\")\n", "trace2 = go.Scatter3d(x=track2.tx, y=track2.ty, z=track2.tz, mode='markers', name=\"Track 2\")\n", "trace3 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', name=\"Origin\")\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2, trace3], layout=layout)\n", "#py.iplot(fig)\n", "\n", "Image('fig2.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the task is to find these two (and all of the other) tracks from the unannotated mess of points above.\n", "A logical first step is to look for the first hits of the track. One might expect these to be the ones closest to the origin point, but because of the cylindrical structure of the detector, distance isn't the way to go, as can be seen below, where all _actual_ first hits are plottet (for orientation, both example tracks are also plottet):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# True first hits\n", "\n", "first_true = truth.drop_duplicates(subset='particle_id')\n", "\n", "trace1 = go.Scatter3d(x=first_true.tx, y=first_true.ty, z=first_true.tz, mode='markers', opacity=0.3, name=\"True first hits\")\n", "trace2 = go.Scatter3d(x=track1.tx, y=track1.ty, z=track1.tz, mode='markers', opacity=1, name=\"Track 1\")\n", "trace3 = go.Scatter3d(x=track2.tx, y=track2.ty, z=track2.tz, mode='markers', opacity=1, name=\"Track 2\")\n", "trace4 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', opacity=1, name=\"Origin\")\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2, trace3, trace4], layout=layout)\n", "#py.iplot(fig)\n", "\n", "Image('fig3.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is evident that most first hits lie on the innermost cylindrical detector, as is to be expected. However, a lot of random mess can be seen everywhere, where the particle apparently was not detected by detectors closer to the origin. To predict these first hits, I used a random forest classifier." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Confusion Matrix of test data:\n", " [[27288 262]\n", " [ 501 2184]]\n" ] } ], "source": [ "# Predict first hits\n", "\n", "X = truth\n", "y = truth.hit_id.isin(first_true.hit_id)\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=1/4)\n", "\n", "model_first = RandomForestClassifier()\n", "model_first.fit(X_train, y_train)\n", "\n", "print(\"Confusion Matrix of test data:\\n\", confusion_matrix(y_test, model_first.predict(X_test)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results are not great, but they would probably get better if more data was used to train the classifier. Below is a plot of what the model predicts as the first hits, but remember that it was trained on 3/4 of exactly these points, so if it gets a lot correct that is not coincidence or brilliance, but just the fact that the model was fit to this data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Predicted first hits\n", "\n", "y_pred = model_first.predict(truth)\n", "first_pred = truth[y_pred]\n", "\n", "trace1 = go.Scatter3d(x=first_pred.tx, y=first_pred.ty, z=first_pred.tz, mode='markers', opacity=0.3, name=\"Predicted first hits\")\n", "trace2 = go.Scatter3d(x=track1.tx, y=track1.ty, z=track1.tz, mode='markers', opacity=1, name=\"Track 1\")\n", "trace3 = go.Scatter3d(x=track2.tx, y=track2.ty, z=track2.tz, mode='markers', opacity=1, name=\"Track 2\")\n", "trace4 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', opacity=1, name=\"Origin\")\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2, trace3, trace4], layout=layout)\n", "#py.iplot(fig)\n", "\n", "Image('fig4.png')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of predicted first hits: 10184\n", "Total errors made: 938\n", "0.992244% of the prediction is correct\n" ] } ], "source": [ "# Similarity\n", "\n", "print(\"Total number of predicted first hits:\", y_pred.sum())\n", "print(\"Total errors made:\", (y_pred ^ y).sum())\n", "print(\"{:f}% of