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| 1 | +// Copyright 2016 DIANA-HEP |
| 2 | +// |
| 3 | +// Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +// you may not use this file except in compliance with the License. |
| 5 | +// You may obtain a copy of the License at |
| 6 | +// |
| 7 | +// http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +// |
| 9 | +// Unless required by applicable law or agreed to in writing, software |
| 10 | +// distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +// See the License for the specific language governing permissions and |
| 13 | +// limitations under the License. |
| 14 | + |
| 15 | +package org.dianahep.histogrammar.tutorial |
| 16 | + |
| 17 | +/** |
| 18 | + * Most of the examples must use some dataset, so I prepared a sample of CMS public data to be read with no dependencies. The data came from the CERN Open Data portal; it is 50 fb-1 of highly processed particle physics data from the CMS experiment, with 469,384 events selected by the 24 GeV/c isolated muon trigger. |
| 19 | + * |
| 20 | + * For convenience, it has been converted to compressed JSON. The code that reads it into classes is provided below for you to copy-paste, rather than a JAR to load, because I want you to see how it’s done and you may want to modify it. |
| 21 | + */ |
| 22 | +package cmsdata { |
| 23 | + // class definitions |
| 24 | + |
| 25 | + trait LorentzVector extends Serializable { |
| 26 | + // abstract members; must be defined by subclasses |
| 27 | + def px: Double |
| 28 | + def py: Double |
| 29 | + def pz: Double |
| 30 | + def E: Double |
| 31 | + |
| 32 | + // methods common to all LorentzVectors |
| 33 | + def pt = Math.sqrt(px*px + py*py) |
| 34 | + def p = Math.sqrt(px*px + py*py + pz*pz) |
| 35 | + def mass = Math.sqrt(E*E - px*px - py*py - pz*pz) |
| 36 | + def eta = 0.5*Math.log((p + pz)/(p - pz)) |
| 37 | + def phi = Math.atan2(py, px) |
| 38 | + |
| 39 | + // addition operator is a method named "+" |
| 40 | + def +(two: LorentzVector) = { |
| 41 | + val one = this |
| 42 | + // create a subclass and an instance in one block |
| 43 | + new LorentzVector { |
| 44 | + def px = one.px + two.px |
| 45 | + def py = one.py + two.py |
| 46 | + def pz = one.pz + two.pz |
| 47 | + def E = one.E + two.E |
| 48 | + override def toString() = s"LorentzVector($px, $py, $pz, $E)" |
| 49 | + } |
| 50 | + } |
| 51 | + } |
| 52 | + |
| 53 | + // particle class definitions are now one-liners |
| 54 | + |
| 55 | + case class Jet(px: Double, py: Double, pz: Double, E: Double, btag: Double) extends LorentzVector |
| 56 | + |
| 57 | + case class Muon(px: Double, py: Double, pz: Double, E: Double, q: Int, iso: Double) extends LorentzVector |
| 58 | + |
| 59 | + case class Electron(px: Double, py: Double, pz: Double, E: Double, q: Int, iso: Double) extends LorentzVector |
| 60 | + |
| 61 | + case class Photon(px: Double, py: Double, pz: Double, E: Double, iso: Double) extends LorentzVector |
| 62 | + |
| 63 | + case class MET(px: Double, py: Double) { |
| 64 | + def pt = Math.sqrt(px*px + py*py) |
| 65 | + } |
| 66 | + |
| 67 | + case class Event(jets: Seq[Jet], muons: Seq[Muon], electrons: Seq[Electron], photons: Seq[Photon], met: MET, numPrimaryVertices: Long) |
| 68 | + |
| 69 | + // event data iterator |
