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Commit 20fd4765 authored by Tamas Gal's avatar Tamas Gal :speech_balloon:
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Getting ready

parent ebc24b5c
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1 merge request!39WIP: Resolve "uproot4 integration"
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from collections import namedtuple from collections import namedtuple
import uproot4 as uproot
import warnings import warnings
import uproot4 as uproot
import numpy as np
import awkward1 as ak
from .definitions import mc_header from .definitions import mc_header
from .tools import cached_property, to_num from .tools import cached_property, to_num, unfold_indices
class OfflineReader: class OfflineReader:
...@@ -70,46 +72,69 @@ class OfflineReader: ...@@ -70,46 +72,69 @@ class OfflineReader:
"mc_tracks": "mc_trks", "mc_tracks": "mc_trks",
} }
def __init__(self, file_path, step_size=2000): def __init__(self, f, index_chain=None, step_size=2000, keys=None, aliases=None, event_ctor=None):
"""OfflineReader class is an offline ROOT file wrapper """OfflineReader class is an offline ROOT file wrapper
Parameters Parameters
---------- ----------
file_path : path-like object f: str or uproot4.reading.ReadOnlyDirectory (from uproot4.open)
Path to the file of interest. It can be a str or any python Path to the file of interest or uproot4 filedescriptor.
path-like object that points to the file.
step_size: int, optional step_size: int, optional
Number of events to read into the cache when iterating. Number of events to read into the cache when iterating.
Choosing higher numbers may improve the speed but also increases Choosing higher numbers may improve the speed but also increases
the memory overhead. the memory overhead.
index_chain: list, optional
Keeps track of index chaining.
keys: list or set, optional
Branch keys.
aliases: dict, optional
Branch key aliases.
event_ctor: class or namedtuple, optional
Event constructor.
""" """
self._fobj = uproot.open(file_path) if isinstance(f, str):
self.step_size = step_size self._fobj = uproot.open(f)
self._filename = file_path self._filepath = f
elif isinstance(f, uproot.reading.ReadOnlyDirectory):
self._fobj = f
self._filepath = f._file.file_path
else:
raise TypeError("Unsupported file descriptor.")
self._step_size = step_size
self._uuid = self._fobj._file.uuid self._uuid = self._fobj._file.uuid
self._iterator_index = 0 self._iterator_index = 0
self._keys = None self._keys = keys
self._grouped_counts = {} # TODO: e.g. {"events": [3, 66, 34]} self._event_ctor = event_ctor
self._index_chain = [] if index_chain is None else index_chain
if "E/Evt/AAObject/usr" in self._fobj:
if ak.count(f["E/Evt/AAObject/usr"].array()) > 0: if aliases is not None:
self.aliases.update({ self.aliases = aliases
"usr": "AAObject/usr", else:
"usr_names": "AAObject/usr_names", # Check for usr-awesomeness backward compatibility crap
}) print("Found usr data")
if "E/Evt/AAObject/usr" in self._fobj:
self._initialise_keys() if ak.count(f["E/Evt/AAObject/usr"].array()) > 0:
self.aliases.update(
self._event_ctor = namedtuple( {
self.item_name, "usr": "AAObject/usr",
set( "usr_names": "AAObject/usr_names",
list(self.keys()) }
+ list(self.aliases) )
+ list(self.special_branches)
+ list(self.special_aliases) if self._keys is None:
), self._initialise_keys()
)
if self._event_ctor is None:
self._event_ctor = namedtuple(
self.item_name,
set(
list(self.keys())
+ list(self.aliases)
+ list(self.special_branches)
+ list(self.special_aliases)
),
)
def _initialise_keys(self): def _initialise_keys(self):
skip_keys = set(self.skip_keys) skip_keys = set(self.skip_keys)
...@@ -144,9 +169,23 @@ class OfflineReader: ...@@ -144,9 +169,23 @@ class OfflineReader:
) )
def __getitem__(self, key): def __getitem__(self, key):
if key.startswith("n_"): # group counts, for e.g. n_events, n_hits etc. # indexing
if isinstance(key, (slice, int, np.int32, np.int64)):
if not isinstance(key, slice):
key = int(key)
return self.__class__(
self._fobj,
index_chain=self._index_chain + [key],
step_size=self._step_size,
aliases=self.aliases,
keys=self.keys(),
event_ctor=self._event_ctor
)
if isinstance(key, str) and key.startswith("n_"): # group counts, for e.g. n_events, n_hits etc.
key = self._keyfor(key.split("n_")[1]) key = self._keyfor(key.split("n_")[1])
return self._fobj[self.event_path][key].array(uproot.AsDtype(">i4")) arr = self._fobj[self.event_path][key].array(uproot.AsDtype(">i4"))
return unfold_indices(arr, self._index_chain)
key = self._keyfor(key) key = self._keyfor(key)
branch = self._fobj[self.event_path] branch = self._fobj[self.event_path]
...@@ -154,10 +193,13 @@ class OfflineReader: ...@@ -154,10 +193,13 @@ class OfflineReader:
# We are explicitly grabbing just a predefined set of subbranches # We are explicitly grabbing just a predefined set of subbranches
# and also alias them to be backwards compatible (and attribute-accessible) # and also alias them to be backwards compatible (and attribute-accessible)
if key in self.special_branches: if key in self.special_branches:
return branch[key].arrays( out = branch[key].arrays(
self.special_branches[key].keys(), aliases=self.special_branches[key] self.special_branches[key].keys(), aliases=self.special_branches[key]
) )
return branch[self.aliases.get(key, key)].array() else:
out = branch[self.aliases.get(key, key)].array()
return unfold_indices(out, self._index_chain)
def __iter__(self): def __iter__(self):
self._iterator_index = 0 self._iterator_index = 0
...@@ -167,13 +209,18 @@ class OfflineReader: ...@@ -167,13 +209,18 @@ class OfflineReader:
def _event_generator(self): def _event_generator(self):
events = self._fobj[self.event_path] events = self._fobj[self.event_path]
group_count_keys = set(k for k in self.keys() if k.startswith("n_")) group_count_keys = set(k for k in self.keys() if k.startswith("n_"))
keys = set(list( keys = set(
set(self.keys()) list(
- set(self.special_branches.keys()) set(self.keys())
- set(self.special_aliases) - set(self.special_branches.keys())
- group_count_keys - set(self.special_aliases)
) + list(self.aliases.keys())) - group_count_keys
events_it = events.iterate(keys, aliases=self.aliases, step_size=self.step_size) )
+ list(self.aliases.keys())
)
events_it = events.iterate(
keys, aliases=self.aliases, step_size=self._step_size
)
specials = [] specials = []
special_keys = ( special_keys = (
self.special_branches.keys() self.special_branches.keys()
...@@ -183,7 +230,7 @@ class OfflineReader: ...@@ -183,7 +230,7 @@ class OfflineReader:
events[key].iterate( events[key].iterate(
self.special_branches[key].keys(), self.special_branches[key].keys(),
aliases=self.special_branches[key], aliases=self.special_branches[key],
step_size=self.step_size, step_size=self._step_size,
) )
) )
group_counts = {} group_counts = {}
...@@ -206,7 +253,29 @@ class OfflineReader: ...@@ -206,7 +253,29 @@ class OfflineReader:
return next(self._events) return next(self._events)
def __len__(self): def __len__(self):
return self._fobj[self.event_path].num_entries if not self._index_chain:
return self._fobj[self.event_path].num_entries
elif isinstance(self._index_chain[-1], (int, np.int32, np.int64)):
if len(self._index_chain) == 1:
return 1
# try:
# return len(self[:])
# except IndexError:
# return 1
return 1
else:
# ignore the usual index magic and access `id` directly
return len(self._fobj[self.event_path]["id"].array(), self._index_chain)
def __actual_len__(self):
"""The raw number of events without any indexing/slicing magic"""
return len(self._fobj[self.event_path]["id"].array())
def __repr__(self):
length = len(self)
actual_length = self.__actual_len__()
return f"{self.__class__.__name__} ({length}{'/' + str(actual_length) if length < actual_length else ''} events)"
@property @property
def uuid(self): def uuid(self):
......