the prediction is correct\".format((len(y) - (y_pred ^ y).sum()) / len(y)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With that, we can now turn to the second hits. This is where it gets more tricky, and the huge amount of data really becomes a problem. If one were to look for a second hit for every of our predicted first hits among all of the data, there would be far too many possibilities:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of possibilities: 14626120782\n" ] } ], "source": [ "num = len(y_pred) * (len(truth) - 1) # We can exclude the first hit itself as second hit 🎉\n", "print(\"Number of possibilities:\", num)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now if each of the calculations took only ten microsecond, it would still take:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 days 16:37:41.207820\n" ] } ], "source": [ "print(pd.Timedelta('10 us') * num)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "to predict all possible second hits for one event! Now suppose we would take the ten most likely second hits per first hit and predict the third hits for those, that would then take" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "16 days 22:16:39.984300\n" ] } ], "source": [ "# This time, we can exclude two hits on our search for the third one!\n", "num = len(y_pred) * 10 * (len(truth) - 2)\n", "print(pd.Timedelta('10 us') * num)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alright, that is definetely too long. But, because we are not looking for a random point among all other ones, we can just exclude most points when looking for a second hit. For example, we know the particle physically has to continue moving away from the origin. That already excludes all hits that are closer to the origin than our first hit. Also, the second hit won't be too far away from the first hit, we can calculate the average distance of the two:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The average distance between first and second hit is 89.87 with a standard deviation of 151.94.\n" ] } ], "source": [ "l = np.array([])\n", "for _, hits in truth.groupby(\"particle_id\"):\n", " if len(hits) > 1:\n", " l = np.append(l, [np.sqrt((hits.tx.iloc[1] - hits.tx.iloc[0])**2 \n", " + (hits.ty.iloc[1] - hits.ty.iloc[0])**2 \n", " + (hits.tz.iloc[1] - hits.tz.iloc[0])**2)])\n", "\n", "print(f\"The average distance between first and second hit is {l.mean():.2f} \"\n", " f\"with a standard deviation of {l.std():.2f}.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can define a cone with the first hit being the starting point in which the second point must be. We can use efficient linear algebra libraries to rapidly calculate these cones:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 8s, sys: 2min 54s, total: 4min 3s\n", "Wall time: 4min 34s\n" ] } ], "source": [ "%%time\n", "\n", "# First layer, I only use 5000 points because otherwise my laptop crashes.\n", "layer = first_true.iloc[1:5001]\n", "\n", "# Put all hits into a tensor with coordinates hit_id, and prev; prev here is the hit_id of the previous hit (namely the first hit)\n", "x = xr.DataArray(np.resize(truth.tx.values, (len(layer), len(truth))).T, coords={'hit_id': truth.hit_id.values, 'prev': layer.hit_id.values}, dims=['hit_id', 'prev'])\n", "y = xr.DataArray(np.resize(truth.ty.values, (len(layer), len(truth))).T, coords={'hit_id': truth.hit_id.values, 'prev': layer.hit_id.values}, dims=['hit_id', 'prev'])\n", "z = xr.DataArray(np.resize(truth.tz.values, (len(layer), len(truth))).T, coords={'hit_id': truth.hit_id.values, 'prev': layer.hit_id.values}, dims=['hit_id', 'prev'])\n", "ds = x.to_dataset(name='x')\n", "ds['y'] = y\n", "ds['z'] = z\n", "\n", "# Put first hits in similar shape as all other hits (xarray)\n", "X = layer[['tx', 'ty', 'tz']].to_xarray()\n", "X = X.rename({'hit_id': 'prev', 'tx': 'x', 