From e2e9fa6c05fd8afe6c0c0b5dc8636e6b59e20ec3 Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Wed, 11 Sep 2024 14:41:25 +0530 Subject: [PATCH 01/12] Schema for the oldstyle edm4hep Future Circular Collider simulation Samples --- src/coffea/nanoevents/__init__.py | 4 + src/coffea/nanoevents/methods/fcc.py | 452 +++++++++++++++++++ src/coffea/nanoevents/schemas/__init__.py | 3 + src/coffea/nanoevents/schemas/fcc.py | 514 ++++++++++++++++++++++ tests/samples/test_FCC_Spring2021.root | Bin 0 -> 1000644 bytes tests/test_nanoevents_fcc.py | 106 +++++ 6 files changed, 1079 insertions(+) create mode 100644 src/coffea/nanoevents/methods/fcc.py create mode 100644 src/coffea/nanoevents/schemas/fcc.py create mode 100644 tests/samples/test_FCC_Spring2021.root create mode 100644 tests/test_nanoevents_fcc.py diff --git a/src/coffea/nanoevents/__init__.py b/src/coffea/nanoevents/__init__.py index 348ca0d8e..8e66d8044 100644 --- a/src/coffea/nanoevents/__init__.py +++ b/src/coffea/nanoevents/__init__.py @@ -4,8 +4,10 @@ from coffea.nanoevents.factory import NanoEventsFactory from coffea.nanoevents.schemas import ( + FCC, BaseSchema, DelphesSchema, + FCCSchema, NanoAODSchema, PDUNESchema, PFNanoAODSchema, @@ -24,4 +26,6 @@ "DelphesSchema", "PDUNESchema", "ScoutingNanoAODSchema", + "FCC", + "FCCSchema", ] diff --git a/src/coffea/nanoevents/methods/fcc.py b/src/coffea/nanoevents/methods/fcc.py new file mode 100644 index 000000000..b1de4a486 --- /dev/null +++ b/src/coffea/nanoevents/methods/fcc.py @@ -0,0 +1,452 @@ +import awkward +import dask_awkward +import numba +import numpy +from dask_awkward.lib.core import dask_property + +from coffea.nanoevents.methods import base, vector + +behavior = {} +behavior.update(base.behavior) + + +class _FCCEvents(behavior["NanoEvents"]): + def __repr__(self): + return "FCC Events" + + +behavior["NanoEvents"] = _FCCEvents + + +def _set_repr_name(classname): + def namefcn(self): + return classname + + behavior[classname].__repr__ = namefcn + + +def map_index_to_array(array, index, axis=1): + """ + DESCRIPTION: Creates a slice of input array according to the input index. + INPUTS: array (Singly nested) + index (Singly or Doubly nested) + axis (By default 1, use axis = 2 if index is doubly nested ) + EXAMPLE: + a = awkward.Array([ + [44,33,23,22], + [932,24,456,78], + [22,345,78,90,98,24] + ]) + + a_index = awkward.Array([ + [0,1,2], + [0,1], + [] + ]) + + a2_index = awkward.Array([ + [[0],[0,1],[2]], + [[0,1]], + [] + ]) + >> map_index_to_array(a, a_index) + [[44, 33, 23], + [932, 24], + []] + --------------------- + type: 3 * var * int64 + >> map_index_to_array(a, a2_index, axis=2) + [[[44], [44, 33], [23]], + [[932, 24]], + []] + --------------------------- + type: 3 * var * var * int64 + + """ + if axis == 1: + return array[index] + elif axis == 2: + axis2_counts_array = awkward.num(index, axis=axis) + flat_axis2_counts_array = awkward.flatten(axis2_counts_array, axis=1) + flat_index = awkward.flatten(index, axis=axis) + trimmed_flat_array = array[flat_index] + trimmed_array = awkward.unflatten( + trimmed_flat_array, flat_axis2_counts_array, axis=1 + ) + return trimmed_array + else: + raise AttributeError("Only axis = 1 or axis = 2 supported at the moment.") + + +# Function required to create a range array from a begin and end array +@numba.njit +def index_range_numba_wrap(begin_end, builder): + for ev in begin_end: + builder.begin_list() + for j in ev: + builder.begin_list() + for k in range(j[0], j[1]): + builder.integer(k) + builder.end_list() + builder.end_list() + return builder + + +def index_range(begin, end): + """ + Function required to create a range array from a begin and end array + Example: If, + begin = [ + [0, 2, 4, 3, ...], + [1, 0, 4, 6, ...] + ... + ] + end = [ + [1, 2, 5, 5, ...], + [3, 1, 7, 6, ...] + ... + ] + then, output is, + output = [ + [[0], [], [4], [3,4], ...], + [[1,2], [0], [4,5,6], [], ...] + ... + ] + """ + begin_end = awkward.concatenate( + (begin[:, :, numpy.newaxis], end[:, :, numpy.newaxis]), axis=2 + ) + if awkward.backend(begin) == "typetracer" or awkward.backend(end) == "typetracer": + # To make the function dask compatible + # here we fake the output of numba wrapper function since + # operating on length-zero data returns the wrong layout! + # We need the axis 2, therefore, we should return the typetracer layout of [[[]]] + awkward.typetracer.length_zero_if_typetracer( + begin + ) # force touching of the necessary data + awkward.typetracer.length_zero_if_typetracer( + end + ) # force touching of the necessary data + return awkward.Array( + awkward.Array([[[]]]).layout.to_typetracer(forget_length=True) + ) + return index_range_numba_wrap(begin_end, awkward.ArrayBuilder()).snapshot() + + +@awkward.mixin_class(behavior) +class MomentumCandidate(vector.LorentzVector): + """A Lorentz vector with charge + + This mixin class requires the parent class to provide items `px`, `py`, `pz`, `E`, and `charge`. + """ + + @awkward.mixin_class_method(numpy.add, {"MomentumCandidate"}) + def add(self, other): + """Add two candidates together elementwise using `px`, `py`, `pz`, `E`, and `charge` components""" + return awkward.zip( + { + "px": self.px + other.px, + "py": self.py + other.py, + "pz": self.pz + other.pz, + "E": self.E + other.E, + "charge": self.charge + other.charge, + }, + with_name="MomentumCandidate", + behavior=self.behavior, + ) + + def sum(self, axis=-1): + """Sum an array of vectors elementwise using `px`, `py`, `pz`, `E`, and `charge` components""" + return awkward.zip( + { + "px": awkward.sum(self.px, axis=axis), + "py": awkward.sum(self.py, axis=axis), + "pz": awkward.sum(self.pz, axis=axis), + "E": awkward.sum(self.E, axis=axis), + "charge": awkward.sum(self.charge, axis=axis), + }, + with_name="MomentumCandidate", + behavior=self.behavior, + ) + + @property + def absolute_mass(self): + return numpy.sqrt(numpy.abs(self.mass2)) + + +behavior.update( + awkward._util.copy_behaviors(vector.LorentzVector, MomentumCandidate, behavior) +) + +MomentumCandidateArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +MomentumCandidateArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +MomentumCandidateArray.ProjectionClass4D = vector.LorentzVectorArray # noqa: F821 +MomentumCandidateArray.MomentumClass = MomentumCandidateArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class MCParticle(MomentumCandidate, base.NanoCollection): + """Generated Monte Carlo particles""" + + # Daughters + @dask_property + def get_daughters_index(self): + """ + Obtain the indexes of the daughters of each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx1 collection + - The Particleidx1.index contains info about the daughters + """ + ranges = index_range(self.daughters.begin, self.daughters.end) + return awkward.values_astype( + map_index_to_array(self._events().Particleidx1.index, ranges, axis=2), + "int64", + ) + + @get_daughters_index.dask + def get_daughters_index(self, dask_array): + """ + Obtain the indexes of the daughters of each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx1 collection + - The Particleidx1.index contains info about the daughters + + Note: Seems like all the functions need to mapped manually + """ + ranges = dask_awkward.map_partitions( + index_range, dask_array.daughters.begin, dask_array.daughters.end + ) + daughters = dask_awkward.map_partitions( + map_index_to_array, dask_array._events().Particleidx1.index, ranges, axis=2 + ) + return awkward.values_astype(daughters, "int32") + + @dask_property + def get_daughters(self): + """ + Obtain the actual MCParticle daughters to each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx1 collection + - The Particleidx1.index contains info about the daughters + """ + return map_index_to_array(self, self.get_daughters_index, axis=2) + + @get_daughters.dask + def get_daughters(self, dask_array): + """ + Obtain the actual MCParticle daughters to each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx1 collection + - The Particleidx1.index contains info about the daughters + """ + return map_index_to_array(dask_array, dask_array.get_daughters_index, axis=2) + + # Parents + @dask_property + def get_parents_index(self): + """ + Obtain the indexes of the parents of each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx0 collection + - The Particleidx0.index contains info about the parents + """ + ranges = index_range(self.parents.begin, self.parents.end) + return awkward.values_astype( + map_index_to_array(self._events().Particleidx0.index, ranges, axis=2), + "int64", + ) + + @get_parents_index.dask + def get_parents_index(self, dask_array): + """ + Obtain the indexes of the parents of each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx0 collection + - The Particleidx0.index contains info about the parents + + Note: Seems like all the functions need to mapped manually + """ + ranges = dask_awkward.map_partitions( + index_range, dask_array.parents.begin, dask_array.parents.end + ) + daughters = dask_awkward.map_partitions( + map_index_to_array, dask_array._events().Particleidx0.index, ranges, axis=2 + ) + return awkward.values_astype(daughters, "int32") + + @dask_property + def get_parents(self): + """ + Obtain the actual MCParticle parents to each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx0 collection + - The Particleidx0.index contains info about the parents + """ + return map_index_to_array(self, self.get_parents_index, axis=2) + + @get_parents.dask + def get_parents(self, dask_array): + """ + Obtain the actual MCParticle parents to each and every MCParticle + - The output is a doubly nested awkward array + - Needs the presence of Particleidx0 collection + - The Particleidx0.index contains info about the parents + """ + return map_index_to_array(dask_array, dask_array.get_parents_index, axis=2) + + +_set_repr_name("MCParticle") +behavior.update(awkward._util.copy_behaviors(MomentumCandidate, MCParticle, behavior)) + +MCParticleArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +MCParticleArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +MCParticleArray.ProjectionClass4D = MCParticleArray # noqa: F821 +MCParticleArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class ReconstructedParticle(MomentumCandidate, base.NanoCollection): + """Reconstructed particle""" + + def match_collection(self, idx): + """Returns matched particles""" + return self[idx.index] + + @dask_property + def matched_gen(self): + sel = awkward.broadcast_arrays(True, self)[0] + index = self._events().MCRecoAssociations.reco_mc_index[:, :, 1] + return self._events().Particle[index[sel]] + + @matched_gen.dask + def matched_gen(self, dask_array): + sel = awkward.broadcast_arrays(True, dask_array)[0] + index = dask_array._events().MCRecoAssociations.reco_mc_index[:, :, 1] + return dask_array._events().Particle[index[sel]] + + +_set_repr_name("ReconstructedParticle") +behavior.update( + awkward._util.copy_behaviors(MomentumCandidate, ReconstructedParticle, behavior) +) + +ReconstructedParticleArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +ReconstructedParticleArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +ReconstructedParticleArray.ProjectionClass4D = ReconstructedParticleArray # noqa: F821 +ReconstructedParticleArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class RecoMCParticleLink(base.NanoCollection): + """MCRecoParticleAssociation objects.""" + + @property + def reco_mc_index(self): + """ + Returns an array of indices mapping to generator particles for each reconstructed particle + """ + arr_reco = self.reco.index[:, :, numpy.newaxis] + arr_mc = self.mc.index[:, :, numpy.newaxis] + + joined_indices = awkward.concatenate((arr_reco, arr_mc), axis=2) + + return joined_indices + + @dask_property + def reco_mc(self): + """ + Returns an array of records mapping to generator particle record for each reconstructed particle record + - Needs 'ReconstructedParticles' and 'Particle' collections + """ + reco_index = self.reco.index + mc_index = self.mc.index + r = self._events().ReconstructedParticles[reco_index][:, :, numpy.newaxis] + m = self._events().Particle[mc_index][:, :, numpy.newaxis] + + return awkward.concatenate((r, m), axis=2) + + @reco_mc.dask + def reco_mc(self, dask_array): + """ + Returns an array of records mapping to generator particle record for each reconstructed particle record + - Needs 'ReconstructedParticles' and 'Particle' collections + """ + reco_index = dask_array.reco.index + mc_index = dask_array.mc.index + r = dask_array._events().ReconstructedParticles[reco_index][:, :, numpy.newaxis] + m = dask_array._events().Particle[mc_index][:, :, numpy.newaxis] + + return awkward.concatenate((r, m), axis=2) + + +_set_repr_name("RecoMCParticleLink") + +RecoMCParticleLinkArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +RecoMCParticleLinkArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +RecoMCParticleLinkArray.ProjectionClass4D = RecoMCParticleLinkArray # noqa: F821 +RecoMCParticleLinkArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class ParticleID(base.NanoCollection): + """ParticleID collection""" + + +_set_repr_name("ParticleID") + +ParticleIDArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +ParticleIDArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +ParticleIDArray.ProjectionClass4D = ParticleIDArray # noqa: F821 +ParticleIDArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class ObjectID(base.NanoCollection): + """ + Generic Object ID storage, pointing to another collection + - All the idx collections are assigned this mixin + + Note: The Hash tagged '#' branches have the type + """ + + +_set_repr_name("ObjectID") + +ObjectIDArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +ObjectIDArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +ObjectIDArray.ProjectionClass4D = ObjectIDArray # noqa: F821 +ObjectIDArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class Cluster(base.NanoCollection): + """ + Clusters + + Note: I could not find much info on this, to build its methods + """ + + +_set_repr_name("Cluster") + +ClusterArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +ClusterArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +ClusterArray.ProjectionClass4D = ClusterArray # noqa: F821 +ClusterArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 + + +@awkward.mixin_class(behavior) +class Track(base.NanoCollection): + """ + Tracks + + Note: I could not find much info on this, to build its methods + """ + + +_set_repr_name("Track") + +TrackArray.ProjectionClass2D = vector.TwoVectorArray # noqa: F821 +TrackArray.ProjectionClass3D = vector.ThreeVectorArray # noqa: F821 +TrackArray.ProjectionClass4D = TrackArray # noqa: F821 +TrackArray.MomentumClass = vector.LorentzVectorArray # noqa: F821 diff --git a/src/coffea/nanoevents/schemas/__init__.py b/src/coffea/nanoevents/schemas/__init__.py index 71f92825e..a598fbf26 100644 --- a/src/coffea/nanoevents/schemas/__init__.py +++ b/src/coffea/nanoevents/schemas/__init__.py @@ -1,5 +1,6 @@ from .base import BaseSchema from .delphes import DelphesSchema +from .fcc import FCC, FCCSchema from .nanoaod import NanoAODSchema, PFNanoAODSchema, ScoutingNanoAODSchema from .pdune import PDUNESchema from .physlite import PHYSLITESchema @@ -14,4 +15,6 @@ "DelphesSchema", "PDUNESchema", "ScoutingNanoAODSchema", + "FCC", + "FCCSchema", ] diff --git a/src/coffea/nanoevents/schemas/fcc.py b/src/coffea/nanoevents/schemas/fcc.py new file mode 100644 index 000000000..cff0fa956 --- /dev/null +++ b/src/coffea/nanoevents/schemas/fcc.py @@ -0,0 +1,514 @@ +import copy +import re + +from coffea.nanoevents.methods import vector +from coffea.nanoevents.schemas.base import BaseSchema, zip_forms + +# Collection Regex # +# Any branch name with a forward slash '/' +# Example: 'ReconstructedParticles/ReconstructedParticles.energy' +_all_collections = re.compile(r".