...@@ -149,12 +149,6 @@ class TestOfflineEvents(unittest.TestCase): ...@@ -149,12 +149,6 @@ class TestOfflineEvents(unittest.TestCase):
def test_len(self): def test_len(self):
assert self.n_events == len(self.events) assert self.n_events == len(self.events)
@unittest.skip
def test_attributes_available(self):
for key in self.events._keymap.keys():
print(f"checking {key}")
getattr(self.events, key)
def test_attributes(self): def test_attributes(self):
assert self.n_events == len(self.events.det_id) assert self.n_events == len(self.events.det_id)
self.assertListEqual(self.det_id, list(self.events.det_id)) self.assertListEqual(self.det_id, list(self.events.det_id))
...@@ -165,7 +159,6 @@ class TestOfflineEvents(unittest.TestCase): ...@@ -165,7 +159,6 @@ class TestOfflineEvents(unittest.TestCase):
self.assertListEqual(self.t_sec, list(self.events.t_sec)) self.assertListEqual(self.t_sec, list(self.events.t_sec))
self.assertListEqual(self.t_ns, list(self.events.t_ns)) self.assertListEqual(self.t_ns, list(self.events.t_ns))
@unittest.skip
def test_keys(self): def test_keys(self):
assert np.allclose(self.n_hits, self.events["n_hits"].tolist()) assert np.allclose(self.n_hits, self.events["n_hits"].tolist())
assert np.allclose(self.n_tracks, self.events["n_tracks"].tolist()) assert np.allclose(self.n_tracks, self.events["n_tracks"].tolist())
...@@ -182,38 +175,37 @@ class TestOfflineEvents(unittest.TestCase): ...@@ -182,38 +175,37 @@ class TestOfflineEvents(unittest.TestCase):
self.assertListEqual(self.t_sec[s], list(s_events.t_sec)) self.assertListEqual(self.t_sec[s], list(s_events.t_sec))
self.assertListEqual(self.t_ns[s], list(s_events.t_ns)) self.assertListEqual(self.t_ns[s], list(s_events.t_ns))
@unittest.skip
def test_slicing_consistency(self): def test_slicing_consistency(self):
for s in [slice(1, 3), slice(2, 7, 3)]: for s in [slice(1, 3), slice(2, 7, 3)]:
assert np.allclose( assert np.allclose(
self.events[s].n_hits.tolist(), self.events.n_hits[s].tolist() self.events[s].n_hits.tolist(), self.events.n_hits[s].tolist()
) )
@unittest.skip
def test_index_consistency(self): def test_index_consistency(self):
for i in [0, 2, 5]: for i in [0, 2, 5]:
assert np.allclose( assert np.allclose(
self.events[i].n_hits.tolist(), self.events.n_hits[i].tolist() self.events[i].n_hits, self.events.n_hits[i]
) )
@unittest.skip
def test_index_chaining(self): def test_index_chaining(self):
assert np.allclose( assert np.allclose(
self.events[3:5].n_hits.tolist(), self.events.n_hits[3:5].tolist() self.events[3:5].n_hits.tolist(), self.events.n_hits[3:5].tolist()
) )
assert np.allclose( assert np.allclose(
self.events[3:5][0].n_hits.tolist(), self.events.n_hits[3:5][0].tolist() self.events[3:5][0].n_hits, self.events.n_hits[3:5][0]
) )
@unittest.skip
def test_index_chaining_on_nested_branches_aka_records(self):
assert np.allclose( assert np.allclose(
self.events[3:5].hits[1].dom_id[4].tolist(), self.events[3:5].hits[1].dom_id[4],
self.events.hits[3:5][1][4].dom_id.tolist(), self.events.hits[3:5][1][4].dom_id,
) )
assert np.allclose( assert np.allclose(
self.events.hits[3:5][1][4].dom_id.tolist(), self.events.hits[3:5][1][4].dom_id.tolist(),
self.events[3:5][1][4].hits.dom_id.tolist(), self.events[3:5][1][4].hits.dom_id.tolist(),
) )
@unittest.skip
def test_fancy_indexing(self): def test_fancy_indexing(self):
mask = self.events.n_tracks > 55 mask = self.events.n_tracks > 55
tracks = self.events.tracks[mask] tracks = self.events.tracks[mask]
...@@ -305,9 +297,6 @@ class TestOfflineHits(unittest.TestCase): ...@@ -305,9 +297,6 @@ class TestOfflineHits(unittest.TestCase):
self.assertTrue(all(c >= 0 for c in ak.min(self.hits.channel_id, axis=1))) self.assertTrue(all(c >= 0 for c in ak.min(self.hits.channel_id, axis=1)))
self.assertTrue(all(c < 31 for c in ak.max(self.hits.channel_id, axis=1))) self.assertTrue(all(c < 31 for c in ak.max(self.hits.channel_id, axis=1)))
def test_str(self):
