File: chep2019-studies-2.py

package info (click to toggle)
python-awkward 2.8.10-2
  • links: PTS, VCS
  • area: main
  • in suites: forky
  • size: 25,144 kB
  • sloc: python: 182,845; cpp: 33,828; sh: 432; makefile: 21; javascript: 8
file content (111 lines) | stat: -rw-r--r-- 4,570 bytes parent folder | download | duplicates (2)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
import time

import numpy

import ROOT
import root_numpy
import awkward
import awkward1
import uproot
from uproot import asgenobj, asdtype, STLVector

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged0.root")["jagged0"]["branch"]
for i in range(branch.numbaskets):
    result = branch.basket(i)
    num += len(result)
walltime = time.time() - starttime
print("TTree uproot jagged0\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

file = ROOT.TFile("data/sample-jagged0.root")
tree = file.Get("jagged0")
starttime = time.time()
for i in range(branch.numbaskets):
    result = root_numpy.tree2array(tree, "branch", start=branch.basket_entrystart(i), stop=branch.basket_entrystop(i))
walltime = time.time() - starttime
print("TTree root_numpy jagged0\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged1.root")["jagged1"]["branch"]
for i in range(branch.numbaskets):
    result = branch.basket(i)
    num += len(result.content)
walltime = time.time() - starttime
print("TTree OLD jagged1\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged1.root")["jagged1"]["branch"]
for i in range(branch.numbaskets):
    jagged = branch.basket(i, uproot.asdebug)
    byteoffsets = awkward1.layout.Index64(jagged.offsets)
    rawdata = awkward1.layout.NumpyArray(jagged.content[6:])
    result = awkward1.layout.fromroot_nestedvector(byteoffsets, rawdata, 1, numpy.dtype(">f").itemsize, ">f")
    q = numpy.asarray(result.content).astype("<f")
    num += len(result.content)
walltime = time.time() - starttime
print("TTree NEW jagged1\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

file = ROOT.TFile("data/sample-jagged1.root")
tree = file.Get("jagged1")
starttime = time.time()
for i in range(branch.numbaskets):
    result = root_numpy.tree2array(tree, "branch", start=branch.basket_entrystart(i), stop=branch.basket_entrystop(i))
walltime = time.time() - starttime
print("TTree root_numpy jagged1\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged2.root")["jagged2"]["branch"]
for i in range(5):
    jagged = branch.basket(i)
    q = awkward.fromiter(jagged)
    num += len(q.content.content)
walltime = time.time() - starttime
print("TTree OLD jagged2\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged2.root")["jagged2"]["branch"]
for i in range(5):
    jagged = branch.basket(i, uproot.asdebug)
    byteoffsets = awkward1.layout.Index64(jagged.offsets)
    rawdata = awkward1.layout.NumpyArray(jagged.content[6:])
    result = awkward1.layout.fromroot_nestedvector(byteoffsets, rawdata, 2, numpy.dtype(">f").itemsize, ">f")
    q = numpy.asarray(result.content.content).astype("<f")
    num += len(result.content.content)
walltime = time.time() - starttime
print("TTree NEW jagged2\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

file = ROOT.TFile("data/sample-jagged2.root")
tree = file.Get("jagged2")
starttime = time.time()
for i in range(5):
    result = root_numpy.tree2array(tree, "branch", start=branch.basket_entrystart(i), stop=branch.basket_entrystop(i))
walltime = time.time() - starttime
print("TTree root_numpy jagged2\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged3.root")["jagged3"]["branch"]
for i in range(5):
    jagged = branch.basket(i, asgenobj(STLVector(STLVector(STLVector(asdtype(">f4")))), branch._context, 6))
    q = awkward.fromiter(jagged)
    num += len(q.content.content.content)
walltime = time.time() - starttime
print("TTree OLD jagged3\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")

num = 0
starttime = time.time()
branch = uproot.open("data/sample-jagged3.root")["jagged3"]["branch"]
for i in range(5):
    jagged = branch.basket(i, uproot.asdebug)
    byteoffsets = awkward1.layout.Index64(jagged.offsets)
    rawdata = awkward1.layout.NumpyArray(jagged.content[6:])
    result = awkward1.layout.fromroot_nestedvector(byteoffsets, rawdata, 3, numpy.dtype(">f").itemsize, ">f")
    q = numpy.asarray(result.content.content.content).astype("<f")
    num += len(result.content.content.content)
walltime = time.time() - starttime
print("TTree NEW jagged3\t", walltime, "sec;\t", num/walltime/1e6, "million floats/sec")