*[\/]+.*") + +# Any branch name with a trailing underscore and an integer n between 0 to 9 +# Example: 'EFlowPhoton_1' +_trailing_under = re.compile(r".*_[0-9]") + +# Any branch name with a hashtag '#' +# Example: 'ReconstructedParticles#0/ReconstructedParticles#0.index' +_idxs = re.compile(r".*[\#]+.*") + +# Any branch name with '[' and ']' +# Example: 'ReconstructedParticles/ReconstructedParticles.covMatrix[10]' +_square_braces = re.compile(r".*\[.*\]") + + +__dask_capable__ = True + + +def sort_dict(d): + """Sort a dictionary by key""" + return {k: d[k] for k in sorted(d)} + + +class FCCSchema(BaseSchema): + """ + Schema-builder for Future Circular Collider pregenerated samples. + https://fcc-physics-events.web.cern.ch/ + + This version is tested on the Spring2021 p8_ee_ZH_ecm240 sample + https://fcc-physics-events.web.cern.ch/FCCee/delphes/spring2021/idea/ + /eos/experiment/fcc/ee/generation/DelphesEvents/spring2021/IDEA/p8_ee_ZH_ecm240/events_082532938.root + The FCC samples follow the edm4hep structure. + https://edm4hep.web.cern.ch/index.html + + FCCSchema inherits from the BaseSchema and returns all the collections as a base.Nanoevents record. + - Branches with vector components like + "ReconstructedParticles/ReconstructedParticles.referencePoint.x", + "ReconstructedParticles/ReconstructedParticles.referencePoint.y" and + "ReconstructedParticles/ReconstructedParticles.referencePoint.z", + are zipped together to form the "ReconstructedParticles/ReconstructedParticles.referencePoint" subcollection. + (see FCCSchema._create_subcollections) + This is done for all the branches except the momentum.[x,y,z] branches + - Branches like + "ReconstructedParticles/ReconstructedParticles.energy", + "ReconstructedParticles/ReconstructedParticles.charge", + "ReconstructedParticles/ReconstructedParticles.mass", + "ReconstructedParticles/ReconstructedParticles.referencePoint"(subcollection containing x,y,z), + ... + etc + are zipped together to form the "ReconstructedParticles" collection. + (see FCCSchema._main_collections) + The momentum.[x,y,z] branches along with the energy branch (if available) are used to provide the vector.LorentzVector behavior to the collection. + - Branches with ObjectIDs(indices to another collection) , example + "ReconstructedParticles#0/ReconstructedParticles#0.index" + and + "ReconstructedParticles#0/ReconstructedParticles#0.collectionID" + are zipped together to form the ""ReconstructedParticlesidx0" collection. + (see FCCSchema._idx_collections) + - Branches with a trailing underscore followed by an integer, example + "EFlowTrack_1/EFlowTrack_1.location", + "EFlowTrack_1/EFlowTrack_1.D0", + "EFlowTrack_1/EFlowTrack_1.phi", + ... + etc + are zipped together to form the "EFlowTrack_1" collection. + (see FCCSchema._trailing_underscore_collections) + - Other Unknown, empty, or faulty branches are dealt by FCCSchema._unknown_collections on a case by case basis + """ + + __dask_capable__ = True + + mixins_dictionary = { + "Electron": "ReconstructedParticle", + "Muon": "ReconstructedParticle", + "AllMuon": "ReconstructedParticle", + "EFlowNeutralHadron": "Cluster", + "Particle": "MCParticle", + "Photon": "ReconstructedParticle", + "ReconstructedParticles": "ReconstructedParticle", + "EFlowPhoton": "Cluster", + "MCRecoAssociations": "RecoMCParticleLink", + "MissingET": "ReconstructedParticle", + "ParticleIDs": "ParticleID", + "Jet": "ReconstructedParticle", + "EFlowTrack": "Track", + "*idx": "ObjectID", + } + + _momentum_fields_e = { + "energy": "E", + "momentum.x": "px", + "momentum.y": "py", + "momentum.z": "pz", + } + _replacement = {**_momentum_fields_e} + + _threevec_fields = { + "position": ["position.x", "position.y", "position.z"], + "directionError": ["directionError.x", "directionError.y", "directionError.z"], + "vertex": ["vertex.x", "vertex.y", "vertex.z"], + "endpoint": ["endpoint.x", "endpoint.y", "endpoint.z"], + "referencePoint": ["referencePoint.x", "referencePoint.y", "referencePoint.z"], + "momentumAtEndpoint": [ + "momentumAtEndpoint.x", + "momentumAtEndpoint.y", + "momentumAtEndpoint.z", + ], + "spin": ["spin.x", "spin.y", "spin.z"], + } + + def __init__(self, base_form, version="latest"): + super().__init__(base_form) + self._form["fields"], self._form["contents"] = self._build_collections( + self._form["fields"], self._form["contents"] + ) + + def _idx_collections(self, output, branch_forms, all_collections): + """ + Groups the Hash-Tagged '#' branches into an 'idx' collection (string 'idx' instead of string '#' for a python friendly name) + - In general, there could be many such idx collections. + - Each idx collection has two branches --> index and collectionID + - They define the indexes to another collection (Original type: podio::ObjectID) + - The ObjectID mixin class is assigned to all idx collections + - Example: + "ReconstructedParticles#0/ReconstructedParticles#0.index" + and + "ReconstructedParticles#0/ReconstructedParticles#0.collectionID" + are zipped together to form the "ReconstructedParticlesidx0" collection. + Note: Since the individual idx collections like ReconstructedParticlesidx0, ReconstructedParticlesidx1, etc don't have the same dimensions, + I could not zip them together to form a parent branch of the name ReconstructedParticlesidx containing ReconstructedParticlesidx0, ReconstructedParticlesidx1 etc + """ + field_names = list(branch_forms.keys()) + + # Extract all the idx collection names + # Example: "Jet#0/Jet#0.index" --> "Jet#0" + idxs = {k.split("/")[0] for k in all_collections if _idxs.match(k)} + + # Remove grouping branches which are generated from BaseSchema and contain no usable info + # Example: Along with the "Jet#0/Jet#0.index" and "Jet#0/Jet#0.collectionID", BaseSchema may produce "Jet#0" grouping branch. + # It is an empty branch and needs to be removed + _grouping_branches = { + k: branch_forms.pop(k) + for k in field_names + if _idxs.match(k) and "/" not in k + } + + for idx in idxs: + # Create a Python-friendly name + # Example: Jet#0 --> Jetidx0 + repl = idx.replace("#", "idx") + + # The content of the collection + # Example output: {'index':, 'collectionID':} + idx_content = { + k[2 * len(idx) + 2 :]: branch_forms.pop(k) + for k in field_names + if k.startswith(f"{idx}/{idx}.") + } + + # Zip the index and collectionID and assign the collection name repl; Example: Jetidx0 + output[repl] = zip_forms( + sort_dict(idx_content), + idx, + self.mixins_dictionary.get("*idx", "NanoCollection"), + ) + output[repl]["content"]["parameters"].update( + { + "collection_name": repl, + } + ) + + # The Special MCRecoAssociationsidx indexes should be treated differently + # They have the same dimensions + # Prepare them to be compatible to later join as 'MCRecoAssociations' collection in the FCCSchema._build_collections function + # Also see : https://github.com/HEP-FCC/FCCAnalyses/tree/master/examples/basics#association-between-recoparticles-and-montecarloparticles + if ("MCRecoAssociationsidx0" in output.keys()) and ( + "MCRecoAssociationsidx1" in output.keys() + ): + branch_forms["MCRecoAssociations/MCRecoAssociations.reco"] = output.pop( + "MCRecoAssociationsidx0" + ) + branch_forms["MCRecoAssociations/MCRecoAssociations.mc"] = output.pop( + "MCRecoAssociationsidx1" + ) + + return output, branch_forms + + def _main_collections(self, output, branch_forms, all_collections): + """ + Creates all the regular branches. Regular branches have + no hash-tag '#' or underscore '_' or braces '[' or ']'. + Example: + "ReconstructedParticles/ReconstructedParticles.energy", + "ReconstructedParticles/ReconstructedParticles.charge", + "ReconstructedParticles/ReconstructedParticles.mass", + "ReconstructedParticles/ReconstructedParticles.referencePoint"(subcollection containing x,y,z), + ... + etc + are zipped together to form the "ReconstructedParticles" collection. + The momentum.[x,y,z] branches along with the energy branch (if available) are used to + provide the vector.LorentzVector behavior to the collection. + """ + field_names = list(branch_forms.keys()) + + # Extract the regular collection names + # Example collections: {'Jet', 'ReconstructedParticles', 'MCRecoAssociations', ...} + collections = { + collection_name + for collection_name in all_collections + if not _idxs.match(collection_name) + and not _trailing_under.match(collection_name) + } + + # Zip the collections + # Example: 'ReconstructedParticles' + for name in collections: + # Get the mixin class for the collection, if available, otherwise "NanoCollection" by default + mixin = self.mixins_dictionary.get(name, "NanoCollection") + + # Content to be zipped together + # Example collection_content: {'type':, 'energy':, 'momentum.x': ...} + collection_content = { + k[(2 * len(name) + 2) :]: branch_forms.pop(k) + for k in field_names + if k.startswith(f"{name}/{name}.") + } + + # Change the name of momentum fields, to facilitate the vector.LorentzVector behavior + # 'energy' --> 'E' + # 'momentum.x' --> 'px' + # 'momentum.y' --> 'py' + # 'momentum.z' --> 'pz' + collection_content = { + (k.replace(k, self._replacement[k]) if k in self._replacement else k): v + for k, v in collection_content.items() + } + + output[name] = zip_forms(sort_dict(collection_content), name, mixin) + # Update some metadata + output[name]["content"]["parameters"].update( + { + "collection_name": name, + } + ) + + # Remove grouping branches which are generated from BaseSchema and contain no usable info + # Example: Along with the "Jet/Jet.type","Jet/Jet.energy",etc., BaseSchema may produce "Jet" grouping branch. + # It is an empty branch and needs to be removed + if name in field_names: + branch_forms.pop(name) + + return output, branch_forms + + def _trailing_underscore_collections(self, output, branch_forms, all_collections): + """ + Create collection with branches have a trailing underscore followed by a integer '*_[0-9]' + Example: + "EFlowTrack_1/EFlowTrack_1.location", + "EFlowTrack_1/EFlowTrack_1.D0", + "EFlowTrack_1/EFlowTrack_1.phi", + ... + etc + are zipped together to form the "EFlowTrack_1" collection + Note: - I do not understand how these branches are different from other branches except + for the obvious naming difference. + - I found most such branches to be empty..., at least in the test root file. + """ + # Gather all the collection names with trailing underscore followed by an integer + # Example: EFlowTrack_1, ParticleIDs_0, EFlowPhoton_0, EFlowPhoton_1, etc. + collections = { + collection_name + for collection_name in all_collections + if _trailing_under.match(collection_name) + } + + # Collection names that are trailing underscore followed by an integer but do not + # have any associated branches with '/', signifying that those collection names + # are actual singleton branches + singletons = { + collection_name + for collection_name in branch_forms.keys() + if _trailing_under.match(collection_name) + and not _all_collections.match(collection_name) + } + + # Zip branches of a collection that are not singletons + for name in collections: + mixin = self.mixins_dictionary.get(name, "NanoCollection") + + # Contents to be zipped + # Example content: {'type':, 'chi2':, 'ndf':, ...} + field_names = list(branch_forms.keys()) + content = { + k[(2 * len(name) + 2) :]: branch_forms.pop(k) + for k in field_names + if k.startswith(f"{name}/{name}.") + } + + output[name] = zip_forms(sort_dict(content), name, mixin) + # Update some metadata + output[name]["content"]["parameters"].update( + { + "collection_name": name, + } + ) + + # Singleton branches could be assigned directly without zipping + for name in singletons: + output[name] = branch_forms.pop(name) + + return output, branch_forms + + def _unknown_collections(self, output, branch_forms, all_collections): + """ + Process all the unknown, empty or faulty branches that remain + after creating all the collections. + Should be called only after creating all the other relevant collections. + + Note: It is not a neat implementation and needs more testing. + """ + unlisted = copy.deepcopy(branch_forms) + for name, content in unlisted.items(): + if content["class"] == "ListOffsetArray": + if content["content"]["class"] == "RecordArray": + # Remove empty branches + if len(content["content"]["fields"]) == 0: + branch_forms.pop(name) + continue + elif content["content"]["class"] == "RecordArray": + # Remove empty branches + if len(content["contents"]) == 0: + continue + elif content["class"] == "RecordArray": + # Remove empty branches + if len(content["contents"]) == 0: + continue + else: + # If the branch is not empty, try to make a collection + # assuming good behavior of the branch + # Note: It's unlike that such a branch exists + + # Extract the collection name from the branch + record_name = name.split("/")[0] + + # Contents to be zipped + contents = { + k[2 * len(record_name) + 2 :]: branch_forms.pop(k) + for k in unlisted.keys() + if k.startswith(record_name + "/") + } + output[record_name] = zip_forms( + sort_dict(contents), + record_name, + self.mixins_dictionary.get(record_name, "NanoCollection"), + ) + # If a branch is non-empty and is one of its kind (i.e. has no other associated branch) + # call it a singleton and assign it directly to the output + else: + output[name] = content + + return output, branch_forms + + def _create_subcollections(self, branch_forms, all_collections): + """ + Creates 3-vectors, + zip _begin and _end branches, + zip colorFlow.a and colorFlow.a branches + (Does not zip the momentum fields that are required for + the overall LorentzVector behavior of a collection) + """ + field_names = list(branch_forms.keys()) + + # Replace square braces in a name for a Python-friendly name; Example: covMatrix[n] --> covMatrix_n_ + for name in field_names: + if _square_braces.match(name): + new_name = name.replace("[", "_") + new_name = new_name.replace("]", "_") + branch_forms[new_name] = branch_forms.pop(name) + + # Zip _begin and _end branches + # Example: 'Jet/Jet.clusters_begin', 'Jet/Jet.clusters_end' --> 'Jet/Jet.clusters' + begin_end_collection = set({}) + for name in field_names: + if name.endswith("_begin"): + begin_end_collection.add(name.split("_begin")[0]) + elif name.endswith("_end"): + begin_end_collection.add(name.split("_end")[0]) + for name in begin_end_collection: + begin_end_content = { + k[len(name) + 1 :]: branch_forms.pop(k) + for k in field_names + if k.startswith(name) + } + branch_forms[name] = zip_forms(sort_dict(begin_end_content), name) + + # Zip colorFlow.a and colorFlow.b branches + # Example: 'Particle/Particle.colorFlow.a', 'Particle/Particle.colorFlow.b' --> 'Particle/Particle.colorFlow' + color_collection = set({}) + for name in field_names: + if name.endswith("colorFlow.a"): + color_collection.add(name.split(".a")[0]) + elif name.endswith("colorFlow.b"): + color_collection.add(name.split(".b")[0]) + for name in color_collection: + color_content = { + k[len(name) + 1 :]: branch_forms.pop(k) + for k in field_names + if k.startswith(name) + } + branch_forms[name] = zip_forms(sort_dict(color_content), name) + + # Create three_vectors + # Example: 'Jet/Jet.referencePoint.x', 'Jet/Jet.referencePoint.y', 'Jet/Jet.referencePoint.z' --> 'Jet/Jet.referencePoint' + for name in all_collections: + for threevec_name, subfields in self._threevec_fields.items(): + if all( + f"{name}/{name}.