'ty': 'y', 'tz': 'z'})\n", "\n", "# Calculate the angle between all first hits and possible second hits\n", "xp = ds - X # Elements of xp are the vectors between the first hit (x) and possible second hit (p)\n", "xpl = (xp.x**2 + xp.y**2 + xp.z**2)**(1/2)\n", "p = xp/xpl # Norm all vectors\n", "\n", "ox = X # Elements of ox are the vectors between the origin (o) and the first hit (x)\n", "oxl = (ox.x**2 + ox.y**2 + ox.z**2)**(1/2)\n", "n = ox/oxl # Norm all vectors\n", "\n", "s = n * p # Calculate cosine of angles between points\n", "\n", "# Exclude all hits where the angle is > 36.9° or the distance is < 300\n", "cones = ((((s.x + s.y + s.z) > 0.8)) & (xpl < 300)).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate this result I will plot the cone of the first test track below:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Visualize cones\n", "cone1 = truth[cones.sel(prev=20906).values]\n", "trace1 = go.Scatter3d(x=cone1.tx, y=cone1.ty, z=cone1.tz, mode='markers', opacity=0.3, name=\"Cone\")\n", "trace2 = go.Scatter3d(x=track1.tx, y=track1.ty, z=track1.tz, mode='markers', opacity=1, name=\"Track\")\n", "trace3 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', opacity=1, name=\"Origin\")\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2, trace3], layout=layout)\n", "#py.iplot(fig)\n", "\n", "Image('fig5.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now these cones we can work with. A simple neural net can classify between \"looks like a second hit\" and \"does not look like a second hit\" among the hits inside a cone. To train the net I will use the second hit as a positive example and 10 random hits from the cone as negative example, so that the distribution isn't too skewed towards negative examples." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [01:36<00:00, 51.66it/s]\n" ] } ], "source": [ "# Process data for NN\n", "\n", "remains = ds.where(cones) # Hits inside cones\n", "\n", "X = np.zeros(6)\n", "y = np.array([])\n", "\n", "for fhit in tqdm(ds.prev):\n", " # Get 10 random hits from cone\n", " remain = remains.sel(prev=fhit).dropna('hit_id')\n", " remain = remain.sel(hit_id=np.random.choice(remain.hit_id.values, 10)).to_dataframe()\n", " \n", " # Add the one true second hit\n", " try:\n", " t = truth[truth.particle_id == truth.particle_id.loc[int(fhit)]].iloc[1]\n", " except:\n", " continue\n", " \n", " remain = remain[remain.index != t.hit_id]\n", " prev = truth.loc[np.full((len(remain),), fhit)]\n", " y = np.concatenate((y, len(remain)*[0], [1]))\n", " X = np.vstack([X, np.vstack([prev.tx, prev.ty, prev.tz, remain.x.values, remain.y.values, remain.z.values]).T, \n", " [prev.tx.iloc[0], prev.ty.iloc[0], prev.tz.iloc[0], t.tx, t.ty, t.tz]])\n", "\n", "X = X[1:]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/5\n", "53878/53878 [==============================] - 3s 49us/step - loss: 0.1586\n", "Epoch 2/5\n", "53878/53878 [==============================] - 2s 43us/step - loss: 0.1057\n", "Epoch 3/5\n", "53878/53878 [==============================] - 2s 42us/step - loss: 0.0973\n", "Epoch 4/5\n", "53878/53878 [==============================] - 2s 44us/step - loss: 0.0907\n", "Epoch 5/5\n", "53878/53878 [==============================] - 2s 41us/step - loss: 0.0927\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the NN\n", "\n", "model_second = Sequential()\n", "model_second.add(Dense(64, activation='relu', input_shape=(6,)))\n", "model_second.add(Dense(64, activation='relu'))\n", "model_second.add(Dense(64, activation='relu'))\n", "model_second.add(Dense(64, activation='relu'))\n", "model_second.add(Dense(64, activation='relu'))\n", "model_second.add(Dense(1, activation='sigmoid'))\n", "model_second.compile(optimizer='rmsprop', loss='binary_crossentropy')\n", "model_second.fit(X, y, epochs=5)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Test the NN on