| 70 | + case class EventIterator(location: String = "http://histogrammar.org/docs/data/triggerIsoMu24_50fb-1.json.gz") extends Iterator[Event] { |
| 71 | + import org.dianahep.histogrammar.json._ |
| 72 | + |
| 73 | + // use Java libraries to stream and decompress data on-the-fly |
| 74 | + @transient val scanner = new java.util.Scanner( |
| 75 | + new java.util.zip.GZIPInputStream( |
| 76 | + new java.net.URL(location).openStream)) |
| 77 | + |
| 78 | + // read one ahead so that hasNext can effectively "peek" |
| 79 | + private def getNext() = |
| 80 | + try { |
| 81 | + Json.parse(scanner.nextLine) collect { |
| 82 | + case event: JsonObject => eventFromJson(event) |
| 83 | + } |
| 84 | + } |
| 85 | + catch { |
| 86 | + case err: java.util.NoSuchElementException => None |
| 87 | + } |
| 88 | + |
| 89 | + private var theNext = getNext() |
| 90 | + |
| 91 | + // iterator interface |
| 92 | + def hasNext = !theNext.isEmpty |
| 93 | + def next() = { |
| 94 | + val out = theNext.get |
| 95 | + theNext = getNext() |
| 96 | + out |
| 97 | + } |
| 98 | + |
| 99 | + def jetFromJson(params: Map[String, JsonNumber]) = |
| 100 | + new Jet(params("px").toDouble, |
| 101 | + params("py").toDouble, |
| 102 | + params("pz").toDouble, |
| 103 | + params("E").toDouble, |
| 104 | + params("btag").toDouble) |
| 105 | + |
| 106 | + def muonFromJson(params: Map[String, JsonNumber]) = |
| 107 | + new Muon(params("px").toDouble, |
| 108 | + params("py").toDouble, |
| 109 | + params("pz").toDouble, |
| 110 | + params("E").toDouble, |
| 111 | + params("q").toInt, |
| 112 | + params("iso").toDouble) |
| 113 | + |
| 114 | + def electronFromJson(params: Map[String, JsonNumber]) = |
| 115 | + new Electron(params("px").toDouble, |
| 116 | + params("py").toDouble, |
| 117 | + params("pz").toDouble, |
| 118 | + params("E").toDouble, |
| 119 | + params("q").toInt, |
| 120 | + params("iso").toDouble) |
| 121 | + |
| 122 | + def photonFromJson(params: Map[String, JsonNumber]) = |
| 123 | + new Photon(params("px").toDouble, |
| 124 | + params("py").toDouble, |
| 125 | + params("pz").toDouble, |
| 126 | + params("E").toDouble, |
| 127 | + params("iso").toDouble) |
| 128 | + |
| 129 | + def metFromJson(params: Map[String, JsonNumber]): MET = |
| 130 | + new MET(params("px").toDouble, params("py").toDouble) |
| 131 | + |
| 132 | + def eventFromJson(params: JsonObject) = { |
| 133 | + val JsonArray(jets @ _*) = params("jets") |
| 134 | + val JsonArray(muons @ _*) = params("muons") |
| 135 | + val JsonArray(electrons @ _*) = params("electrons") |
| 136 | + val JsonArray(photons @ _*) = params("photons") |
| 137 | + val met = params("MET").asInstanceOf[JsonObject] |
| 138 | + val JsonInt(numPrimaryVertices) = params("numPrimaryVertices") |
| 139 | + new Event( |
| 140 | + jets collect {case j: JsonObject => jetFromJson(j.to[JsonNumber].toMap)}, |
| 141 | + muons collect {case j: JsonObject => muonFromJson(j.to[JsonNumber].toMap)}, |
| 142 | + electrons collect {case j: JsonObject => electronFromJson(j.to[JsonNumber].toMap)}, |
| 143 | + photons collect {case j: JsonObject => photonFromJson(j.to[JsonNumber].toMap)}, |
| 144 | + metFromJson(met.to[JsonNumber].toMap), |
| 145 | + numPrimaryVertices) |
| 146 | + } |
| 147 | + } |
| 148 | +} |
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