{subfield}" in field_names for subfield in subfields + ): + content = { + "x": branch_forms.pop(f"{name}/{name}.{threevec_name}.x"), + "y": branch_forms.pop(f"{name}/{name}.{threevec_name}.y"), + "z": branch_forms.pop(f"{name}/{name}.{threevec_name}.z"), + } + branch_forms[f"{name}/{name}.{threevec_name}"] = zip_forms( + sort_dict(content), threevec_name, "ThreeVector" + ) + return branch_forms + + def _build_collections(self, field_names, input_contents): + """ + Builds all the collections with the necessary behaviors defined in the mixins dictionary + """ + branch_forms = {k: v for k, v in zip(field_names, input_contents)} + + # All collection names + # Example: ReconstructedParticles + all_collections = { + collection_name.split("/")[0] + for collection_name in field_names + if _all_collections.match(collection_name) + } + + output = {} + + # Create subcollections before creating collections + # Example: Jet.referencePoint.x, Jet.referencePoint.y, Jet.referencePoint.z --> Jet.referencePoint + branch_forms = self._create_subcollections(branch_forms, all_collections) + + # Process the Hash-Tagged '#' branches + output, branch_forms = self._idx_collections( + output, branch_forms, all_collections + ) + + # Process the trailing underscore followed by an integer branches '*_[0-9]' + output, branch_forms = self._trailing_underscore_collections( + output, branch_forms, all_collections + ) + + # Process all the other regular branches + output, branch_forms = self._main_collections( + output, branch_forms, all_collections + ) + + # Process all the other unknown/faulty/empty branches + output, branch_forms = self._unknown_collections( + output, branch_forms, all_collections + ) + + # sort the output by key + output = sort_dict(output) + + return output.keys(), output.values() + + @classmethod + def behavior(cls): + """Behaviors necessary to implement this schema""" + from coffea.nanoevents.methods import base, fcc + + behavior = {} + behavior.update(base.behavior) + behavior.update(vector.behavior) + behavior.update(fcc.behavior) + return behavior + + +class FCC: + """ + Class to choose the required variant of FCCSchema + Example: from coffea.nanoevents import FCC + FCC.get_schema(version='latest') + + Note: For now, only one variant is available, called the latest version, that points + to the fcc.FCCSchema class. This schema has been made keeping the Spring2021 pre-generated samples. + More Schema variants could be added later. + """ + + def __init__(self, version="latest"): + self._version = version + + @classmethod + def get_schema(cls, version="latest"): + if version == "latest": + return FCCSchema + else: + pass diff --git a/tests/samples/test_FCC_Spring2021.root b/tests/samples/test_FCC_Spring2021.root new file mode 100644 index 0000000000000000000000000000000000000000..290247e399463288f728e9c894a4e91e84343f78 GIT binary patch literal 1000644 zcmeFZbzGF)+BQ5iN_V$(NGKsCB_$h9W52sm#z|nf0~X!2kY7B>(`bNX|}3!yLd400Z9ZfIbH$_sq~l z7t==9+D2X0!phK0pP7-FNu80w3Iyv ze)8O9-yQ_Tqbx8%;K%20@MPcMkp%vIQ@}iKZ|?BGn5vs;n(F=ojtvlw001BxgyV4+ z-~C2LWbawux1TZDR2>N4J(Dw_9)x@IXjmiWbvOF}{?y#%^t}^O7>oAj2a;$* z9|&XZUIq+BE#aOHoydd-vQ1Kc$SoE1dgnG-s~8(3wH+fkv@(3$McqPoEvl6CF%wl2 zD;JugW1Se)fKjz5FVAQiy(2!FtH8rZD3m%zyW-)z_#Q?NExH?VYj+-4m^P5r&W~BN_C({?e}t^ z5>wL>LdT$P5#Z~L%U5nEGCZPLAUjx*L2`pY@}#Wug4wQVe&>K5n%}+g+>T|nHR7nE 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b/tests/test_nanoevents_fcc_spring2021.py @@ -115,3 +115,58 @@ def test_MCRecoAssociations(delayed_events): mr = delayed_events.MCRecoAssociations.reco_mc.compute() assert isinstance(mr, awkward.highlevel.Array) assert mr.layout.branch_depth[1] == 3 + +def test_KaonParent_to_PionDaughters_Loop(eager_events): + """Test to thoroughly check get_parents and get_daughters + - We look at the decay of Kaon $K_S^0 \\rightarrow pions $ + - Two decay modes: + $$ K_S^0 \\rightarrow \\pi^0 + \\pi^0 $$ + $$ K_S^0 \\rightarrow \\pi^+ + \\pi^- $$ + """ + PDG_IDs = { + 'K(S)0':310, + 'pi+':211, + 'pi-':-211, + 'pi0':111 + } + mc = eager_events.Particle + + # Find Single K(S)0 + K_S0_cut = ( mc.PDG == PDG_IDs['K(S)0'] ) + K_S0 = mc[K_S0_cut] + single_K_S0_cut = ( awkward.num(K_S0, axis = 1) == 1 ) + single_K_S0 = K_S0[single_K_S0_cut] + + # Daughter Test + # The Kaon K(S)0 must have only pions as the daughters + + # Find the daughters of Single K(S)0 + daughters_of_K_S0 = single_K_S0.get_daughters + + # Are these valid daughter particles (pi+ or pi- or pi0)? + flat_PDG = awkward.ravel(daughters_of_K_S0.PDG) + is_pi_0 = ( flat_PDG == PDG_IDs['pi0'] ) + is_pi_plus = ( flat_PDG == PDG_IDs['pi+'] ) + is_pi_minus = ( flat_PDG == PDG_IDs['pi-'] ) + names_valid = awkward.all(is_pi_0 | is_pi_plus | is_pi_minus) + assert names_valid + + # Do the daughters have valid charges (same or opposite)? + nested_bool = awkward.prod(daughters_of_K_S0.charge,axis=2) <= 0 + charge_valid = awkward.all(awkward.ravel(nested_bool)) + assert charge_valid + + # Parent Test + # These pion daughters, just generated, must point back to the single parent K(S)0 + + p = daughters_of_K_S0.get_parents + + # Do the daughters have a single parent? + nested_bool_daughter = awkward.num(p, axis=3) == 1 + daughters_have_single_parent = awkward.all(awkward.ravel(nested_bool_daughter)) + assert daughters_have_single_parent + + # Is that parent K(S)0 ? + nested_bool_parent = ( p.PDG == PDG_IDs['K(S)0'] ) + daughters_have_K_S0_parent = awkward.all(awkward.ravel(nested_bool_parent)) + assert daughters_have_K_S0_parent \ No newline at end of file diff --git a/tests/test_nanoevents_fcc_winter2023.py b/tests/test_nanoevents_fcc_winter2023.py new file mode 100644 index 000000000..2f0e4bb9d --- /dev/null +++ b/tests/test_nanoevents_fcc_winter2023.py @@ -0,0 +1,172 @@ +import os + +import awkward +import numpy +import pytest + +from coffea.nanoevents import FCC, NanoEventsFactory +from coffea.nanoevents.methods.vector import LorentzVectorRecord + + +def _events(**kwargs): + path = os.path.abspath("tests/samples/test_FCC_Winter2023.root") + factory = NanoEventsFactory.from_root( + {path: "events"}, schemaclass=FCC.get_schema(version="latest"), **kwargs + ) + return factory.events() + + +@pytest.fixture(scope="module") +def eager_events(): + return _events(delayed=False, uproot_options={"filter_name": lambda x : "PARAMETERS" not in x}) + + +@pytest.fixture(scope="module") +def delayed_events(): + return _events(delayed=True, uproot_options={"filter_name": lambda x : "PARAMETERS" not in x}) + + +@pytest.mark.parametrize( + "field", + ['CalorimeterHits', + 'EFlowNeutralHadron', + 'EFlowNeutralHadron_0', + 'EFlowNeutralHadron_1', + 'EFlowNeutralHadronidx0', + 'EFlowNeutralHadronidx1', + 'EFlowNeutralHadronidx2', + 'EFlowPhoton', + 'EFlowPhoton_0', + 'EFlowPhoton_1', + 'EFlowPhotonidx0', + 'EFlowPhotonidx1', + 'EFlowPhotonidx2', + 'EFlowTrack', + 'EFlowTrack_0', + 'EFlowTrack_1', + 'EFlowTrack_2', + 'EFlowTrackidx0', + 'EFlowTrackidx1', + 'Electronidx0', + 'Jet', + 'Jetidx0', + 'Jetidx1', + 'Jetidx2', + 'Jetidx3', + 'Jetidx4', + 'Jetidx5', + 'MCRecoAssociations', + 'MissingET', + 'MissingETidx0', + 'MissingETidx1', + 'MissingETidx2', + 'MissingETidx3', + 'MissingETidx4', + 'MissingETidx5', + 'Muonidx0', + 'Particle', + 'ParticleIDs', + 'ParticleIDs_0', + 'Particleidx0', + 'Particleidx1', + 'Photonidx0', + 'ReconstructedParticles', + 'ReconstructedParticlesidx0', + 'ReconstructedParticlesidx1', + 'ReconstructedParticlesidx2', + 'ReconstructedParticlesidx3', + 'ReconstructedParticlesidx4', + 'ReconstructedParticlesidx5', + 'TrackerHits', + 'TrackerHits_0'] +) +def test_field_is_present(eager_events, delayed_events, field): + eager_fields = eager_events.fields + delayed_fields = delayed_events.fields + assert field in eager_fields + assert field in delayed_fields + + +def test_lorentz_behavior(delayed_events): + assert delayed_events.Particle.behavior["LorentzVector"] == LorentzVectorRecord + assert ( + delayed_events.ReconstructedParticles.behavior["LorentzVector"] + == LorentzVectorRecord + ) + assert isinstance(delayed_events.Particle.eta.compute(), awkward.highlevel.Array) + assert isinstance( + delayed_events.ReconstructedParticles.eta.compute(), awkward.highlevel.Array + ) + + +def test_MC_daughters(delayed_events): + d = delayed_events.Particle.get_daughters.compute() + assert isinstance(d, awkward.highlevel.Array) + assert d.layout.branch_depth[1] == 3 + + +def test_MC_parents(delayed_events): + p = delayed_events.Particle.get_parents.compute() + assert isinstance(p, awkward.highlevel.Array) + assert p.layout.branch_depth[1] == 3 + + +def test_MCRecoAssociations(delayed_events): + mr = delayed_events.MCRecoAssociations.reco_mc.compute() + assert isinstance(mr, awkward.highlevel.Array) + assert mr.layout.branch_depth[1] == 3 + +def test_KaonParent_to_PionDaughters_Loop(eager_events): + """Test to thoroughly check get_parents and get_daughters + - We look at the decay of Kaon $K_S^0 \\rightarrow pions $ + - Two decay modes: + $$ K_S^0 \\rightarrow \\pi^0 + \\pi^0 $$ + $$ K_S^0 \\rightarrow \\pi^+ + \\pi^- $$ + """ + PDG_IDs = { + 'K(S)0':310, + 'pi+':211, + 'pi-':-211, + 'pi0':111 + } + mc = eager_events.Particle + + # Find Single K(S)0 + K_S0_cut = ( mc.PDG == PDG_IDs['K(S)0'] ) + K_S0 = mc[K_S0_cut] + single_K_S0_cut = ( awkward.num(K_S0, axis = 1) == 1 ) + single_K_S0 = K_S0[single_K_S0_cut] + + # Daughter Test + # The Kaon K(S)0 must have only pions as the daughters + + # Find the daughters of Single K(S)0 + daughters_of_K_S0 = single_K_S0.get_daughters + + # Are these valid daughter particles (pi+ or pi- or pi0)? + flat_PDG = awkward.ravel(daughters_of_K_S0.PDG) + is_pi_0 = ( flat_PDG == PDG_IDs['pi0'] ) + is_pi_plus = ( flat_PDG == PDG_IDs['pi+'] ) + is_pi_minus = ( flat_PDG == PDG_IDs['pi-'] ) + names_valid = awkward.all(is_pi_0 | is_pi_plus | is_pi_minus) + assert names_valid + + # Do the daughters have valid charges (same or opposite)? + nested_bool = awkward.prod(daughters_of_K_S0.charge,axis=2) <= 0 + charge_valid = awkward.all(awkward.ravel(nested_bool)) + assert charge_valid + + # Parent Test + # These pion daughters, just generated, must point back to the single parent K(S)0 + + p = daughters_of_K_S0.get_parents + + # Do the daughters have a single parent? + nested_bool_daughter = awkward.num(p, axis=3) == 1 + daughters_have_single_parent = awkward.all(awkward.ravel(nested_bool_daughter)) + assert daughters_have_single_parent + + # Is that parent K(S)0 ? + nested_bool_parent = ( p.PDG == PDG_IDs['K(S)0'] ) + daughters_have_K_S0_parent = awkward.all(awkward.ravel(nested_bool_parent)) + assert daughters_have_K_S0_parent \ No newline at end of file From b5b53f28de1372386832069a4db15c557ca066dd Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 15 Oct 2024 13:40:38 +0000 Subject: [PATCH 10/12] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- tests/test_nanoevents_fcc_spring2021.py | 42 +++---- tests/test_nanoevents_fcc_winter2023.py | 155 ++++++++++++------------ 2 files changed, 97 insertions(+), 100 deletions(-) diff --git a/tests/test_nanoevents_fcc_spring2021.py b/tests/test_nanoevents_fcc_spring2021.py index 0a934beec..33018675e 100644 --- a/tests/test_nanoevents_fcc_spring2021.py +++ b/tests/test_nanoevents_fcc_spring2021.py @@ -116,6 +116,7 @@ def test_MCRecoAssociations(delayed_events): assert isinstance(mr, awkward.highlevel.Array) assert mr.layout.branch_depth[1] == 3 + def test_KaonParent_to_PionDaughters_Loop(eager_events): """Test to thoroughly check get_parents and get_daughters - We look at the decay of Kaon $K_S^0 \\rightarrow pions $ @@ -123,50 +124,45 @@ def test_KaonParent_to_PionDaughters_Loop(eager_events): $$ K_S^0 \\rightarrow \\pi^0 + \\pi^0 $$ $$ K_S^0 \\rightarrow \\pi^+ + \\pi^- $$ """ - PDG_IDs = { - 'K(S)0':310, - 'pi+':211, - 'pi-':-211, - 'pi0':111 - } + PDG_IDs = {"K(S)0": 310, "pi+": 211, "pi-": -211, "pi0": 111} mc = eager_events.Particle - + # Find Single K(S)0 - K_S0_cut = ( mc.PDG == PDG_IDs['K(S)0'] ) + K_S0_cut = mc.PDG == PDG_IDs["K(S)0"] K_S0 = mc[K_S0_cut] - single_K_S0_cut = ( awkward.num(K_S0, axis = 1) == 1 ) + single_K_S0_cut = awkward.num(K_S0, axis=1) == 1 single_K_S0 = K_S0[single_K_S0_cut] - + # Daughter Test # The Kaon K(S)0 must have only pions as the daughters - + # Find the daughters of Single K(S)0 daughters_of_K_S0 = single_K_S0.get_daughters - + # Are these valid daughter particles (pi+ or pi- or pi0)? flat_PDG = awkward.ravel(daughters_of_K_S0.PDG) - is_pi_0 = ( flat_PDG == PDG_IDs['pi0'] ) - is_pi_plus = ( flat_PDG == PDG_IDs['pi+'] ) - is_pi_minus = ( flat_PDG == PDG_IDs['pi-'] ) + is_pi_0 = flat_PDG == PDG_IDs["pi0"] + is_pi_plus = flat_PDG == PDG_IDs["pi+"] + is_pi_minus = flat_PDG == PDG_IDs["pi-"] names_valid = awkward.all(is_pi_0 | is_pi_plus | is_pi_minus) assert names_valid - + # Do the daughters have valid charges (same or opposite)? - nested_bool = awkward.prod(daughters_of_K_S0.charge,axis=2) <= 0 + nested_bool = awkward.prod(daughters_of_K_S0.charge, axis=2) <= 0 charge_valid = awkward.all(awkward.ravel(nested_bool)) assert charge_valid - + # Parent Test # These pion daughters, just generated, must point back to the single parent K(S)0 - + p = daughters_of_K_S0.get_parents - + # Do the daughters have a single parent? nested_bool_daughter = awkward.num(p, axis=3) == 1 daughters_have_single_parent = awkward.all(awkward.ravel(nested_bool_daughter)) assert daughters_have_single_parent - + # Is that parent K(S)0 ? - nested_bool_parent = ( p.PDG == PDG_IDs['K(S)0'] ) + nested_bool_parent = p.PDG == PDG_IDs["K(S)0"] daughters_have_K_S0_parent = awkward.all(awkward.ravel(nested_bool_parent)) - assert daughters_have_K_S0_parent \ No newline at end of file + assert daughters_have_K_S0_parent diff --git a/tests/test_nanoevents_fcc_winter2023.py b/tests/test_nanoevents_fcc_winter2023.py index 2f0e4bb9d..c2c6f4a6d 100644 --- a/tests/test_nanoevents_fcc_winter2023.py +++ b/tests/test_nanoevents_fcc_winter2023.py @@ -1,7 +1,6 @@ import os import awkward -import numpy import pytest from coffea.nanoevents import FCC, NanoEventsFactory @@ -18,67 +17,73 @@ def _events(**kwargs): @pytest.fixture(scope="module") def eager_events(): - return _events(delayed=False, uproot_options={"filter_name": lambda x : "PARAMETERS" not in x}) + return _events( + delayed=False, uproot_options={"filter_name": lambda x: "PARAMETERS" not in x} + ) @pytest.fixture(scope="module") def delayed_events(): - return _events(delayed=True, uproot_options={"filter_name": lambda x : "PARAMETERS" not in x}) + return _events( + delayed=True, uproot_options={"filter_name": lambda x: "PARAMETERS" not in x} + ) @pytest.mark.parametrize( "field", - ['CalorimeterHits', - 'EFlowNeutralHadron', - 'EFlowNeutralHadron_0', - 'EFlowNeutralHadron_1', - 'EFlowNeutralHadronidx0', - 'EFlowNeutralHadronidx1', - 'EFlowNeutralHadronidx2', - 'EFlowPhoton', - 'EFlowPhoton_0', - 'EFlowPhoton_1', - 'EFlowPhotonidx0', - 'EFlowPhotonidx1', - 'EFlowPhotonidx2', - 'EFlowTrack', - 'EFlowTrack_0', - 'EFlowTrack_1', - 'EFlowTrack_2', - 'EFlowTrackidx0', - 'EFlowTrackidx1', - 'Electronidx0', - 'Jet', - 'Jetidx0', - 'Jetidx1', - 'Jetidx2', - 'Jetidx3', - 'Jetidx4', - 'Jetidx5', - 'MCRecoAssociations', - 