the two test tracks\n", "\n", "cone1 = truth[cones.sel(prev=20906).values][['tx', 'ty', 'tz']].values\n", "X1 = np.hstack([np.repeat(truth.loc[20906][['tx', 'ty', 'tz']].values[np.newaxis], len(cone1), axis=0), cone1])\n", "second_1 = cone1[np.argmax(model_second.predict(X1))]\n", "\n", "cone2 = truth[cones.sel(prev=22405).values][['tx', 'ty', 'tz']].values\n", "X2 = np.hstack([np.repeat(truth.loc[22405][['tx', 'ty', 'tz']].values[np.newaxis], len(cone2), axis=0), cone2])\n", "second_2 = cone2[np.argmax(model_second.predict(X2))]\n", "\n", "trace1 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', opacity=1, name=\"Origin\")\n", "\n", "trace2 = go.Scatter3d(x=track1.tx.iloc[2:], y=track1.ty.iloc[2:], z=track1.tz.iloc[2:], mode='markers', opacity=1, name=\"Track 1\")\n", "trace3 = go.Scatter3d(x=[track1.tx.iloc[0]], y=[track1.ty.iloc[0]], z=[track1.tz.iloc[0]], mode='markers', opacity=1, name=\"First hit 1\")\n", "trace4 = go.Scatter3d(x=[track1.tx.iloc[1]], y=[track1.ty.iloc[1]], z=[track1.tz.iloc[1]], mode='markers', opacity=1, name=\"Second hit 1 (true)\")\n", "trace5 = go.Scatter3d(x=[second_1[0]], y=[second_1[1]], z=[second_1[2]], mode='markers', opacity=1, name=\"Second hit 1 (predicted)\")\n", "\n", "trace6 = go.Scatter3d(x=track2.tx.iloc[2:], y=track2.ty.iloc[2:], z=track2.tz.iloc[2:], mode='markers', opacity=1, name=\"Track 2\")\n", "trace7 = go.Scatter3d(x=[track2.tx.iloc[0]], y=[track2.ty.iloc[0]], z=[track2.tz.iloc[0]], mode='markers', opacity=1, name=\"First 2 hit\")\n", "trace8 = go.Scatter3d(x=[track2.tx.iloc[1]], y=[track2.ty.iloc[1]], z=[track2.tz.iloc[1]], mode='markers', opacity=1, name=\"Second 2 hit (true)\")\n", "trace9 = go.Scatter3d(x=[second_2[0]], y=[second_2[1]], z=[second_2[2]], mode='markers', opacity=1, name=\"Second hit 2 (predicted)\")\n", "\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2, trace3, trace4, trace5, trace6, trace7, trace8, trace9], layout=layout)\n", "#py.iplot(fig)\n", "\n", "Image('fig6.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model accurately predicts the second hit of the first track, but fails to predict the second hit of the second track, though on a previous trial the same network predicted the second hit of the first track accurately.\n", "\n", "To predict the third and subsequent hits we will use neural nets that use the previous hits as input and output the predicted position in space of the next hit. Then we can use the closest available hit as a prediction." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:14<00:00, 345.75it/s]\n" ] } ], "source": [ "# Process data for NN\n", "\n", "X = np.zeros(6)\n", "y = np.zeros(3)\n", "\n", "for fhit in tqdm(ds.prev):\n", " t = truth[truth.particle_id == truth.particle_id.loc[int(fhit)]]\n", " try:\n", " y = np.vstack([y, np.r_[t.iloc[2].tx, t.iloc[2].ty, t.iloc[2].tz]])\n", " X = np.vstack([X, np.r_[t.iloc[0].tx, t.iloc[0].ty, t.iloc[0].tz, \n", " t.iloc[1].tx, t.iloc[1].ty, t.iloc[1].tz]])\n", " except:\n", " continue\n", " \n", "X = X[1:]\n", "y = y[1:]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "4837/4837 [==============================] - 0s 96us/step - loss: 2230.0851\n", "Epoch 2/20\n", "4837/4837 [==============================] - 0s 39us/step - loss: 838.3017\n", "Epoch 3/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 825.0221\n", "Epoch 4/20\n", "4837/4837 [==============================] - 0s 37us/step - loss: 825.1955\n", "Epoch 5/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 783.8190\n", "Epoch 6/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 784.6124\n", "Epoch 7/20\n", "4837/4837 [==============================] - 0s 39us/step - loss: 784.2446\n", "Epoch 8/20\n", "4837/4837 [==============================] - 0s 40us/step - loss: 773.4479\n", "Epoch 9/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 752.6868\n", "Epoch 10/20\n", "4837/4837 [==============================] - 0s 39us/step - loss: 754.0583\n", "Epoch 11/20\n", "4837/4837 [==============================] - 0s 37us/step - loss: 755.4317\n", "Epoch 12/20\n", "4837/4837 [==============================] - 0s 37us/step - loss: 749.5753\n", "Epoch 13/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 760.9674\n", "Epoch 14/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 755.6223\n", "Epoch 15/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 743.6794\n", "Epoch 16/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 737.1274\n", "Epoch 17/20\n", "4837/4837 [==============================] - 0s 38us/step - loss: 738.6237\n", "Epoch 18/20\n", "4837/4837 [==============================] - 0s 39us/step - loss: 734.3788\n", "Epoch 19/20\n", "4837/4837 [==============================] - 0s 39us/step - loss: 737.1564\n", "Epoch 20/20\n", "4837/4837 [==============================] - 0s 36us/step - loss: 739.3553\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the NN\n", "\n", "model_third = Sequential()\n", "model_third.add(Dense(64, activation='relu', input_shape=(6,)))\n", "model_third.add(Dense(64, activation='relu'))\n", "model_third.add(Dense(64, activation='relu'))\n", "model_third.add(Dense(64, activation='relu'))\n", "model_third.add(Dense(64, activation='relu'))\n", "model_third.add(Dense(3))\n", "model_third.compile(optimizer='rmsprop', loss='mse')\n", "model_third.fit(X, y, epochs=20)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Test the NN on the two test tracks\n", "\n", "X1 = np.r_[track1.tx.iloc[0], track1.ty.iloc[0], track1.tz.iloc[0], track1.tx.iloc[1], track1.ty.iloc[1], track1.tz.iloc[1]]\n", "third_1 = model_third.predict(X1[np.newaxis])[0] # Predicted position\n", "third_1 = truth.iloc[np.argmin(np.sqrt(np.sum((truth[['tx', 'ty', 'tz']].values - third_1)**2, axis=1)))] # Nearest hit\n", "\n", "X2 = np.r_[track2.tx.iloc[0], track2.ty.iloc[0], track2.tz.iloc[0], track2.tx.iloc[1], track2.ty.iloc[1], track2.tz.iloc[1]]\n", "third_2 = model_third.predict(X2[np.newaxis])[0]\n", "third_2 = truth.iloc[np.argmin(np.sqrt(np.sum((truth[['tx', 'ty', 'tz']].values - third_2)**2, axis=1)))] # Nearest hit\n", "\n", "trace1 = go.Scatter3d(x=[0], y=[0], z=[0], mode='markers', opacity=1, name=\"Origin\")\n", "\n", "trace2 = go.Scatter3d(x=track1.tx, y=track1.ty, z=track1.tz, mode='markers', opacity=1, name=\"Track 1\")\n", "trace3 = go.Scatter3d(x=[track1.tx.iloc[2]], y=[track1.ty.iloc[2]], z=[track1.tz.iloc[2]], mode='markers', opacity=1, name=\"Third hit 1 (true)\")\n", "trace4 = go.Scatter3d(x=[third_1.tx], y=[third_1.ty], z=[third_1.tz], mode='markers', opacity=1, name=\"Third hit 1 (predicted)\")\n", "\n", "trace5 = go.Scatter3d(x=track2.tx, y=track2.ty, z=track2.tz, mode='markers', opacity=1, name=\"Track 2\")\n", "trace6 = go.Scatter3d(x=[track2.tx.iloc[2]], y=[track2.ty.iloc[2]], z=[track2.tz.iloc[2]], mode='markers', opacity=1, name=\"Third hit 2 (true)\")\n", "trace7 = go.Scatter3d(x=[third_2.tx], y=[third_2.ty], z=[third_2.tz], mode='markers', opacity=1, name=\"Third hit 2 (predicted)\")\n", "\n", "layout = go.Layout(margin=dict(l=0, r=0, b=0, t=0))\n", "fig = go.Figure(data=[trace1, trace2, trace3, trace4, trace5, trace6, trace7], layout=layout)\n", "#py.iplot(fig)\n", "\n", "Image('fig7.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model fails to predict the third hit for the second track, but correctly predicts the third hit for the first track. Again, the model probably would get better if it were trained on a lot more data, but this algorithm is also very rudimentary and can be improved a great deal if more time was invested.\n", "\n", "However, I have already missed the deadline on this kaggle competition and won't continue work from here on.\n", "Thank you very much for reading :)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }