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dataset.go
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// Copyright 2018 The go-trackml Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
// Package trackml exposes facilities to ease handling of TrackML datasets.
package trackml
import (
"archive/zip"
"io"
"io/ioutil"
"os"
"path/filepath"
"sort"
"strconv"
"strings"
"github.com/pkg/errors"
"go-hep.org/x/hep/csvutil"
)
type Cell struct {
HitID int
Ch0 int
Ch1 int
Value float64
}
type Hit struct {
HitID int
X, Y, Z float64
VolumeID int
LayerID int
ModuleID int
}
type Particle struct {
ID int
Vx, Vy, Vz float64
Px, Py, Pz float64
Q int
NHits int
}
type Truth struct {
HitID int
PID int
Tx, Ty, Tz float64
Px, Py, Pz float64
Weight float64
}
// Event stores informations about a complete HEP event.
type Event struct {
ID int // event id
Hits []Hit // collection of hits for this event
Cells []Cell // collection of cells for this event
Ps []Particle // collection of reconstructed particles for this event
Mcs []Truth // Monte-Carlo truth for this event
}
// Delete zeroes all internal data of an Event and
// prepares that Event to be collected by the Garbage Collector.
func (evt *Event) Delete() {
evt.Hits = nil
evt.Cells = nil
evt.Ps = nil
evt.Mcs = nil
}
// ReadMcEvent reads a complete Event value from the given path+prefix,
// including Monte-Carlo informations.
func ReadMcEvent(path, evtid string) (Event, error) {
var (
evt Event
err error
)
ds, err := openDataset(path, evtid)
if err != nil {
return evt, errors.Wrapf(err, "could not open resource %q", path)
}
defer ds.Close()
evt, err = readEvent(ds.dir, evtid)
if err != nil {
return evt, errors.Wrapf(err, "could not read event")
}
fname := filepath.Join(ds.dir, evtid)
evt.Ps, err = readParticles(fname + "-particles.csv")
if err != nil {
return evt, errors.Wrapf(err, "could not read particles")
}
evt.Mcs, err = readMcTruth(fname + "-truth.csv")
if err != nil {
return evt, errors.Wrapf(err, "could not read truth")
}
return evt, err
}
// ReadEvent reads a complete Event value from the given path+prefix,
// but without the Monte-Carlo informations.
func ReadEvent(path, evtid string) (Event, error) {
var (
evt Event
err error
)
ds, err := openDataset(path, evtid)
if err != nil {
return evt, errors.Wrapf(err, "could not open resource %q", path)
}
defer ds.Close()
return readEvent(ds.dir, evtid)
}
type datasetHandler struct {
dir string
rm func() error
}
func (ds *datasetHandler) Close() error {
if ds.rm == nil {
return nil
}
err := ds.rm()
if err != nil {
return errors.Wrapf(err, "could not cleanup temporary files")
}
return nil
}
func openDataset(fname, evtid string) (datasetHandler, error) {
var (
ds = datasetHandler{dir: fname}
err error
)
f, err := os.Open(fname)
if err != nil {
return ds, err
}
defer f.Close()
fi, err := f.Stat()
if err != nil {
return ds, err
}
if fi.IsDir() {
return ds, nil
}
zr, err := zip.NewReader(f, fi.Size())
if err != nil {
return ds, errors.Wrapf(err, "could not open zip-dataset")
}
tmpdir, err := ioutil.TempDir("", "trkml-")
if err != nil {
return ds, errors.Wrapf(err, "could not create temporary directory for zip-dataset")
}
ds.rm = func() error {
return os.RemoveAll(tmpdir)
}
for _, f := range zr.File {
if !strings.HasPrefix(filepath.Base(f.Name), evtid) {
continue
}
oname := filepath.Join(tmpdir, f.Name)
err = os.MkdirAll(filepath.Dir(oname), 0755)
if err != nil {
ds.rm()
return ds, errors.Wrapf(err, "could not create base directory for output partial event file %q", oname)
}
o, err := os.Create(oname)
if err != nil {
ds.rm()
return ds, errors.Wrapf(err, "could not create temporary output partial event file %q", oname)
}
zf, err := f.Open()
if err != nil {
ds.rm()
return ds, errors.Wrapf(err, "could not open zip archive partial event file %q", f.Name)
}
_, err = io.Copy(o, zf)
if err != nil {
ds.rm()
return ds, errors.Wrapf(err, "could extract partial event file %q", f.Name)
}
ds.dir = filepath.Dir(filepath.Join(tmpdir, f.Name))
}
return ds, nil
}
func readEvent(dir, evtid string) (Event, error) {
var (
evt Event
err error
)
id := strings.TrimLeft(evtid, "event")
evt.ID, err = strconv.Atoi(id)
if err != nil {
return evt, errors.Wrapf(err, "could not infer event ID")
}
fname := filepath.Join(dir, evtid)
evt.Hits, err = readHits(fname + "-hits.csv")
if err != nil {
return evt, errors.Wrapf(err, "could not read hits")
}
evt.Cells, err = readCells(fname + "-cells.csv")
if err != nil {
return evt, errors.Wrapf(err, "could not read cells")
}
return evt, err
}
func readHits(fname string) ([]Hit, error) {
var hits []Hit
tbl, err := csvutil.Open(fname)
if err != nil {
return nil, errors.Wrapf(err, "could not open CSV file")
}
defer tbl.Close()
rows, err := tbl.ReadRows(1, -1) // skip header
if err != nil {
return nil, errors.Wrapf(err, "could not create row iterator")
}
defer rows.Close()
for rows.Next() {
var hit Hit
err := rows.Scan(&hit)
if err != nil {
return nil, errors.Wrapf(err, "could not read row")
}
hits = append(hits, hit)
}
if err := rows.Err(); err != nil && err != io.EOF {
return nil, errors.Wrapf(err, "error during row iteration")
}
return hits, nil
}
func readCells(fname string) ([]Cell, error) {
var cells []Cell
tbl, err := csvutil.Open(fname)
if err != nil {
return nil, errors.Wrapf(err, "could not open CSV file")
}
defer tbl.Close()
rows, err := tbl.ReadRows(1, -1) // skip header
if err != nil {
return nil, errors.Wrapf(err, "could not create row iterator")
}
defer rows.Close()
for rows.Next() {
var cell Cell
err := rows.Scan(&cell)
if err != nil {
return nil, errors.Wrapf(err, "could not read row")
}
cells = append(cells, cell)
}
if err := rows.Err(); err != nil && err != io.EOF {
return nil, errors.Wrapf(err, "error during row iteration")
}
return cells, nil
}
func readParticles(fname string) ([]Particle, error) {
var ps []Particle
tbl, err := csvutil.Open(fname)
if err != nil {
return nil, errors.Wrapf(err, "could not open CSV file")
}
defer tbl.Close()
rows, err := tbl.ReadRows(1, -1) // skip header
if err != nil {
return nil, errors.Wrapf(err, "could not create row iterator")
}
defer rows.Close()
for rows.Next() {
var p Particle
err := rows.Scan(&p)
if err != nil {
return nil, errors.Wrapf(err, "could not read row")
}
ps = append(ps, p)
}
if err := rows.Err(); err != nil && err != io.EOF {
return nil, errors.Wrapf(err, "error during row iteration")
}
return ps, nil
}
func readMcTruth(fname string) ([]Truth, error) {
var mcs []Truth
tbl, err := csvutil.Open(fname)
if err != nil {
return nil, errors.Wrapf(err, "could not open CSV file")
}
defer tbl.Close()
rows, err := tbl.ReadRows(1, -1) // skip header
if err != nil {
return nil, errors.Wrapf(err, "could not create row iterator")
}
defer rows.Close()
for rows.Next() {
var mc Truth
err := rows.Scan(&mc)
if err != nil {
return nil, errors.Wrapf(err, "could not read row")
}
mcs = append(mcs, mc)
}
if err := rows.Err(); err != nil && err != io.EOF {
return nil, errors.Wrapf(err, "error during row iteration")
}
return mcs, nil
}
// EventReader is a function to read an event from a path
type EventReader func(path, evtid string) (Event, error)
// Dataset is an Event container.
//
// Dataset logically contains many Events, iterating throught the list of
// Events via the Next method.
//
// Example:
//
// ds, err := NewDataset("./example_standard/dataset", 0, -1, nil)
// for ds.Next() {
// evt := ds.Event()
// }
// if err := ds.Err(); err != nil {
// panic(err)
// }
//
type Dataset struct {
path string
names []string
readEvent EventReader
cur int
evt Event
err error
}
func (ds *Dataset) Close() error {
if ds.err != nil {
return ds.err
}
return ds.err
}
// Names returns the list of event IDs this dataset contains.
func (ds *Dataset) Names() []string {
return ds.names
}
func (ds *Dataset) Next() bool {
if ds.err != nil {
return false
}
ds.cur++
if ds.cur >= len(ds.names) {
return false
}
id := filepath.Base(ds.names[ds.cur])
evt, err := ds.readEvent(ds.path, id)
if err != nil {
ds.err = err
return false
}
ds.evt = evt
return true
}
// Event returns the current event from the dataset.
// The returned value is valid until a call to Next.
func (ds *Dataset) Event() Event {
return ds.evt
}
func (ds *Dataset) Err() error {
return ds.err
}
// NewDataset returns the list of datasets from name, a directory or zip file,
// containing many events data.
//
// beg and end control the number of events to iterate over.
//
// The returned Dataset will use the reader function to load events from a path.
// If reader is nil, ReadMcEvent is used.
func NewDataset(name string, beg, end int, reader EventReader) (Dataset, error) {
if reader == nil {
reader = ReadMcEvent
}
ds := Dataset{
path: name,
cur: -1,
readEvent: reader,
}
f, err := os.Open(name)
if err != nil {
return ds, errors.WithStack(err)
}
defer f.Close()
fi, err := f.Stat()
if err != nil {
return ds, errors.WithStack(err)
}
var names []string
switch {
case fi.IsDir():
names, err = filepath.Glob(filepath.Join(name, "*-hits.csv"))
if err != nil {
return ds, err
}
default:
zr, err := zip.NewReader(f, fi.Size())
if err != nil {
return ds, errors.Wrapf(err, "could not handle path %q", name)
}
for _, f := range zr.File {
if !strings.HasSuffix(f.Name, "-hits.csv") {
continue
}
names = append(names, f.Name)
}
}
sort.Strings(names)
ds.names = names
ds.names = ds.names[beg:]
if end == -1 || end > len(ds.names) {
end = len(ds.names)
}
ds.names = ds.names[:end]
for i, n := range ds.names {
ds.names[i] = n[:len(n)-len("-hits.csv")]
}
return ds, nil
}