'MissingET', - 'MissingETidx0', - 'MissingETidx1', - 'MissingETidx2', - 'MissingETidx3', - 'MissingETidx4', - 'MissingETidx5', - 'Muonidx0', - 'Particle', - 'ParticleIDs', - 'ParticleIDs_0', - 'Particleidx0', - 'Particleidx1', - 'Photonidx0', - 'ReconstructedParticles', - 'ReconstructedParticlesidx0', - 'ReconstructedParticlesidx1', - 'ReconstructedParticlesidx2', - 'ReconstructedParticlesidx3', - 'ReconstructedParticlesidx4', - 'ReconstructedParticlesidx5', - 'TrackerHits', - 'TrackerHits_0'] + [ + "CalorimeterHits", + "EFlowNeutralHadron", + "EFlowNeutralHadron_0", + "EFlowNeutralHadron_1", + "EFlowNeutralHadronidx0", + "EFlowNeutralHadronidx1", + "EFlowNeutralHadronidx2", + "EFlowPhoton", + "EFlowPhoton_0", + "EFlowPhoton_1", + "EFlowPhotonidx0", + "EFlowPhotonidx1", + "EFlowPhotonidx2", + "EFlowTrack", + "EFlowTrack_0", + "EFlowTrack_1", + "EFlowTrack_2", + "EFlowTrackidx0", + "EFlowTrackidx1", + "Electronidx0", + "Jet", + "Jetidx0", + "Jetidx1", + "Jetidx2", + "Jetidx3", + "Jetidx4", + "Jetidx5", + "MCRecoAssociations", + "MissingET", + "MissingETidx0", + "MissingETidx1", + "MissingETidx2", + "MissingETidx3", + "MissingETidx4", + "MissingETidx5", + "Muonidx0", + "Particle", + "ParticleIDs", + "ParticleIDs_0", + "Particleidx0", + "Particleidx1", + "Photonidx0", + "ReconstructedParticles", + "ReconstructedParticlesidx0", + "ReconstructedParticlesidx1", + "ReconstructedParticlesidx2", + "ReconstructedParticlesidx3", + "ReconstructedParticlesidx4", + "ReconstructedParticlesidx5", + "TrackerHits", + "TrackerHits_0", + ], ) def test_field_is_present(eager_events, delayed_events, field): eager_fields = eager_events.fields @@ -116,6 +121,7 @@ def test_MCRecoAssociations(delayed_events): assert isinstance(mr, awkward.highlevel.Array) assert mr.layout.branch_depth[1] == 3 + def test_KaonParent_to_PionDaughters_Loop(eager_events): """Test to thoroughly check get_parents and get_daughters - We look at the decay of Kaon $K_S^0 \\rightarrow pions $ @@ -123,50 +129,45 @@ def test_KaonParent_to_PionDaughters_Loop(eager_events): $$ K_S^0 \\rightarrow \\pi^0 + \\pi^0 $$ $$ K_S^0 \\rightarrow \\pi^+ + \\pi^- $$ """ - PDG_IDs = { - 'K(S)0':310, - 'pi+':211, - 'pi-':-211, - 'pi0':111 - } + PDG_IDs = {"K(S)0": 310, "pi+": 211, "pi-": -211, "pi0": 111} mc = eager_events.Particle - + # Find Single K(S)0 - K_S0_cut = ( mc.PDG == PDG_IDs['K(S)0'] ) + K_S0_cut = mc.PDG == PDG_IDs["K(S)0"] K_S0 = mc[K_S0_cut] - single_K_S0_cut = ( awkward.num(K_S0, axis = 1) == 1 ) + single_K_S0_cut = awkward.num(K_S0, axis=1) == 1 single_K_S0 = K_S0[single_K_S0_cut] - + # Daughter Test # The Kaon K(S)0 must have only pions as the daughters - + # Find the daughters of Single K(S)0 daughters_of_K_S0 = single_K_S0.get_daughters - + # Are these valid daughter particles (pi+ or pi- or pi0)? flat_PDG = awkward.ravel(daughters_of_K_S0.PDG) - is_pi_0 = ( flat_PDG == PDG_IDs['pi0'] ) - is_pi_plus = ( flat_PDG == PDG_IDs['pi+'] ) - is_pi_minus = ( flat_PDG == PDG_IDs['pi-'] ) + is_pi_0 = flat_PDG == PDG_IDs["pi0"] + is_pi_plus = flat_PDG == PDG_IDs["pi+"] + is_pi_minus = flat_PDG == PDG_IDs["pi-"] names_valid = awkward.all(is_pi_0 | is_pi_plus | is_pi_minus) assert names_valid - + # Do the daughters have valid charges (same or opposite)? - nested_bool = awkward.prod(daughters_of_K_S0.charge,axis=2) <= 0 + nested_bool = awkward.prod(daughters_of_K_S0.charge, axis=2) <= 0 charge_valid = awkward.all(awkward.ravel(nested_bool)) assert charge_valid - + # Parent Test # These pion daughters, just generated, must point back to the single parent K(S)0 - + p = daughters_of_K_S0.get_parents - + # Do the daughters have a single parent? nested_bool_daughter = awkward.num(p, axis=3) == 1 daughters_have_single_parent = awkward.all(awkward.ravel(nested_bool_daughter)) assert daughters_have_single_parent - + # Is that parent K(S)0 ? - nested_bool_parent = ( p.PDG == PDG_IDs['K(S)0'] ) + nested_bool_parent = p.PDG == PDG_IDs["K(S)0"] daughters_have_K_S0_parent = awkward.all(awkward.ravel(nested_bool_parent)) - assert daughters_have_K_S0_parent \ No newline at end of file + assert daughters_have_K_S0_parent From 8c2b2e866c662e226f9bda3385ddac5b6cd7d187 Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Tue, 15 Oct 2024 19:17:59 +0530 Subject: [PATCH 11/12] Link to original samples --- tests/test_nanoevents_fcc_spring2021.py | 3 ++- tests/test_nanoevents_fcc_winter2023.py | 3 ++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/tests/test_nanoevents_fcc_spring2021.py b/tests/test_nanoevents_fcc_spring2021.py index 0a934beec..ab7f472eb 100644 --- a/tests/test_nanoevents_fcc_spring2021.py +++ b/tests/test_nanoevents_fcc_spring2021.py @@ -8,6 +8,7 @@ def _events(**kwargs): + # Path to original sample : /eos/experiment/fcc/ee/generation/DelphesEvents/spring2021/IDEA/p8_ee_ZH_ecm240/events_082532938.root path = os.path.abspath("tests/samples/test_FCC_Spring2021.root") factory = NanoEventsFactory.from_root( {path: "events"}, schemaclass=FCC.get_schema(version="latest"), **kwargs @@ -169,4 +170,4 @@ def test_KaonParent_to_PionDaughters_Loop(eager_events): # Is that parent K(S)0 ? nested_bool_parent = ( p.PDG == PDG_IDs['K(S)0'] ) daughters_have_K_S0_parent = awkward.all(awkward.ravel(nested_bool_parent)) - assert daughters_have_K_S0_parent \ No newline at end of file + assert daughters_have_K_S0_parent diff --git a/tests/test_nanoevents_fcc_winter2023.py b/tests/test_nanoevents_fcc_winter2023.py index 2f0e4bb9d..c64618471 100644 --- a/tests/test_nanoevents_fcc_winter2023.py +++ b/tests/test_nanoevents_fcc_winter2023.py @@ -9,6 +9,7 @@ def _events(**kwargs): + # Path to original sample: /eos/experiment/fcc/ee/generation/DelphesEvents/winter2023/IDEA/wzp6_ee_mumuH_Hbb_ecm240/events_159112833.root path = os.path.abspath("tests/samples/test_FCC_Winter2023.root") factory = NanoEventsFactory.from_root( {path: "events"}, schemaclass=FCC.get_schema(version="latest"), **kwargs @@ -169,4 +170,4 @@ def test_KaonParent_to_PionDaughters_Loop(eager_events): # Is that parent K(S)0 ? nested_bool_parent = ( p.PDG == PDG_IDs['K(S)0'] ) daughters_have_K_S0_parent = awkward.all(awkward.ravel(nested_bool_parent)) - assert daughters_have_K_S0_parent \ No newline at end of file + assert daughters_have_K_S0_parent From e81080986e2d0ca3c15e803012666ba0c8266dab Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Wed, 16 Oct 2024 11:36:45 +0530 Subject: [PATCH 12/12] fix mistakes in comments --- tests/test_nanoevents_fcc_spring2021.py | 2 +- tests/test_nanoevents_fcc_winter2023.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_nanoevents_fcc_spring2021.py b/tests/test_nanoevents_fcc_spring2021.py index 3191389c9..f6ce197e3 100644 --- a/tests/test_nanoevents_fcc_spring2021.py +++ b/tests/test_nanoevents_fcc_spring2021.py @@ -148,7 +148,7 @@ def test_KaonParent_to_PionDaughters_Loop(eager_events): names_valid = awkward.all(is_pi_0 | is_pi_plus | is_pi_minus) assert names_valid - # Do the daughters have valid charges (same or opposite)? + # Do the daughters have valid charges (-1 or 0)? nested_bool = awkward.prod(daughters_of_K_S0.charge, axis=2) <= 0 charge_valid = awkward.all(awkward.ravel(nested_bool)) assert charge_valid diff --git a/tests/test_nanoevents_fcc_winter2023.py b/tests/test_nanoevents_fcc_winter2023.py index 5b863a37c..58ab4c3df 100644 --- a/tests/test_nanoevents_fcc_winter2023.py +++ b/tests/test_nanoevents_fcc_winter2023.py @@ -153,7 +153,7 @@ def test_KaonParent_to_PionDaughters_Loop(eager_events): names_valid = awkward.all(is_pi_0 | is_pi_plus | is_pi_minus) assert names_valid - # Do the daughters have valid charges (same or opposite)? + # Do the daughters have valid charges (-1 or 0)? nested_bool = awkward.prod(daughters_of_K_S0.charge, axis=2) <= 0 charge_valid = awkward.all(awkward.ravel(nested_bool)) assert charge_valid

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--git a/tests/test_nanoevents_fcc.py b/tests/test_nanoevents_fcc.py new file mode 100644 index 000000000..3345d88b6 --- /dev/null +++ b/tests/test_nanoevents_fcc.py @@ -0,0 +1,106 @@ +import os +import awkward +import pytest +from coffea.nanoevents import FCC, NanoEventsFactory +from coffea.nanoevents.methods.vector import LorentzVectorRecord + +def _events(**kwargs): + path = os.path.abspath("tests/samples/test_FCC_Spring2021.root") + factory = NanoEventsFactory.from_root( + {path: "events"}, + schemaclass=FCC.get_schema(version="latest"), + **kwargs + ) + return factory.events() + + +@pytest.fixture(scope="module") +def eager_events(): + return _events(delayed=False) + +@pytest.fixture(scope="module") +def delayed_events(): + return _events(delayed=True) + +@pytest.mark.parametrize( + "field", + [ + 'AllMuonidx0', + 'EFlowNeutralHadron', + 'EFlowNeutralHadron_0', + 'EFlowNeutralHadron_1', + 'EFlowNeutralHadron_2', + 'EFlowNeutralHadronidx0', + 'EFlowNeutralHadronidx1', + 'EFlowNeutralHadronidx2', + 'EFlowPhoton', + 'EFlowPhoton_0', + 'EFlowPhoton_1', + 'EFlowPhoton_2', + 'EFlowPhotonidx0', + 'EFlowPhotonidx1', + 'EFlowPhotonidx2', + 'EFlowTrack', + 'EFlowTrack_0', + 'EFlowTrack_1', + 'EFlowTrackidx0', + 'EFlowTrackidx1', + 'Electronidx0', + 'Jet', + 'Jetidx0', + 'Jetidx1', + 'Jetidx2', + 'Jetidx3', + 'Jetidx4', + 'Jetidx5', + 'MCRecoAssociations', + 'MissingET', + 'MissingETidx0', + 'MissingETidx1', + 'MissingETidx2', + 'MissingETidx3', + 'MissingETidx4', + 'MissingETidx5', + 'Muonidx0', + 'Particle', + 'ParticleIDs', + 'ParticleIDs_0', + 'Particleidx0', + 'Particleidx1', + 'Photonidx0', + 'ReconstructedParticles', + 'ReconstructedParticlesidx0', + 'ReconstructedParticlesidx1', + 'ReconstructedParticlesidx2', + 'ReconstructedParticlesidx3', + 'ReconstructedParticlesidx4', + 'ReconstructedParticlesidx5' + ] +) + +def test_field_is_present(eager_events, delayed_events, field): + eager_fields = eager_events.fields + delayed_fields = delayed_events.fields + assert field in eager_fields + assert field in delayed_fields + +def test_lorentz_behavior(delayed_events): + assert delayed_events.Particle.behavior['LorentzVector'] == LorentzVectorRecord + assert delayed_events.ReconstructedParticles.behavior['LorentzVector'] == LorentzVectorRecord + assert isinstance(delayed_events.Particle.eta.compute(), awkward.highlevel.Array) + assert isinstance(delayed_events.ReconstructedParticles.eta.compute(), awkward.highlevel.Array) + +def test_MC_daughters(delayed_events): + d = delayed_events.Particle.get_daughters.compute() + assert isinstance(d, awkward.highlevel.Array) + assert d.layout.branch_depth[1] == 3 + +def test_MC_parents(delayed_events): + p = delayed_events.Particle.get_parents.compute() + assert isinstance(p, awkward.highlevel.Array) + assert p.layout.branch_depth[1] == 3 + +def test_MCRecoAssociations(delayed_events): + mr = delayed_events.MCRecoAssociations.reco_mc.compute() + assert isinstance(mr, awkward.highlevel.Array) + assert mr.layout.branch_depth[1] == 3 From 1acf6c58b2341e1cc3550dc8399946f03d6ae976 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 12 Sep 2024 05:39:48 +0000 Subject: [PATCH 02/12] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- tests/test_nanoevents_fcc.py | 127 +++++++++++++++++++---------------- 1 file changed, 69 insertions(+), 58 deletions(-) diff --git a/tests/test_nanoevents_fcc.py b/tests/test_nanoevents_fcc.py index 3345d88b6..75f71c6c5 100644 --- a/tests/test_nanoevents_fcc.py +++ b/tests/test_nanoevents_fcc.py @@ -1,15 +1,16 @@ import os + import awkward import pytest + from coffea.nanoevents import FCC, NanoEventsFactory from coffea.nanoevents.methods.vector import LorentzVectorRecord + def _events(**kwargs): path = os.path.abspath("tests/samples/test_FCC_Spring2021.root") factory = NanoEventsFactory.from_root( - {path: "events"}, - schemaclass=FCC.get_schema(version="latest"), - **kwargs + {path: "events"}, schemaclass=FCC.get_schema(version="latest"), **kwargs ) return factory.events() @@ -18,88 +19,98 @@ def _events(**kwargs): def eager_events(): return _events(delayed=False) + @pytest.fixture(scope="module") def delayed_events(): return _events(delayed=True) + @pytest.mark.parametrize( "field", [ - 'AllMuonidx0', - 'EFlowNeutralHadron', - 'EFlowNeutralHadron_0', - 'EFlowNeutralHadron_1', - 'EFlowNeutralHadron_2', - 'EFlowNeutralHadronidx0', - 'EFlowNeutralHadronidx1', - 'EFlowNeutralHadronidx2', - 'EFlowPhoton', - 'EFlowPhoton_0', - 'EFlowPhoton_1', - 'EFlowPhoton_2', - 'EFlowPhotonidx0', - 'EFlowPhotonidx1', - 'EFlowPhotonidx2', - 'EFlowTrack', - 'EFlowTrack_0', - 'EFlowTrack_1', - 'EFlowTrackidx0', - 'EFlowTrackidx1', - 'Electronidx0', - 'Jet', - 'Jetidx0', - 'Jetidx1', - 'Jetidx2', - 'Jetidx3', - 'Jetidx4', - 'Jetidx5', - 'MCRecoAssociations', - 'MissingET', - 'MissingETidx0', - 'MissingETidx1', - 'MissingETidx2', - 'MissingETidx3', - 'MissingETidx4', - 'MissingETidx5', - 'Muonidx0', - 'Particle', - 'ParticleIDs', - 'ParticleIDs_0', - 'Particleidx0', - 'Particleidx1', - 'Photonidx0', - 'ReconstructedParticles', - 'ReconstructedParticlesidx0', - 'ReconstructedParticlesidx1', - 'ReconstructedParticlesidx2', - 'ReconstructedParticlesidx3', - 'ReconstructedParticlesidx4', - 'ReconstructedParticlesidx5' - ] + "AllMuonidx0", + "EFlowNeutralHadron", + "EFlowNeutralHadron_0", + "EFlowNeutralHadron_1", + "EFlowNeutralHadron_2", + "EFlowNeutralHadronidx0", + "EFlowNeutralHadronidx1", + "EFlowNeutralHadronidx2", + "EFlowPhoton", + "EFlowPhoton_0", + "EFlowPhoton_1", + "EFlowPhoton_2", + "EFlowPhotonidx0", + "EFlowPhotonidx1", + "EFlowPhotonidx2", + "EFlowTrack", + "EFlowTrack_0", + "EFlowTrack_1", + "EFlowTrackidx0", + "EFlowTrackidx1", + "Electronidx0", + "Jet", + "Jetidx0", + "Jetidx1", + "Jetidx2", + "Jetidx3", + "Jetidx4", + "Jetidx5", + "MCRecoAssociations", + "MissingET", + "MissingETidx0", + "MissingETidx1", + "MissingETidx2", + "MissingETidx3", + "MissingETidx4", + "MissingETidx5", + "Muonidx0", + "Particle", + "ParticleIDs", + "ParticleIDs_0", + "Particleidx0", + "Particleidx1", + "Photonidx0", + "ReconstructedParticles", + "ReconstructedParticlesidx0", + "ReconstructedParticlesidx1", + "ReconstructedParticlesidx2", + "ReconstructedParticlesidx3", + "ReconstructedParticlesidx4", + "ReconstructedParticlesidx5", + ], ) - def test_field_is_present(eager_events, delayed_events, field): eager_fields = eager_events.fields delayed_fields = delayed_events.fields assert field in eager_fields assert field in delayed_fields + def test_lorentz_behavior(delayed_events): - assert delayed_events.Particle.behavior['LorentzVector'] == LorentzVectorRecord - assert delayed_events.ReconstructedParticles.behavior['LorentzVector'] == LorentzVectorRecord + assert delayed_events.Particle.behavior["LorentzVector"] == LorentzVectorRecord + assert ( + delayed_events.ReconstructedParticles.behavior["LorentzVector"] + == LorentzVectorRecord + ) assert isinstance(delayed_events.Particle.eta.compute(), awkward.highlevel.Array) - assert isinstance(delayed_events.ReconstructedParticles.eta.compute(), awkward.highlevel.Array) + assert isinstance( + delayed_events.ReconstructedParticles.eta.compute(), awkward.highlevel.Array + ) + def test_MC_daughters(delayed_events): d = delayed_events.Particle.get_daughters.compute() assert isinstance(d, awkward.highlevel.Array) assert d.layout.branch_depth[1] == 3 + def test_MC_parents(delayed_events): p = delayed_events.Particle.get_parents.compute() assert isinstance(p, awkward.highlevel.Array) assert p.layout.branch_depth[1] == 3 + def test_MCRecoAssociations(delayed_events): mr = delayed_events.MCRecoAssociations.reco_mc.compute() assert isinstance(mr, awkward.highlevel.Array) From 3de03835952e7f7e80b3c12b47dbe88b061a8591 Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Mon, 7 Oct 2024 12:07:31 +0530 Subject: [PATCH 03/12] Automated Commit from Fedora --- src/coffea/nanoevents/methods/fcc.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/src/coffea/nanoevents/methods/fcc.py b/src/coffea/nanoevents/methods/fcc.py index b1de4a486..197a33eb1 100644 --- a/src/coffea/nanoevents/methods/fcc.py +++ b/src/coffea/nanoevents/methods/fcc.py @@ -130,6 +130,7 @@ def index_range(begin, end): return awkward.Array( awkward.Array([[[]]]).layout.to_typetracer(forget_length=True) ) + return index_range_numba_wrap(begin_end, awkward.ArrayBuilder()).snapshot() @@ -216,6 +217,8 @@ def get_daughters_index(self, dask_array): ranges = dask_awkward.map_partitions( index_range, dask_array.daughters.begin, dask_array.daughters.end ) + # print(dask_awkward.num(dask_array, axis=0).compute()) + # print(dask_awkward.num(dask_array._events().Particleidx1.index, axis=0).compute()) daughters = dask_awkward.map_partitions( map_index_to_array, dask_array._events().Particleidx1.index, ranges, axis=2 ) @@ -314,15 +317,15 @@ def match_collection(self, idx): @dask_property def matched_gen(self): - sel = awkward.broadcast_arrays(True, self)[0] index = self._events().MCRecoAssociations.reco_mc_index[:, :, 1] - return self._events().Particle[index[sel]] + index = index._apply_global_index(self.E) + return self._events().Particle._apply_global_index(index) @matched_gen.dask def matched_gen(self, dask_array): - sel = awkward.broadcast_arrays(True, dask_array)[0] index = dask_array._events().MCRecoAssociations.reco_mc_index[:, :, 1] - return dask_array._events().Particle[index[sel]] + index = index._apply_global_index(self.E) + return dask_array._events().Particle._apply_global_index(index) _set_repr_name("ReconstructedParticle") From eb541dc92a4f4a0094483cbf5608add02b02c832 Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Thu, 10 Oct 2024 12:53:28 +0530 Subject: [PATCH 04/12] Automated Commit from Fedora --- src/coffea/nanoevents/methods/fcc.py | 82 ++++++++++------- src/coffea/nanoevents/schemas/fcc.py | 71 +++++++++++++-- src/coffea/nanoevents/schemas/nanoaod.py | 3 + src/coffea/nanoevents/transforms.py | 110 +++++++++++++++++++++++ 4 files changed, 230 insertions(+), 36 deletions(-) diff --git a/src/coffea/nanoevents/methods/fcc.py b/src/coffea/nanoevents/methods/fcc.py index 197a33eb1..c02ccc877 100644 --- a/src/coffea/nanoevents/methods/fcc.py +++ b/src/coffea/nanoevents/methods/fcc.py @@ -4,6 +4,7 @@ import numpy from dask_awkward.lib.core import dask_property +from coffea.nanoevents import transforms from coffea.nanoevents.methods import base, vector behavior = {} @@ -128,7 +129,7 @@ def index_range(begin, end): end ) # force touching of the necessary data return awkward.Array( - awkward.Array([[[]]]).layout.to_typetracer(forget_length=True) + awkward.Array([[[0]]]).layout.to_typetracer(forget_length=True) ) return index_range_numba_wrap(begin_end, awkward.ArrayBuilder()).snapshot() @@ -188,10 +189,9 @@ def absolute_mass(self): @awkward.mixin_class(behavior) class MCParticle(MomentumCandidate, base.NanoCollection): """Generated Monte Carlo particles""" - - # Daughters - @dask_property - def get_daughters_index(self): + + @property + def alt_get_daughters_index(self): """ Obtain the indexes of the daughters of each and every MCParticle - The output is a doubly nested awkward array @@ -199,30 +199,27 @@ def get_daughters_index(self): - The Particleidx1.index contains info about the daughters """ ranges = index_range(self.daughters.begin, self.daughters.end) + return awkward.values_astype( map_index_to_array(self._events().Particleidx1.index, ranges, axis=2), "int64", ) - - @get_daughters_index.dask - def get_daughters_index(self, dask_array): + + + # Daughters + @dask_property + def get_daughters_index(self): """ Obtain the indexes of the daughters of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters - - Note: Seems like all the functions need to mapped manually """ - ranges = dask_awkward.map_partitions( - index_range, dask_array.daughters.begin, dask_array.daughters.end - ) - # print(dask_awkward.num(dask_array, axis=0).compute()) - # print(dask_awkward.num(dask_array._events().Particleidx1.index, axis=0).compute()) - daughters = dask_awkward.map_partitions( - map_index_to_array, dask_array._events().Particleidx1.index, ranges, axis=2 + ranges = index_range(self.daughters.begin, self.daughters.end) + return awkward.values_astype( + map_index_to_array(self._events().Particleidx1.index, ranges, axis=2), + "int64", ) - return awkward.values_astype(daughters, "int32") @dask_property def get_daughters(self): @@ -254,6 +251,8 @@ def get_parents_index(self): - The Particleidx0.index contains info about the parents """ ranges = index_range(self.parents.begin, self.parents.end) + # rangesG = index_range(self.parents.beginG, self.parents.endG) + # Explore how to map the global index to produces doubly nested output return awkward.values_astype( map_index_to_array(self._events().Particleidx0.index, ranges, axis=2), "int64", @@ -314,20 +313,43 @@ class ReconstructedParticle(MomentumCandidate, base.NanoCollection): def match_collection(self, idx): """Returns matched particles""" return self[idx.index] - + @dask_property - def matched_gen(self): - index = self._events().MCRecoAssociations.reco_mc_index[:, :, 1] - index = index._apply_global_index(self.E) - return self._events().Particle._apply_global_index(index) - - @matched_gen.dask - def matched_gen(self, dask_array): - index = dask_array._events().MCRecoAssociations.reco_mc_index[:, :, 1] - index = index._apply_global_index(self.E) - return dask_array._events().Particle._apply_global_index(index) - + def match_muons(self): + """Returns matched muons""" + m = self._events().ReconstructedParticles._apply_global_index(self.Muonidx0_indexGlobal) + return awkward.drop_none(m, behavior = self.behavior) + + @match_muons.dask + def match_muons(self, dask_array): + """Returns matched muons""" + m = dask_array._events().ReconstructedParticles._apply_global_index(dask_array.Muonidx0_indexGlobal) + return awkward.drop_none(m, behavior = self.behavior) + + @dask_property + def match_electrons(self): + """Returns matched electrons""" + e = self._events().ReconstructedParticles._apply_global_index(self.Electronidx0_indexGlobal) + return awkward.drop_none(e, behavior = self.behavior) + + @match_electrons.dask + def match_electrons(self, dask_array): + """Returns matched electrons""" + e = dask_array._events().ReconstructedParticles._apply_global_index(dask_array.Electronidx0_indexGlobal) + return awkward.drop_none(e, behavior = self.behavior) + @dask_property + def match_gen(self): + # The indices may have a size greater or smaller than the Particle collection, in axis=1 + prepared = self._events().Particle[self._events().MCRecoAssociations.mc.index] + return prepared._apply_global_index(self.MCRecoAssociationsidx0_indexGlobal) + + @match_gen.dask + def match_gen(self, dask_array): + # The indices may have a size greater or smaller than the Particle collection, in axis=1 + prepared = dask_array._events().Particle[dask_array._events().MCRecoAssociations.mc.index] + return prepared._apply_global_index(dask_array.MCRecoAssociationsidx0_indexGlobal) + _set_repr_name("ReconstructedParticle") behavior.update( awkward._util.copy_behaviors(MomentumCandidate, ReconstructedParticle, behavior) diff --git a/src/coffea/nanoevents/schemas/fcc.py b/src/coffea/nanoevents/schemas/fcc.py index cff0fa956..d3bd137bf 100644 --- a/src/coffea/nanoevents/schemas/fcc.py +++ b/src/coffea/nanoevents/schemas/fcc.py @@ -1,8 +1,10 @@ import copy import re +from coffea.nanoevents import transforms from coffea.nanoevents.methods import vector from coffea.nanoevents.schemas.base import BaseSchema, zip_forms +from coffea.nanoevents.util import concat # Collection Regex # # Any branch name with a forward slash '/' @@ -117,6 +119,16 @@ class FCCSchema(BaseSchema): "spin": ["spin.x", "spin.y", "spin.z"], } + # Cross-References : format: { : } + all_cross_references = { + "MCRecoAssociations#1.index": "Particle", #MC to Reco connection + "MCRecoAssociations#0.index": "ReconstructedParticles", #Reco to MC connection + "Particle#0.index":"Particle", #Parents + "Particle#1.index":"Particle", #Daughters + "Muon#0.index":"ReconstructedParticles", #Matched Muons + "Electron#0.index":"ReconstructedParticles", #Matched Electrons + } + def __init__(self, base_form, version="latest"): super().__init__(base_form) self._form["fields"], self._form["contents"] = self._build_collections( @@ -389,18 +401,29 @@ def _create_subcollections(self, branch_forms, all_collections): # Zip _begin and _end branches # Example: 'Jet/Jet.clusters_begin', 'Jet/Jet.clusters_end' --> 'Jet/Jet.clusters' begin_end_collection = set({}) - for name in field_names: - if name.endswith("_begin"): - begin_end_collection.add(name.split("_begin")[0]) - elif name.endswith("_end"): - begin_end_collection.add(name.split("_end")[0]) + for fullname in field_names: + if fullname.endswith("_begin"): + begin_end_collection.add(fullname.split("_begin")[0]) + elif fullname.endswith("_end"): + begin_end_collection.add(fullname.split("_end")[0]) for name in begin_end_collection: begin_end_content = { k[len(name) + 1 :]: branch_forms.pop(k) for k in field_names if k.startswith(name) } - branch_forms[name] = zip_forms(sort_dict(begin_end_content), name) + offset_form = { + "class": "NumpyArray", + "itemsize": 8, + "format": "i", + "primitive": "int64", + "form_key": concat(begin_end_content[list(begin_end_content.keys())[0]]["form_key"],"!offsets"), + } + begin_end_content_global = { + k+"G": transforms.local2global_form(begin_end_content[k], offset_form) + for k in begin_end_content.keys() + } + branch_forms[name] = zip_forms(sort_dict({**begin_end_content,**begin_end_content_global}), name) # Zip colorFlow.a and colorFlow.b branches # Example: 'Particle/Particle.colorFlow.a', 'Particle/Particle.colorFlow.b' --> 'Particle/Particle.colorFlow' @@ -435,6 +458,37 @@ def _create_subcollections(self, branch_forms, all_collections): ) return branch_forms + def _global_indexers(self, branch_forms, all_collections): + + for cross_ref, target in self.all_cross_references.items(): + collection_name, index_name = cross_ref.split(".") + + #pick up the available fields from target collection to get an offset from + available_fields = [name for name in branch_forms.keys() if name.startswith(f"{target}/{target}.")] + + # By default the idxs have different shape at axis=1 in comparison to target + # So one needs to fill the empty spaces with -1 which could be removed later + compatible_index = transforms.grow_local_index_to_target_shape_form( + branch_forms[f"{collection_name}/{collection_name}.{index_name}"], + branch_forms[available_fields[0]] + ) + + offset_form = { + "class": "NumpyArray", + "itemsize": 8, + "format": "i", + "primitive": "int64", + "form_key": concat(*[branch_forms[available_fields[0]]["form_key"],"!offsets",]), + } + + replaced_name = collection_name.replace('#', 'idx') + branch_forms[f"{target}/{target}.{replaced_name}_{index_name}Global"] = transforms.local2global_form( + compatible_index, + offset_form + ) + + return branch_forms + def _build_collections(self, field_names, input_contents): """ Builds all the collections with the necessary behaviors defined in the mixins dictionary @@ -455,6 +509,11 @@ def _build_collections(self, field_names, input_contents): # Example: Jet.referencePoint.x, Jet.referencePoint.y, Jet.referencePoint.z --> Jet.referencePoint branch_forms = self._create_subcollections(branch_forms, all_collections) + # Create Global Indexers for all cross references + branch_forms = self._global_indexers( + branch_forms, all_collections + ) + # Process the Hash-Tagged '#' branches output, branch_forms = self._idx_collections( output, branch_forms, all_collections diff --git a/src/coffea/nanoevents/schemas/nanoaod.py b/src/coffea/nanoevents/schemas/nanoaod.py index 601b7f34e..cbe7ae32b 100644 --- a/src/coffea/nanoevents/schemas/nanoaod.py +++ b/src/coffea/nanoevents/schemas/nanoaod.py @@ -214,9 +214,11 @@ def _build_collections(self, field_names, input_contents): # Create offsets virtual arrays for name in collections: if "n" + name in branch_forms: + if name == 'Electron': print(branch_forms[name+'_phi'],"\n",branch_forms["n" + name]) branch_forms["o" + name] = transforms.counts2offsets_form( branch_forms["n" + name] ) + if name == 'Electron': print(branch_forms["o" + name]) # Check the presence of the event_ids missing_event_ids = [ @@ -259,6 +261,7 @@ def _build_collections(self, field_names, input_contents): branch_forms[indexer + "G"] = transforms.local2global_form( branch_forms[indexer], branch_forms["o" + target] ) + if indexer=="Electron_jetIdx" : print(branch_forms[indexer + "G"]) # Create nested indexer from Idx1, Idx2, ... arrays for name, indexers in self.nested_items.items(): diff --git a/src/coffea/nanoevents/transforms.py b/src/coffea/nanoevents/transforms.py index 305c5232f..174ff9ccf 100644 --- a/src/coffea/nanoevents/transforms.py +++ b/src/coffea/nanoevents/transforms.py @@ -141,6 +141,116 @@ def local2global(stack): raise RuntimeError stack.append(out) +@numba.njit +def _grow_local_index_to_target_shape_kernel(index, all_index, builder): + for i in range(len(all_index)): + builder.begin_list() + event_all_index = all_index[i] + event_index = index[i] + for all_index_value in event_all_index: + if all_index_value in event_index: + builder.integer(all_index_value) + else: + builder.integer(-1) + builder.end_list() + + return builder + +def grow_local_index_to_target_shape_form(index, target): + if not index["class"].startswith("ListOffset"): + raise RuntimeError + if not target["class"].startswith("ListOffset"): + raise RuntimeError + form = copy.deepcopy(index) + form["content"]["form_key"] = concat( + index["content"]["form_key"],target["content"]["form_key"]#, "!grow_local_index_to_target_shape", "!content" + ) + form["form_key"] = concat( + index["form_key"], target["form_key"], "!grow_local_index_to_target_shape" + ) + form["content"]["itemsize"] = 8 + form["content"]["primitive"] = "int64" + return form + + +def grow_local_index_to_target_shape(stack): + """Grow the local index to the size of target size by replacing unreferenced indices as -1 + + Signature: index,target,!grow_local_index_to_target_shape + Outputs a content array with same shape as target content + """ + target = stack.pop() + index = stack.pop() + all_index = awkward.local_index(target, axis = 1) + + useable_index = awkward.Array(_grow_local_index_to_target_shape_kernel( + awkward.Array(index), + awkward.Array(all_index), + awkward.ArrayBuilder() + ).snapshot()) + + stack.append(useable_index) + +@numba.njit +def _index_range_kernel(begin_end, builder): + for ev in begin_end: + builder.begin_list() + for j in ev: + builder.begin_list() + for k in range(j[0], j[1]): + builder.integer(k) + builder.end_list() + builder.end_list() + return builder + +def index_range_form(begin,end): + if not begin["class"].startswith("ListOffset"): + raise RuntimeError + if not end["class"].startswith("ListOffset"): + raise RuntimeError + form = { + "class": "ListOffsetArray", + "offsets": "i64", + "content": copy.deepcopy(begin), + } + form["content"]["content"]["itemsize"] = 8 + form["content"]["content"]["primitive"] = "int64" + form["content"]["content"]["parameters"] = {} + key = concat( + begin["form_key"], end["form_key"], "!index_range" + ) + form["form_key"] = begin["form_key"] + form["content"]["form_key"] = key + form["content"]["content"]["form_key"] = concat(key, "!content") + return form + +def index_range(stack): + """ + Function required to create a range array from a begin and end array + Example: If, + begin = [ + [0, 2, 4, 3, ...], + [1, 0, 4, 6, ...] + ... + ] + end = [ + [1, 2, 5, 5, ...], + [3, 1, 7, 6, ...] + ... + ] + then, output is, + output = [ + [[0], [], [4], [3,4], ...], + [[1,2], [0], [4,5,6], [], ...] + ... + ] + """ + end = stack.pop() + begin = stack.pop() + begin_end = awkward.concatenate( + (begin[:, :, numpy.newaxis], end[:, :, numpy.newaxis]), axis=2 + ) + stack.append(awkward.Array(_index_range_kernel(begin_end, awkward.ArrayBuilder()).snapshot())) def counts2nestedindex_form(local_counts, target_offsets): if not local_counts["class"].startswith("ListOffset"): From 9519219a2e6b0c505dac34f4d15211e5358edbd1 Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Mon, 14 Oct 2024 17:29:18 +0530 Subject: [PATCH 05/12] parents daughters cross reference works --- src/coffea/nanoevents/methods/fcc.py | 152 ++++++++------------ src/coffea/nanoevents/schemas/fcc.py | 59 ++++++-- src/coffea/nanoevents/schemas/nanoaod.py | 3 - src/coffea/nanoevents/transforms.py | 168 +++++++++++++++++------ 4 files changed, 237 insertions(+), 145 deletions(-) diff --git a/src/coffea/nanoevents/methods/fcc.py b/src/coffea/nanoevents/methods/fcc.py index c02ccc877..5fda16c63 100644 --- a/src/coffea/nanoevents/methods/fcc.py +++ b/src/coffea/nanoevents/methods/fcc.py @@ -79,62 +79,6 @@ def map_index_to_array(array, index, axis=1): raise AttributeError("Only axis = 1 or axis = 2 supported at the moment.") -# Function required to create a range array from a begin and end array -@numba.njit -def index_range_numba_wrap(begin_end, builder): - for ev in begin_end: - builder.begin_list() - for j in ev: - builder.begin_list() - for k in range(j[0], j[1]): - builder.integer(k) - builder.end_list() - builder.end_list() - return builder - - -def index_range(begin, end): - """ - Function required to create a range array from a begin and end array - Example: If, - begin = [ - [0, 2, 4, 3, ...], - [1, 0, 4, 6, ...] - ... - ] - end = [ - [1, 2, 5, 5, ...], - [3, 1, 7, 6, ...] - ... - ] - then, output is, - output = [ - [[0], [], [4], [3,4], ...], - [[1,2], [0], [4,5,6], [], ...] - ... - ] - """ - begin_end = awkward.concatenate( - (begin[:, :, numpy.newaxis], end[:, :, numpy.newaxis]), axis=2 - ) - if awkward.backend(begin) == "typetracer" or awkward.backend(end) == "typetracer": - # To make the function dask compatible - # here we fake the output of numba wrapper function since - # operating on length-zero data returns the wrong layout! - # We need the axis 2, therefore, we should return the typetracer layout of [[[]]] - awkward.typetracer.length_zero_if_typetracer( - begin - ) # force touching of the necessary data - awkward.typetracer.length_zero_if_typetracer( - end - ) # force touching of the necessary data - return awkward.Array( - awkward.Array([[[0]]]).layout.to_typetracer(forget_length=True) - ) - - return index_range_numba_wrap(begin_end, awkward.ArrayBuilder()).snapshot() - - @awkward.mixin_class(behavior) class MomentumCandidate(vector.LorentzVector): """A Lorentz vector with charge @@ -190,36 +134,66 @@ def absolute_mass(self): class MCParticle(MomentumCandidate, base.NanoCollection): """Generated Monte Carlo particles""" - @property - def alt_get_daughters_index(self): + def _apply_nested_global_index(self, index, nested_counts, _dask_array_=None): + """As _apply_global_index but expects one additional layer of nesting to get specified.""" + if isinstance(index, int): + out = self._content()[index] + return awkward.Record(out, behavior=self.behavior) + + def flat_take(layout): + idx = awkward.Array(layout) + return self._content()[idx.mask[idx >= 0]] + + def descend(layout, depth, **kwargs): + if layout.purelist_depth == 1: + return flat_take(layout) + + (index_out,) = awkward.broadcast_arrays( + index._meta if isinstance(index, dask_awkward.Array) else index + ) + nested_counts_out = ( + nested_counts._meta + if isinstance(nested_counts, dask_awkward.Array) + else nested_counts + ) + index_out = awkward.unflatten( + index_out, awkward.flatten(nested_counts_out), axis=-1 + ) + layout_out = awkward.transform(descend, index_out.layout, highlevel=False) + out = awkward.Array(layout_out, behavior=self.behavior) + + if isinstance(index, dask_awkward.Array): + return _dask_array_.map_partitions( + base._ClassMethodFn("_apply_nested_global_index"), + index, + nested_counts, + label="_apply_nested_global_index", + meta=out, + ) + return out + + # Daughters + @dask_property + def get_daughters_index(self): """ Obtain the indexes of the daughters of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - ranges = index_range(self.daughters.begin, self.daughters.end) + # return map_index_to_array(self._events().Particleidx1.index, self.daughters.begin_end_ranges, axis=2) + return self.daughters.Particleidx1_rangesG - return awkward.values_astype( - map_index_to_array(self._events().Particleidx1.index, ranges, axis=2), - "int64", - ) - - - # Daughters - @dask_property - def get_daughters_index(self): + @get_daughters_index.dask + def get_daughters_index(self, dask_array): """ Obtain the indexes of the daughters of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - ranges = index_range(self.daughters.begin, self.daughters.end) - return awkward.values_astype( - map_index_to_array(self._events().Particleidx1.index, ranges, axis=2), - "int64", - ) + # return map_index_to_array(dask_array._events().Particleidx1.index, dask_array.daughters.begin_end_ranges, axis=2) + return dask_array.daughters.Particleidx1_rangesG @dask_property def get_daughters(self): @@ -229,7 +203,8 @@ def get_daughters(self): - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - return map_index_to_array(self, self.get_daughters_index, axis=2) + # return map_index_to_array(self, self.get_daughters_index, axis=2) + return self._events().Particle._apply_global_index(self.get_daughters_index) @get_daughters.dask def get_daughters(self, dask_array): @@ -239,7 +214,8 @@ def get_daughters(self, dask_array): - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - return map_index_to_array(dask_array, dask_array.get_daughters_index, axis=2) + # return map_index_to_array(dask_array, dask_array.get_daughters_index, axis=2) + return dask_array._events().Particle._apply_global_index(dask_array.get_daughters_index) # Parents @dask_property @@ -250,13 +226,8 @@ def get_parents_index(self): - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - ranges = index_range(self.parents.begin, self.parents.end) - # rangesG = index_range(self.parents.beginG, self.parents.endG) - # Explore how to map the global index to produces doubly nested output - return awkward.values_astype( - map_index_to_array(self._events().Particleidx0.index, ranges, axis=2), - "int64", - ) + # return map_index_to_array(self._events().Particleidx0.index, self.parents.begin_end_ranges, axis=2) + return self.parents.Particleidx0_rangesG @get_parents_index.dask def get_parents_index(self, dask_array): @@ -265,16 +236,9 @@ def get_parents_index(self, dask_array): - The output is a doubly nested awkward array - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents - - Note: Seems like all the functions need to mapped manually """ - ranges = dask_awkward.map_partitions( - index_range, dask_array.parents.begin, dask_array.parents.end - ) - daughters = dask_awkward.map_partitions( - map_index_to_array, dask_array._events().Particleidx0.index, ranges, axis=2 - ) - return awkward.values_astype(daughters, "int32") + # return map_index_to_array(dask_array._events().Particleidx0.index, dask_array.parents.begin_end_ranges, axis=2) + return dask_array.parents.Particleidx0_rangesG @dask_property def get_parents(self): @@ -284,7 +248,8 @@ def get_parents(self): - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - return map_index_to_array(self, self.get_parents_index, axis=2) + # return map_index_to_array(self, self.get_parents_index, axis=2) + return self._events().Particle._apply_global_index(self.get_parents_index) @get_parents.dask def get_parents(self, dask_array): @@ -294,7 +259,8 @@ def get_parents(self, dask_array): - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - return map_index_to_array(dask_array, dask_array.get_parents_index, axis=2) + # return map_index_to_array(dask_array, dask_array.get_parents_index, axis=2) + return dask_array._events().Particle._apply_global_index(dask_array.get_parents_index) _set_repr_name("MCParticle") diff --git a/src/coffea/nanoevents/schemas/fcc.py b/src/coffea/nanoevents/schemas/fcc.py index d3bd137bf..8b684ef97 100644 --- a/src/coffea/nanoevents/schemas/fcc.py +++ b/src/coffea/nanoevents/schemas/fcc.py @@ -123,12 +123,17 @@ class FCCSchema(BaseSchema): all_cross_references = { "MCRecoAssociations#1.index": "Particle", #MC to Reco connection "MCRecoAssociations#0.index": "ReconstructedParticles", #Reco to MC connection - "Particle#0.index":"Particle", #Parents - "Particle#1.index":"Particle", #Daughters + # "Particle#0.index":"Particle", #Parents + # "Particle#1.index":"Particle", #Daughters "Muon#0.index":"ReconstructedParticles", #Matched Muons "Electron#0.index":"ReconstructedParticles", #Matched Electrons } + mc_relations = { + "parents" : "Particle#0.index", + "daughters" : "Particle#1.index" + } + def __init__(self, base_form, version="latest"): super().__init__(base_form) self._form["fields"], self._form["contents"] = self._build_collections( @@ -391,6 +396,7 @@ def _create_subcollections(self, branch_forms, all_collections): """ field_names = list(branch_forms.keys()) + # Replace square braces in a name for a Python-friendly name; Example: covMatrix[n] --> covMatrix_n_ for name in field_names: if _square_braces.match(name): @@ -419,11 +425,46 @@ def _create_subcollections(self, branch_forms, all_collections): "primitive": "int64", "form_key": concat(begin_end_content[list(begin_end_content.keys())[0]]["form_key"],"!offsets"), } - begin_end_content_global = { - k+"G": transforms.local2global_form(begin_end_content[k], offset_form) + + # begin_end_content_global = { + # k+"G": transforms.local2global_form(begin_end_content[k], offset_form) + # for k in begin_end_content.keys() + # } + + begin = [ + begin_end_content[k] + for k in begin_end_content.keys() + if k.endswith("begin") + ] + end = [ + begin_end_content[k] for k in begin_end_content.keys() + if k.endswith("end") + ] + counts_content = { + "begin_end_counts": transforms.begin_and_end_to_counts_form(*begin, *end) } - branch_forms[name] = zip_forms(sort_dict({**begin_end_content,**begin_end_content_global}), name) + # Parents and Daughters + ranges_content = {} + for key, target in self.mc_relations.items(): + col_name = target.split(".")[0] + if name.endswith(key): + range_name = f"{col_name.replace("#","idx")}_ranges" + ranges_content[range_name+"G"] = transforms.index_range_form( + *begin, + *end, + branch_forms[f"{col_name}/{target}"] + ) + + to_zip = {**begin_end_content, **counts_content, **ranges_content} + + branch_forms[name] = zip_forms( + sort_dict( + to_zip + ), + name, + offsets=offset_form + ) # Zip colorFlow.a and colorFlow.b branches # Example: 'Particle/Particle.colorFlow.a', 'Particle/Particle.colorFlow.b' --> 'Particle/Particle.colorFlow' @@ -465,14 +506,14 @@ def _global_indexers(self, branch_forms, all_collections): #pick up the available fields from target collection to get an offset from available_fields = [name for name in branch_forms.keys() if name.startswith(f"{target}/{target}.")] - + # By default the idxs have different shape at axis=1 in comparison to target # So one needs to fill the empty spaces with -1 which could be removed later compatible_index = transforms.grow_local_index_to_target_shape_form( branch_forms[f"{collection_name}/{collection_name}.{index_name}"], branch_forms[available_fields[0]] ) - + offset_form = { "class": "NumpyArray", "itemsize": 8, @@ -480,13 +521,13 @@ def _global_indexers(self, branch_forms, all_collections): "primitive": "int64", "form_key": concat(*[branch_forms[available_fields[0]]["form_key"],"!offsets",]), } - + replaced_name = collection_name.replace('#', 'idx') branch_forms[f"{target}/{target}.{replaced_name}_{index_name}Global"] = transforms.local2global_form( compatible_index, offset_form ) - + return branch_forms def _build_collections(self, field_names, input_contents): diff --git a/src/coffea/nanoevents/schemas/nanoaod.py b/src/coffea/nanoevents/schemas/nanoaod.py index cbe7ae32b..601b7f34e 100644 --- a/src/coffea/nanoevents/schemas/nanoaod.py +++ b/src/coffea/nanoevents/schemas/nanoaod.py @@ -214,11 +214,9 @@ def _build_collections(self, field_names, input_contents): # Create offsets virtual arrays for name in collections: if "n" + name in branch_forms: - if name == 'Electron': print(branch_forms[name+'_phi'],"\n",branch_forms["n" + name]) branch_forms["o" + name] = transforms.counts2offsets_form( branch_forms["n" + name] ) - if name == 'Electron': print(branch_forms["o" + name]) # Check the presence of the event_ids missing_event_ids = [ @@ -261,7 +259,6 @@ def _build_collections(self, field_names, input_contents): branch_forms[indexer + "G"] = transforms.local2global_form( branch_forms[indexer], branch_forms["o" + target] ) - if indexer=="Electron_jetIdx" : print(branch_forms[indexer + "G"]) # Create nested indexer from Idx1, Idx2, ... arrays for name, indexers in self.nested_items.items(): diff --git a/src/coffea/nanoevents/transforms.py b/src/coffea/nanoevents/transforms.py index 174ff9ccf..ddc164615 100644 --- a/src/coffea/nanoevents/transforms.py +++ b/src/coffea/nanoevents/transforms.py @@ -141,6 +141,62 @@ def local2global(stack): raise RuntimeError stack.append(out) + +def local2nestedglobal_form(index, target): + if not index["class"].startswith("ListOffset"): + raise RuntimeError + if not target["class"].startswith("ListOffset"): + raise RuntimeError + form = copy.deepcopy(index) + form["content"]["form_key"] = concat( + index["form_key"],target["form_key"], "!local2nestedglobal", "!content" + ) + form["form_key"] = concat( + index["form_key"], target["form_key"], "!local2nestedglobal" + ) + form["content"]["itemsize"] = 8 + form["content"]["primitive"] = "int64" + return form + + +def local2nestedglobal(stack): + ''' + It is assumed that 'index' is already flattened across axis = 1 + and + target is an example target branch + ''' + target = stack.pop() + index = stack.pop() + + counts1 = awkward.num(target, axis=1) + counts2 = awkward.num(index, axis=1) # This is, in reality, flattened counts for axis = 2 + + print(target) + print(len(target)) + print(index) + print(len(index)) + print(counts1) + print(len(counts1)) + print(counts2) + print(len(counts2)) + + # One needs to unflatten index at axis = 1 and then flatten index at axis = 2 + index = awkward.unflatten(index, counts1, axis=0) + print(index) + print(len(index)) + index = awkward.flatten(index, axis=2) + + stack2 = [index, target.layout.offsets.data] + local2global(stack2) + index = stack2.pop() + + # Unflatten across axis = 2 + out = awkward.unflatten(index, counts2, axis=0) + + # The