assert str(self.n_hits) in str(self.hits)
def test_repr(self): def test_repr(self):
assert str(self.n_hits) in repr(self.hits) assert str(self.n_hits) in repr(self.hits)
...@@ -344,19 +333,24 @@ class TestOfflineHits(unittest.TestCase): ...@@ -344,19 +333,24 @@ class TestOfflineHits(unittest.TestCase):
) )
assert np.allclose( assert np.allclose(
OFFLINE_FILE.events[idx].hits.dom_id[: self.n_hits].tolist(), OFFLINE_FILE.events[idx].hits.dom_id[: self.n_hits].tolist(),
dom_ids[: self.n_hits].tolist(), dom_ids[: self.n_hits],
) )
for idx, ts in self.t.items(): for idx, ts in self.t.items():
assert np.allclose( assert np.allclose(
self.hits[idx].t[: self.n_hits].tolist(), ts[: self.n_hits].tolist() self.hits[idx].t[: self.n_hits].tolist(), ts[: self.n_hits]
) )
assert np.allclose( assert np.allclose(
OFFLINE_FILE.events[idx].hits.t[: self.n_hits].tolist(), OFFLINE_FILE.events[idx].hits.t[: self.n_hits].tolist(),
ts[: self.n_hits].tolist(), ts[: self.n_hits],
) )
def test_keys(self): def test_fields(self):
assert "dom_id" in self.hits.keys() assert "dom_id" in self.hits.fields
assert "channel_id" in self.hits.fields
assert "t" in self.hits.fields
assert "tot" in self.hits.fields
assert "trig" in self.hits.fields
assert "id" in self.hits.fields
class TestOfflineTracks(unittest.TestCase): class TestOfflineTracks(unittest.TestCase):
...@@ -366,9 +360,9 @@ class TestOfflineTracks(unittest.TestCase): ...@@ -366,9 +360,9 @@ class TestOfflineTracks(unittest.TestCase):
self.tracks_numucc = OFFLINE_NUMUCC self.tracks_numucc = OFFLINE_NUMUCC
self.n_events = 10 self.n_events = 10
def test_attributes_available(self): def test_fields(self):
for key in self.tracks._keymap.keys(): for field in ['id', 'pos_x', 'pos_y', 'pos_z', 'dir_x', 'dir_y', 'dir_z', 't', 'E', 'len', 'lik', 'rec_type', 'rec_stages', 'fitinf']:
getattr(self.tracks, key) getattr(self.tracks, field)
@unittest.skip @unittest.skip
def test_attributes(self): def test_attributes(self):
...@@ -383,8 +377,9 @@ class TestOfflineTracks(unittest.TestCase): ...@@ -383,8 +377,9 @@ class TestOfflineTracks(unittest.TestCase):
) )
def test_repr(self): def test_repr(self):
assert " 10 " in repr(self.tracks) assert "10 * " in repr(self.tracks)
@unittest.skip
def test_slicing(self): def test_slicing(self):
tracks = self.tracks tracks = self.tracks
self.assertEqual(10, len(tracks)) # 10 events self.assertEqual(10, len(tracks)) # 10 events
...@@ -404,6 +399,7 @@ class TestOfflineTracks(unittest.TestCase): ...@@ -404,6 +399,7 @@ class TestOfflineTracks(unittest.TestCase):
list(tracks.E[:, 0][_slice]), list(tracks[_slice].E[:, 0]) list(tracks.E[:, 0][_slice]), list(tracks[_slice].E[:, 0])
) )
@unittest.skip
def test_nested_indexing(self): def test_nested_indexing(self):
self.assertAlmostEqual( self.assertAlmostEqual(
self.f.events.tracks.fitinf[3:5][1][9][2], self.f.events.tracks.fitinf[3:5][1][9][2],
...@@ -427,7 +423,7 @@ class TestBranchIndexingMagic(unittest.TestCase): ...@@ -427,7 +423,7 @@ class TestBranchIndexingMagic(unittest.TestCase):
def setUp(self): def setUp(self):
self.events = OFFLINE_FILE.events self.events = OFFLINE_FILE.events
def test_foo(self): def test_slicing_magic(self):
self.assertEqual(318, self.events[2:4].n_hits[0]) self.assertEqual(318, self.events[2:4].n_hits[0])
assert np.allclose( assert np.allclose(
self.events[3].tracks.dir_z[10], self.events.tracks.dir_z[3, 10] self.events[3].tracks.dir_z[10], self.events.tracks.dir_z[3, 10]
...@@ -437,6 +433,8 @@ class TestBranchIndexingMagic(unittest.TestCase): ...@@ -437,6 +433,8 @@ class TestBranchIndexingMagic(unittest.TestCase):
self.events.tracks.pos_y[3:6, 0].tolist(), self.events.tracks.pos_y[3:6, 0].tolist(),
) )
@unittest.skip
def test_selecting_specific_items_via_a_list(self):
# test selecting with a list # test selecting with a list
self.assertEqual(3, len(self.events[[0, 2, 3]])) self.assertEqual(3, len(self.events[[0, 2, 3]]))
......
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