output is nested and is already flattened across axis = 1 + stack.append(out) + + @numba.njit def _grow_local_index_to_target_shape_kernel(index, all_index, builder): for i in range(len(all_index)): @@ -156,6 +212,7 @@ def _grow_local_index_to_target_shape_kernel(index, all_index, builder): return builder + def grow_local_index_to_target_shape_form(index, target): if not index["class"].startswith("ListOffset"): raise RuntimeError @@ -182,75 +239,100 @@ def grow_local_index_to_target_shape(stack): target = stack.pop() index = stack.pop() all_index = awkward.local_index(target, axis = 1) - + useable_index = awkward.Array(_grow_local_index_to_target_shape_kernel( awkward.Array(index), awkward.Array(all_index), awkward.ArrayBuilder() ).snapshot()) - + stack.append(useable_index) +def begin_and_end_to_counts_form(begin, end): + if not begin["class"].startswith("ListOffset"): + raise RuntimeError + if not end["class"].startswith("ListOffset"): + raise RuntimeError + + form = copy.deepcopy(begin) + + key = concat(begin["form_key"], end["form_key"], "!begin_and_end_to_counts") + form["content"]["form_key"] = concat(key, "!content") + return form + + +def begin_and_end_to_counts(stack): + end = stack.pop() + begin = stack.pop() + + stack.append(end - begin) + @numba.njit -def _index_range_kernel(begin_end, builder): - for ev in begin_end: +def _index_range_kernel(begin_end, target, builder): + for ev in range(len(begin_end)): builder.begin_list() - for j in ev: + for j in range(len(begin_end[ev])): builder.begin_list() - for k in range(j[0], j[1]): - builder.integer(k) + for k in range(begin_end[ev][j][0], begin_end[ev][j][1]): + # builder.integer(k) + builder.integer(target[ev][k]) builder.end_list() builder.end_list() return builder -def index_range_form(begin,end): + +def index_range_form(begin, end, target): if not begin["class"].startswith("ListOffset"): raise RuntimeError if not end["class"].startswith("ListOffset"): raise RuntimeError + if not target["class"].startswith("ListOffset"): + raise RuntimeError form = { "class": "ListOffsetArray", "offsets": "i64", - "content": copy.deepcopy(begin), + "content": { + "class": "ListOffsetArray", + "offsets": "i64", + "content": { + "class":"NumpyArray", + "itemsize":8, + "format":"i", + "primitive":"int64", + "form_key": concat(begin["form_key"], end["form_key"], target["form_key"], "!index_range", "!content") + }, + "form_key": concat(begin["form_key"], end["form_key"], target["form_key"], "!index_range") + }, + "form_key": concat(begin["form_key"], end["form_key"], target["form_key"]) } - form["content"]["content"]["itemsize"] = 8 - form["content"]["content"]["primitive"] = "int64" - form["content"]["content"]["parameters"] = {} - key = concat( - begin["form_key"], end["form_key"], "!index_range" - ) - form["form_key"] = begin["form_key"] - form["content"]["form_key"] = key - form["content"]["content"]["form_key"] = concat(key, "!content") return form - + + def index_range(stack): - """ - Function required to create a range array from a begin and end array - Example: If, - begin = [ - [0, 2, 4, 3, ...], - [1, 0, 4, 6, ...] - ... - ] - end = [ - [1, 2, 5, 5, ...], - [3, 1, 7, 6, ...] - ... - ] - then, output is, - output = [ - [[0], [], [4], [3,4], ...], - [[1,2], [0], [4,5,6], [], ...] - ... - ] - """ + + target = stack.pop() end = stack.pop() begin = stack.pop() begin_end = awkward.concatenate( (begin[:, :, numpy.newaxis], end[:, :, numpy.newaxis]), axis=2 ) - stack.append(awkward.Array(_index_range_kernel(begin_end, awkward.ArrayBuilder()).snapshot())) + + out = awkward.Array(_index_range_kernel(begin_end, target, awkward.ArrayBuilder()).snapshot()) + + # Convert to global index + outG = out + counts1 = awkward.num(outG, axis=1) + counts2 = awkward.flatten(awkward.num(outG, axis=2), axis=1) + + outG = awkward.flatten(outG, axis=2) + stack2 = [outG, begin.layout.offsets.data] + local2global(stack2) + outG = stack2.pop() + + outG = awkward.unflatten(outG, counts2, axis=0) + + stack.append(outG) + def counts2nestedindex_form(local_counts, target_offsets): if not local_counts["class"].startswith("ListOffset"): @@ -365,6 +447,12 @@ def _children_kernel(offsets_in, parentidx): offset0 = offset0 + 1 return offsets1_out, content1_out[:offset1] + out = awkward.Array( + awkward.contents.ListOffsetArray( + awkward.index.Index64(coffsets), + awkward.contents.NumpyArray(ccontent), + ) + ) def children_form(offsets, globalparents): From 253198da1b40bc37bd6a91fc9f95e3a6c87917b0 Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Mon, 14 Oct 2024 18:27:26 +0530 Subject: [PATCH 06/12] Cleaned --- src/coffea/nanoevents/methods/fcc.py | 179 +++++++-------------------- src/coffea/nanoevents/schemas/fcc.py | 90 +++++++------- src/coffea/nanoevents/transforms.py | 138 ++++++++------------- 3 files changed, 143 insertions(+), 264 deletions(-) diff --git a/src/coffea/nanoevents/methods/fcc.py b/src/coffea/nanoevents/methods/fcc.py index 5fda16c63..adc4dc49c 100644 --- a/src/coffea/nanoevents/methods/fcc.py +++ b/src/coffea/nanoevents/methods/fcc.py @@ -1,10 +1,7 @@ import awkward -import dask_awkward -import numba import numpy from dask_awkward.lib.core import dask_property -from coffea.nanoevents import transforms from coffea.nanoevents.methods import base, vector behavior = {} @@ -26,59 +23,6 @@ def namefcn(self): behavior[classname].__repr__ = namefcn -def map_index_to_array(array, index, axis=1): - """ - DESCRIPTION: Creates a slice of input array according to the input index. - INPUTS: array (Singly nested) - index (Singly or Doubly nested) - axis (By default 1, use axis = 2 if index is doubly nested ) - EXAMPLE: - a = awkward.Array([ - [44,33,23,22], - [932,24,456,78], - [22,345,78,90,98,24] - ]) - - a_index = awkward.Array([ - [0,1,2], - [0,1], - [] - ]) - - a2_index = awkward.Array([ - [[0],[0,1],[2]], - [[0,1]], - [] - ]) - >> map_index_to_array(a, a_index) - [[44, 33, 23], - [932, 24], - []] - --------------------- - type: 3 * var * int64 - >> map_index_to_array(a, a2_index, axis=2) - [[[44], [44, 33], [23]], - [[932, 24]], - []] - --------------------------- - type: 3 * var * var * int64 - - """ - if axis == 1: - return array[index] - elif axis == 2: - axis2_counts_array = awkward.num(index, axis=axis) - flat_axis2_counts_array = awkward.flatten(axis2_counts_array, axis=1) - flat_index = awkward.flatten(index, axis=axis) - trimmed_flat_array = array[flat_index] - trimmed_array = awkward.unflatten( - trimmed_flat_array, flat_axis2_counts_array, axis=1 - ) - return trimmed_array - else: - raise AttributeError("Only axis = 1 or axis = 2 supported at the moment.") - - @awkward.mixin_class(behavior) class MomentumCandidate(vector.LorentzVector): """A Lorentz vector with charge @@ -133,66 +77,26 @@ def absolute_mass(self): @awkward.mixin_class(behavior) class MCParticle(MomentumCandidate, base.NanoCollection): """Generated Monte Carlo particles""" - - def _apply_nested_global_index(self, index, nested_counts, _dask_array_=None): - """As _apply_global_index but expects one additional layer of nesting to get specified.""" - if isinstance(index, int): - out = self._content()[index] - return awkward.Record(out, behavior=self.behavior) - - def flat_take(layout): - idx = awkward.Array(layout) - return self._content()[idx.mask[idx >= 0]] - - def descend(layout, depth, **kwargs): - if layout.purelist_depth == 1: - return flat_take(layout) - - (index_out,) = awkward.broadcast_arrays( - index._meta if isinstance(index, dask_awkward.Array) else index - ) - nested_counts_out = ( - nested_counts._meta - if isinstance(nested_counts, dask_awkward.Array) - else nested_counts - ) - index_out = awkward.unflatten( - index_out, awkward.flatten(nested_counts_out), axis=-1 - ) - layout_out = awkward.transform(descend, index_out.layout, highlevel=False) - out = awkward.Array(layout_out, behavior=self.behavior) - - if isinstance(index, dask_awkward.Array): - return _dask_array_.map_partitions( - base._ClassMethodFn("_apply_nested_global_index"), - index, - nested_counts, - label="_apply_nested_global_index", - meta=out, - ) - return out - + # Daughters @dask_property def get_daughters_index(self): """ - Obtain the indexes of the daughters of each and every MCParticle + Obtain the global indices of the daughters of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - # return map_index_to_array(self._events().Particleidx1.index, self.daughters.begin_end_ranges, axis=2) return self.daughters.Particleidx1_rangesG - + @get_daughters_index.dask def get_daughters_index(self, dask_array): """ - Obtain the indexes of the daughters of each and every MCParticle + Obtain the global indices of the daughters of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - # return map_index_to_array(dask_array._events().Particleidx1.index, dask_array.daughters.begin_end_ranges, axis=2) return dask_array.daughters.Particleidx1_rangesG @dask_property @@ -203,7 +107,6 @@ def get_daughters(self): - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - # return map_index_to_array(self, self.get_daughters_index, axis=2) return self._events().Particle._apply_global_index(self.get_daughters_index) @get_daughters.dask @@ -214,30 +117,29 @@ def get_daughters(self, dask_array): - Needs the presence of Particleidx1 collection - The Particleidx1.index contains info about the daughters """ - # return map_index_to_array(dask_array, dask_array.get_daughters_index, axis=2) - return dask_array._events().Particle._apply_global_index(dask_array.get_daughters_index) + return dask_array._events().Particle._apply_global_index( + dask_array.get_daughters_index + ) # Parents @dask_property def get_parents_index(self): """ - Obtain the indexes of the parents of each and every MCParticle + Obtain the global indices of the parents of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - # return map_index_to_array(self._events().Particleidx0.index, self.parents.begin_end_ranges, axis=2) return self.parents.Particleidx0_rangesG @get_parents_index.dask def get_parents_index(self, dask_array): """ - Obtain the indexes of the parents of each and every MCParticle + Obtain the indices of the parents of each and every MCParticle - The output is a doubly nested awkward array - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - # return map_index_to_array(dask_array._events().Particleidx0.index, dask_array.parents.begin_end_ranges, axis=2) return dask_array.parents.Particleidx0_rangesG @dask_property @@ -248,7 +150,6 @@ def get_parents(self): - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - # return map_index_to_array(self, self.get_parents_index, axis=2) return self._events().Particle._apply_global_index(self.get_parents_index) @get_parents.dask @@ -259,8 +160,9 @@ def get_parents(self, dask_array): - Needs the presence of Particleidx0 collection - The Particleidx0.index contains info about the parents """ - # return map_index_to_array(dask_array, dask_array.get_parents_index, axis=2) - return dask_array._events().Particle._apply_global_index(dask_array.get_parents_index) + return dask_array._events().Particle._apply_global_index( + dask_array.get_parents_index + ) _set_repr_name("MCParticle") @@ -277,45 +179,58 @@ class ReconstructedParticle(MomentumCandidate, base.NanoCollection): """Reconstructed particle""" def match_collection(self, idx): - """Returns matched particles""" + """Returns matched particles; pass on an ObjectID array.""" return self[idx.index] - + @dask_property def match_muons(self): - """Returns matched muons""" - m = self._events().ReconstructedParticles._apply_global_index(self.Muonidx0_indexGlobal) - return awkward.drop_none(m, behavior = self.behavior) - + """Returns matched muons; drops none values""" + m = self._events().ReconstructedParticles._apply_global_index( + self.Muonidx0_indexGlobal + ) + return awkward.drop_none(m, behavior=self.behavior) + @match_muons.dask def match_muons(self, dask_array): - """Returns matched muons""" - m = dask_array._events().ReconstructedParticles._apply_global_index(dask_array.Muonidx0_indexGlobal) - return awkward.drop_none(m, behavior = self.behavior) - + """Returns matched muons; drops none values""" + m = dask_array._events().ReconstructedParticles._apply_global_index( + dask_array.Muonidx0_indexGlobal + ) + return awkward.drop_none(m, behavior=self.behavior) + @dask_property def match_electrons(self): - """Returns matched electrons""" - e = self._events().ReconstructedParticles._apply_global_index(self.Electronidx0_indexGlobal) - return awkward.drop_none(e, behavior = self.behavior) - + """Returns matched electrons; drops none values""" + e = self._events().ReconstructedParticles._apply_global_index( + self.Electronidx0_indexGlobal + ) + return awkward.drop_none(e, behavior=self.behavior) + @match_electrons.dask def match_electrons(self, dask_array): - """Returns matched electrons""" - e = dask_array._events().ReconstructedParticles._apply_global_index(dask_array.Electronidx0_indexGlobal) - return awkward.drop_none(e, behavior = self.behavior) + """Returns matched electrons; drops none values""" + e = dask_array._events().ReconstructedParticles._apply_global_index( + dask_array.Electronidx0_indexGlobal + ) + return awkward.drop_none(e, behavior=self.behavior) @dask_property def match_gen(self): - # The indices may have a size greater or smaller than the Particle collection, in axis=1 + """Returns the Gen level (MC) particle corresponding to the ReconstructedParticle""" prepared = self._events().Particle[self._events().MCRecoAssociations.mc.index] return prepared._apply_global_index(self.MCRecoAssociationsidx0_indexGlobal) @match_gen.dask def match_gen(self, dask_array): - # The indices may have a size greater or smaller than the Particle collection, in axis=1 - prepared = dask_array._events().Particle[dask_array._events().MCRecoAssociations.mc.index] - return prepared._apply_global_index(dask_array.MCRecoAssociationsidx0_indexGlobal) - + """Returns the Gen level (MC) particle corresponding to the ReconstructedParticle""" + prepared = dask_array._events().Particle[ + dask_array._events().MCRecoAssociations.mc.index + ] + return prepared._apply_global_index( + dask_array.MCRecoAssociationsidx0_indexGlobal + ) + + _set_repr_name("ReconstructedParticle") behavior.update( awkward._util.copy_behaviors(MomentumCandidate, ReconstructedParticle, behavior) diff --git a/src/coffea/nanoevents/schemas/fcc.py b/src/coffea/nanoevents/schemas/fcc.py index 8b684ef97..03a324be9 100644 --- a/src/coffea/nanoevents/schemas/fcc.py +++ b/src/coffea/nanoevents/schemas/fcc.py @@ -121,18 +121,13 @@ class FCCSchema(BaseSchema): # Cross-References : format: { : } all_cross_references = { - "MCRecoAssociations#1.index": "Particle", #MC to Reco connection - "MCRecoAssociations#0.index": "ReconstructedParticles", #Reco to MC connection - # "Particle#0.index":"Particle", #Parents - # "Particle#1.index":"Particle", #Daughters - "Muon#0.index":"ReconstructedParticles", #Matched Muons - "Electron#0.index":"ReconstructedParticles", #Matched Electrons + "MCRecoAssociations#1.index": "Particle", # MC to Reco connection + "MCRecoAssociations#0.index": "ReconstructedParticles", # Reco to MC connection + "Muon#0.index": "ReconstructedParticles", # Matched Muons + "Electron#0.index": "ReconstructedParticles", # Matched Electrons } - mc_relations = { - "parents" : "Particle#0.index", - "daughters" : "Particle#1.index" - } + mc_relations = {"parents": "Particle#0.index", "daughters": "Particle#1.index"} def __init__(self, base_form, version="latest"): super().__init__(base_form) @@ -389,14 +384,13 @@ def _unknown_collections(self, output, branch_forms, all_collections): def _create_subcollections(self, branch_forms, all_collections): """ Creates 3-vectors, - zip _begin and _end branches, + zip _begin and _end branches, and creates begin_end_counts and global indexes for mc parents or daughters zip colorFlow.a and colorFlow.a branches (Does not zip the momentum fields that are required for the overall LorentzVector behavior of a collection) """ field_names = list(branch_forms.keys()) - # Replace square braces in a name for a Python-friendly name; Example: covMatrix[n] --> covMatrix_n_ for name in field_names: if _square_braces.match(name): @@ -418,19 +412,19 @@ def _create_subcollections(self, branch_forms, all_collections): for k in field_names if k.startswith(name) } + # Get the offset for this collection offset_form = { "class": "NumpyArray", "itemsize": 8, "format": "i", "primitive": "int64", - "form_key": concat(begin_end_content[list(begin_end_content.keys())[0]]["form_key"],"!offsets"), + "form_key": concat( + begin_end_content[list(begin_end_content.keys())[0]]["form_key"], + "!offsets", + ), } - # begin_end_content_global = { - # k+"G": transforms.local2global_form(begin_end_content[k], offset_form) - # for k in begin_end_content.keys() - # } - + # Pick up begin and end branch begin = [ begin_end_content[k] for k in begin_end_content.keys() @@ -441,30 +435,27 @@ def _create_subcollections(self, branch_forms, all_collections): for k in begin_end_content.keys() if k.endswith("end") ] + + # Create counts from begin and end by subtracting them counts_content = { - "begin_end_counts": transforms.begin_and_end_to_counts_form(*begin, *end) + "begin_end_counts": transforms.begin_and_end_to_counts_form( + *begin, *end + ) } - # Parents and Daughters + + # Generate Parents and Daughters global indexers ranges_content = {} for key, target in self.mc_relations.items(): col_name = target.split(".")[0] if name.endswith(key): range_name = f"{col_name.replace("#","idx")}_ranges" - ranges_content[range_name+"G"] = transforms.index_range_form( - *begin, - *end, - branch_forms[f"{col_name}/{target}"] + ranges_content[range_name + "G"] = transforms.index_range_form( + *begin, *end, branch_forms[f"{col_name}/{target}"] ) to_zip = {**begin_end_content, **counts_content, **ranges_content} - branch_forms[name] = zip_forms( - sort_dict( - to_zip - ), - name, - offsets=offset_form - ) + branch_forms[name] = zip_forms(sort_dict(to_zip), name, offsets=offset_form) # Zip colorFlow.a and colorFlow.b branches # Example: 'Particle/Particle.colorFlow.a', 'Particle/Particle.colorFlow.b' --> 'Particle/Particle.colorFlow' @@ -500,32 +491,45 @@ def _create_subcollections(self, branch_forms, all_collections): return branch_forms def _global_indexers(self, branch_forms, all_collections): - + """ + Create global indexers from cross-references + (except parent and daughter cross-references which are dealt in subcollection level) + """ for cross_ref, target in self.all_cross_references.items(): collection_name, index_name = cross_ref.split(".") - #pick up the available fields from target collection to get an offset from - available_fields = [name for name in branch_forms.keys() if name.startswith(f"{target}/{target}.")] + # pick up the available fields from target collection to get an offset from + available_fields = [ + name + for name in branch_forms.keys() + if name.startswith(f"{target}/{target}.") + ] # By default the idxs have different shape at axis=1 in comparison to target # So one needs to fill the empty spaces with -1 which could be removed later compatible_index = transforms.grow_local_index_to_target_shape_form( branch_forms[f"{collection_name}/{collection_name}.{index_name}"], - branch_forms[available_fields[0]] + branch_forms[available_fields[0]], ) + # Pick up the offset from an available field offset_form = { "class": "NumpyArray", "itemsize": 8, "format": "i", "primitive": "int64", - "form_key": concat(*[branch_forms[available_fields[0]]["form_key"],"!offsets",]), + "form_key": concat( + *[ + branch_forms[available_fields[0]]["form_key"], + "!offsets", + ] + ), } - replaced_name = collection_name.replace('#', 'idx') - branch_forms[f"{target}/{target}.{replaced_name}_{index_name}Global"] = transforms.local2global_form( - compatible_index, - offset_form + # Convert local indices to global indices + replaced_name = collection_name.replace("#", "idx") + branch_forms[f"{target}/{target}.{replaced_name}_{index_name}Global"] = ( + transforms.local2global_form(compatible_index, offset_form) ) return branch_forms @@ -551,9 +555,7 @@ def _build_collections(self, field_names, input_contents): branch_forms = self._create_subcollections(branch_forms, all_collections) # Create Global Indexers for all cross references - branch_forms = self._global_indexers( - branch_forms, all_collections - ) + branch_forms = self._global_indexers(branch_forms, all_collections) # Process the Hash-Tagged '#' branches output, branch_forms = self._idx_collections( @@ -600,6 +602,8 @@ class FCC: Note: For now, only one variant is available, called the latest version, that points to the fcc.FCCSchema class. This schema has been made keeping the Spring2021 pre-generated samples. + Its also tested with Winter2023 samples with the uproot_options={"filter_name": lambda x : "PARAMETERS" not in x} + parameter when loading the fileset. This removes the "PARAMETERS" branch that is unreadable in uproot afaik. More Schema variants could be added later. """ diff --git a/src/coffea/nanoevents/transforms.py b/src/coffea/nanoevents/transforms.py index ddc164615..74f122dc5 100644 --- a/src/coffea/nanoevents/transforms.py +++ b/src/coffea/nanoevents/transforms.py @@ -142,61 +142,6 @@ def local2global(stack): stack.append(out) -def local2nestedglobal_form(index, target): - if not index["class"].startswith("ListOffset"): - raise RuntimeError - if not target["class"].startswith("ListOffset"): - raise RuntimeError - form = copy.deepcopy(index) - form["content"]["form_key"] = concat( - index["form_key"],target["form_key"], "!local2nestedglobal", "!content" - ) - form["form_key"] = concat( - index["form_key"], target["form_key"], "!local2nestedglobal" - ) - form["content"]["itemsize"] = 8 - form["content"]["primitive"] = "int64" - return form - - -def local2nestedglobal(stack): - ''' - It is assumed that 'index' is already flattened across axis = 1 - and - target is an example target branch - ''' - target = stack.pop() - index = stack.pop() - - counts1 = awkward.num(target, axis=1) - counts2 = awkward.num(index, axis=1) # This is, in reality, flattened counts for axis = 2 - - print(target) - print(len(target)) - print(index) - print(len(index)) - print(counts1) - print(len(counts1)) - print(counts2) - print(len(counts2)) - - # One needs to unflatten index at axis = 1 and then flatten index at axis = 2 - index = awkward.unflatten(index, counts1, axis=0) - print(index) - print(len(index)) - index = awkward.flatten(index, axis=2) - - stack2 = [index, target.layout.offsets.data] - local2global(stack2) - index = stack2.pop() - - # Unflatten across axis = 2 - out = awkward.unflatten(index, counts2, axis=0) - - # The output is nested and is already flattened across axis = 1 - stack.append(out) - - @numba.njit def _grow_local_index_to_target_shape_kernel(index, all_index, builder): for i in range(len(all_index)): @@ -220,7 +165,10 @@ def grow_local_index_to_target_shape_form(index, target): raise RuntimeError form = copy.deepcopy(index) form["content"]["form_key"] = concat( - index["content"]["form_key"],target["content"]["form_key"]#, "!grow_local_index_to_target_shape", "!content" + index["content"]["form_key"], + target["content"][ + "form_key" + ], # , "!grow_local_index_to_target_shape", "!content" ) form["form_key"] = concat( index["form_key"], target["form_key"], "!grow_local_index_to_target_shape" @@ -238,16 +186,17 @@ def grow_local_index_to_target_shape(stack): """ target = stack.pop() index = stack.pop() - all_index = awkward.local_index(target, axis = 1) + all_index = awkward.local_index(target, axis=1) - useable_index = awkward.Array(_grow_local_index_to_target_shape_kernel( - awkward.Array(index), - awkward.Array(all_index), - awkward.ArrayBuilder() - ).snapshot()) + useable_index = awkward.Array( + _grow_local_index_to_target_shape_kernel( + awkward.Array(index), awkward.Array(all_index), awkward.ArrayBuilder() + ).snapshot() + ) stack.append(useable_index) + def begin_and_end_to_counts_form(begin, end): if not begin["class"].startswith("ListOffset"): raise RuntimeError @@ -262,11 +211,13 @@ def begin_and_end_to_counts_form(begin, end): def begin_and_end_to_counts(stack): + "Calculate the number of entries from begin to end (end - begin)" end = stack.pop() begin = stack.pop() stack.append(end - begin) + @numba.njit def _index_range_kernel(begin_end, target, builder): for ev in range(len(begin_end)): @@ -295,21 +246,36 @@ def index_range_form(begin, end, target): "class": "ListOffsetArray", "offsets": "i64", "content": { - "class":"NumpyArray", - "itemsize":8, - "format":"i", - "primitive":"int64", - "form_key": concat(begin["form_key"], end["form_key"], target["form_key"], "!index_range", "!content") + "class": "NumpyArray", + "itemsize": 8, + "format": "i", + "primitive": "int64", + "form_key": concat( + begin["form_key"], + end["form_key"], + target["form_key"], + "!index_range", + "!content", + ), }, - "form_key": concat(begin["form_key"], end["form_key"], target["form_key"], "!index_range") + "form_key": concat( + begin["form_key"], end["form_key"], target["form_key"], "!index_range" + ), }, - "form_key": concat(begin["form_key"], end["form_key"], target["form_key"]) + "form_key": concat(begin["form_key"], end["form_key"], target["form_key"]), } return form def index_range(stack): - + """ + Takes in begin and end arrays and a target array. + This is the process: + Get ranges (double nesting) of begin to end + Corresponding to those index ranges, pick up elements from the target array(which are also indices) + Convert the resulting doubly nested indices into doubly nested global indices (actually flattened across axis=1 + , because unflattening would be done in zip_forms) + """ target = stack.pop() end = stack.pop() begin = stack.pop() @@ -317,21 +283,21 @@ def index_range(stack): (begin[:, :, numpy.newaxis], end[:, :, numpy.newaxis]), axis=2 ) - out = awkward.Array(_index_range_kernel(begin_end, target, awkward.ArrayBuilder()).snapshot()) - + out = awkward.Array( + _index_range_kernel(begin_end, target, awkward.ArrayBuilder()).snapshot() + ) + # Convert to global index - outG = out - counts1 = awkward.num(outG, axis=1) - counts2 = awkward.flatten(awkward.num(outG, axis=2), axis=1) - - outG = awkward.flatten(outG, axis=2) - stack2 = [outG, begin.layout.offsets.data] + counts2 = awkward.flatten(awkward.num(out, axis=2), axis=1) + + out = awkward.flatten(out, axis=2) + stack2 = [out, begin.layout.offsets.data] local2global(stack2) - outG = stack2.pop() - - outG = awkward.unflatten(outG, counts2, axis=0) - - stack.append(outG) + out = stack2.pop() + + out = awkward.unflatten(out, counts2, axis=0) + + stack.append(out) def counts2nestedindex_form(local_counts, target_offsets): @@ -447,12 +413,6 @@ def _children_kernel(offsets_in, parentidx): offset0 = offset0 + 1 return offsets1_out, content1_out[:offset1] - out = awkward.Array( - awkward.contents.ListOffsetArray( - awkward.index.Index64(coffsets), - awkward.contents.NumpyArray(ccontent), - ) - ) def children_form(offsets, globalparents): From a1b81a3f97bc8488f9843f6d8054227be2062d52 Mon Sep 17 00:00:00 2001 From: Lindsey Gray Date: Mon, 14 Oct 2024 17:06:42 -0500 Subject: [PATCH 07/12] fix quoting issue --- src/coffea/nanoevents/schemas/fcc.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/src/coffea/nanoevents/schemas/fcc.py b/src/coffea/nanoevents/schemas/fcc.py index 03a324be9..90c15df67 100644 --- a/src/coffea/nanoevents/schemas/fcc.py +++ b/src/coffea/nanoevents/schemas/fcc.py @@ -168,7 +168,7 @@ def _idx_collections(self, output, branch_forms, all_collections): for idx in idxs: # Create a Python-friendly name # Example: Jet#0 --> Jetidx0 - repl = idx.replace("#", "idx") + repl = idx("#", "idx") # The content of the collection # Example output: {'index':, 'collectionID':} @@ -252,7 +252,7 @@ def _main_collections(self, output, branch_forms, all_collections): # 'momentum.y' --> 'py' # 'momentum.z' --> 'pz' collection_content = { - (k.replace(k, self._replacement[k]) if k in self._replacement else k): v + (k(k, self._replacement[k]) if k in self._replacement else k): v for k, v in collection_content.items() } @@ -394,8 +394,8 @@ def _create_subcollections(self, branch_forms, all_collections): # Replace square braces in a name for a Python-friendly name; Example: covMatrix[n] --> covMatrix_n_ for name in field_names: if _square_braces.match(name): - new_name = name.replace("[", "_") - new_name = new_name.replace("]", "_") + new_name = name("[", "_") + new_name = new_name("]", "_") branch_forms[new_name] = branch_forms.pop(name) # Zip _begin and _end branches @@ -448,7 +448,7 @@ def _create_subcollections(self, branch_forms, all_collections): for key, target in self.mc_relations.items(): col_name = target.split(".")[0] if name.endswith(key): - range_name = f"{col_name.replace("#","idx")}_ranges" + range_name = f"{col_name.replace('#','idx')}_ranges" ranges_content[range_name + "G"] = transforms.index_range_form( *begin, *end, branch_forms[f"{col_name}/{target}"] ) From 0fc7362bbf9512b8ff99f822c38f613cef7b03e8 Mon Sep 17 00:00:00 2001 From: Lindsey Gray Date: Mon, 14 Oct 2024 17:15:35 -0500 Subject: [PATCH 08/12] fix accidental deletions of .replace --- src/coffea/nanoevents/schemas/fcc.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/coffea/nanoevents/schemas/fcc.py b/src/coffea/nanoevents/schemas/fcc.py index 90c15df67..aa8e922b4 100644 --- a/src/coffea/nanoevents/schemas/fcc.py +++ b/src/coffea/nanoevents/schemas/fcc.py @@ -168,7 +168,7 @@ def _idx_collections(self, output, branch_forms, all_collections): for idx in idxs: # Create a Python-friendly name # Example: Jet#0 --> Jetidx0 - repl = idx("#", "idx") + repl = idx.replace("#", "idx") # The content of the collection # Example output: {'index':, 'collectionID':} @@ -252,7 +252,7 @@ def _main_collections(self, output, branch_forms, all_collections): # 'momentum.y' --> 'py' # 'momentum.z' --> 'pz' collection_content = { - (k(k, self._replacement[k]) if k in self._replacement else k): v + (k.replace(k, self._replacement[k]) if k in self._replacement else k): v for k, v in collection_content.items() } @@ -394,8 +394,8 @@ def _create_subcollections(self, branch_forms, all_collections): # Replace square braces in a name for a Python-friendly name; Example: covMatrix[n] --> covMatrix_n_ for name in field_names: if _square_braces.match(name): - new_name = name("[", "_") - new_name = new_name("]", "_") + new_name = name.replace("[", "_") + new_name = new_name.replace("]", "_") branch_forms[new_name] = branch_forms.pop(name) # Zip _begin and _end branches From a4324db25b22ededa7581ae1da9df4edf931da7f Mon Sep 17 00:00:00 2001 From: prayagyadav Date: Tue, 15 Oct 2024 19:09:52 +0530 Subject: [PATCH 09/12] added parents daughters tests and winter2023 sample --- 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